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ChatGPT brand visibility: check if ChatGPT recommends you

ChatGPT brand visibility is whether ChatGPT names you when someone asks it who to buy. This page is how to check that once, on purpose.

People rarely search the sentence "is ChatGPT recommending my brand?" They ask ChatGPT. The check does the other half: it sends buyer questions to a GPT model and records whether your brand came back. Pair it with Claude, Gemini, Perplexity, and DeepSeek when you want to see the disagreement, not a single model's mood.

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.

What a miss looks like

In the published Buttondown run, "Which email newsletter tools do you recommend for a solo creator?" named ConvertKit and did not name Buttondown. Buttondown was absent from 3 of 11 questions. That is brand visibility in one model family, on one day, with one question list. Your list will differ.

How the name is detected

Plain text. Your brand, the aliases you listed, and your competitors. The same answer always scores the same way, and the match costs nothing extra. It will miss a paraphrase that never uses the name, and it will count a name that showed up as a caution rather than a recommendation. Read the answer, not only the flag.

Questions

Does ChatGPT recommend your brand?

Ask the questions a buyer would ask, on a GPT model via OpenRouter, and read the answer. If your name is missing and a rival is present, that question is a miss. SeenByLLMs scores that across the questions you enter.

Is ChatGPT recommending my brand?

Same question, first person. Paste your brand, the rivals, and the prompts. The report says named or not named for each one. It does not promise the next person who opens ChatGPT will see the same sentence.

Is this the ChatGPT website?

No. These are API answers. They are not a recording of chatgpt.com, and they are not Google AI Overviews. Search-grounded models such as Perplexity Sonar are in the list because they are closer to a connected app.

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.