ChatGPT describes my product with outdated information. How do I fix it?

Outdated descriptions usually come from one of two places: a stale impression from training data, or stale pages that are still being retrieved.

You can only fix the second directly. Audit what is still live — old landing pages, outdated pricing pages, abandoned subdomains, third-party listings you have not updated. Each is a source of the old story.

Then make the current description dominant: the same sentence in the H1, title tag, meta description, llms.txt, and your main profiles. Consistency is what displaces the old version over time.

For training-derived errors, there is no instant fix. Getting the corrected description into places that are widely read is the only lever, and it works on a slow clock.