The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 182 cities and 22 trades.
picked by agents

Picked by Agents index · AC and heating repair in Austin, TX

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

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 00:40 UTC

Honest Plumbing & Air's page as the assistant saw it
Picked

Honest Plumbing & Air

honestairconditioning.biz
“Reviews describe owner Floyd presenting repair options for fixed-income budgets when other companies pushed full replacement, making it a strong fit for an honest repair-or-replace opinion.”
Alamo Austin Air Conditioning & Heating's page as the assistant saw it
Shortlisted · 2nd choice

Alamo Austin Air Conditioning & Heating

alamoaustinair.com
“Rated 4.99/5 across 135 reviews, with customers praising no-rushing, no-pressure honest service on aging systems.”
Airco Mechanical's page as the assistant saw it
Shortlisted · 3rd choice

Airco Mechanical

texags.com
“Repeatedly recommended in the TexAgs Austin forum for reasonable pricing and quality replacement work when replacement is needed.”
Barker's Heating and Cooling's page as the assistant saw it
Passed

Barker's Heating and Cooling

texags.com
“A forum poster reported a hard-sell full replacement bid of $12,300 on a working 12-year-old unit, which another shop said needed only $300 in work.”
Dayton Heating & Air's page as the assistant saw it
Passed

Dayton Heating & Air

texags.com
“A forum poster reported a poor installation experience and a reluctance to return for a callback.”

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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