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 Manhattan Beach 90266, CA

“My AC stopped cooling. Find me an HVAC company in Manhattan Beach, CA 90266 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.

Meta Muse

United States · Meta Muse via a research connector · asked 2026-10-04 21:40 UTC

  1. searched best emergency AC repair Manhattan Beach CA 90266 same day
  2. searched top rated HVAC company Manhattan Beach California 24/7 AC repair
  3. read 2 pages
    • https://acrepairlocally.com/ac/manhattan-beach/90266/ac-repair-nearest-in-manhattan-beach.html
    • https://homeguide.com/ca/manhattan-beach/central-air-conditioning-repair/

Instinct

Europe · Instinct over iMessage · asked 2026-10-15 01:54 UTC

  1. searched Web: Manhattan Beach CA air conditioning repair same day HVAC
  2. searched Web: BBB Air Tech 24 / Norris AC Heat / Urso Air Systems / Lions Heating Air Conditioning California
  3. searched Web (site:bbb.org): Air Tech 24 OR Lions Heating OR Norris AC and Heat
  4. searched CSLB business-name lookup: URSO AIR SYSTEMS - detail not established
  5. searched CSLB business-name lookup: AIR TECH 24 - roster shows 1048416 active, detail not opened
  6. searched CSLB business-name lookup: LIONS HEATING - 1057295 active C-20+B verified
  7. searched Web (site:bbb.org): California Lions Heating lionshvac.com OR Norris AC Hermosa
  8. read 11 pages
    • https://airtech24.com/manhattan-beach/air-conditioning-repair-manhattan-beach/
    • https://norrisachermosabeach.com/service-area/manhattan-beach/
    • https://www.ursoairsystems.com/areas-we-serve/manhattan-beach-ca/ac-repair/
    • https://lionshvac.com/locations/air-conditioning-heating-repair-in-manhattan-beach-ca/
    • https://lionshvac.com/
    • https://www.bbb.org/us/ca/torrance/profile/heating-and-air-conditioning/air-tech-24-heating-and-air-conditioning-inc-1216-1076526
    • https://www.bbb.org/us/ca/torrance/profile/heating-and-air-conditioning/air-tech-24-heating-and-air-conditioning-inc-1216-1076526/customer-reviews
    • https://www.bbb.org/us/ca/torrance/profile/heating-and-air-conditioning/air-tech-24-heating-and-air-conditioning-inc-1216-1076526/complaints
    • https://www.bbb.org/us/ca/wilmington/profile/air-conditioning-contractor/urso-air-systems-1216-1000060686
    • https://www.bbb.org/us/ca/wilmington/profile/air-conditioning-contractor/urso-air-systems-1216-1000060686/customer-reviews
    • https://www.bbb.org/us/ca/wilmington/profile/air-conditioning-contractor/urso-air-systems-1216-1000060686/complaints
Lions Heating & Air Conditioning's page as the assistant saw it
PickedNew this round

Lions Heating & Air Conditioning

lionshvac.com
“Worker-judgment order, NOT a verified ranking. Manhattan Beach page claims same-day emergency AC repair (OWN claim - availability NOT verified, nobody contacted; research ran about 7 PM PDT Wednesday, so same-day service that evening was not supportable - disclosed). LICENCE VERIFIED: CSLB business-name search plus matching detail - license 1057295 ACTIVE, C-20 plus B classifications, exp 8/31/2027, Sun Valley address matched to its site (record URL omitted). 'Since 2015' is an own claim. NO matching California BBB profile located (unchecked, NOT zero - a similarly named Pennsylvania result was not attributed - disclosed). No numeric diagnostic or repair price found. llms.txt not found.”
Shortlisted · choice 2

Urso Air Systems

ursoairsystems.com
“Manhattan Beach repair page claims same-day appointments and a free visit to look at the problem (OWN claims - a free look for that visit, NOT free repairs or an emergency diagnostic policy - disclosed). BBB (Wilmington profile; address matched; all three pages opened): A-, NOT accredited, 0 reviews, 0 complaints - but the BBB file was OPENED IN 2026, so the empty history is VERY limited evidence (disclosed). LICENCE NOT VERIFIED: the CSLB name submission reached a results page but a matching licence detail and C-20 status were NOT established; published number 961408 unverified (disclosed). 'Nearly 20 years' is an own claim.”
Air Tech 24 Heating and Air Conditioning, Inc.'s page as the assistant saw it
Shortlisted · choice 3was picked last round

Air Tech 24 Heating and Air Conditioning, Inc.

airtech24.com
“Own page covers Manhattan Beach AC repair and publishes 24-hour business hours (own claims - dispatch unconfirmed). LICENCE PARTIALLY VERIFIED: the CSLB name-search ROSTER showed its published number 1048416 active, but the detail link redirected to the lookup form, so the C-20 classification, expiration and full details are NOT verified (a roster is not the full check - disclosed). BBB (Torrance profile; website link matched; all three pages opened): NOT RATED for insufficient information, not accredited, 0 reviews, 0 complaints, 28 yrs per BBB (thin). Claims upfront flat-rate pricing without amounts (own claim). llms.txt not found.”
Norris AC & Heat's page as the assistant saw it
PassedNew this round

Norris AC & Heat

norrisachermosabeach.com
“Less corroboration than the picks: page claims same-day South Bay service from Hermosa Beach (own claim; seven-day service, same-day dispatch for most calls before early afternoon), but NO matching BBB profile or verified licence was established within the query limit (no licence number on the opened page; CSLB not checked - cap).”

No longer recommended since the last round: site:natureheatingair.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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