picked by agentsPicked by Agents index · AC and heating repair in Knoxville 37922, TN
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 2026-10-04 15:40 UTC
“Voted Knoxville's Best Heating & Cooling Company by Knoxville News Sentinel readers, in business since 1998, with 4.5 stars across 245 reviews and a same-day-service-or-free guarantee.”
“Knoxville location rated 4.9 across 319 reviews, with reviewers specifically praising new AC unit installs and the company's satisfaction guarantee.”
“Third-generation family business serving Knoxville 40+ years with free estimates and reviewers praising prompt, professional new-unit installations.”
“An electrical contractor, not an HVAC company, so not suited for a full AC install.”
“Primarily a plumbing shop with thin install-specific review evidence.”
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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