Out of curiosity, a café owner once asked an AI assistant whether her own café was open. The answer came back confident, specific, and wrong, describing hours she had changed months earlier. It’s a strange thing to be contradicted about your own business by a tool that sounds so sure of itself, and it raises a reasonable question: where did it get that information in the first place?
AI Tools Don’t Know Things. They Retrieve and Summarize
Tools like Google AI Overviews, ChatGPT Search, Perplexity, and Copilot generally work by pulling from existing public information, search indexes, structured data, and in some cases live lookups, then summarizing it in conversational language. They aren’t independently verifying facts the way a person might. The exact process varies between these tools and continues to change, so it’s worth being cautious about assuming any single mechanism applies universally, but the general pattern of retrieving and summarizing existing information holds fairly consistently.
Old or Conflicting Information Can Get Repeated Confidently
If the underlying sources an AI tool draws from are outdated or disagree with each other, the summarized answer can still come out sounding certain, since these systems are generally built to produce a smooth, confident response rather than flag every uncertainty. This is really the same accuracy problem that’s always affected search results and directory listings. AI tools are simply another consumer of that same underlying information, not a separate system with its own independent facts.
Keeping the Underlying Information Clean Is the Only Real Lever
There’s generally no direct way to submit a correction to an AI assistant the way you might edit a directory listing, since most of these tools re-derive their answers from public sources rather than storing an editable profile of your business. The practical response stays the same as it’s always been: keep your information accurate and consistent everywhere it appears. A platform built around exactly that, like Trace Businesses, gives that accurate information a stable home, though no one can promise how any specific AI tool will phrase an answer at any given moment.
Conclusion
Nobody can guarantee how an AI assistant will describe a specific business, and any claim promising that kind of control should be treated skeptically. What’s reasonable is recognizing that these tools draw from the same public information that search engines and directories have always relied on, which makes accuracy and consistency, the same fundamentals Trace Businesses is built around, worth maintaining regardless of which tool someone happens to be asking.
