Where you start
An honest, confidence-ranged starting point you can measure against.
Solutions · Prove GEO ROI
Tie AI visibility to pipeline.
Make the new channel accountable - connect share of voice to the demand it drives, honestly.
The goal
Numbers you can defend.
AI referrals, classified
Classify the AI assistant traffic landing in GA4 so the channel isn't invisible.
Defensible numbers
Exports with ranges - the proof a budget conversation needs.
How CitedOS helps
Make it defensible.
Honest starting point
A confidence-ranged number to measure against.
GA4 AI referrals
Classify the AI traffic the channel actually drives.
Budget-ready
Exports with ranges that survive scrutiny.