picked by agentsPicked by Agents index · AC and heating repair in Tampa, FL
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 05:42 UTC
“Named Tampa's HVAC Company of the Year for 2026, family-owned with NATE-certified techs, BBB A+, Florida license on record, 4.9 stars across 1,800+ reviews, and heat pumps explicitly in scope.”
“Local family-owned shop with 1,300+ five-star reviews and detailed published heat-pump install guides, free estimates and diagnosis, and 24/7 service across Tampa Bay.”
“Installing heat pumps since 2003 with full heat-load calculations, careful sizing guidance, and financing options on higher-efficiency models.”
“Specializes in heat pumps for Florida since 2009, but showed less independent review evidence than the picks.”
“Serving Tampa-area families since 1977 with a dedicated heat-pump page and two-year guarantees, but the evidence was limited to the company's own marketing.”
“Named a top Tampa HVAC service at 4.9 over 552 reviews, but the profile was AC-and-plumbing focused with no heat-pump-specific detail.”
“Family-owned since 1998 with 24/7 service in Clearwater, but only a new directory listing with thin verifiable evidence.”
“Backed by the Neighborly Done Right Promise, but only directory-level evidence with no independent reviews found.”
“New HomeGuide listing with a chimney-and-heating profile that showed no heat-pump-specific credentials.”
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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