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 you ask for your own. Same audit, 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.