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Topic

Measurement

How to measure AI visibility honestly: prompts, variance, engines and before-and-after tests.

How do you measure AI visibility?

Send a fixed set of buyer prompts to each AI engine repeatedly, record whether and where your brand is mentioned, and report the rate by engine, prompt group and time. Compare before and after a change with the same prompts on the same schedule.

Posts on measurement

One band: Forty runs of the same question never agree, but they keep returning to the same band.
Currents 03 · One bandHow to measure AI visibility without fooling yourselfMeasurement · October 14, 2026 · 2 min readComparisonAI Visibility Tools Compared: How Lighthouse Stacks Up Against Profound, Otterly, and the RestMeasurement · February 12, 2026 · 12 min readResearchMost Brands Are Invisible to AI. Here’s What That Actually Means.Measurement · February 10, 2026 · 8 min readMarketingWhy AI Visibility Should Be Your Newest Marketing KPIMeasurement · February 3, 2026 · 6 min read

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