ChatGPT Visibility Snapshots
Real brands. Real queries. Real findings.
We pick a brand. We run the queries a real buyer would run. We screenshot exactly what ChatGPT says — and what it doesn't.
Most brands have no idea how they appear — or don't appear — inside AI answers. These snapshots change that.
All snapshots — newest first
Men's performance leggings
2026-04-30
Matador Meggings →
Matador has 8,000+ reviews, Shark Tank, and 44 press placements — and surfaces zero times in 12 ChatGPT runs across three buyer queries. The cause isn't visibility. It's category architecture.
Supplements
2026-04-22
Seed DS-01 →
Seed's clinical work is real — but formula-level claims don't get cited. ChatGPT recommends by strain ID, and Culturelle has 1,000+ studies per strain.
Coffee subscription
2026-04-21
Driftaway Coffee →
Driftaway is invisible in two of three buyer queries — including ethical sourcing, the category they should own.
Want this for your brand?
Find out where you stand in ChatGPT.
We run these analyses for Shopify brands spending $20k+/mo on paid acquisition. One audit shows you exactly what AI says about your brand — and what it would take to be recommended instead of ignored.
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