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How to check what ChatGPT, Claude and Gemini say about your business

A method you can run by hand this afternoon, the three reasons a single check misleads, and what to record so the numbers mean something next month.

Published
September 11, 2026
Updated
September 12, 2026
Reading time
7 min read
Two chat exchanges. “What is Acme Coffee?” returns a description of the company. “Best coffee subscription for a small office?” returns three named companies, with Acme Coffee second.
The owner’s question checks facts. The buyer’s question measures visibility. Only the second one tells you whether you are being recommended.

Ask the buyer’s question, not yours

Three reasons one check misleads

  1. 01Web search. The consumer assistants usually search the web before answering a shopping question, and the answer then depends on what the search returned that day. Ask with web search on, because that is what your customer gets. A bare model answer from memory is a different, older thing.
  2. 02Personalisation and memory. An assistant that knows you run a coffee business will answer coffee questions differently. Use a fresh session, or an account with no history, and do not lead with your brand.
  3. 03Variance. The same question, asked twice, often returns different names. One answer is an anecdote. Five answers over a fortnight is data.

What to record, per assistant

FieldWhat to write downWhy it matters
Six columns per assistant, per question, per run.

Which assistants to include

searchlift · console
The SearchLift AI visibility screen: five tracked buyer questions for a coffee brand, each with a result chip per assistant reading You #1, You #2, Mention or Miss across ChatGPT, Claude, Perplexity, Gemini and Grok, counts of recommendations won and buyer moments missed, and a wrong-fact flag on one question.
Five buyer questions across five assistants. The first is a #1 recommendation on Perplexity, #2 on ChatGPT, and a miss on Claude, Gemini and Grok. Demonstration workspace.

Read the sources before you rewrite anything

Turn the check into a series

A single check drawn as a question mark next to a grid of five assistants by eight weeks, where a filled dot means the business was named that week. A dashed line after week four marks the day the page was changed, and the filled dots become denser after it.
Schematic. Filled dots are weeks the business was named. One cell is an anecdote; the grid is a series, and the vertical rule is the date you changed something.

Common questions

01Should I ask ChatGPT about my company by name?
02Why does the answer change every time I ask?
03Which assistant matters most?
04Does ChatGPT recommend my business?
05What if an assistant says something false about my business?