The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 245 cities and 20 trades.
picked by agents

Picked by Agents index · AC and heating repair in Columbia, SC

“My AC stopped cooling. Find me an HVAC company in Columbia, SC that can come out today.”

We asked Meta Muse and Instinct 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.

Where they agreed

Meta Muse

United States · Meta Muse via a research connector · asked 2026-10-04 20:59 UTC

  1. searched same day AC repair Columbia SC emergency 2026
  2. searched best AC repair company Columbia SC reviews 2026
  3. read 11 pages
    • http://cassellbros.com/air-conditioning/emergency/
    • https://Pro.Porch.com/columbia-sc/boiler-repair-and-maintenance/cs
    • https://allamericanheatingandair.com/ac-repair-columbia-sc/
    • https://truecomfortofthecarolinas.com/heating-and-air-conditioning/air-conditioning-repair
    • https://callaaatoday.com/services/traditional-hvac/residential-heating-and-cooling-repairs/
    • https://eliteaircolumbia.com/cooling/central-ac-services/ac-repair/
    • https://1stchoicequalityhvac.com/city/columbia-sc/
    • https://carolinabreezehvac.com/24-hr-ac-repair-columbia-sc/
    • https://www.chamberofcommerce.com/business-directory/south-carolina/columbia/home-garden/appliances/air-conditioning-repair-service/
    • https://www.globenewswire.com/news-release/2023/02/21/2612654/0/en/HVAC-Colombia-SC-Dependable-Award-Winning-Contractor-That-Always-Delivers-On-Time-Seven-Days-a-Week.html
    • https://scpolarexpress.com/our-services-ranging-for-ac-installation-repair-heat-installation-and-maintenance/
Cassell Brothers's page as the assistant saw it
Picked

Cassell Brothers

cassellbros.com
“Explicitly offers same-day emergency AC repair across the Midlands with upfront pricing and a 100% satisfaction guarantee, exactly what's needed today.”

Instinct

Europe · Instinct over iMessage · asked 2026-10-15 01:24 UTC

  1. searched Google: Columbia SC AC repair same day 24/7 - unusual-traffic CAPTCHA, NOT solved (counted)
  2. searched Bing: Columbia SC AC repair same day 24/7 - irrelevant results
  3. searched Bing: Columbia SC HVAC emergency - irrelevant results
  4. searched DuckDuckGo: Columbia SC AC repair emergency
  5. searched DuckDuckGo site:bbb.org: Columbia Cool Care OR All American Heating OR ARS OR Carolina Comfort - no results
  6. searched BBB directory: Heating and Air Conditioning near Columbia, SC (counted as a query; directory page not listed as a source)
  7. searched DuckDuckGo: South Carolina LLR mechanical contractor license lookup (form opened, not used before cap)
  8. read 15 pages
    • https://coolcarehvac.com/air-conditioning-repair-service-columbia/
    • https://allamericanheatingandair.com/ac-repair-columbia-sc/
    • https://www.ars.com/columbia/air-conditioning-repair
    • https://www.bbb.org/us/sc/west-columbia/profile/air-conditioning-contractor/all-american-heating-air-inc-0663-27000438
    • https://www.bbb.org/us/sc/west-columbia/profile/air-conditioning-contractor/all-american-heating-air-inc-0663-27000438/customer-reviews
    • https://www.bbb.org/us/sc/west-columbia/profile/air-conditioning-contractor/all-american-heating-air-inc-0663-27000438/complaints
    • https://coolcarehvac.com/about/
    • https://coolcarehvac.com/
    • https://allamericanheatingandair.com/247-emergency-hvac-columbia-sc/
    • https://allamericanheatingandair.com/about/
    • https://www.theairlogic.com/emergency-ac-repair-columbia-sc
    • https://www.ars.com/licenses
    • https://allamericanheatingandair.com/special-offers/
    • https://coolcarehvac.com/contact/
    • https://www.ars.com/columbia
All American Heating & Air, Inc's page as the assistant saw it
Pickedwas shortlisted last round

All American Heating & Air, Inc

allamericanheatingandair.com
“SINGLE PICK (deliberate - thin run, disclosed); judgment, NOT a verified ranking: it has the strongest INDEPENDENT evidence opened, not proven superior service. Own page advertises 24/7 Columbia emergency AC repair (OWN claim - availability today NOT verified, nobody contacted; office Mon-Fri 7:30-7, emergency 24/7). BBB (West Columbia profile; address and phone matched to its site, 3220 Leaphart Road; profile, reviews, complaints all opened): A+ ACCREDITED since 1991, 35 yrs, ZERO reviews and ZERO complaints (zero reviews means NO BBB customer-review evidence, not a perfect score - disclosed). LICENCE CHECK MISSING: a usable public LLR contractor form was opened but NOT used before the cap ran out (disclosed - missing is not proof of unlicensed). Its free-estimates offer does NOT establish a free diagnostic visit. llms.txt not found.”
Cool Care Heating, Air, Plumbing & Refrigeration's page as the assistant saw it
PassedNew this round

Cool Care Heating, Air, Plumbing & Refrigeration

coolcarehvac.com
“Relevant but unchecked: claims 24/7 emergency AC repair, 20+ years, NATE-certified technicians, A+ BBB and mechanical licence M-100924 (ALL own claims, unverified); its BBB profile/reviews/complaints and LLR licence status were NOT checked within the cap. Office Mon-Fri 8-5 with 24-hour emergency (own claim).”
ARS/Rescue Rooter Columbia's page as the assistant saw it
PassedNew this round

ARS/Rescue Rooter Columbia

ars.com
“Relevant but unchecked: advertises emergency AC service and seven-day availability (own claims); its national page lists SC M2842 (does NOT verify this branch - disclosed) and shows 4.8/5 from 134,039 reviews - a company-site figure with NO clear local scope (disclosed). BBB profile and LLR licence check NOT completed. $59 tune-up and $50 off a service repair are promotions (terms not opened), not repair prices. llms.txt load error (not evidence none exists - disclosed).”
Air Logic's page as the assistant saw it
PassedNew this round

Air Logic

theairlogic.com
“Relevant but unchecked: claims 24/7 emergency AC repair and displays LIC #0003360-2025 (NOT shown to be an active LLR mechanical licence - disclosed); BBB history and licence status unverified within the cap.”

No longer recommended since the last round: site:cassellbros.com, site:dansheatingandcoolingllc.com

Every month we asked

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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