The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 245 cities and 22 trades.
picked by agents

Picked by Agents index · AC and heating repair in Boca Raton, FL

“my AC isn't working, can someone come out today? I'm in Boca Raton, 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 2026-10-05 21:51 UTC

  1. searched same day AC repair Boca Raton FL company reviews
  2. read 5 pages
    • https://www.ericasplumbing.com/
    • https://www.callmrair.com/
    • https://primeairfl.com/
    • https://www.rackelectric.com/
    • https://mbgapplianceservices.com/locations/boca-raton
Mr. Air AC & Electrical's page as the assistant saw it
Shortlisted · 2nd choice

Mr. Air AC & Electrical

callmrair.com
“South Florida 24-hour emergency AC repair specialists with free estimates and a reviewer noting they came out late in the evening during a heat wave to get the system running.”
Prime Air's page as the assistant saw it
Shortlisted · 3rd choice

Prime Air

primeairfl.com
“Licensed Boca Raton HVAC contractor serving Palm Beach and Broward counties, offering emergency repairs and free estimates with bilingual technicians.”
Rack Electric's page as the assistant saw it
Passed

Rack Electric

rackelectric.com
“Family-owned for 32+ years with 4.9 across 48 reviews and emergency AC service, but AC is secondary to electrical work.”

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.

Want to know why they pass on you?

We run the questions your customers ask against your business every month and show you what the assistants saw.

Get your free report