picked by agentsPicked by Agents index · AC and heating repair in Alpharetta 30022, 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 2026-10-04 22:40 UTC
“4.7 stars across 1,114 reviews, in business since 1986 with free estimates and emergency service; reviewers specifically praise a two-system replacement done in one day with no sales pressure and fair pricing.”
“Perfect 5.0 rating across 56 reviews, in business since 2013, offering free estimates and emergency service in the Alpharetta area.”
“Locally recognized for AC replacement in Alpharetta, handling system assessment, old-unit removal and disposal, and financing for installations.”
“Good 5.0 reviews but very few of them and focused on small residential repair, less install track record.”
“Mixed reviews including a 1-star review describing a poor scheduling experience.”
“Only 2.6 stars across 88 reviews, below the bar for a large install quote.”
“3.7 stars across 107 reviews, weaker rating than the top 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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