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How AI assistants decide what they say about you.
Does Wikipedia Affect ChatGPT Answers About You?
What AI providers say about Wikipedia, how Wikipedia and Wikidata may reach answers about a person, and how to correct an entry within Wikipedia's rules.
What Does Grok Say About Me? How to Audit It
What does Grok say about me? A repeatable audit of Grok answers, how X posts and web sources shape them, and which correction routes xAI and X document.
AI answers about athletes and creators: audit and fixes
AI answers about athletes and creators: where they come from, five ways they fail, and a repeatable audit and correction sequence.
AI Answers About Job Candidates: Audit and Fix
AI answers about job candidates: what assistants say when a recruiter searches your name, an eight-question audit, and how to fix the sources.
AI answers about doctors and lawyers: what to fix
How AI answers about doctors and lawyers draw on registers, regulator decisions and directories, what you can correct at source, and how to audit them.
Wrong company information in ChatGPT: how to fix
Fix wrong company information in ChatGPT and other AI answers: trace each error to its source, correct your pages and records, and report what remains.
Google AI Mode reputation: audit what it says
Google AI Mode reputation explained: how it answers questions about a name, how it differs from AI Overviews, and a method to audit and correct it.
What Siri, Alexa and Google Assistant say about you
What Siri, Alexa and Google Assistant say about you aloud, where each takes the answer from, and how to correct a wrong one at its source.
What Microsoft Copilot says about you: check and correct
What does Copilot say about me? How Microsoft Copilot finds information about people, how to audit it, and which corrections are realistic.
ChatGPT wrong information about my product: how to fix
ChatGPT wrong information about my product? Trace a wrong price, spec or feature to its source, fix what you own and file the rest.
AI due diligence on executives: what to trust
AI due diligence on executives: what an assistant can tell an investor, how executives audit its answers, and how to correct errors without hiding facts.
AI defamation: your legal options when AI lies
AI defamation explained: when a false AI answer is legally actionable, which law applies in the UK, US and EU, and the order to try routes before a lawyer.











