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AI visibility research

We ran our own AEO tool on 217 real businesses.

Twelve industries, 1,085 live buyer queries, and one question: when a buyer asks an AI assistant for options, who gets named? Every audit is published in full, with its method and its limits.

Deli the Deligatr mascot dressed as a detective reviewing AI visibility data

217

Established businesses audited

12

Industries

1,085

Live, grounded buyer queries

How we measure it

For each business, our audit tool reads the homepage, classifies what it does in the words a buyer would use, writes five buyer-intent queries (local, category, problem-first and comparison) and runs each as a live, grounded AI search with the business’s own name left out. We record whether it was named, who was named instead, and which sources were cited.

It is the same tool behind our free AI visibility checker.

What it does not show

These are established businesses that we chose, not random samples, so they likely flatter smaller practices. We read homepages only, five queries per business is a small slice of real buyer language, and AI answers change from one run to the next. Many sites also blocked our crawler, which we report rather than hide.

Treat each average as a snapshot, not a ranking. The original 29-company audit is also published.

Where does your business stand?

Run the same audit on your own site in ninety seconds, or talk to us about turning the findings into AI visibility, with outbound alongside it if that fits.