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Ahrefs' 1,885-page experiment showed schema alone doesn't lift AI citations. But Person schema plus a verifiable entity graph (sameAs, Wikidata, ORCID, LinkedIn) is now a citation prerequisite. Here's the full 2026 blueprint.
Google's Organization type has quietly absorbed 15+ new fields since 2023. AI engines cross-reference every one to score your brand entity. Here's the full field-by-field playbook, with the sameAs strategy that actually builds a Knowledge Graph entry.
G2 lost 85% of its programmatic traffic since 2023, but Wise, Zapier, and Salesforge are still winning. Here's the honest 2026 playbook for programmatic AEO that survives spam updates and earns AI citations.
Speakable schema has been Beta at Google for eight years and is ignored by Alexa+, GPT-Live, Perplexity Voice, and Siri AI. But the 40-60 word answer patterns it forces you to write are exactly what every LLM cites. Here's the honest playbook.
The Bing share teams cite is wrong. How Copilot picks sources in 2026, and the concrete steps to earn citations across Microsoft's AI surface.
Google killed FAQ rich results in May 2026. AI engines still cite FAQ content 41% of the time. The structure that wins position zero in 2026 answers.
Over half of ChatGPT users speak a non-English language. International AEO: per-engine citation rates, Baidu/Yandex/Naver, hreflang, and multilingual schema.
Meta AI reaches 1B users across WhatsApp, Instagram, and Messenger, and it hides its citations. Here is how brands actually earn mentions in 2026.
How EdTech brands earn ChatGPT, Claude, Khanmigo, and Gemini citations: what AI tutors cite, Course schema, curriculum alignment, and the teacher-buyer stack.
How fintech brands earn AI citations without violating SEC, FINRA, or CFPB rules: what AI cites, credentials, financial schema, disclosures, and workflow.
How law firms and legal SaaS earn AI citations without violating ABA rules or UPL: what ChatGPT actually cites, schema, disclaimers, and the review workflow.
Franchises and chains earn only 1.2% ChatGPT recommendations vs 35.9% Google 3-pack. Multi-location AEO: location pages, GBP at scale, NAP, schema, multi-brand.
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