AI Visibility Report

Where AI visibility is up for grabs

The Shopify categories the models most disagree on, and apps the App Store loves that AI still underrates — the openings if you're building or marketing an app.

Most contested categories

Lowest cross-engine agreement = no clear AI winner = the most winnable.

Underrated by AI

High App Store rating and review counts, but thin presence across the four models — the visibility gap to close.

21 more underrated apps

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