Caught in the act
Recent changes, with names
Each row is a real local market where AI named a different number-one business between two checks. Not a single answer: a sampled consensus each time.
best plumber in Austin TX
Radiant Plumbing & Air Conditioning→Clarke Kent Plumbing
best emergency dentist in Tampa FL
Advanced Dental Associates of Tampa Palms→Carrollwood Smiles
best HVAC repair in Phoenix AZ
Cool Blew→Semper Fi Heating & Cooling
best personal injury lawyer in Sacramento CA
Moseley Collins Law→Demas Law Group
best family law attorney in Columbus OH
Friedman & Mirman Co., L.P.A.→Panico Law Group
best auto repair shop in Portland OR
Entler's Automotive→Everett Street Autoworks
best chiropractor in San Diego CA
Evolve Chiropractic & Wellness→North Park Chiropractic
best real estate agent in Boise ID
Lysi Bishop Real Estate→Cendejas Group
best pest control in Orlando FL
Orkin→Heron Home & Outdoor
best general contractor in Salt Lake City UT
Fine Remodel and Construction→Affordable Renovation Solutions
How we read it
Real data, honestly measured
Sampled, not single
For each market we ask AI many times and take the consensus number one, so a flip reflects a real shift in the pattern, not one stray answer.
Compared over time
We store each reading and compare it to the last. A change counts only when the consensus top pick actually moves.
Real markets, free engine
These are real "best business in city" questions, run on the same engine that powers your forecast. We never invent a number. When there is no signal, we say so.
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