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 Palos Verdes Peninsula 90274, CA

“Who is the best AC repair company in Palos Verdes Peninsula, CA 90274?”

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.

Where they agreed

Meta Muse

United States · Meta Muse via a research connector · asked 2026-10-04 23:47 UTC

  1. searched best AC repair company Palos Verdes 90274 reviews Carrier dealer
  2. read 4 pages
    • https://brodypennell.com/cities-served/rancho-palos-verdes/
    • https://www.stephensplumbing.net/rancho-palos-verdes-hvac-plumbing/
    • https://cloudcomforthvac.com/blog/hvac-emergency-guide-rancho-palos-verdes
    • https://reliableappliancesrepair.com/appliance/palos-verdes-peninsula/90274/carrier-air-conditioner-services-in-palos-verdes-peninsula.html

Instinct

Europe · Instinct over iMessage · asked 2026-10-16 15:09 UTC

Urso Air Systems's page as the assistant saw it
Picked

Urso Air Systems

ursoairsystems.com
“Its Palos Verdes Estates AC repair page, read in full, lists concrete service terms: NATE-certified technicians, licensed and insured, a quote after diagnostic and before work starts, and warranties on parts and labor (all self-reported).”
Shortlisted · choice 3New this round

Carter Services

carterservices.com
“Its Rolling Hills Estates page says 'over 50 years' and 'Locally-Owned & Operated', and covers repair, maintenance and installation, but it gives fewer concrete terms (no licence number or warranty stated).”
Coastline Mechanical Inc.'s page as the assistant saw it
PassedNew this round

Coastline Mechanical Inc.

coastlinemechanicalinc.com
“Shows a C-20 licence number (1141061) but says it was founded in 2022 and focuses on Long Beach and LA/Orange counties, with no Palos Verdes page seen (partial, keyword-filtered read).”

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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