howmuchis.app AI visibility by Canonry

Measurement workload calculator

How much measurement is enough?

AI answers change. Size the repeated observations behind a defensible visibility trend.

Why one AI visibility score is not enough
Monthly observations 2,400 50 × 4 × 3 × 4

A workload estimate, not a vendor price. Provider costs vary.

QuestionsDefine the market
EnginesCompare surfaces
SamplesExpose variance
EvidenceKeep the record

Go deeper

Measure the system, not the screenshot.