Real audits, published.
We run AI-visibility audits on real craft-beverage sites and publish a few here, with permission or anonymized, so you can see exactly what one looks like before we talk. Same method, no punches pulled.
See how real sites score
A production brewery outside Charlotte, North Carolina
Brewery · North Carolina. Named in just 5 of 45 AI answers. Two engines never mention it at all.
Read the teardownA winery in North Carolina's Yadkin Valley
Winery · North Carolina. An F grade, with a wrong phone number spreading through the directories AI reads.
Read the teardownA production brewery in northeast Ohio
Brewery · Ohio. A directory tells searchers it's closed, and Google's AI never names it.
Read the teardownA meadery in northeast Ohio
Meadery · Ohio. The strongest of the batch, yet its Yelp address and Chamber hours are both wrong.
Read the teardownEvery teardown here is a real audit. We’ve removed the business name and blurred the exact town; the scores, the per-engine numbers, and the findings are untouched.