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Case Studies

Where a brand sat on the AI shelf before we started, what the audit found underneath it, and what changed. Most of these are anonymized — brands will let us publish the numbers, not the name next to a bad starting position. The numbers themselves are untouched.

• Travel & Luggage 4 weeks · ChatGPT
  Fourth on its own shelf, with zero of the sources ChatGPT was reading Ask ChatGPT for a checked bag and it named three competitors before it got anywhere near this brand — if it got there at all. The reason wasn't the marketing. It was in the feed. Read it →

Curious where you'd land?

Same audit that starts every one of these — where you show up on the AI shelf, who shows up instead, and what's missing from your feed. Free.

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