AI Visibility Logs
Each log runs a real query across the major AI engines, then records what each one said and which sources it cited. Conditions are documented and limitations are published alongside the results, so you can judge the evidence rather than take the conclusion.
Read the logs
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Vishnu Harshan
- 18 min read
Last updated: 20/08/2026 Log 001 asked four AI engines what Reforge is, using the company name. This asks the same question using only the URL, and compares the answers. Bottom line: giving an AI engine your URL instead of your company
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- 16 min read
Last updated: 12/08/2026 Tested on Reforge, which describes itself as a professional education platform teaching product and growth to experienced tech operators, across Claude, ChatGPT, Gemini, and Perplexity. Bottom line: an AI engine reads a handful of your pages, and those