picked by agentsPicked by Agents index · AC and heating repair in Houston, TX
We asked Grok, Meta Muse and Instinct this exact question in September 2026. Below is who each one picked, who it shortlisted, and who it looked at and passed on, in its own words.
Air Tech of Houston AC & Plumbing
shortlisted by Grok and Instinct
United States · xAI Grok Bot, a cloud agent with its own browser · asked 2026-09-28 10:11 UTC
“This small veteran-owned company has been in business since 2002 and has a BBB A+ rating, BBB accreditation since 2011, and zero BBB complaints; its website shows TDLR license TACLA32064E and offers a 1-year parts and labor warranty on repairs and a free service call with a repair.”
“This family-owned Houston company was founded in 1961 and has a BBB A+ rating, BBB accreditation since 1996, and only 1 BBB complaint in 3 years; it offers a 1-year parts and labor warranty on all service work and 24/7 emergency service across Greater Houston.”
“It has by far the most reviews (its site claims 4.9 out of 5 from 11,455 reviews), a BBB A+ rating and accreditation, license TACLB00110099E, a written no-surprise upfront pricing guarantee, and no after-hours fees right now, but it ranks third because BBB shows 142 complaints in 3 years.”
“It has a BBB A+ rating, zero complaints, and license TACLB28004E on its site, but its website is thin, states no repair warranty or pricing, and its 4.9-star rating from 400+ reviews came only from a search snippet.”
“It is a long-running family business with license TACLB00035149E and upfront pricing, but it is not BBB accredited and has a B- BBB rating because it did not respond to 1 complaint.”
“It ranks first on some aggregator sites, but I found no Houston BBB profile, its About page shows no license or warranty, and its license number and review counts came only from snippets.”
“I never opened its page, and search snippets gave conflicting information on whether its AC license is current, though an aggregator snippet gave it 5.0 stars from 1,095+ Google reviews.”
“I never opened its page; snippets showed license TACLA72152E and a flat diagnostic fee, but the snippets disagreed on that fee ($85 or $89) and I found no BBB information.”
“I never opened its page; snippets showed license TACLB00105442E and an $89 diagnostic fee, but the same page gave two different Google review counts (156+ and 347) and I found no BBB information.”
“The guide I read says some customers report being upsold on extra services or parts, and I never opened Abacus's own site or BBB page.”
“I only read about it in a guide that earns lead commissions and never opened its own site or BBB complaint page.”
“The guide I read says it is strongest on new installations, not repairs, and I never opened its own pages.”
“I saw it only in search snippets (BBB accredited since 1975) and a guide that says it likely costs more as a franchise, and I never opened its pages.”
“I saw it only in a Yelp search snippet (4.8 stars from 372 reviews) and never opened its site or checked BBB.”
“I saw it only in a Yelp snippet with a smaller review count (119) and never opened its pages.”
“I saw it only in a Yelp snippet with just 47 reviews and never opened its pages.”
“I saw only a BBB search snippet showing A+ and accreditation since 2005 and never opened its complaint page or website.”
“I saw only a BBB snippet (A+, accredited since 2020); it is a newer franchise focused on the west side, and I never opened its pages.”
“The Chron list and a BBB snippet (A+) show it has served Greater Houston since 2010, but I never opened its site, license, or complaint page.”
“The BBB snippet describes a mainly commercial refrigeration business, and I never opened its pages.”
“I saw these only on the Chron list, where companies can pay to upgrade their listing, and I did not check their BBB records, licenses, or warranties.”
“I saw these only in a search snippet from an aggregator site, both are based outside central Houston (Spring and Humble), and I never opened their pages.”
“I saw these only in a search snippet of a best-of list and never opened their pages or BBB records.”
Meta Muse via a research connector · asked 2026-09-25 15:44 UTC
“4.7-4.8 stars across 10,000+ reviews with 24/7 emergency service, same-day appointments, and an on-time arrival guarantee.”
“Family-owned since 1968 with 4.8/5 on Angi (236 reviews, 91% five-star) and 24/7 same-day service across Greater Houston.”
“4.6/5 on Angi across ~1,500 reviews with one of Houston's largest technician fleets and 24/7 emergency service.”
Europe · Instinct over iMessage · asked 2026-09-28 10:25 UTC
“Its Houston AC-repair page is the most transparent of the group: NATE-certified technicians, license TACLA #00051749C, a written price before any work starts, same-day for morning calls, service on all makes and models, and 4.9 stars from 200 Google reviews, though the diagnostic fee amount is not posted.”
“This locally owned Houston contractor posts a flat $89 diagnostic waived with approved repair, same-day service before 2pm, 24/7 emergency response, license TACLA72152E and a 5.0 rating across 230+ Google reviews, though those ratings are self-reported on its own site.”
“It combines the deepest review base (4.7 from 1,509 Google reviews), a posted $79 new-customer diagnostic (normally $129), 24/7 emergency and same-day service and operation since 2000, though it does not publish a license number on this page.”
“A large, recognized Houston company with a 10-year parts and labor warranty and $0-down financing, but its page publishes no diagnostic fee or repair pricing to compare against the picks.”
“It offers 24/7 repair with after-hours fees currently waived and a $50-off repair coupon, but posts no diagnostic fee and no TACLA license number on the page.”
“It promises flat-rate pricing, same-day service, BBB A+ accreditation and Carrier Factory Authorized status, but publishes no actual prices or license number to verify the claims.”
Europe · Instinct over iMessage · asked 2026-09-30 18:09 UTC
“Its Houston repair page offers upfront flat-rate quotes and up to a one-year repair warranty.”
“Its Houston troubleshooting page describes diagnostic testing before repair.”
“Its AC repair page offers a local emergency cooling-service option.”
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 September 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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