The AI Visibility Brief

Real-time changes in AI retrieval behavior across ChatGPT, Perplexity, and Google AI Overviews. The patterns your competitors aren't tracking yet.

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What changed

The specific retrieval behavior shifts across ChatGPT, Perplexity, and Google AI Overviews that month.

What it broke

Which visibility patterns stopped working. Which content structures AI systems started skipping.

What to do

The structural adjustments that restore citability. No theory. One action per finding.

All Issues

April 2026

GPT-5 Query Fanout: What Changed and What It Broke

OpenAI's GPT-5 retrieval behavior shifted in April. Brand visibility patterns that worked in Q1 stopped working. Here's exactly what changed and which content structures are now getting skipped.

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