picked by agentsPicked by Agents index · AC and heating repair in Knoxville, 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 2026-10-02 12:40 UTC
“30+ years in Knoxville promising honest, no-pressure replacement evaluations, and published a 2026 cost guide: entry systems $5,500–$7,500, mid-efficiency $7,500–$10,000, high-efficiency/variable-speed $10,000–$12,000+ installed.”
“4.9 stars across 319 Knoxville reviews with flat-rate upfront pricing and 24/7 service, good for a like-for-like second quote.”
“Dedicated Knoxville HVAC specialist for a third independent quote from a locally focused shop.”
“Established Knoxville HVAC contractor, but offered less transparent pricing content than the picks.”
“Knoxville local with extended hours, but thinner published reviews and cost information than the picks.”
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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