A measured benchmark, updated as coverage grows
The Local AI Visibility Index
When a customer asks an AI assistant for the best local business, only a few names come back. This index measures which ones, per metro and per trade, from real questions put to real AI assistants. We publish a cell only when it clears our sample floor. Everything else says “measuring” until it does.
of 61 metro-by-trade cells measured past the sample floor
day rolling window each cell describes
newest reading 2026-10-17
the per-business score: its share of AI's attention in a market
HVAC companies
Which HVAC companies AI names when a customer asks for the “best HVAC company…” in each metro.
roofers
Which roofers AI names when a customer asks for the “best roofer…” in each metro.
dental practices
Which dental practices AI names when a customer asks for the “best dentist…” in each metro.
plumbers
Which plumbers AI names when a customer asks for the “best plumber…” in each metro.
med spas
Which med spas AI names when a customer asks for the “best med spa…” in each metro.
dispensaries
Which dispensaries AI names when a customer asks for the “best dispensary…” in each metro.
How the index is measured
For each metro-by-trade cell we run customer-style recommendation prompts through every web-grounded AI engine, on a repeating cadence, with no business of our own in the prompt. We tally which businesses the engines name, how densely they name anyone at all, and which sources they cite. A business only earns a published position after AI names it in more than one answer. A cell only publishes after it clears our sample floor. We never invent a ranking or a number.
- DatasetThe measurement network behind itPer-engine naming rates and the sources AI answers cite.
- MethodWhat the score meansHow we measure where a business stands in AI answers.
- LeaderboardsWho AI recommendsThe full AI leaderboard, per trade and city, with Google's local pack beside it when Google answers.
Want to know where your business stands?
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