SeenByLLMs

Home · ChatGPT visibility

ChatGPT visibility: does ChatGPT recommend your brand?

ChatGPT visibility is one column in the report: did the GPT model name you, and where did you sit in the list it wrote.

The homepage question — does ChatGPT recommend your brand? — is this column, asked across every prompt you entered. ChatGPT brand visibility is the same job described from the brand side. This page is the metric: named, rank, and whether the other models agreed.

What this check is

  • One run you start. There is no scheduled run.
  • No SeenByLLMs account, no shared seats, no data that follows you to another machine.
  • You bring an OpenRouter key. Model calls are billed by OpenRouter, on top of $0, $12/mo, or $49 once.
  • API answers, not the ChatGPT website and not Google AI Overviews.
  • It reports what the models said this time. It does not promise a higher rank.

Read it next to the other models

A brand that only the GPT model names is visible in ChatGPT and absent everywhere else. A brand that nobody names has a citation and content problem, not a one-model quirk. The report keeps those apart on purpose. Models disagree because training data and, for some, search results differ. That disagreement is the finding.

Select GPT-5.4 mini, or whichever GPT model is in the picker when you run, via your OpenRouter key. The answer is an API answer. It is not the ChatGPT website, and a later chat with a different prompt can say something else. The report is what this run said.

Questions

What is ChatGPT visibility?

It is whether a GPT model includes your brand when it answers a question a buyer would ask. SeenByLLMs measures that as named or not named, plus rank when the name appears.

Can I check only ChatGPT?

Yes. Select the GPT model and leave the others off. Most people leave the other four on, because a miss that is only on one model is a different problem from a miss on all of them.

Run a free AI visibility check

BYOK · $12/mo or $49 once · model calls billed by OpenRouter. Free check: watermark stays, detail stops at the first 3 detail rows. No SeenByLLMs account.