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September 1, 2026

Your Analytics Is Watching a Recording

Revenue lost to AI search doesn't show up in GA4 as a drop. It shows up as traffic that never existed. Here's why the loss is structurally invisible, and how to put a dollar figure on it anyway.

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August 24, 2026

The Read Set: Why Two AI Engines Can Look at the Same Web and See a Different Shortlist

Frontier models now retrieve on nearly every query — that argument is over. The variable nobody reports is how deep each one reads: a median of 50 sources for one model, 8 for another. Your visibility depends on which room your buyer walked into.

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