Can an AI Visibility Score Predict Referral Traffic? A 30-Day Test
A preregistered protocol for testing whether a vendor visibility score predicts page-matched AI referral traffic. Results pending.
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AI Visibility Tools in 2026: A Buyer’s Measurement Matrix
Compare HubSpot AEO, Semrush, Botify, Profound and a manual baseline by evidence access, prompt design, collection method, cadence and decision fit.
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What 45 GEO Studies Actually Prove—and What They Do Not
A critical 2026 survey separates retrieval, citation, absorption and downstream behavior—and finds the evidence narrower than most GEO claims.
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Your ChatGPT Referrals Grew 5×. How Much Came From AEO?
A 2026 natural experiment separates raw ChatGPT referral growth from the platform tailwind with an on-domain control.
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Citation Wars: Can GEO Optimization Make Content Worse?
A new simulation shows how citation-seeking rewrites can degrade quality—and how to keep AEO experiments inside factual and reader-value guardrails.
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Cloudflare Can Detect MCP Traffic: Do Not Confuse It With Crawler Control
Cloudflare Gateway can detect Model Context Protocol traffic and apply beta HTTP policy rules. That controls agent-to-tool traffic on a managed network, not public search crawling or training bots.
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Use Microsoft Clarity AI Citation Topics as an Editorial Review Queue
Turn Clarity’s automatically grouped AI citation queries into a bounded review queue for source support, page coverage, maintenance, referral behavior, and next editorial actions.
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Discovered—Currently Not Indexed: Diagnose New Pages Before Resubmitting
When new pages remain discovered but not indexed, verify discovery, crawl readiness, page value, template cohorts and time before using manual requests as a diagnostic observation.
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Which Schema Markup Actually Matters in Google Search?
Choose schema by the page’s visible job and a documented search feature, then separate rich-result eligibility, machine understanding, validation, and ranking claims.
