{ "scope": "Published records", "courses": [ { "id": "ai-seo-rainmakers", "slug": "ai-seo-rainmakers", "name": "AI SEO Rainmakers", "provider_id": "charles-floate", "official_url": "https://www.skool.com/ai-seo-rainmakers/about", "identity_source_id": "rainmakers-skool", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "membership", "classification_reason": "A paid AI SEO community with Charles Floate, live support and shared tools.", "facts": { "description": { "value": "A paid AI SEO community with Charles Floate, live support and shared tools.", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "A paid AI SEO community with Charles Floate, live support and shared tools.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "monthly", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "The listing offers a monthly membership.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [ { "value": 299, "observed_at": "2026-09-18", "source_id": "rainmakers-skool", "note": "Join control observation; not resolved current price." }, { "value": 289, "observed_at": "2026-09-18", "source_id": "rainmakers-skool", "note": "Body-copy observation on the same retrieval; not a confirmed earlier price." } ] }, "price_currency": { "value": "USD", "source_ids": [ "skool-subscription-currency" ], "verified_at": "2026-09-18", "evidence_summary": "Skool states all membership subscription prices are in USD.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "Cohort-based monthly pricing: the rate for new members rises USD 10 every 25 members. Your joining rate stays locked while continuously subscribed; rejoining after cancellation uses the then-current rate. Check checkout for the current cohort price.", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "The provider describes a USD 10 increase every 25 new members, a locked rate while subscribed, and current-rate pricing on rejoining. Public pages show different amounts, so no single current entry price is asserted.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "Conflicting prices: join control $299/month; body copy $289/month. Confirm at checkout.", "observed_at": "2026-09-18", "source_id": "rainmakers-skool", "note": "Earlier conflicting advertised amounts retained; current entry rate must be checked at checkout." } ] }, "format": { "value": "hybrid", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "Courses and live support are advertised together.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "advanced", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "advanced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "Ongoing membership; weekly 90-minute calls", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "Ongoing membership; weekly 90-minute calls", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "The product is presented as a private community.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "Weekly live support is advertised.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "7-day money-back offer; direct message before level 3", "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "Public listing states this conditional offer. Confirm exact eligibility with the provider.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "Conditional 7-day policy; contact before level 3. Confirm full terms with provider.", "observed_at": "2026-09-18", "source_id": "rainmakers-skool", "note": "Earlier recorded value; superseded by current source check." } ] }, "prerequisites": { "value": "Existing SEO experience; the provider explicitly excludes beginners", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "Existing SEO experience; the provider explicitly excludes beginners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Charles Floate" ], "source_ids": [ "rainmakers-skool" ], "verified_at": "2026-09-18", "evidence_summary": "The provider names Charles Floate as teacher.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "rainmakers-member-confirmation" ], "verified_at": "2026-09-18", "evidence_summary": "Confirmed by the site editor as a current course member, based on private course materials. Member-reported coverage; not independently verified.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "member_reported", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "rainmakers-member-confirmation" ], "verified_at": "2026-09-18", "evidence_summary": "Confirmed by the site editor as a current course member, based on private course materials. Member-reported coverage; not independently verified.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "member_reported", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "Published lab topics include citation tests across AI search platforms.", "classification_method": "mapped_equivalent", "editor_reason": "Published lab topics include citation tests across AI search platforms.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "rainmakers-member-confirmation" ], "verified_at": "2026-09-18", "evidence_summary": "Confirmed by the site editor as a current course member, based on private course materials. Member-reported coverage; not independently verified.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "member_reported", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "Training includes documented AI-search experiments and their measured results.", "classification_method": "mapped_equivalent", "editor_reason": "Training includes documented AI-search experiments and their measured results.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "The classroom and lab cover parasite SEO campaigns.", "classification_method": "mapped_equivalent", "editor_reason": "The classroom and lab cover parasite SEO campaigns.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "Members receive prompts, SOPs and implementation frameworks.", "classification_method": "mapped_equivalent", "editor_reason": "Members receive prompts, SOPs and implementation frameworks.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "agencies", "freelancers", "in-house SEO teams", "affiliate publishers", "site owners" ], "source_ids": [ "research-seo-stream" ], "verified_at": "2026-09-18", "evidence_summary": "agencies, freelancers, in-house SEO teams, affiliate publishers, site owners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "aeo-fundamentals", "slug": "aeo-fundamentals", "name": "AEO Fundamentals", "provider_id": "hubspot", "official_url": "https://academy.hubspot.com/courses/aeo-fundamentals-certification-en", "identity_source_id": "hubspot-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "certification", "classification_reason": "HubSpot training on visibility in conventional search and answer engines.", "facts": { "description": { "value": "HubSpot training on visibility in conventional search and answer engines.", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "HubSpot training on visibility in conventional search and answer engines.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course is offered without a fee.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Free certification is advertised.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "video", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Course overview explicitly lists nineteen videos.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "beginner", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The certification introduces AEO and is presented for learners new to the discipline.", "classification_method": "mapped_equivalent", "editor_reason": "The certification introduces AEO and is presented for learners new to the discipline.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "2 hr 20 min", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Course overview lists the total duration alongside seven lessons and nineteen videos.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Certification is included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Free HubSpot Academy account", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The access section requires an Academy account.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Jorie Munroe", "Jenn Sanchez" ], "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Named in the course instructor section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is the named course discipline.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AI citations are part of the curriculum description.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "The reviewed public syllabus does not establish this specific field.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum names AEO tracking and analytics.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Traditional search visibility is included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The citation lesson includes structured data implementation.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "marketers", "SEO professionals", "content strategists" ], "source_ids": [ "hubspot-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "marketers, SEO professionals, content strategists", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "B" }, { "id": "surfer-ai-search-optimization", "slug": "surfer-ai-search-optimization", "name": "AI Search Optimization Masterclass", "provider_id": "surfer", "official_url": "https://surferseo.com/academy/ai-search-optimization-masterclass/", "identity_source_id": "surfer-masterclass", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "Surfer training on AI discovery, entity signals and visibility measurement.", "facts": { "description": { "value": "Surfer training on AI discovery, entity signals and visibility measurement.", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Surfer training on AI discovery, entity signals and visibility measurement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Access is advertised as free.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "No course fee is advertised.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "video", "observed_at": "2026-09-18", "source_id": "surfer-masterclass", "note": "Superseded after expanded primary-source review." } ] }, "level": { "value": "all", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The FAQ allows anyone to take the course and the audience spans practitioners and marketing leaders.", "classification_method": "mapped_equivalent", "editor_reason": "The FAQ allows anyone to take the course and the audience spans practitioners and marketing leaders.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "2 hours", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The provider lists two hours of course material.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "About 2 hours; 20 lessons", "observed_at": "2026-09-18", "source_id": "surfer-masterclass", "note": "Earlier recorded value; superseded by current source check." } ] }, "certificate": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "A completion certificate is offered.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Community access is included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "A separate free Surfer Community account is required.", "source_ids": [ "surfer-help-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Official help article explains that a Surfer product login does not automatically provide a community account.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Tomasz Niezgoda", "Danni Roseman", "Paulina Kaleta" ], "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Tomasz Niezgoda, Danni Roseman, Paulina Kaleta", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "Tomasz Niezgoda", "observed_at": "2026-09-18", "source_id": "surfer-masterclass", "note": "Superseded after expanded primary-source review." } ] }, "geo": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons teach optimization for generative AI discovery; this is an equivalent-topic mapping, not an exact provider label.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons teach optimization for generative AI discovery; this is an equivalent-topic mapping, not an exact provider label.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons explain how to make content discoverable and quotable in AI answers.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons explain how to make content discoverable and quotable in AI answers.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "A curriculum lesson names schema and entity signals.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "A lesson covers AI-search visibility measurement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "surfer-masterclass" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum includes topical authority and content optimization.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum includes topical authority and content optimization.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, 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"yoast-ai" ], "verified_at": "2026-09-18", "evidence_summary": "A completion certificate is included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "30 days for an initial purchase; renewals and upgrades excluded", "source_ids": [ "research-yoast-refund" ], "verified_at": "2026-09-18", "evidence_summary": "The refund policy covers initial purchases and lists exclusions.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "No AI background required; some demonstrations use Yoast SEO Premium", "source_ids": [ "yoast-ai" ], "verified_at": "2026-09-18", "evidence_summary": "Prerequisites and platform-specific demonstration limitations appear in the FAQ.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "No AI background required", "observed_at": "2026-09-18", "source_id": "yoast-ai", "note": "Earlier recorded value; superseded by current source check." } ] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "yoast-ai" ], "verified_at": "2026-09-18", "evidence_summary": "Keyword strategy and SEO content are taught.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "yoast-ai" ], "verified_at": "2026-09-18", "evidence_summary": "Included learning materials cover structured data.", "classification_method": "mapped_equivalent", "editor_reason": "Included learning materials cover structured data.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO practitioners", "content creators", "AI beginners" ], "source_ids": [ "yoast-ai" ], "verified_at": "2026-09-18", "evidence_summary": "SEO practitioners, content creators, AI beginners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "learning-ai-search-roadmap", "slug": "learning-ai-search-roadmap", "name": "AI Search Optimization Roadmap", "provider_id": "aleyda-solis", "official_url": "https://learningaisearch.com/", "identity_source_id": "learning-ai-search", "parent_id": null, "count_as_programme": false, "subject_type": "ai_search_visibility", "product_type": "guide", "classification_reason": "Aleyda Solis’s curated roadmap to public AI-search learning resources.", "facts": { "description": { "value": "Aleyda Solis’s curated roadmap to public AI-search learning resources.", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Aleyda Solis’s curated roadmap to public AI-search learning resources.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The roadmap is presented as freely available.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The resources are offered free.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "guide", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The product is a curated learning roadmap.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "all", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The roadmap progresses from introductory concepts to specialist implementation.", "classification_method": "mapped_equivalent", "editor_reason": "The roadmap progresses from introductory concepts to specialist implementation.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "Self-directed reading; no fixed runtime", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Self-directed reading; no fixed runtime", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Aleyda Solis (curator)" ], "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The roadmap identifies its curator.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is explicitly named in the learning scope.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is explicitly named in the learning scope.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The roadmap includes brand authority and 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roadmap explains how existing SEO principles relate to AI search.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Technical optimization has a dedicated section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "A content optimization checklist is linked as a Google Sheet.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "marketers", "content teams" ], "source_ids": [ "learning-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, marketers, content teams", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "B" }, { "id": "ai-search-manual", "slug": "ai-search-manual", "name": "The AI Search Manual", "provider_id": "ipullrank", "official_url": "https://ipullrank.com/ai-search-manual", "identity_source_id": "ipullrank-manual", "parent_id": null, "count_as_programme": false, "subject_type": "ai_search_visibility", "product_type": "guide", "classification_reason": "A public chapter-based manual on generative search and Relevance Engineering.", "facts": { "description": { "value": "A public chapter-based manual on generative search and Relevance Engineering.", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "A public chapter-based manual on generative search and Relevance Engineering.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "free", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "0", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "guide", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "The provider presents this resource as a manual.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "24 chapters plus appendices; self-directed reading", "source_ids": [ "ipullrank-manual" ], "verified_at": "2026-09-18", "evidence_summary": "24 chapters plus appendices; self-directed reading", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", 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"evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Free Semrush account; basic marketing knowledge is helpful", "source_ids": [ "research-semrush-faq" ], "verified_at": "2026-09-18", "evidence_summary": "Free Semrush account; basic marketing knowledge is helpful", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Brian Dean", "Rita Cidre" ], "source_ids": [ "semrush-off-page-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Named in the course instructor section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "semrush-off-page-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum covers third-party citation opportunities.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "semrush-off-page-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Off-page SEO is explicitly taught.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "yes", "source_ids": [ "semrush-off-page-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Backlink research and outreach are named curriculum subjects.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "The reviewed public syllabus does not establish this specific field.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "marketers", "SEO professionals", "business owners", "content creators" ], "source_ids": [ "semrush-off-page-ai-search" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit course audience section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "business-owners, content-teams", "observed_at": "2026-09-18", "source_id": "semrush-off-page-ai-search", "note": "Earlier recorded value; superseded by current source check." } ] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "C" }, { "id": "semrush-ai-visibility", "slug": "semrush-ai-visibility", "name": "AI Visibility Essentials", "provider_id": "semrush", "official_url": "https://www.semrush.com/academy/courses/ai-visibility-essentials-with-semrush/", "identity_source_id": "semrush-ai-visibility", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "Training on measuring AI visibility and adapting content for LLM search.", "facts": { "description": { "value": "Training on measuring AI visibility and adapting content for LLM search.", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Training on measuring AI visibility and adapting content for LLM search.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Free enrollment is offered.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Enrollment has no course fee.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-semrush-faq" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "video", "observed_at": "2026-09-18", "source_id": "semrush-ai-visibility", "note": "Superseded after expanded primary-source review." } ] }, "level": { "value": "all", "source_ids": [ "research-semrush-faq" ], "verified_at": "2026-09-18", "evidence_summary": "all", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "87 minutes of listed videos", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Sum of published video durations; exercises and exam time are additional.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The provider offers a certificate.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Free Semrush account; basic marketing knowledge is helpful", "source_ids": [ "research-semrush-faq" ], "verified_at": "2026-09-18", "evidence_summary": "Free Semrush account; basic marketing knowledge is helpful", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Rita Cidre", "Leigh McKenzie" ], "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Rita Cidre, Leigh McKenzie", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [ { "value": "Rita Cidre", "observed_at": "2026-09-18", "source_id": "semrush-ai-visibility", "note": "Superseded after expanded primary-source review." } ] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The third-party mentions lesson covers citation sources.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Visibility measurement is explicitly described.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons explain the relationship between existing SEO and AI visibility.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons explain the relationship between existing SEO and AI visibility.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons cover crawler access, structured data and site architecture.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons cover crawler access, structured data and site architecture.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "The introduction provides a worksheet.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "audiences": { "value": [ "marketers", "SEO professionals", "content creators" ], "source_ids": [ "semrush-ai-visibility" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit course audience section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "ahrefs-aeo-course", "slug": "ahrefs-aeo-course", "name": "Answer Engine Optimization (AEO) Course", "provider_id": "ahrefs", "official_url": "https://ahrefs.com/academy/aeo-course", "identity_source_id": "ahrefs-aeo-course", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "A free video course covering AI discovery, citation strategy, technical foundations and traffic measurement.", "facts": { "description": { "value": "A free video course covering AI discovery, citation strategy, technical foundations and traffic measurement.", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "A free video course covering AI discovery, citation strategy, technical foundations and traffic measurement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "The provider explicitly offers free access.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Free course content.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "video", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Video lessons with runtimes are listed.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "beginner", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "The course begins with AEO fundamentals and introduces a first implementation plan.", "classification_method": "mapped_equivalent", "editor_reason": "The course begins with AEO fundamentals and introduces a first implementation plan.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "1 hour 26 minutes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Provider total runtime.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "No sign-up required", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit access statement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Sam Oh" ], "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Named instructor.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is the core curriculum.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Content citation and platform source selection are listed.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-ahrefs-aeo-course-linked-71" ], "verified_at": "2026-09-18", "evidence_summary": "Lesson 2.1 teaches mapping brands, sub-brands and products to topics and attributes.", "classification_method": "mapped_equivalent", "editor_reason": "Lesson 2.1 teaches mapping brands, sub-brands and products to topics and attributes.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "AI traffic tracking is taught using GA4 and Ahrefs Web Analytics.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons include keyword research and YouTube search optimization.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons include keyword research and YouTube search optimization.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Technical SEO for AI includes crawler controls.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-ahrefs-aeo-course-linked-71" ], "verified_at": "2026-09-18", "evidence_summary": "Lesson 2.1 links a brand-entity mapping template.", "classification_method": "mapped_equivalent", "editor_reason": "Lesson 2.1 links a brand-entity mapping template.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "content marketers", "brand managers", "founders" ], "source_ids": [ "ahrefs-aeo-course" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit audience list.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "B" }, { "id": "ahrefs-brand-radar", "slug": "ahrefs-brand-radar", "name": "How to Use Brand Radar", "provider_id": "ahrefs", "official_url": "https://ahrefs.com/academy/how-to-use-brand-radar", "identity_source_id": "ahrefs-brand-radar", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "A short tool-specific course on measuring brand visibility, competitive gaps and AI citations in Ahrefs Brand Radar.", "facts": { "description": { "value": "A short tool-specific course on measuring brand visibility, competitive gaps and AI citations in Ahrefs Brand Radar.", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "A short tool-specific course on measuring brand visibility, competitive gaps and AI citations in Ahrefs Brand Radar.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "The provider explicitly offers free access.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Free course content.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "video", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Video lessons with runtimes.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "29 minutes", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Provider total runtime.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "No sign-up to watch; software access is separate", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "The lessons are freely viewable. This does not establish free Brand Radar usage.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Andrei Țiț" ], "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Named instructor.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Dedicated lessons inspect cited domains and pages.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Monitoring and competitor benchmarking are explicit learning goals.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "marketers", "SEO professionals" ], "source_ids": [ "ahrefs-brand-radar" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit audience statement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "C" }, { "id": "hubspot-implementing-aeo", "slug": "hubspot-implementing-aeo", "name": "Implementing AEO With HubSpot", "provider_id": "hubspot", "official_url": "https://offers.hubspot.com/academy-aeo-certifications", "identity_source_id": "hubspot-implementing-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "certification", "classification_reason": "A HubSpot-specific certification covering setup, visibility dashboards and citation analysis.", "facts": { "description": { "value": "A HubSpot-specific certification covering setup, visibility dashboards and citation analysis.", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A HubSpot-specific certification covering setup, visibility dashboards and citation analysis.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The provider explicitly offers free access.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Free course content.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Listed as a certification.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Designed for users of HubSpot AEO or Marketing Hub Pro or Enterprise", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The provider distinguishes the free certification from the software used to apply it.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AEO implementation is the stated subject.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Citation analysis is a stated learning objective.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Visibility, sentiment and share of voice are covered.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "HubSpot marketing teams", "SEO professionals" ], "source_ids": [ "hubspot-implementing-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "HubSpot marketing teams, SEO professionals", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "cxl-geo-aeo", "slug": "cxl-geo-aeo", "name": "Optimize Pages for AI Search with GEO/AEO", "provider_id": "cxl", "official_url": "https://cxl.com/institute/online-course/optimize-pages-for-ai-search-with-aeo-cohort/", "identity_source_id": "cxl-geo-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "A focused course on comparison content, AI research journeys and measuring answer-engine visibility.", "facts": { "description": { "value": "A focused course on comparison content, AI research journeys and measuring answer-engine visibility.", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A focused course on comparison content, AI research journeys and measuring answer-engine visibility.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "one_time", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A direct course purchase is offered.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 299, "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course purchase button displays 299 dollars.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "USD", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The billing FAQ explicitly identifies USD pricing.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "Course purchase shown separately from subscription and cohort promotions", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Check the specific product at checkout; the page also promotes other CXL products.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "cxl-own-course-guide" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "intermediate", "source_ids": [ "cxl-own-course-guide" ], "verified_at": "2026-09-18", "evidence_summary": "CXL describes its course as intermediate to advanced.", "classification_method": "mapped_equivalent", "editor_reason": "CXL describes its course as intermediate to advanced.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "1 hour 57 minutes", "source_ids": [ "cxl-own-course-guide" ], "verified_at": "2026-09-18", "evidence_summary": "1 hour 57 minutes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "Designed for experienced SEO and content practitioners", "source_ids": [ "cxl-own-course-guide" ], "verified_at": "2026-09-18", "evidence_summary": "Designed for experienced SEO and content practitioners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Steve Toth" ], "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Named course instructor.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "GEO appears in the course title.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AEO assessment and influence are in the syllabus.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course teaches citable comparison content.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Measuring AI influence is in part one.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "cxl-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course description includes practical templates.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "content strategists", "growth marketers" ], "source_ids": [ "cxl-own-course-guide" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, content strategists, growth marketers", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "B" }, { "id": "skillsbooster-chatgpt-seo", "slug": "skillsbooster-chatgpt-seo", "name": "Search Engine Optimization with ChatGPT", "provider_id": "skillsbooster", "official_url": "https://www.coursera.org/learn/search-engine-optimization-with-chatgpt", "identity_source_id": "skillsbooster-chatgpt-seo", "parent_id": null, "count_as_programme": true, "subject_type": "traditional_seo_with_ai", "product_type": "standalone_course", "classification_reason": "A practical course applying ChatGPT to keyword research, content, technical elements and link outreach.", "facts": { "description": { "value": "A practical course applying ChatGPT to keyword research, content, technical elements and link outreach.", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "A practical course applying ChatGPT to keyword research, content, technical elements and link outreach.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Free enrollment does not establish free full access or certification", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The checked listing does not establish an unconditional full-access price.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "beginner", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "beginner", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "4 hours; 6 modules", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "4 hours; 6 modules", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "A shareable certificate is listed.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Anton Voroniuk" ], "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Named instructor on the platform listing.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Keyword research and on-page optimization are explicit objectives.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "yes", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "A link-building workflow is an explicit objective.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes sitemaps and schema markup.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Learners build a reusable prompt library.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "audiences": { "value": [ "website owners", "SEO beginners", "marketers" ], "source_ids": [ "skillsbooster-chatgpt-seo" ], "verified_at": "2026-09-18", "evidence_summary": "website owners, SEO beginners, marketers", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "C" }, { "id": "alex-genadinik-ai-seo", "slug": "alex-genadinik-ai-seo", "name": "2026 AI SEO With Traffic From LLM SEO, GEO, AEO", "provider_id": "alex-genadinik", "official_url": "https://www.coursera.org/learn/ai-seo", "identity_source_id": "alex-genadinik-ai-seo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "A six-module introduction to optimizing content and brand visibility for AI answer platforms.", "facts": { "description": { "value": "A six-module introduction to optimizing content and brand visibility for AI answer platforms.", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "A six-module introduction to optimizing content and brand visibility for AI answer platforms.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Free enrollment is advertised; full access and certificate pricing need checkout confirmation", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Enrollment wording alone does not establish a free course.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The platform explicitly states learning at your own pace.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "2 hours", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Listed estimated completion time.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Shareable certificate listed.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Alex Genadinik" ], "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Named instructor.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is an explicit course subject.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum explains AEO alongside GEO and LLM SEO.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Modules address obtaining recommendations from AI answer engines.", "classification_method": "mapped_equivalent", "editor_reason": "Modules address obtaining recommendations from AI answer engines.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons connect brand/about-page information and external references to AI understanding.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons connect brand/about-page information and external references to AI understanding.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum includes on-page SEO foundations.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum includes on-page SEO foundations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO professionals", "marketers", "entrepreneurs", "content creators" ], "source_ids": [ "alex-genadinik-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit course audience.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "rank-prompt-geo-aeo", "slug": "rank-prompt-geo-aeo", "name": "Free GEO & AEO Course", "provider_id": "rank-prompt", "official_url": "https://rankprompt.com/geo-course/", "identity_source_id": "rank-prompt-geo-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "standalone_course", "classification_reason": "A self-paced course connecting on-site AI optimization with off-site visibility and agency service delivery.", "facts": { "description": { "value": "A self-paced course connecting on-site AI optimization with off-site visibility and agency service delivery.", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A self-paced course connecting on-site AI optimization with off-site visibility and agency service delivery.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The provider explicitly offers free access.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Free course content.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Watch at your own pace is stated.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "beginner", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The provider requires basic search knowledge but no prior GEO experience.", "classification_method": "mapped_equivalent", "editor_reason": "The provider requires basic search knowledge but no prior GEO experience.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "Approximately 90 minutes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Provider total estimate for 20 lessons.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "no", "source_ids": [ "research-rankprompt-own-comparison" ], "verified_at": "2026-09-18", "evidence_summary": "The provider explicitly states that its own course does not issue a certificate.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Basic search knowledge; no prior GEO experience; signup form for access", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Stated learner expectations and access form.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Nazareno Castro Bay" ], "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Named instructor.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is an explicit subject.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is an explicit subject.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Content extraction and citation are taught.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Entity clarity appears in the curriculum.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Monitoring visibility and sentiment are included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "The reviewed public syllabus does not establish this specific field.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Crawler access and structured data are in the syllabus.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Proposal and reporting templates are included.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "audiences": { "value": [ "agencies", "consultants", "SEO professionals", "content teams", "marketers", "founders" ], "source_ids": [ "rank-prompt-geo-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit audience section.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "B" }, { "id": "searchministry-ai-academy", "slug": "searchministry-ai-academy", "name": "AI SEO Training for Agencies", "provider_id": "searchministry", "official_url": "https://searchministry.au/ai-academy", "identity_source_id": "searchministry-ai-academy", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "workshop", "classification_reason": "Custom agency-team training covering AI search concepts, content, technical foundations and service delivery.", "facts": { "description": { "value": "Custom agency-team training covering AI search concepts, content, technical foundations and service delivery.", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Custom agency-team training covering AI search concepts, content, technical foundations and service delivery.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Request a tailored quote; confirm in-person or virtual delivery", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "No price is published. Programme details mention Melbourne office sessions; introductory copy also offers virtual training.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "live_cohort", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Scheduled instructor-led sessions for an agency team.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "Four sessions of three hours", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "The current programme specifies four three-hour sessions.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Completion certificate for each participant.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Tharindu Gunawardana" ], "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Named trainer.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Citations and brand mentions are explicit curriculum subjects.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "The first session covers knowledge graphs and AI understanding.", "classification_method": "mapped_equivalent", "editor_reason": "The first session covers knowledge graphs and AI understanding.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum compares traditional SEO with AI search.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum compares traditional SEO with AI search.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Technical SEO is a named session.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Training includes a participant playbook.", "classification_method": "mapped_equivalent", "editor_reason": "Training includes a participant playbook.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "agencies", "SEO professionals", "account managers", "agency leaders" ], "source_ids": [ "searchministry-ai-academy" ], "verified_at": "2026-09-18", "evidence_summary": "Explicit programme audience.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "C" }, { "id": "maven-aeo", "slug": "maven-aeo", "name": "AEO Masterclass: AI Search Beyond SEO", "provider_id": "mostafa-elbermawy", "official_url": "https://maven.com/bermawy/ai-search-answer-engine-optimization", "identity_source_id": "research-maven-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "cohort", "classification_reason": "A two-session live workshop on AI-search strategy, implementation and reporting.", "facts": { "description": { "value": "A two-session live workshop on AI-search strategy, implementation and reporting.", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A two-session live workshop on AI-search strategy, implementation and reporting.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "one_time", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "one_time", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 499, "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "499", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "USD", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "USD", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "Listed cohort enrollment; confirm applicable tax and dates", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Listed cohort enrollment; confirm applicable tax and dates", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "live_cohort", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "live_cohort", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "Two live sessions over two days; confirm scheduled hours", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Two live sessions over two days; confirm scheduled hours", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "Maven Guarantee: eligible short-course refunds through the course midpoint", "source_ids": [ "research-maven-guarantee" ], "verified_at": "2026-09-18", "evidence_summary": "The course displays the guarantee; terms apply to payments through Maven.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Mostafa ElBermawy" ], "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Mostafa ElBermawy", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The workshop explicitly teaches answer engine optimization.", "classification_method": "mapped_equivalent", "editor_reason": "The workshop explicitly teaches answer engine optimization.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Sessions address citations in AI-generated answers.", "classification_method": "mapped_equivalent", "editor_reason": "Sessions address citations in AI-generated answers.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Reporting covers share of voice and sentiment.", "classification_method": "mapped_equivalent", "editor_reason": "Reporting covers share of voice and sentiment.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes crawler controls and content chunking.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus includes crawler controls and content chunking.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO professionals", "growth marketers", "marketing leaders" ], "source_ids": [ "research-maven-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, growth marketers, marketing leaders", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "ai-ranking", "slug": "ai-ranking", "name": "AI Ranking", "provider_id": "nicolas-gorrono", "official_url": "https://www.skool.com/ai-ranking/about", "identity_source_id": "research-ai-ranking", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "membership", "classification_reason": "An ongoing SEO and AI-search community with practical workflows and live support.", "facts": { "description": { "value": "An ongoing SEO and AI-search community with practical workflows and live support.", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "An ongoing SEO and AI-search community with practical workflows and live support.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "monthly", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "monthly", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 27, "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "27", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "USD", "source_ids": [ "skool-subscription-currency" ], "verified_at": "2026-09-18", "evidence_summary": "Skool states all membership subscription prices are in USD.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "format": { "value": "hybrid", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "hybrid", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "Ongoing membership; recurring weekly calls", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "Ongoing membership; recurring weekly calls", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "7-day money-back offer; check provider terms", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "7-day money-back offer; check provider terms", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Nicolas Gorrono" ], "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "Nicolas Gorrono", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "research-datawise-community" ], "verified_at": "2026-09-18", "evidence_summary": "The linked provider page explicitly describes GEO strategy.", "classification_method": "mapped_equivalent", "editor_reason": "The linked provider page explicitly describes GEO strategy.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-datawise-community" ], "verified_at": "2026-09-18", "evidence_summary": "Training addresses visibility in ChatGPT answers.", "classification_method": "mapped_equivalent", "editor_reason": "Training addresses visibility in ChatGPT answers.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-ai-ranking" ], "verified_at": "2026-09-18", "evidence_summary": "The programme includes an SEO action plan.", "classification_method": "mapped_equivalent", "editor_reason": "The programme includes an SEO action plan.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, 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"confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Advertised 30-day money-back guarantee; platform terms apply", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Advertised 30-day money-back guarantee; platform terms apply", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "Computer and internet access; no SEO or marketing experience required", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Computer and internet access; no SEO or marketing experience required", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Arun Nagarathanam" ], "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Arun Nagarathanam", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is explicitly included.", "classification_method": "mapped_equivalent", "editor_reason": "GEO is explicitly included.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is explicitly included.", "classification_method": "mapped_equivalent", "editor_reason": "AEO is explicitly included.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus covers AI-search recommendations and citations.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus covers AI-search recommendations and citations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons address entities and structured information.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons address entities and structured information.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "The course covers keyword, content and ranking foundations.", "classification_method": "mapped_equivalent", "editor_reason": "The course covers keyword, content and ranking foundations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Link building is part of the curriculum.", "classification_method": "mapped_equivalent", "editor_reason": "Link building is part of the curriculum.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes technical audits and schema.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus includes technical audits and schema.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "Downloadable implementation resources are included.", "classification_method": "mapped_equivalent", "editor_reason": "Downloadable implementation resources are included.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "beginners", "SEO professionals", "website owners" ], "source_ids": [ "research-udemy-zero-page-one" ], "verified_at": "2026-09-18", "evidence_summary": "beginners, SEO professionals, website owners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "ai-seo-mastery-pro", "slug": "ai-seo-mastery-pro", "name": "AI SEO Mastery Pro", "provider_id": "caleb-ulku", "official_url": "https://www.skool.com/ai-seo-mastery-pro/about", "identity_source_id": "research-ai-seo-mastery-pro", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "membership", "classification_reason": "An advanced SEO membership with live calls, AI workflows and implementation support.", "facts": { "description": { "value": "An advanced SEO membership with live calls, AI workflows and implementation support.", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "An advanced SEO membership with live calls, AI workflows and implementation 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advertises an annual option of USD 1,497", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "Also advertises an annual option of USD 1,497", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "hybrid", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "hybrid", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "advanced", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "advanced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "Ongoing membership; weekly live calls", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "Ongoing membership; weekly live calls", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "All sales final according to the public listing", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "All sales final according to the public listing", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Caleb Ulku" ], "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "Caleb Ulku", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "The programme addresses site and local SEO implementation.", "classification_method": "mapped_equivalent", "editor_reason": "The programme addresses site and local SEO implementation.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "Members receive prompts and implementation workflows.", "classification_method": "mapped_equivalent", "editor_reason": "Members receive prompts and implementation workflows.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "agencies" ], "source_ids": [ "research-ai-seo-mastery-pro" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, agencies", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "ai-seo-operators", "slug": "ai-seo-operators", "name": "AI SEO Operators", "provider_id": "jonathan-boshoff", "official_url": "https://www.skool.com/ai-seo/about", "identity_source_id": "research-ai-seo-operators", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "community", "classification_reason": "A free practitioner community sharing AI-search training and reusable automation workflows.", "facts": { "description": { "value": "A free practitioner community sharing AI-search training and reusable automation workflows.", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "A free practitioner community sharing AI-search training and reusable automation workflows.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "free", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "free", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "0", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "hybrid", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "hybrid", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "Ongoing community; recurring office hours", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "Ongoing community; recurring office hours", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Jonathan Boshoff" ], "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "Jonathan Boshoff", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The public listing explicitly includes GEO training.", "classification_method": "mapped_equivalent", "editor_reason": "The public listing explicitly includes GEO training.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The listing explicitly includes AEO training.", "classification_method": "mapped_equivalent", "editor_reason": "The listing explicitly includes AEO training.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "Training applies AI workflows to SEO work.", "classification_method": "mapped_equivalent", "editor_reason": "Training applies AI workflows to SEO work.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "The community advertises 50 reusable workflows.", "classification_method": "mapped_equivalent", "editor_reason": "The community advertises 50 reusable workflows.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "founders", "SEO operators" ], "source_ids": [ "research-ai-seo-operators" ], "verified_at": "2026-09-18", "evidence_summary": "founders, SEO operators", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "rank-expand", "slug": "rank-expand", "name": "Rank & Expand Academy", "provider_id": "rank-expand", "official_url": "https://www.skool.com/rank-expand-academy/about", "identity_source_id": "research-rank-expand", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "membership", "classification_reason": "A practical SEO membership with recorded training, reusable workflows and live coaching.", "facts": { "description": { "value": "A practical SEO membership with recorded training, reusable workflows and live coaching.", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "A practical SEO membership with recorded training, reusable workflows and live coaching.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "monthly", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "monthly", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 99, "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "99", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "USD", "source_ids": [ "skool-subscription-currency" ], "verified_at": "2026-09-18", "evidence_summary": "Skool states all membership subscription prices are in USD.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "7-day trial advertised; check conversion and cancellation terms", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "7-day trial advertised; check conversion and cancellation terms", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "hybrid", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "hybrid", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "221+ videos plus ongoing coaching", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "221+ videos plus ongoing coaching", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "Conditional 90-day first-client guarantee advertised; full eligibility needs confirmation", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "Conditional 90-day first-client guarantee advertised; full eligibility needs confirmation", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Jesse Cunningham", "Shawn (surname not stated)" ], "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "Jesse Cunningham, Shawn (surname not stated)", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "The programme covers local SEO and site implementation.", "classification_method": "mapped_equivalent", "editor_reason": "The programme covers local SEO and site implementation.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "yes", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "Members receive a backlink outreach resource.", "classification_method": "mapped_equivalent", "editor_reason": "Members receive a backlink outreach resource.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "The listing includes 20 reusable workflows.", "classification_method": "mapped_equivalent", "editor_reason": "The listing includes 20 reusable workflows.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "agencies", "SEO practitioners" ], "source_ids": [ "research-rank-expand" ], "verified_at": "2026-09-18", "evidence_summary": "agencies, SEO practitioners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "seo-elite-circle", "slug": "seo-elite-circle", "name": "SEO Elite Circle", "provider_id": "julian-goldie", "official_url": "https://www.skool.com/seo-mastermind-2356/about", "identity_source_id": "research-seo-elite-circle", "parent_id": null, "count_as_programme": true, "subject_type": "traditional_seo_with_ai", "product_type": "membership", "classification_reason": "An SEO membership with recurring live calls, recordings and implementation resources.", "facts": { "description": { "value": "An SEO membership with recurring live calls, recordings and implementation resources.", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "An SEO membership with recurring live calls, recordings and implementation resources.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "monthly", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "monthly", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 149, "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "149", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "USD", "source_ids": [ "skool-subscription-currency" ], "verified_at": "2026-09-18", "evidence_summary": "Skool states all membership subscription prices are in USD.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_note": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "format": { "value": "hybrid", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "hybrid", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "Ongoing membership; weekly live calls", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "Ongoing membership; weekly live calls", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "community": { "value": "yes", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Julian Goldie" ], "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "Julian Goldie", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "The public listing advertises an AI-assisted SEO playbook.", "classification_method": "mapped_equivalent", "editor_reason": "The public listing advertises an AI-assisted SEO playbook.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "Members receive SOPs and action plans.", "classification_method": "mapped_equivalent", "editor_reason": "Members receive SOPs and action plans.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO practitioners", "business owners" ], "source_ids": [ "research-seo-elite-circle" ], "verified_at": "2026-09-18", "evidence_summary": "SEO practitioners, business owners", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "gsdc-geo", "slug": "gsdc-geo", "name": "Certified Generative Engine Optimization Professional", "provider_id": "gsdc", "official_url": "https://www.gsdcouncil.org/generative-engine-optimization-certification", "identity_source_id": "research-gsdc-geo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "certification", "classification_reason": "A seven-module certification covering generative search, structured information and visibility measurement.", "facts": { "description": { "value": "A seven-module certification covering generative search, structured information and visibility measurement.", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "A seven-module certification covering generative search, structured information and visibility measurement.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "one_time", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "one_time", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 400, "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "400", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Promotional amount shown against an 800 list price; billing currency needs confirmation", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Promotional amount shown against an 800 list price; billing currency needs confirmation", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "advanced", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "advanced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "The provider lists modules but does not publish a total runtime.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "Conditional 7-day policy: 50% of materials, at least 2 one-to-one sessions, no final exam; further exclusions apply", "source_ids": [ "research-gsdc-refund" ], "verified_at": "2026-09-18", "evidence_summary": "The official guarantee sets completion, session and exam conditions.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "prerequisites": { "value": "Basic familiarity with AI and digital platforms", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Basic familiarity with AI and digital platforms", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "geo": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is the stated certification subject.", "classification_method": "mapped_equivalent", "editor_reason": "GEO is the stated certification subject.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Modules address citation frequency and visibility.", "classification_method": "mapped_equivalent", "editor_reason": "Modules address citation frequency and visibility.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes knowledge graphs.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus includes knowledge graphs.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Modules cover share of model, citations and sentiment.", "classification_method": "mapped_equivalent", "editor_reason": "Modules cover share of model, citations and sentiment.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum compares conventional and generative search.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum compares conventional and generative search.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes JSON-LD and structured data.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus includes JSON-LD and structured data.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO professionals", "growth marketers", "digital leaders", "consultants" ], "source_ids": [ "research-gsdc-geo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, growth marketers, digital leaders, consultants", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "jellyfish-aeo", "slug": "jellyfish-aeo", "name": "From SEO to AEO: Optimizing for AI-led Search", "provider_id": "jellyfish", "official_url": "https://www.jellyfish.com/en-us/training/courses/from-seo-to-aeo-optimising-for-ai-led-search", "identity_source_id": "research-jellyfish-aeo", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "workshop", "classification_reason": "A live one-day workshop for practitioners adapting existing SEO skills to AI-led search.", "facts": { "description": { "value": "A live one-day workshop for practitioners adapting existing SEO skills to AI-led search.", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "A live one-day workshop for practitioners adapting existing SEO skills to AI-led search.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "one_time", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "one_time", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 549, "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "549", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "US course page displays 549 per person before tax; confirm currency", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "US course page displays 549 per person before tax; confirm currency", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "live_cohort", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "live_cohort", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "intermediate", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The provider describes the workshop as intermediate to advanced.", "classification_method": "mapped_equivalent", "editor_reason": "The provider describes the workshop as intermediate to advanced.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "1 day, 10 am–5 pm", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "1 day, 10 am–5 pm", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "yes", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "Existing SEO knowledge", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Existing SEO knowledge", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access 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"classification_method": "mapped_equivalent", "editor_reason": "Training covers AI citations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus addresses entities.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus addresses entities.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The workshop includes AI-search measurement.", "classification_method": "mapped_equivalent", "editor_reason": "The workshop includes AI-search measurement.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-jellyfish-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Existing SEO is the foundation of the workshop.", "classification_method": "mapped_equivalent", "editor_reason": "Existing SEO is the foundation of the workshop.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ 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"history": [] }, "price_type": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Full-access and certificate pricing depend on enrollment", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Full-access and certificate pricing depend on enrollment", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "intermediate", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "intermediate", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "4 hours; 2 modules", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "4 hours; 2 modules", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access 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"Lessons cover AI citations.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons cover AI citations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons cover entity understanding.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons cover entity understanding.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The course includes visibility measurement.", "classification_method": "mapped_equivalent", "editor_reason": "The course includes visibility measurement.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons compare SEO and GEO.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons compare SEO and GEO.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus includes schema.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus includes schema.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO professionals", "marketers", "content teams" ], "source_ids": [ "research-coursera-mastering-geo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, marketers, content teams", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "coursera-generative-ai-seo", "slug": "coursera-generative-ai-seo", "name": "Generative AI for SEO: Be the #1 Answer in AI Search", "provider_id": "skillsbooster", "official_url": "https://www.coursera.org/learn/generative-ai-for-seo-be-the-1-answer-in-ai-search", "identity_source_id": "research-coursera-generative-ai-seo", "parent_id": null, "count_as_programme": true, "subject_type": "traditional_seo_with_ai", "product_type": "standalone_course", "classification_reason": "An eight-module course applying generative AI to SEO research, content and audits.", "facts": { "description": { "value": "An eight-module course applying generative AI to SEO research, content and audits.", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "An eight-module course applying generative AI to SEO research, content and audits.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_type": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_amount": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Free enrollment does not establish free full access or certification", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Free enrollment does not establish free full access or certification", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "intermediate", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "intermediate", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "duration": { "value": "8 hours; 8 modules", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "8 hours; 8 modules", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Anton Voroniuk" ], "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Anton Voroniuk", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons cover keyword and competitor research.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons cover keyword and competitor research.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum includes AI-assisted technical audits.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum includes AI-assisted technical audits.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The course includes a prompt library.", "classification_method": "mapped_equivalent", "editor_reason": "The course includes a prompt library.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "content teams", "freelancers", "marketers" ], "source_ids": [ "research-coursera-generative-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, content teams, freelancers, marketers", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "georion-academy", "slug": "georion-academy", "name": "Georion GEO Academy", "provider_id": "georion", "official_url": "https://georion.app/academy", "identity_source_id": "research-georion-academy", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "certification", "classification_reason": "A free twelve-lesson GEO programme with exercises and a certification exam.", "facts": { "description": { "value": "A free twelve-lesson GEO programme with exercises and a certification exam.", "source_ids": [ "research-georion-academy" ], "verified_at": "2026-09-18", "evidence_summary": "A free twelve-lesson GEO programme with exercises and a certification exam.", "classification_method": "explicit", "editor_reason": null, 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"classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "research-openlearn-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "No technical skills required; account needed for completion recognition", "source_ids": [ 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"evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-openlearn-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The course compares SEO and GEO.", "classification_method": "mapped_equivalent", "editor_reason": "The course compares SEO and GEO.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-openlearn-geo" ], "verified_at": "2026-09-18", "evidence_summary": "A practical checklist is included.", "classification_method": "mapped_equivalent", "editor_reason": "A practical checklist is included.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "beginners", 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"unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "research-conductor-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": 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null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "research-conductor-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course explicitly teaches AEO.", "classification_method": "mapped_equivalent", "editor_reason": "The course explicitly teaches AEO.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-conductor-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons cover AI citations.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons cover AI citations.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-conductor-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Reporting includes mentions, citations, share of voice and traffic.", "classification_method": "mapped_equivalent", "editor_reason": "Reporting includes mentions, citations, share of voice and traffic.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-conductor-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The lessons connect existing SEO to AEO.", "classification_method": "mapped_equivalent", "editor_reason": "The lessons connect existing SEO to AEO.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public 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"Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-techseo-llms" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons address LLM citation visibility.", "classification_method": "mapped_equivalent", "editor_reason": "Lessons address LLM citation visibility.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-techseo-llms" ], "verified_at": "2026-09-18", "evidence_summary": "Training covers how AI understands a brand.", "classification_method": "mapped_equivalent", "editor_reason": "Training covers how AI understands a brand.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": 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"status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-techseo-llms" ], "verified_at": "2026-09-18", "evidence_summary": "Technical optimization and schema are included.", "classification_method": "mapped_equivalent", "editor_reason": "Technical optimization and schema are included.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-techseo-llms" ], "verified_at": "2026-09-18", "evidence_summary": "Nine bonuses include KPI sheets and checklists.", "classification_method": "mapped_equivalent", "editor_reason": "Nine bonuses include 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"editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": [ "Alex Birkett" ], "source_ids": [ "research-cxl-content-ai" ], "verified_at": "2026-09-18", "evidence_summary": "Alex Birkett", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-cxl-content-ai" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum includes an AI-visibility audit.", "classification_method": "mapped_equivalent", "editor_reason": "The curriculum includes an AI-visibility audit.", "editor_id": "AI-assisted editorial 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"editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-cxl-content-ai" ], "verified_at": "2026-09-18", "evidence_summary": "The course develops a 90-day roadmap.", "classification_method": "mapped_equivalent", "editor_reason": "The course develops a 90-day roadmap.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "content strategists", "SEO professionals", "marketing leaders" ], "source_ids": [ "research-cxl-content-ai" ], "verified_at": "2026-09-18", "evidence_summary": "content strategists, SEO professionals, marketing leaders", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "cxl-ai-measurement", "slug": "cxl-ai-measurement", "name": "AI Visibility and AI-era Measurement", "provider_id": "cxl", "official_url": "https://cxl.com/institute/live-course/ai-visibility-brand-monitoring/", "identity_source_id": "research-cxl-ai-measurement", "parent_id": null, "count_as_programme": true, "subject_type": "ai_search_visibility", "product_type": "workshop", "classification_reason": "A live workshop focused on AI visibility, monitoring and performance reporting.", "facts": { "description": { "value": "A live workshop focused on AI visibility, monitoring and performance reporting.", "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "A live workshop focused on AI visibility, monitoring and performance 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"status": "confirmed", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "Campaign experience and performance data; provider lists preferred paid AI tools", "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "Campaign experience and performance data; provider lists preferred paid AI tools", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Ann Smarty", "Hesh Fekry", "Tarek Reslan" ], "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "Ann Smarty, Hesh Fekry, Tarek Reslan", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "The workshop covers citation monitoring.", "classification_method": "mapped_equivalent", "editor_reason": "The workshop covers citation monitoring.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "AI-era measurement is the central subject.", "classification_method": "mapped_equivalent", "editor_reason": "AI-era measurement is the central subject.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-cxl-ai-measurement" ], "verified_at": "2026-09-18", "evidence_summary": "The curriculum 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null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-reforge-search-ai" ], "verified_at": "2026-09-18", "evidence_summary": "Course outcomes include opportunity sizing, topical authority and content prioritization.", "classification_method": "mapped_equivalent", "editor_reason": 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"2026-09-18", "evidence_summary": "The Academy FAQ states that all courses are free.", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "self_paced", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "level": { "value": "beginner", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "The course describes its objective as foundational GEO literacy.", "classification_method": "mapped_equivalent", "editor_reason": "The course describes its objective as foundational GEO literacy.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "duration": { "value": "About 1–1.5 hours; provider estimates differ", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "About 1–1.5 hours; provider estimates differ", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "research-muckrack-faq" ], "verified_at": "2026-09-18", "evidence_summary": "The Academy FAQ states that all courses are free.", "classification_method": "mapped_equivalent", "editor_reason": "No course-access transaction applies to this free offering.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "Registration required", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Registration required", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "geo": { "value": "yes", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "GEO is the certification subject.", "classification_method": "mapped_equivalent", "editor_reason": "GEO is the certification subject.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "yes", "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "Lessons explain earning citations in 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"source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "PR professionals", "marketers", "communications teams" ], "source_ids": [ "research-muckrack-geo" ], "verified_at": "2026-09-18", "evidence_summary": "PR professionals, marketers, communications teams", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": 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}, "price_type": { "value": "free", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "free", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_amount": { "value": 0, "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "0", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "price_currency": { "value": "Not applicable (free)", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "price_note": { "value": "No course fee; optional tools or upgrades may be separate", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "format": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "level": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "duration": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "certificate": { "value": "yes", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "yes", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "Not applicable to free course access", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The course or public learning resource has no access fee.", "classification_method": "mapped_equivalent", "editor_reason": "The course or public learning resource has no access fee.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "prerequisites": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "instructors": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "yes", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "AEO is the certification subject.", "classification_method": "mapped_equivalent", "editor_reason": "AEO is the certification subject.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "yes", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "The syllabus covers knowledge graphs linking brands, people and concepts.", "classification_method": "mapped_equivalent", "editor_reason": "The syllabus covers knowledge graphs linking brands, people and concepts.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Reporting covers share of model, sentiment and attribution.", "classification_method": "mapped_equivalent", "editor_reason": "Reporting covers share of model, sentiment and attribution.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "yes", "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "Modules cover bot access and infrastructure for AI agents.", "classification_method": "mapped_equivalent", "editor_reason": "Modules cover bot access and infrastructure for AI agents.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "templates": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "audiences": { "value": [ "SEO professionals", "marketers", "content teams", "marketing leaders" ], "source_ids": [ "research-seoclarity-aeo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, marketers, content teams, marketing leaders", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" }, { "id": "seranking-ai-seo", "slug": "seranking-ai-seo", "name": "AI for SEO: Expert Framework", "provider_id": "se-ranking", "official_url": "https://seranking.com/academy/ai-for-seo.html", "identity_source_id": "research-seranking-ai-seo", "parent_id": null, "count_as_programme": true, "subject_type": "hybrid", "product_type": "standalone_course", "classification_reason": "Eight expert sessions applying AI to content, keyword strategy, workflow automation and search reporting.", "facts": { "description": { "value": "Eight expert sessions applying AI to content, keyword 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null, "status": "unknown", "history": [] }, "price_currency": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "price_note": { "value": "Included during an active paid or trial platform subscription; no separate course fee stated", "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Included during an active paid or trial platform subscription; no separate course fee stated", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "format": { "value": "self_paced", "source_ids": [ "research-seranking-academy-faq" ], "verified_at": "2026-09-18", "evidence_summary": "The Academy FAQ confirms on-demand lessons and 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"unknown", "history": [] }, "community": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "live_coaching": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "refund": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "prerequisites": { "value": "Active paid or trial SE Ranking account", "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Active paid or trial SE Ranking account", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "instructors": { "value": [ "Grace Leung", "Anastasia Kotsiubynska", "Chris Raulf", "Rejoice Ojiaku", "Matt Bailey", "Dani Leitner", "Ryan Shelley" ], "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Grace Leung, Anastasia Kotsiubynska, Chris Raulf, Rejoice Ojiaku, Matt Bailey, Dani Leitner, Ryan Shelley", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] }, "geo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "aeo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "llm_citations": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "entity_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "ai_measurement": { "value": "yes", "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "A dedicated lesson tracks performance in AI search.", "classification_method": "mapped_equivalent", "editor_reason": "A dedicated lesson tracks performance in AI search.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "traditional_seo": { "value": "yes", "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "Sessions cover keyword clusters and content optimization.", "classification_method": "mapped_equivalent", "editor_reason": "Sessions cover keyword clusters and content optimization.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "programmatic_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "links": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "technical_seo": { "value": "unknown", "source_ids": [], "verified_at": null, "evidence_summary": "Not established by the public course page, available syllabus and linked access information reviewed on 2026-09-18.", "classification_method": "unknown", "editor_reason": null, "editor_id": null, "status": "unknown", "history": [] }, "templates": { "value": "yes", "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "The course explicitly provides practical templates.", "classification_method": "mapped_equivalent", "editor_reason": "The course explicitly provides practical templates.", "editor_id": "AI-assisted editorial research", "status": "confirmed", "history": [] }, "audiences": { "value": [ "SEO professionals", "content creators", "marketers", "agencies" ], "source_ids": [ "research-seranking-ai-seo" ], "verified_at": "2026-09-18", "evidence_summary": "SEO professionals, content creators, marketers, agencies", "classification_method": "explicit", "editor_reason": null, "editor_id": null, "status": "confirmed", "history": [] } }, "last_verified_at": "2026-09-18", "verification_status": "partial", "variant": "A" } ], "sources": [ { "id": "rainmakers-skool", "url": "https://www.skool.com/ai-seo-rainmakers/about", "publisher": "Charles Floate", "title": "AI SEO Rainmakers listing", "source_type": "platform", "retrieved_at": "2026-09-18", "notes": "Join control and body copy contain conflicting prices; price amount requires review." }, { "id": "hubspot-aeo", "url": "https://academy.hubspot.com/courses/aeo-fundamentals-certification-en", "publisher": "HubSpot Academy", "title": "AEO Fundamentals", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "surfer-masterclass", "url": "https://surferseo.com/academy/ai-search-optimization-masterclass/", "publisher": "Surfer", "title": "AI Search Optimization Masterclass", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "yoast-ai", "url": "https://yoast.com/academy/ai-for-seo-training/", "publisher": "Yoast", "title": "AI for SEO training", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "learning-ai-search", "url": "https://learningaisearch.com/", "publisher": "Aleyda Solis", "title": "AI Search Optimization Roadmap", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "ipullrank-manual", "url": "https://ipullrank.com/ai-search-manual", "publisher": "iPullRank", "title": "The AI Search Manual", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "semrush-ai-search-os", "url": "https://www.semrush.com/academy/courses/ai-search-os/", "publisher": "Semrush Academy", "title": "AI Search Operating System", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "semrush-content-ai-search", "url": "https://www.semrush.com/academy/courses/content-marketing-essentials-for-seo-and-ai-search-with-semrush/", "publisher": "Semrush Academy", "title": "Content Marketing Essentials for SEO and AI Search", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "semrush-off-page-ai-search", "url": "https://www.semrush.com/academy/courses/off-page-seo-and-ai-search-essentials-with-semrush/", "publisher": "Semrush Academy", "title": "Off-Page SEO and AI Search Essentials", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "semrush-ai-visibility", "url": "https://www.semrush.com/academy/courses/ai-visibility-essentials-with-semrush/", "publisher": "Semrush Academy", "title": "AI Visibility Essentials", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public provider information; not a first-hand course assessment." }, { "id": "surfer-help-masterclass", "url": "https://docs.surferseo.com/en/articles/12398561-ai-search-optimization-masterclass-2025", "publisher": "Surfer", "title": "AI Search Optimization Masterclass access and certification", "source_type": "official_syllabus", "retrieved_at": "2026-09-18", "notes": "Public access requirements and certification details; no first-hand completion claimed." }, { "id": "ahrefs-aeo-course", "url": "https://ahrefs.com/academy/aeo-course", "publisher": "Ahrefs Academy", "title": "Answer Engine Optimization (AEO) Course", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "ahrefs-brand-radar", "url": "https://ahrefs.com/academy/how-to-use-brand-radar", "publisher": "Ahrefs Academy", "title": "How to Use Brand Radar", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "hubspot-implementing-aeo", "url": "https://offers.hubspot.com/academy-aeo-certifications", "publisher": "HubSpot Academy", "title": "Implementing AEO With HubSpot", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "cxl-geo-aeo", "url": "https://cxl.com/institute/online-course/optimize-pages-for-ai-search-with-aeo-cohort/", "publisher": "CXL", "title": "Optimize Pages for AI Search with GEO/AEO", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "skillsbooster-chatgpt-seo", "url": "https://www.coursera.org/learn/search-engine-optimization-with-chatgpt", "publisher": "SkillsBooster Academy", "title": "Search Engine Optimization with ChatGPT", "source_type": "platform", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "alex-genadinik-ai-seo", "url": "https://www.coursera.org/learn/ai-seo", "publisher": "Alex Genadinik", "title": "2026 AI SEO With Traffic From LLM SEO, GEO, AEO", "source_type": "platform", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "rank-prompt-geo-aeo", "url": "https://rankprompt.com/geo-course/", "publisher": "Rank Prompt", "title": "Free GEO & AEO Course", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "searchministry-ai-academy", "url": "https://searchministry.au/ai-academy", "publisher": "SearchMinistry", "title": "AI SEO Training for Agencies", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Current public landing page and curriculum checked. Provider claims; no first-hand course completion." }, { "id": "skool-subscription-currency", "url": "https://help.skool.com/article/86-subscriptions-faq", "title": "Subscriptions FAQ", "publisher": "Skool", "source_type": "platform", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-semrush-faq", "url": "https://www.semrush.com/academy/faq", "title": "Semrush Faq", "publisher": "Semrush", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-yoast-refund", "url": "https://yoast.com/terms-of-service/", "title": "Yoast Refund", "publisher": "Yoast", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-seo-stream", "url": "https://seo.stream/", "title": "Seo Stream", "publisher": "Charles Floate", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "cxl-own-course-guide", "url": "https://cxl.com/blog/7-best-ai-seo-courses-for-aeo/", "title": "CXL AI SEO course guide: own-product details", "publisher": "CXL", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-maven-aeo", "url": "https://maven.com/bermawy/ai-search-answer-engine-optimization", "title": "Maven Aeo", "publisher": "Mostafa ElBermawy", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-maven-guarantee", "url": "https://help.maven.com/en/articles/8705540-maven-s-satisfaction-guarantee", "title": "Maven Guarantee", "publisher": "Maven", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-ai-ranking", "url": "https://www.skool.com/ai-ranking/about", "title": "Ai Ranking", "publisher": "Nicolas Gorrono", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-datawise-community", "url": "https://www.datawiseseo.com/community/", "title": "Datawise Community", "publisher": "Nicolas Gorrono", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-search-atlas-mastery", "url": "https://searchatlas.com/ai-search-seo-mastery-course/", "title": "Search Atlas Mastery", "publisher": "Search Atlas", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-coursera-ai-seo-geo-certificate", "url": "https://www.coursera.org/professional-certificates/ai-seo-and-geo-boost-ai-visibility", "title": "Coursera Ai Seo Geo Certificate", "publisher": "Coursera", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-udemy-zero-page-one", "url": "https://www.udemy.com/course/seo-get-to-number1-in-google-search/", "title": "Udemy Zero Page One", "publisher": "Arun Nagarathanam", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-ai-seo-mastery-pro", "url": "https://www.skool.com/ai-seo-mastery-pro/about", "title": "Ai Seo Mastery Pro", "publisher": "Caleb Ulku", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-ai-seo-operators", "url": "https://www.skool.com/ai-seo/about", "title": "Ai Seo Operators", "publisher": "Jonathan Boshoff", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-rank-expand", "url": "https://www.skool.com/rank-expand-academy/about", "title": "Rank Expand", "publisher": "Rank & Expand", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-seo-elite-circle", "url": "https://www.skool.com/seo-mastermind-2356/about", "title": "Seo Elite Circle", "publisher": "Julian Goldie", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-gsdc-geo", "url": "https://www.gsdcouncil.org/generative-engine-optimization-certification", "title": "Gsdc Geo", "publisher": "Global Skill Development Council", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-gsdc-refund", "url": "https://www.gsdcouncil.org/refund-policy", "title": "Gsdc Refund", "publisher": "GSDC", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-jellyfish-aeo", "url": "https://www.jellyfish.com/en-us/training/courses/from-seo-to-aeo-optimising-for-ai-led-search", "title": "Jellyfish Aeo", "publisher": "Jellyfish", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-coursera-mastering-geo", "url": "https://www.coursera.org/learn/seo-mastering-generative-engine-optimization-geo", "title": "Coursera Mastering Geo", "publisher": "SkillUp", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-coursera-generative-ai-seo", "url": "https://www.coursera.org/learn/generative-ai-for-seo-be-the-1-answer-in-ai-search", "title": "Coursera Generative Ai Seo", "publisher": "SkillsBooster Academy", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-georion-academy", "url": "https://georion.app/academy", "title": "Georion Academy", "publisher": "Georion", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-openlearn-geo", "url": "https://www.open.edu/openlearncreate/course/view.php?id=15505", "title": "Openlearn Geo", "publisher": "Camille Sharon Kleinman", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-conductor-aeo", "url": "https://www.conductor.com/docs/platform/learning-center/tutorials/seo-enablement-answer-engine-optimization-aeo/", "title": "Conductor Aeo", "publisher": "Conductor", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-techseo-llms", "url": "https://techseo.pro/llms-seo/", "title": "Techseo Llms", "publisher": "MarketingSyrup", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-techseo-checkout", "url": "https://marketingsyrup.thrivecart.com/seo-for-llms/", "title": "Techseo Checkout", "publisher": "MarketingSyrup", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-cxl-content-ai", "url": "https://cxl.com/institute/online-courses/increase-visibility-and-revenue-with-ai-discovery-engines/", "title": "Cxl Content Ai", "publisher": "CXL", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-cxl-ai-measurement", "url": "https://cxl.com/institute/live-course/ai-visibility-brand-monitoring/", "title": "Cxl Ai Measurement", "publisher": "CXL", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-rankite-academy", "url": "https://rankite.com/academy", "title": "Rankite Academy", "publisher": "Rankite", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-semrush-ai-pr", "url": "https://www.semrush.com/academy/courses/ai-pr-toolkit-crash-course/", "title": "Semrush Ai Pr", "publisher": "Semrush", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-ahrefs-aeo-course-linked-71", "url": "https://ahrefs.com/academy/aeo-course/lesson-2-1", "title": "Ahrefs Aeo Course Linked 71", "publisher": "Ahrefs", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-ai-search-manual-linked-31", "url": "https://ipullrank.com/ai-search-manual/relevance-engineering", "title": "Ai Search Manual Linked 31", "publisher": "iPullRank", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-rankprompt-own-comparison", "url": "https://rankprompt.com/best-geo-aeo-courses/", "title": "Rankprompt Own Comparison", "publisher": "Rank Prompt", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-marketing-syrup-terms", "url": "https://marketingsyrup.com/terms-conditions/", "title": "Marketing Syrup Terms", "publisher": "MarketingSyrup", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-reforge-search-ai", "url": "https://www.reforge.com/courses/search-and-ai-optimization/details", "title": "Reforge Search Ai", "publisher": "Reforge", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-reforge-pricing", "url": "https://www.reforge.com/pricing", "title": "Reforge Pricing", "publisher": "Reforge", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-muckrack-geo", "url": "https://academy.muckrack.com/fundamentals-of-geo", "title": "Muckrack Geo", "publisher": "Muck Rack", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-seoclarity-aeo", "url": "https://www.seoclarity.net/seoclarity-aeo-certification-signup", "title": "Seoclarity Aeo", "publisher": "seoClarity", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-seranking-ai-seo", "url": "https://seranking.com/academy/ai-for-seo.html", "title": "Seranking Ai Seo", "publisher": "SE Ranking", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-seranking-academy-faq", "url": "https://help.seranking.com/hc/en-us/articles/16335339897884-SE-Ranking-Academy", "title": "Seranking Academy Faq", "publisher": "SE Ranking", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Public primary source checked during the expanded curriculum and enrollment review." }, { "id": "research-muckrack-faq", "url": "https://academy.muckrack.com/page/faqs", "publisher": "Muck Rack", "title": "Academy FAQs", "source_type": "official_course", "retrieved_at": "2026-09-18", "notes": "Confirms that all Academy courses are free." }, { "id": "rainmakers-member-confirmation", "url": "https://aiseocourse.pro/courses/ai-seo-rainmakers/#member-confirmation", "publisher": "Site editor (course member)", "title": "Course member confirmation of AI SEO Rainmakers topic coverage", "source_type": "member_report", "retrieved_at": "2026-09-18", "notes": "The site editor, a current course member, confirmed GEO, AEO, LLM citations, entities and measurement are covered in private course materials. 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