How to Audit First-Party Review Pages for AI Answers
Audit testimonial provenance, disclosures, crawlability, structured-data limits, claim portability, and observed AI citations without promising influence.
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Latest articles tagged “AI Search Measurement”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
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Page Weight vs Extractable Text: Results From a 25-Site Audit
We measured compressed response size, decoded HTML, server-extractable text and rendered text across 25 public sites. The results show why page weight alone is not a crawlability verdict.
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AI Mode Connected Apps Turn Search Into an Action Layer
Map AI answers, connected apps, provider data, deep links, consent, and completed actions so businesses can monitor the full search-to-action handoff.
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Organic Clicks Up, Sales Down: Diagnose the Gap
Reconcile Search Console clicks, GA4 sessions, funnel events and backend outcomes to find why organic traffic rose while sales fell.
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SEO Client Reporting: A One-Page Report Template
Use a downloadable one-page SEO client report template to connect Search Console observations, business outcomes, release notes, limitations, and the next action.
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Answer Engine Optimization (AEO): What it is and how to do it
Answer Engine Optimization (AEO) is the work of making content eligible, clear, verifiable, and measurable across systems that generate direct answers. This guide separates durable practices from citation and schema myths.
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Accessibility Tree, HTML, or Screenshot? What 10 Fixed Tasks Preserved
A ten-task fixture audit found no universal page representation: raw HTML preserved 6 exact answers, while rendered DOM, accessibility tree, and screenshots each preserved 7—but different ones.
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How to Measure AI Citations and Recommendations Separately
Separate citation, publisher naming, claim support, recommendation and referral outcomes, then calculate attribution yield only from matched saved answers.
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Google ranking volatility: diagnose a traffic drop with evidence
Compare queries, pages and CTR before changing content. Use a downloadable traffic worksheet and keep the confirmed August update separate from earlier movement.
