picked by agentsPicked by Agents index · AC and heating repair in Irving, 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.
Spencer Air Conditioning & Heating
picked by Grok and Instinct
Frosty's HVAC
picked by Meta Muse, shortlisted by Instinct
Tempo Air (Tempo, Inc.)
shortlisted by Grok and Meta Muse
United States · xAI Grok Bot, a cloud agent with its own browser · asked 2026-09-28 16:56 UTC
“It has been based in Irving (2928 W Story Rd) since 1960 and its own site advertises 24/7 emergency service, same-day service and a 2-hour response, its Texas A/C contractor license (TACLA115636C) is active in the state file until 10/06/2027, BBB rates it A+ and has accredited it since 2007, and a directory shows 4.9 stars from about 1,273 Google reviews.”
“It is an employee-owned company with an office in Irving (911 Maryland Dr) since 1966, its site says it is available 24/7 for emergencies, its license (TACLA118470C) is active until 02/25/2027, BBB rates it A+ and has accredited it since 2020, and a directory shows 4.7 stars from about 1,912 Google reviews.”
“Its Irving AC repair page lists 24-hour, seven-day service and 24/7 emergency AC repair, its license (TACLA132623E) is active until 09/01/2027, and a directory shows 4.9 stars from about 1,207 Google reviews, though it posts no prices and I did not check its BBB profile.”
“It was a close runner-up (Irving-based, license TACLA34473E active until 11/18/2026, BBB A+ accredited, about 4,359 Google reviews at 4.7 per a directory), but its site lists hours of Mon–Fri 7am–7pm, says same-day is mainly for calls before noon, and offers after-hours service only in peak seasons.”
“It has the clearest pricing I found (an $85 diagnostic waived with the repair, plus a flat-rate price list), standard same-day service and an active license (TACLA126718E), but it is a small Farmers Branch shop with no 24/7 claim, its 143 reviews at 4.9 are its own figure, and BBB shows 2 complaints in the past 12 months (A+, not accredited).”
“It claims 24/7 emergency service and often same-day dispatch, and its license (TACLB002064, listed as Ellis A/C Sales & Service) is active, but its main shop is in Cedar Hill, far from Irving, its office hours are Mon–Fri 8–5, and I found no review counts.”
“The site claims 24/7 and same-day service but shows no license number or founding year, its address looks like a shared office suite, and its promo had expired, so it looks like a template or possible lead-gen site that I could not tie to a verified contractor.”
“It is Irving-based with an active license (TACLA151834C) and 4.9 stars from about 100 reviews on a directory, but its site posts no license number or prices and also lists Houston and Katy as service areas, so I trusted it less than the larger picks.”
“I saw this national chain only in a directory listing (4.7 stars from 6,504 reviews, marked 24/7) and did not check its site or license.”
“It is well rated in a directory (4.9 stars from about 240 reviews, Irving address), but my search for its website errored and I saw no same-day or 24/7 claim, so I could not evaluate it.”
“I opened this site by mistake while looking for Spencer, and it belongs to an unrelated HVAC company in Jacksonville, Florida.”
United States · Meta Muse via a research connector · asked 2026-09-28 17:46 UTC
“The most Irving-specific option found: 4.9 stars on 143 Google reviews, Texas license TACLA126718E, an $85 diagnostic waived with repair, flat-rate pricing, same-day response standard from a shop 15 minutes away, covering all major Irving ZIPs.”
“Physically located in Irving (911 Maryland Dr), employee-owned since 1966, 24/7 emergency service, 4.8 stars on 195 reviews, with a lifetime workmanship guarantee for Tempo HVAC Club members.”
“An Irving-focused HVAC shop whose customer reviews describe same-day emergency repairs, including short-notice evening and weekend jobs with transparent estimates.”
“A 5-star rating with same-day mentions, but only 13 reviews on an unclaimed directory profile, which is too thin to recommend.”
“Reviews are for appliance repair, not air-conditioning work, so they do not establish HVAC competence.”
“A 5.0 HomeGuide score and 27+ years in business, but the score rests on just 4 reviews and their focus is electrical and plumbing.”
“Good Porch reviews, but they skew toward full system installations rather than emergency same-day repairs.”
“A 24/7 Irving operation, but they do plumbing and water cleanup, not air-conditioning repair.”
Europe · Instinct over iMessage · asked 2026-09-28 18:05 UTC
“Irving's trusted HVAC company since 1960, a Carrier Factory Authorized Dealer with TACLA license, same-day service and 24/7 emergency line.”
“Licensed (TACLA126718E) with a dedicated Irving same-day repair page and published flat-rate pricing.”
“Long-established DFW company with a dedicated Irving AC repair page.”
“Serves Irving but is Dallas-based rather than Irving-rooted like Spencer.”
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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