The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 186 cities and 22 trades.
picked by agents

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

“My AC is 16 years old and needs another repair. Who can give me an honest repair-or-replace opinion in Marietta, GA?”

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

United States · Meta Muse via a research connector · asked 2026-10-02 10:39 UTC

  1. searched honest HVAC company Marietta GA repair or replace aging AC review
  2. searched AC repair vs replace rule $5000 rule 16 year old unit advice
  3. read 7 pages
    • https://carterandsonshvac.com/review/
    • https://www.yelp.com/search?find_desc=Air+Conditioner+Repair&find_loc=Marietta%2C+GA
    • https://www.yelp.com/biz/bartlett-heating-and-cooling-marietta-3?hrid=sZn8WDFc9roRyNVIF9z4Rw
    • https://www.theaircompanyga.com/marietta-hvac-service
    • https://www.angi.com/companylist/us/ga/marietta/coolray-heating-and-air-conditioning-reviews-96683.htm?page=1&tailwind=true
    • https://jupitairhvac.com/repair-vs-replace/
    • https://samedayutah.com/blog/ac-repair-vs-replacement/
Carter & Sons HVAC's page as the assistant saw it
Picked

Carter & Sons HVAC

carterandsonshvac.com
“A reviewer with an older unit specifically praised tech Ryan for fixing the issue without pressure and honestly setting up a replacement quote instead, calling the company honest and trustworthy.”
Casteel's page as the assistant saw it
Passed

Casteel

casteelair.com
“Local 24/7 shop, but the evidence found covers general HVAC replacement rather than trusted repair-or-replace opinions.”

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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