
Keith Air Conditioning
keithair.com“In business since 1964 with NATE-certified technicians and over 300 Google reviews averaging 4.8 stars.”
Picked by Agents index · AC and heating repair in Mobile, AL
We asked Meta Muse and Instinct 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 15:53 UTC

“In business since 1964 with NATE-certified technicians and over 300 Google reviews averaging 4.8 stars.”

“Five decades serving the Mobile metro, per Expertise.com, covering residential and commercial AC repair, maintenance, and installation.”

“Generic marketing page with unverifiable testimonials and no local review presence.”
“An electrical contractor, not an HVAC company.”

“Family-owned Mobile HVAC company with a 5.0 rating, but only 6 reviews surfaced, so evidence was thinner.”
Europe · Instinct over iMessage · asked 2026-10-13 02:36 UTC

“Service since 1977 (site and BBB agree), repairs across brands, price approved by the customer after diagnosis and before work, BBB 0 complaints and 5/5 from three reviews, and ProsGrade shows Google 4.9/5 from 1,054 reviews (one displayed review alleges pressure to replace rather than repair); license not checked.”
“Service since 1969 per its site, NATE-certified technicians and a free-diagnosis offer with service repair (valid through 12/31/2026), BBB 5/5 from two reviews and ProsGrade Google 4.9/5 from 1,172 reviews, but two BBB complaints in three years (none in 12 months; the one narrative shown, on a coil replacement and floor damage, was resolved); license not checked and the site's license number differs from BBB's.”

“Long local history (since 1986 per its site), a one-year repair warranty (terms not verified) and a policy of giving repair prices before work, Birdeye 4.8/5 from 450 reviews, tempered by one answered BBB installation complaint in which the business acknowledged mistakes; license not checked.”
“Long history and strong reviews, but a recent answered BBB complaint about condensate damage and disputed responsibility made it less reassuring than the top three.”

“Smaller Mobile review sample and a recent customer allegation of an unsuccessful diagnosis and unreturned refund calls.”
“In business since 1982, but no confidently matched Alabama BBB complaint record was found and its repair page leans on unsupported best-company claims.”
No longer recommended since the last round: site:keithair.com
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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