talkSEO Week 2026· Monday, April 27, 2026· New York City, NY
From Showing Up to Winning: An IR & Systems-Level View of AI Search
4:30 PM – 5:00 PM · Day 01 · The ScienceOpen full notes →
Most AI visibility reporting measures appearance, not mechanism. Break AI search into the underlying pipeline — crawlability, rendering, semantic structure, retrieval, synthesis, citation reuse.