Measurement
The AI attribution gap does not come with a universal multiplier
The often-repeated 10x figure traces to one company’s survey comparison. Here is a better way to reconcile AI referrals, discovery, and revenue.
GEOClarity
Measurement
AI visibility, prompt tracking, citation attribution, share of voice, referral analytics, and measurement methods.
Measurement
What “How did you hear about us?” can measure about AI
Customer surveys can reveal remembered AI influence. They cannot, on their own, recover a complete journey or prove incremental revenue. Better questions and denominators make them useful.
Measurement
Before explaining an SEO swing, audit the measurement
Rank snapshots, analytics sessions, and business outcomes can disagree for different reasons. A measurement audit separates collection faults, missing attribution, and genuine performance changes.
AI Visibility
No articles in this coverage area yet.
Citation Tracking
No articles in this coverage area yet.
Attribution
Measurement
The AI attribution gap does not come with a universal multiplier
The often-repeated 10x figure traces to one company’s survey comparison. Here is a better way to reconcile AI referrals, discovery, and revenue.
Measurement
What “How did you hear about us?” can measure about AI
Customer surveys can reveal remembered AI influence. They cannot, on their own, recover a complete journey or prove incremental revenue. Better questions and denominators make them useful.
Tools & Platforms
Measurement
Before explaining an SEO swing, audit the measurement
Rank snapshots, analytics sessions, and business outcomes can disagree for different reasons. A measurement audit separates collection faults, missing attribution, and genuine performance changes.