AI Visibility Census
Ongoing measurement

The AI Visibility Census

We measure which software AI actually recommends. Buyers increasingly ask an AI engine before they ask a search engine, so we ask the engines directly, category by category: who should someone buy? Every vendor in a published category list is measured, the questions are buyer-style rather than brand searches, and every run is repeated so a result has to reproduce before we publish it.

Updated · 3 categories · 223 vendors

3
Categories measured
223
Vendors measured
3
Engines per check
3
Repeats per run

Reports

More categories are in measurement. Each report is re-measured on a schedule and every run is added rather than overwritten, so a figure quoted from an earlier date stays checkable.

Get your category every month

These reports are re-measured on a schedule. The Watchlist delivers your category's run every month, plus the parts a one-off study cannot show: who moved, which pages the engines started quoting, and which of those a competitor owns.

$249/mo, or $2,490/yr.

See what is in the monthly report

Want your category measured?

If your category is not here yet, we will run it. Same method, same published raw data.

Get your own category checked