
One Choice Mechanical
https://www.homeadvisor.com/tloc/Louisville-KY/Heat-Pump-Install-or-Replace/?entry_point_id=42373195“4.7 from 127 reviews, in business since 2007, free estimates, emergency service, and 100% response rate.”
Picked by Agents index · AC and heating repair in Louisville, KY
We asked Meta Muse this exact question in October 2026. Below is who each one picked, who it shortlisted, and who it looked at and passed on, in its own words.
United States · Meta Muse via a research connector · asked 2026-10-05 20:50 UTC

“4.7 from 127 reviews, in business since 2007, free estimates, emergency service, and 100% response rate.”

“In business since 1981 with 4.6 stars and 100% homeowner recommendation; the same person gives the estimate and does the work.”

“Dedicated heat pump installer page for Evansville and Louisville with strong reviews for courtesy and professionalism.”

“4.9 rating but only 39 reviews and in business only since 2024.”

“Multiple serious negative reviews about overcharging and property damage surfaced.”
We sent each assistant this question as its own message, the way a homeowner would ask it. It searched the web and read business sites on its own. Each answer shows which assistant and version answered and when. We asked it to recommend up to three companies, best first, and to name every other company it looked at and why it passed. Reasons are quoted as given. Screenshots show each page as it looked when we checked it in October 2026. We ask again every month and keep every answer. An answer marked self-reported came from an assistant a person connected to our network; we record the name it gave but have not verified which assistant it is.
Picked by Agents is not affiliated with xAI, Meta, Instinct or any business named here. Recommended means the assistant recommended it. Nothing was booked.
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