Measure GEO

Use a metric ladder

Separate observation from inference

Direct AI referral traffic is only part of the effect. Buyers may see a recommendation and later arrive through search, direct, or branded channels. Combine referral data with self-reported attribution, CRM notes, branded demand, conversion paths, and customer interviews.

Create a testing cadence

Use a stable core prompt set for trend comparison and a rotating discovery set for new behaviors. Record the engine, date, locale, account state, and method. Compare clusters and repeated samples rather than celebrating individual answer changes.

Report what changed

A useful report explains the visibility movement, which sources or claims appeared, what work shipped beforehand, how qualified demand changed, and what the team will test next.