An assistant can say you shut down, that you cost twice as much, or blend you with a same-named company. There is no universal "report" button, but there is a protocol that works.
The four most common failures
- Stale data: old prices, plans or features.
- Entity confusion: mixing you with a similarly named brand.
- Amplified criticism: repeating an old review or controversy as the current state.
- Fabrication: attributing a feature or policy you never had.
Step 1: document before reacting
Record the exact question, the assistant, the date and the verbatim answer. Without that evidence you cannot prove the answer changed later. Repeat the question across several days: models vary and a one-off answer may not be the pattern.
Step 2: identify the source
There is almost always an origin: a stale listing, an old article, a forum thread, a directory with outdated data. Ask the assistant to cite its sources and follow the trail. The fix happens at the source, not in the model.
Step 3: correct in cascade
- Update your site and structured data with correct information and a visible date.
- Fix your listings in directories and aggregators.
- Request updates or corrections from media and roundups publishing wrong data.
- Publish a clear, factual page on the disputed point (pricing, data policy, rename).
- If you are confused with another company, sharpen your differentiation: full name, sector, location, linked official profiles.
Step 4: reinforce the correct signal
Models follow agreement between sources. The more sites state the correct fact, the sooner the error fades. Three agreeing sources beat one rebuttal on your blog.
Step 5: monitor until confirmed
Re-run the same question weekly and store the answer. Retrieved-data corrections can show up in weeks; anything baked into trained knowledge takes far longer and may need persistence.
Prevention
The best defence is consistency: the same facts, in the same words, everywhere you appear, plus periodic monitoring that warns you the day something changes instead of hearing it from a customer.