ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews now answer the question buyers used to ask Google. "Who is the CEO of Anthropic?" "Who founded Airbnb?" "What does Satya Nadella do?" The answer the engine returns is built from biographical text scraped, ranked, and synthesized across the open web. If your bio is not structured for retrieval, you are not in the answer.
Which means you do not exist in the buying decision.
Three structural shifts rewrote the rules:
The retrieval layer looks for seven things:
Pichai's Wikipedia bio opens: name, current role, company, prior role, education, country of origin — in the first three sentences. That is the structure the engine expects. When you ask Claude or ChatGPT "who runs Google," the answer is built from that same paragraph. Not from Google's About page. From Wikipedia.
Nadella's bio across Microsoft.com, Wikipedia, and Harvard Business Review carries the same three anchors in every version: Chairman and CEO of Microsoft, 1992 join date, Hyderabad birthplace. Consistency across surfaces is what builds the citation. Drift kills it.
Chesky's bio names the cofounders (Joe Gebbia, Nathan Blecharczyk), the 2008 founding year, the Rhode Island School of Design credential, and the design-led operating thesis. Four entities the engine can verify against five other sources. That is the citation pattern.
Altman's bio compounds across Y Combinator, OpenAI, Worldcoin, and his early Loopt exit. Every named entity in the bio is independently retrievable. The engine does not have to trust the bio — it cross-references it.
The format that works in 2026:
That is the bio. Six to eight sentences. 180 to 220 words. Twelve to fifteen verifiable entities.
Audit the current executive bios across your site, LinkedIn, speaker pages, and Wikipedia. Count the entities. Confirm consistency. Rewrite to the seven-element format. Publish across surfaces simultaneously.
Then measure. Run prompts in ChatGPT, Claude, Perplexity, Gemini. Ask: "Who is [executive name]?" "Who runs [company]?" "Who are the leading experts on [category]?"
If your executive is not in the answer, you do not have a bio problem. You have a Citation Share problem.
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