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AI Channel Attribution Insights

Research, frameworks, and tactical guides for measuring AI-driven revenue. Written for B2B SaaS marketers who want numbers, not noise.

AI Search / GEOAI Attribution

AI Search Attribution: Why GEO Without Measurement Is Guesswork

McKinsey projects $750B will flow through AI search by 2028. Learn why GEO strategies fail without AI mention attribution — and how to fix it.

July 9, 2026Read

AI AttributionMeasurement

How to Quantify Revenue Impact from AI Attribution: A CFO-Ready Framework

A tactical framework for B2B marketers: use Bayesian structural time series and time-lagged cross-correlation to turn AI exposure into defensible pipeline and revenue numbers.

June 1, 2026Read

AI AttributionMeasurement

What Is AI Channel Attribution? A Complete Guide for B2B Marketers

AI channel attribution measures how brand recommendations inside ChatGPT, Perplexity, Gemini, and Claude drive branded search, pipeline, and revenue.

May 28, 2026Read

AI Dark FunnelIndustry Data

The AI Dark Funnel: Why Your Marketing Analytics Can't See Half Your Buyer Journey

Buyers research inside ChatGPT and Perplexity, then Google your brand name. Google gets credit. AI gets nothing. That's the AI Dark Funnel.

May 25, 2026Read

AI AttributionMeasurement

AI Visibility vs AI Attribution: Why Share of Voice Isn’t Enough

30+ tools track AI Share of Voice. None of them prove it drives revenue. Here is the difference between AI visibility and AI attribution.

May 22, 2026Read

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