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 AC isn't working, can someone come out today? I'm 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 10:07 UTC

  1. searched emergency AC repair McAllen TX same day service
  2. searched best air conditioning repair company McAllen Texas reviews
  3. read 3 pages
    • https://missionaircon.com/emergency-ac-repair-mcallen/
    • https://allvalleyplumbing.com/?p=14162
    • https://cozywise.com/tx/mission/frontier-air-conditioning-mission-texas
All Valley Plumbing & A/C Co.'s page as the assistant saw it
Picked

All Valley Plumbing & A/C Co.

allvalleyplumbing.com
“Family-owned in McAllen since 1984, provides same-day plumbing and AC service during business hours with a 24/7 live representative, publishes upfront prices online, is licensed and insured, and shows 480+ Google reviews.”
Mission Air Conditioning's page as the assistant saw it
Shortlisted · 2nd choice

Mission Air Conditioning

missionaircon.com
“Locally owned McAllen company offering same-day emergency AC repair, with expanded service capacity that prioritizes total cooling-loss calls and a stated policy of honest diagnosis with a clear price before work begins.”
Frontier Air Conditioning's page as the assistant saw it
Shortlisted · 3rd choice

Frontier Air Conditioning

cozywise.com
“Full-service AC contractor in the McAllen area (Mission, TX) ranked #2 of 176 local pros with a 96 satisfaction score, open weekends and late, serving McAllen-area homeowners with repair, installation and maintenance.”
Passed

JL Cooling & Heating

localitybiz.com
“Rated 4.9 with praise for fast work, but based in San Juan with only 61 reviews and no stated same-day policy, so less evidence than the top picks.”

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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