A GEO Measurement Paper Links AI Visibility to Business Impact, but Tests Simulated Answers
A new GMMM preprint connects generated-answer inclusion, question volume, system use and notice probability, but its empirical demonstration is simulated.
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GEO claims, experiments, limitations, and the relationship between generative systems and publishers.
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A new GMMM preprint connects generated-answer inclusion, question volume, system use and notice probability, but its empirical demonstration is simulated.
Two September 2026 papers study GEO defenses. Compare factual distortion with source-selection manipulation, and download our evidence-review worksheet.
A critical 2026 survey separates retrieval, citation, absorption and downstream behavior—and finds the evidence narrower than most GEO claims.
A 2026 simulation shows how citation-seeking rewrites can degrade quality—and how to test AEO changes without sacrificing evidence or reader value.
Claude inference_geo can control eligible inference processing, but it does not replace workspace data-residency settings. Verify both layers and provider-specific limits.
Evaluate SEO and GEO scores by their inputs, collection method, freshness, weighting, coverage, validation, and the decision they actually change.
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