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Starry Research Labs

Measure your work · Free tool

AI answer visibility checker

Paste real AI answers to count brand mentions and linked citations in your sample. Get a repeatable prompt pack and export the observations.

Use a starter prompt pack

Adapt these to your actual audience. Run the same prompt in each engine, record the market and date, and repeat each test three times.

  1. I run a small SaaS business. Which free tools can help me find relevant Reddit communities and read their posting rules?
  2. How can I check whether my multilingual website still points to a staging domain before I launch?
  3. I need to distinguish AI crawler access from actual brand mentions in AI answers. What can I test for free?
Sample 1
Sample 2
Sample 3

Answers stay in this browser. This tool does not run AI engines.

What this tool does

Analyzes only answers you paste, one sample at a time. It does not query ChatGPT, Perplexity or Gemini. A mention rate describes your sample; it is not a search rank or an estimate of all AI answers. Matching names require human review.

Method reviewed 2026-10-17. Version 1.0 · First public release.

Before you use the result

Does this run AI engines for me?

No. Run the supplied prompts in the engines you want to test, then paste the answers with their source links.

How many samples should I collect?

Start with the same small prompt set across your chosen engines, then repeat each prompt three times. Keep market, date, prompt and engine with every observation.