GUIDES

What assistants say about you,
and what you can change.

Four things worth knowing before you try to fix an answer: where the claim came from, which layer it lives in, how a correction travels, and how to tell whether it worked.

01

What ChatGPT actually knows about you

Assistants answer from two different places: frozen training data and a live web search run at question time. Here is how to tell which one is talking, and how to test it without fooling yourself.

02

How to remove your information from AI answers

You cannot edit a model. You edit the page it read, then the index that cached it. Here is the order the layers actually come off in, and how long each one takes.

03

How to correct wrong information AI says about you

Most bad AI claims are not lies, they are stale facts. Correcting is a different job from removing, and it needs a better source rather than a deleted one.

04

A repeatable AI visibility check

A ten-minute audit you can run monthly on a person or a brand, and the four pieces of evidence worth writing down each time.

Then check your own

Reading about it settles nothing. Run an identifier through the sources and see what each one actually returns — audit screen.