Who Gets Recommended?
Local-market research into a valuable question: who should I hire?
What we measure.
We look at visibility from several angles. The primary measure is how often a business appears across all recorded AI responses. We also track how many different customer questions surface the business and how many platforms surface it.
What the terms mean.
Primary metrics
- AI Response Presence — how many recorded AI responses included the business
- Mention Rate — that count divided by the total number of recorded responses
Supporting metrics
- Question Coverage — how many distinct customer questions surface the business on at least one platform
- Platform Coverage — how many of the tested platforms surface the business at least once
Not a ranking.
This isn't a definitive ranking of businesses. It's a repeated sample of a discovery environment that changes by platform, location, date and the exact question asked. We treat it as a trend to track, not a scoreboard to freeze in place.
Current studies.
East Brunswick, NJ — Roofing
Initial study completed. Anonymized findings are featured on the homepage and in our methodology overview above.
Anonymized findings published- Plumbing
- Windows
- Contractors
- Landscaping
- Flooring / Tile
Want to know where your market stands?
We'll look at your specific market and tell you whether a study would surface anything worth acting on.