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 Fort Lauderdale, FL

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

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 15:40 UTC

  1. searched honest AC repair vs replacement opinion Fort Lauderdale reviews no upsell
  2. read 4 pages
    • https://airmagicair.com/ac-repair-and-installation-in-fort-lauderdale-fl
    • https://www.aaamodernair.com/fort-lauderdale-ac/
    • https://Homeguide.com/fl/fort-lauderdale/central-air-conditioning-installation/
    • https://www.floridacool.com/new-air-conditioner-cost-florida
Air Magic Air's page as the assistant saw it
Picked

Air Magic Air

airmagicair.com
“5.0/5 from 657 reviews where customers repeatedly cite honest diagnostics and a clear absence of unnecessary upselling.”
AAA Modern Air's page as the assistant saw it
Shortlisted · 2nd choice

AAA Modern Air

aaamodernair.com
“4.9/5 from 8,810 reviews with customers praising technicians who take time explaining the failure before recommending anything.”
Echo Air Conditioning's page as the assistant saw it
Shortlisted · 3rd choice

Echo Air Conditioning

homeguide.com
“Fort Lauderdale local founded in 1969 whose stated values center on honesty, integrity, and accurate diagnostics rather than sales.”
Florida Cool's page as the assistant saw it
Passed

Florida Cool

floridacool.com
“Their 2026 guide gives excellent repair-or-replace math, but they are Boca Raton-based and more replacement-oriented.”

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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