Air Flow Pros Heating and Air Conditioning
https://www.yelp.com/biz/air-flow-pros-heating-and-air-conditioning-san-francisco“4.8 on 477 Yelp reviews, family-owned since 2009 at 2595 Mission St, free estimates and payment plans.”
Picked 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 2026-10-02 07:49 UTC
“4.8 on 477 Yelp reviews, family-owned since 2009 at 2595 Mission St, free estimates and payment plans.”

“Fifth-generation Diamond Certified Carrier dealer serving the Bay Area since 1901, with published central AC installation pricing of $3,000-$5,000.”

“San Francisco shop (1 Henry Adams St) with certified pros, free estimates, and hundreds of recent quote requests plus praised install work.”
“Family-owned Oakland shop since 1908 with 4.5 on 60 Yelp reviews, but HomeAdvisor reports it does not offer free estimates.”
“10 years locally owned with enthusiastic reviews, but pricing and credentials surfaced only as snippets.”

“Since 1954 and 2nd/3rd-generation family run, but its published pricing skews to furnaces rather than AC installs.”
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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