Kuroma
The GEO Measurement Problem: How to Prove AI Search Visibility When Attribution Is Broken
Brands are told to invest in GEO, then asked to prove it with a measurement stack that cannot see most AI search exposure. We walk through what GA4, Search Console, and server logs actually capture, why the variance studies invalidate single-scan audits, and what an honest share-of-voice method looks like.