The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 245 cities and 20 trades.
picked by agents

Picked by Agents index · AC and heating repair in Roswell 30075, GA

“Who is the best AC repair company in Roswell, GA 30075?”

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.

Meta Muse

United States · Meta Muse via a research connector · asked 2026-10-04 23:48 UTC

  1. searched best AC repair company Roswell GA reviews ratings 2026
  2. read 4 pages
    • https://www.callbartlett.com/webapp/p/727/heating-and-air-conditioning-repair-in-roswell-ga?page=2
    • https://reliableair.com/city/roswell
    • https://hvacloc.com/branch/bobs-heating-and-air-inc-roswell-108-oak-st-roswell-ga-30075
    • https://pro.porch.com/roswell-ga/ventilation-system-inspection/cs

Instinct

Europe · Instinct over iMessage · asked 2026-10-16 15:06 UTC

JT Heating & Air's page as the assistant saw it
Pickedwas passed last round

JT Heating & Air

jtheatair.com
“Page states a Georgia license number (CR110537), 20+ years serving Roswell, and 24/7 emergency repair, which is more checkable detail than the other pages gave (all self-reported).”
Shumate Heating & Air's page as the assistant saw it
Shortlisted · choice 2New this round

Shumate Heating & Air

shumateheatingandair.com
“Page claims flat-rate pricing, NATE-certified techs, service since 1978 and 24/7 availability (self-reported, no license number shown on that page).”
New Level Mechanical's page as the assistant saw it
PassedNew this round

New Level Mechanical

newlevelmechanical.com
“Page shows '5.0 Google Rating' and licensed/insured claims but no license number or years in business that I read, and the rating is self-displayed.”

No longer recommended since the last round: site:tecertifiedelectricians.com, site:aircontrolgeorgia.com

Every month we asked

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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