What happens if an AI assistant makes up a fake review or complaint about my business?
TL;DR: This is a known LLM failure mode called hallucination — the AI generates plausible-sounding but false detail because it's filling a gap, not lying deliberately. There's no formal "correction request" system yet across ChatGPT, Claude, Gemini, and Perplexity, so the practical fix is strengthening your real, verifiable public content so it outweighs whatever gap the AI was filling.
The claim
You can't directly edit what an AI assistant says the way you can edit a Google Business Profile listing; you can only crowd out bad information with better, more consistent real information.
Problem type vs. fix
| Problem type | Root cause | Practical fix |
|---|---|---|
| Wrong hours or address | Stale or inconsistent data | Update GBP, website, and directories to match |
| Fabricated review or complaint | Model filling a gap with plausible-sounding text | Publish real reviews and facts prominently and consistently |
| Confused with a similarly named business | Weak entity distinction | Use full legal/brand name, address, and unique details consistently |
Step-by-step
- Document exactly what the AI said and which engine said it.
- Check whether it's confusing you with a similarly named competitor.
- Strengthen your real, distinguishing facts across your site and GBP.
- Re-test after a few weeks to see if the error persists.
- If it's a major, repeated factual error, use the AI provider's feedback or reporting mechanism where available.
FAQ
Can I sue or demand a correction? There's no established legal process specific to AI-generated business errors as of 2026 — most providers offer only informal feedback channels.
Does this happen often? It's a known risk with any generative AI, more likely for businesses with thin or inconsistent public information.
Will more content fix it? Usually yes — hallucination is more common where real information is sparse; filling that gap with accurate content is the most reliable fix available today.
By Pinal Dave Last updated: 2026-07-24