picked by agentsPicked by Agents index · AC and heating repair in San Francisco, CA
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 18:46 UTC
“4.9 across 45 reviews with praise for on-time techs, fair repair pricing, and careful AC work, based at 529 Sanchez St in San Francisco.”
“Long-established Bay Area HVAC shop appearing among HomeAdvisor top listings for San Francisco with verified credentials.”
“Locally owned and operated for 12 years with consistent Yelp praise and high recent demand for AC repairs.”
“5 stars but on only 18 reviews and the profile is unclaimed, less evidence than the picks.”
“Strong heat-wave praise on Yelp but less corroborating detail than the picks.”
“Family business since 1978 with good reviews, but only 4.5 on 11 reviews.”
“Well-known brand but based in Rocklin, far from San Francisco proper.”
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.
We run the questions your customers ask against your business every month and show you what the assistants saw.
Get your free report