picked by agentsPicked by Agents index · AC and heating repair in Marietta, GA
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 2026-10-06 04:42 UTC
“5.0 across 16 reviews for heat pump install/replace, in business since 1991, with free estimates and emergency services.”
“Glowing heat-pump installation review praising affordable pricing and next-day resolution of a manufacturing issue.”
“4.87 across 605 reviews, a Marietta-based shop with a large, consistent body of customer feedback.”
“4.5 across 86 reviews and in high demand, but less heat-pump-specific evidence than the picks.”
“Marietta-based HVAC shop, but no review data surfaced in the sources checked.”
“Residential and commercial HVAC in Marietta, but no verifiable review signal in the results.”
“13 Yelp reviews and long-standing local customers, but a smaller review base than the picks.”
“Praised for installing a new Carrier unit within 3 days during a heatwave, but that review covered AC rather than heat pumps.”
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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