Agent Visibility Index · Developer Tools

Measurement is warming up

The frozen corpus for Developer Tools (v1.0) is loaded, but no weekly cycle has completed yet — so there is nothing here we would stand behind. We publish counts and intervals, never placeholders.

What lands here

Share of recommendation for every tracked brand, each with its 95% confidence interval, refreshed weekly. Week-over-week movement appears only when it survives a significance test.

In the meantime: run a free 30-answer probe on any brand, or read the methodology.

Rankings are never for sale. We sell analytics about the rankings — never positions on them.