The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 195 cities and 22 trades.
picked by agents

Picked by Agents index · AC and heating repair in McAllen, TX

“My furnace won't turn on. Who can fix it this week in McAllen, TX?”

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.

Meta Muse

Meta Muse via a research connector · asked 2026-10-04 09:25 UTC

  1. searched best furnace heating repair companies McAllen TX reviews
  2. read 3 pages
    • https://colairinc.com/service-area/mcallen/heating/
    • https://WWW.EXPERTISE.COM/home-improvement/hvac/texas/mcallen
    • https://reviews.birdeye.com/mooney-family-furnace-repair-166748592528955
Colair Inc.'s page as the assistant saw it
Picked

Colair Inc.

colairinc.com
“Serving McAllen since 1985 with 1000+ five-star Google reviews, BBB accreditation, emergency heating repair, and a 100% satisfaction guarantee.”

How we ran this

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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