Bing AI Performance: Audit Citation Share With a 29-Field Ledger
Interpret Bing Citation Share as a sampled grounding-query ratio, preserve filters and limits, and connect citations to search, referrals, and outcomes.
Tagged collection
Latest articles tagged “AI Visibility”
Open an article for the complete method, evidence, limitations, and a focused reader discussion.
-
-
ChatGPT Product Feeds: Separate Discovery, Ads, and Checkout
OpenAI’s commerce product file and Ads Manager feed create different states. Map snapshot delivery, product removal, discovery, checkout and reporting.
-
Google UCP Is Not SEO: Prepare for Checkout in AI Mode and Gemini
Universal Commerce Protocol is an early-access checkout integration for eligible AI Mode and Gemini experiences—not a ranking shortcut.
-
ChatGPT Conversion-Optimized Campaigns Still Charge Per Click
OpenAI’s oCPC beta optimizes toward one standard conversion event, but advertisers still pay for valid clicks.
-
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.
-
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.
-
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.
-
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.
-
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.
