How to Validate AI Visibility Scores Against Referral Traffic
Match AI-visibility scores to referral sessions by page, platform, date, coverage and lag before calculating correlation or making a traffic claim.
Tagged collection
Latest articles tagged “Answer Engine Optimization”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
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ChatGPT Referral Growth: Separate AEO Lift from Platform Tailwind
Separate intervention-aligned ChatGPT referral movement from platform growth with treated and control definitions, first-party evidence, placebo checks, organic guardrails, and a reusable ledger.
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Citation Wars: Can GEO Optimization Make Content Worse?
A 2026 simulation shows how citation-seeking rewrites can degrade quality—and how to test AEO changes without sacrificing evidence or reader value.
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How to Test Gemini 3.7 Flash Before Switching Grounded Answers
Test Gemini 3.7 Flash with frozen tasks, claim-level citation checks, tool and schema failures, accepted-task economics, reviewer agreement and a canary rollback rule.
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ChatGPT-User and robots.txt: What You Can—and Cannot—Block
Separate OpenAI search, training and user-triggered requests, then apply robots, verification, firewall and access controls at the right layer.
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Google AI Impressions Are Not AI Traffic: Reconcile Search Console With GA4
Reconcile Google AI impressions with arrivals and GA4 sessions without treating visibility, clicks, browser requests, analytics, and outcomes as matching totals.
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French News Publishers and AI: Google News & Discover Guide
French news publishers can use AI to accelerate document review, transcription, accessibility, quality control and format adaptation—while keeping human accountability and original reporting at the center. This guide maps the technical, editorial and measurement work required across Google News, Discover, AI answers and direct readership.
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How to Track AI Search Referrals in GA4
Create a maintained AI-assistant referral segment in GA4, preserve the raw source evidence, and report click visits without presenting them as complete citation coverage.
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How to Audit Capterra Citations in ChatGPT SaaS Recommendations
This guide separates Capterra mentions, citations, SaaS recommendations, and measurable referrals, then gives you a 43-field ledger and browser-local evidence auditor.
