picked by agentsPicked by Agents index · AC and heating repair in Otsego, MN
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 2026-10-03 12:47 UTC
“Best-reviewed Otsego installer (4.9, 103 reviews, 26 years) for the cost and quote questions below.”
“Otsego-based Rheem dealer with 24-hour service, a competing quote to compare.”
“Family-owned, 5.0-rated shop near Otsego at an inexpensive price level, a third price to compare.”
“5.0 across 8 reviews but charges for estimates and does not advertise emergency service or warranties.”
“Strong word-of-mouth in Elk River reviews, but no dedicated business page with verifiable install credentials found.”
“Elk River-based with 100+ years combined experience, but plumbing-first rather than an HVAC installer.”
No longer recommended since the last round: site:dwheatingandair.com, site:knightheatingandairmn.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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