picked by agentsPicked by Agents index · AC and heating repair in Dallas, TX
We asked Meta Muse, Instinct and Fo this exact question in September 2026. Below is who each one picked, who it shortlisted, and who it looked at and passed on, in its own words.
Lee's Air, Plumbing & Heating
picked by Fo, shortlisted by Instinct
United States · Meta Muse via a research connector · asked 2026-09-29 15:38 UTC
“Top heat pump installer on HomeAdvisor Dallas with a 4.8 rating across 262 reviews, in business since 2009, and reviews specifically praise careful system sizing, attic/duct fixes at no extra charge, and a written 7-point guarantee list.”
“Family-owned DFW company since 2004 with NATE-certified technicians installing all major heat pump brands (Trane, Carrier, Lennox, Mitsubishi) with upfront pricing.”
“DFW firm with an engineering-first approach to heat pump sizing and conversions, 4.9/5 across 184 reviews, and documented Daikin FIT heat pump conversion case studies.”
“4.5 rating with strong emergency response, but fewer heat pump-specific reviews than the top picks.”
“Perfect 5.0 rating but only 6 reviews, so the track record is too thin to rank ahead.”
“Serving Dallas since 1945 and handles heat pumps, but its public content is generic HVAC marketing with less heat pump specialization.”
“Solid NATE-certified heat pump service in DFW, edged out by competitors with more detailed conversion project documentation.”
“Lake Dallas based with many reviews, but less central to Dallas proper than the picks.”
“Primarily a plumbing company offering heat pump service, not a heat pump specialist.”
“Listed on HomeGuide with no detailed heat pump reviews to support a recommendation.”
“13+ years in business per HomeGuide, but no heat pump-specific evidence found.”
“Only 2 reviews on HomeGuide, insufficient evidence for a top-3 pick.”
“Established 2011 with good profile copy, but no heat pump-specific reviews or pricing to evaluate.”
“Offers heat pump conversions in Dallas, but only found via a third-party geothermal directory with no reviews.”
“Heat pump installation and maintenance in Farmers Branch, but only found via a third-party directory with no review detail.”
Europe · Instinct over iMessage · asked 2026-09-29 17:57 UTC
“Its DFW heat-pump installation page describes a home load calculation, duct evaluation, written estimate, and dual-fuel alternatives.”
“Its Dallas installation page evaluates heat-pump sizing and whether a gas-backed dual-fuel option is better for cold snaps.”
“Its Dallas heat-pump page discusses local heating economics and auxiliary heat compared with a gas furnace.”
“Its Dallas comparison is useful, but its broad operating-cost claims need a home-specific utility-bill comparison before ranking it over the installers above.”
Instinct over iMessage · asked 2026-09-30 07:41 UTC
“My first heat-pump consultation because its Dallas page explicitly compares gas and heat-pump configurations, includes Manual J sizing and publishes system tiers plus a $2,000 heat-pump add-on.”
“A strong second opinion because its Dallas heat-pump page offers air-source and hybrid gas-furnace options, helping compare an all-electric conversion with keeping backup gas heat.”
“A useful third quote because its Dallas installation page explicitly includes heat pumps, promises a detailed estimate and offers financing, although it publishes no comparable installed total.”
“Its heating page supports a careful home-system assessment, but the opened page is less explicit about heat-pump conversion choices and installed prices than my first two picks.”
Fo by Wajo · asked 2026-09-30 09:02 UTC
“It had 5.0 across 1,808 ratings, was listed open 24 hours, and led the earlier heat-pump research pass.”
“It was described as the most heat-pump-focused option, with Dallas franchises specializing in heat pumps and two locations rated 5.0.”
“It had 4.9 across 687 ratings and was described as a local family firm that has worked with heat pumps across the metroplex for decades.”
“No heat-pump-specific evidence surfaced.”
“Its 5.0 rating was based on only 163 ratings, and its website domain looked like a templated microsite.”
“It had a very-expensive price flag and no heat-pump-specific evidence.”
“It was flagged very expensive, was a multi-trade franchise, and had no heat-pump evidence.”
“No heat-pump-specific evidence surfaced.”
“It had already been picked twice that week and no heat-pump-specific evidence surfaced.”
“It was a corporate manufacturer-owned operation, flagged very expensive, and had no heat-pump evidence.”
“It was carried over as a solid earlier pick, but no fresh URL or listing was available in this pass.”
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 September 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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