Manicule's product, AgentRel, targets devtools with two services: tracking whether ChatGPT, Claude, or Gemini recommends a brand versus competitors, and testing where Claude Code and Codex get stuck in a product's docs. The company claims most AI visibility tools measure noise, citing an analysis of 1,053,650 AI answers across 200 categories showing single answers misjudge brands by a median of 14 points, and that ChatGPT picks a different #1 answer 55% of the time. Manicule says it asks each question repeatedly and scores assistants separately, showing cited pages and fixes. Angels include Sam Parr, Theo, and Eight Capital.

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