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

“I need a new AC unit installed in Roswell, GA 30075. Who should I get quotes from, and roughly what will it cost?”

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 23:51 UTC

  1. searched best AC installation company Roswell GA free estimates reviews
  2. read 4 pages
    • https://reliableair.com/city/roswell
    • https://www.homeadvisor.com/tloc/Roswell-GA/Central-A-C-Install/
    • https://www.angi.com/articles/how-much-does-installing-new-ac-cost/ga/atlanta
    • https://bardi.com/city/hvac/roswell
Bardi's page as the assistant saw it
Shortlisted · choice 3

Bardi

bardi.com
“Roswell HVAC reviews show AC purchases with 10-year guarantees and maintenance check-ups at fair prices.”

Instinct

Europe · Instinct over iMessage · asked 2026-10-16 15:17 UTC

Shumate Heating & Air's page as the assistant saw it
Passed

Shumate Heating & Air

shumateheatingandair.com
“Page is mostly generic copy, shows no address, price or license, and has odd wording ('handyman contractors', '24 hours installed', 'since 1978') not verifiable on the page.”
JT Heating & Air's page as the assistant saw it
Passed

JT Heating & Air

jtheatair.com
“Based in Woodstock; the page still contains unfilled template placeholder text ('Title or Question', 'Gallery Heading H2') and a 'we beat any competitor's rate' claim that is self-reported and unverifiable.”

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