Coming · month 2
The state of AI readiness in beauty
500+ beauty stores audited. Ingredient-list coverage, volume-in-ml attribute patterns, skin-type metafield usage, GS1 UK membership as a score-lift signal. Full report with per-pillar benchmarks.
Research
The state of AI readiness, one vertical at a time.
We audit hundreds of Shopify stores per vertical and publish what we learn. Which attributes matter most to ChatGPT. Where Google Shopping diverges from agentic storefronts. How GTIN coverage moves visibility.
Coming · month 3
The state of AI readiness in supplements
Serving-size and certification coverage across 300+ supplement brands. The regulatory-disclosure gap and what it costs you in agent visibility.
Early access
Run the scanner to join the waitlist for vertical reports. We’ll email you when the report for your vertical drops.
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