Measuring AI visibility
Measuring AI visibility is harder than it looks, because generative engines are stochastic and a single screenshot tells you almost nothing. These guides cover the metrics worth tracking, why repeat sampling and confidence intervals are not optional, how to build a prompt suite that represents real buyers, and what can and cannot honestly be attributed to your GEO work.
8 guides in this topic · all 53 guides · every topic
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Measurement
How to track brand mentions in AI search
Yes, it's possible — by sampling, not rank-checking. The method, the metrics, and a spreadsheet recipe you can run this week.
August 8, 2026 · 11 min read -
Measurement
AI share of voice: what it is and how to measure it
Your mentions as a share of all the airtime engines give your category — the definition, a worked example, and the intervals that keep it honest.
August 8, 2026 · 9 min read -
Measurement
AI search referral traffic: how to measure what ChatGPT sends you
The referrers that identify AI visits, the GA4 regex to paste — and why the number you'll get is the floor of AI influence, not the total.
August 8, 2026 · 9 min read -
Measurement
The GEO metrics dashboard: what to actually report to leadership
A GEO program earns its budget in the room where leaders decide what to fund. That means turning stochastic AI answers into a small, honest set of numbers that move — and cutting the vanity metrics that make dashboards lie.
July 21, 2026 · 9 min read -
Measurement
Measuring GEO ROI: attribution when there’s no click
The hardest question a GEO program faces isn’t technical — it’s financial. When an AI tool recommends you and the buyer never clicks, how do you prove the work paid off? You can, but not with last-click analytics.
July 21, 2026 · 10 min read -
Measurement
Share of voice, mention rate, recommendation rate: the metrics of AI visibility
The metric definitions a GEO program needs, how to compute each one honestly, and the reporting traps that make dashboards lie.
Jul 21, 2026 · 10 min read -
Measurement
Why "I asked ChatGPT once" is not a measurement
LLM answers are stochastic. Sampling, variance and confidence intervals — explained for marketers, with the math kept honest and the jargon kept out.
Jul 21, 2026 · 9 min read -
Measurement
Designing a prompt suite: how to benchmark your brand across ChatGPT, Gemini and Perplexity
Your measurement is only as good as your prompts. How to build a suite that mirrors real buyer language, covers the funnel, and resists wishful thinking.
Jul 21, 2026 · 11 min read
Reading is cheaper than guessing. Measuring is better than both.
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