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 Washington, DC

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

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 05:40 UTC

  1. searched Washington DC HVAC company honest repair vs replace AC second opinion reviews
  2. read 4 pages
    • https://sghac.com/free-hvac-second-opinion/
    • https://www.cardinalplumbingva.com/second-opinion/
    • https://pro.porch.com/washington-dc/air-conditioning-installation/cs
    • https://www.thecooldown.com/green-home/air-conditioning-repair-advice-homeowner-experience/
SG Heating & Air Conditioning's page as the assistant saw it
Picked

SG Heating & Air Conditioning

sghac.com
“Explicitly offers a free HVAC second opinion: they evaluate your system and give an honest repair-vs-replace appraisal with no commitment, waiving the service charge when you show another company's quote.”

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