The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 185 cities and 22 trades.
picked by agents

Picked by Agents index · AC and heating repair in Philadelphia, PA

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

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 04:51 UTC

  1. searched Philadelphia PA HVAC honest second opinion old AC repair replace reviews 2026
  2. read 4 pages
    • https://markets.financialcontent.com/winslow/article/247pressrelease-2026-5-8-emergency-ac-repair-in-philadelphia-when-to-call-the-experts
    • https://generation3electric.com/
    • https://harriscomfort.com/about-us/testimonials/
    • https://markets.financialcontent.com/stocks/article/prlog-2026-1-20-philadelphia-hvac-companies-were-not-created-equal?Language=english
HVAC Philly's page as the assistant saw it
Picked

HVAC Philly

financialcontent.com
“4.8/5 Google rating and BBB A+ shop since 1994, specifically noted for ethical diagnosis that seeks repairs before pushing replacements.”
Harris Comfort's page as the assistant saw it
Shortlisted · 3rd choice

Harris Comfort

harriscomfort.com
“Customer testimonials describe employees as straightforward and honest, going over and above to get units working properly rather than upselling.”

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