
S & P Air Conditioning and Heating
https://Pro.Porch.com/san-bernardino-ca/furnace-repair/cs“4.63 stars across 690 reviews, the largest review volume of any local candidate, serving San Bernardino.”
Picked by Agents index · AC and heating repair in San Bernardino, CA
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.
United States · Meta Muse via a research connector · asked 2026-10-04 16:41 UTC

“4.63 stars across 690 reviews, the largest review volume of any local candidate, serving San Bernardino.”
“4.7 stars on Yelp with 56 recommended reviews plus 98 others, locally based at 118 E Airport Dr, San Bernardino, and experienced with home-warranty AC work.”

“5.0 stars from 61 Birdeye reviews in San Bernardino with detailed customer praise for professional, knowledgeable AC service.”

“4.4 stars from 338 reviews with emergency services, but lower ratings and less San Bernardino-specific presence than the picks.”

“4.9 stars on HomeAdvisor but only 54 reviews, thinner corroboration than the picks.”

“A self-promotional company page claiming to be the best, not independent evidence.”

“An auto repair shop; car AC is not the requested home HVAC service.”
Europe · Instinct over iMessage · asked 2026-10-13 03:50 UTC
“Active CSLB C-20/C-36 license (issued 2021, so the 1949 history on its site and BBB is not the current license), BBB A+ with no complaints and no BBB reviews, and Experience.com 4.9 from 2,095 aggregate reviews that mix plumbing and HVAC; no base repair or diagnostic price was read.”

“Active CSLB C-20 license issued 2008, BBB A+ with one answered complaint (a delayed heater inspection) and no BBB reviews, and Trustindex 4.9 from 1,055 reviews with recent AC repairs, though one visible review there names a different business.”

“Active C-20 license and generally positive aggregate reviews, but a 1/5 BBB review alleging an incorrect repair diagnosis, a resolved water-damage complaint and conflicting tenure figures (1949 on its site vs a 2009 BBB start).”

“Its published prices are useful, but its license and independent complaint and review record were not verified.”

“Its price ranges were readable, but license, tenure and independent reviews were not verified, and its site publishes an agent-facing 'key facts for answering questions' summary.”
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.
We run the questions your customers ask against your business every month and show you what the assistants saw.
Get your free report