Office of Small Failures / Case File 004Sampled evidence
AI search measurement experiment

AI Visibility Tracking Tool: Signal Sample

Record sampled brand presence, citations, competitors and accuracy across AI surfaces.

Set the sample

Record an observation

How this AI visibility tracking tool works

Signal Sample records defined observations instead of pretending AI systems have fixed rankings.

Track presence, citations and accuracy separately

A mention is not a citation, and visibility is not the same as accuracy.

AI visibility tracking FAQs

Does this track ChatGPT rankings?

No. It records sampled observations.

Does it query AI models automatically?

No. The current version is manual.