Audit Insights

Audit Insights & Strategy

How we diagnose AI search readiness - what the AI Readiness Score measures, what a real audit examines, and how to know where you stand.

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AI Readiness, Scored: How We Audit a Site for the Age of Generative Search

Inside our eight-category AI Readiness Audit: the evidence we collect, how the score is calculated, and how findings become a prioritized roadmap.

Brian Winum · Sep 22, 2026 · ⏱ 7 minRead article →

Audit

Is Your Brand in the AI Training Data? How to Find Out (and Why It Matters)

How to check your Common Crawl presence, understand what it can and cannot tell you about AI training data, and fix crawler access problems.

Brian Winum · ⏱ 7 min

Light-field comic panel showing a number-one search result card partly buried beneath a large AI answer panel that captures attention above it.

Audit

Why Ranking #1 No Longer Guarantees Visibility in AI Search

Ranking first no longer guarantees visibility when AI answers sit above organic results. Here is how to spot the leak and diagnose which pages rank but go uncited.

Brian Winum · ⏱ 5 min

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Audit Insights & Strategy

AI Readiness, Scored: How We Audit a Site for the Age of Generative Search

Is Your Brand in the AI Training Data? How to Find Out (and Why It Matters)

Why Ranking #1 No Longer Guarantees Visibility in AI Search

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