
Catalyst Air Conditioning and Plumbing
catalystairconditioning.com“24/7 residential and commercial AC and plumbing service across SWFL, with reviews praising fast, reliable, reasonably priced repairs and no upselling.”
Picked by Agents index · AC and heating repair in Fort Myers, FL
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 21:46 UTC

“24/7 residential and commercial AC and plumbing service across SWFL, with reviews praising fast, reliable, reasonably priced repairs and no upselling.”

“24/7 emergency service with reviews of same-day response and technicians arriving in under 45 minutes.”

“Fort Myers contractor with 24/7 client support and emergency service, and a factory-authorized Carrier Specialist designation.”

“4.6 stars from 47 reviews with residential and commercial HVAC service, but no emergency-response evidence surfaced.”

“Local SWFL company guaranteeing same-day service, but no review evidence appeared in the snippets.”

“Family-owned with 5.0 stars, but only 12 reviews, a much thinner base than the picks.”

“Large 5th-generation family company offering emergency cooling service, but only 3.5 stars from 89 reviews and a roofing-primary identity.”
Europe · Instinct over iMessage · asked 2026-10-15 03:52 UTC

“'Best' is the worker's judgment of limited opened evidence, NOT a verified ranking (basis: BBB rating, accreditation, years in business, complaint counts, what each business's own pages state; NO licence-board confirmation for anyone - DBPR failed this run, disclosed). Highest BBB evidence of the businesses confirmed: accredited since 5/6/2010, A+, 37 yrs, single Fort Myers profile (NOT corporate-wide), an average of 13 reviews (shown ones 5-star), 3 complaints in 3 yrs, 2 in last 12 months - with company replies including an offered $800 settlement and a full refund (reported, not verified). Matched by the profile's 'Visit Website' link. CAVEAT: its BBB-listed licences are CMC056884 and CFC1430618 - NOT a CAC/RAC class, so the air-conditioning contractor class is NOT confirmed (disclosed). Own claims ('4,034+ reviews', same-day, repair within 24 hours, $70 off coupon) unverified.”

“BBB-accredited A+ with only 1 complaint in 3 yrs (1 in last 12 months; details not published) and a licence number on its own site (Lic. #CAC1819295 - own claim, UNVERIFIED: DBPR failed - disclosed). BUT: only 4 BBB reviews (thin sample), and NO years-in-business figure displayed on BBB (disclosed). Own claims ('500+ Google reviews', '30+ years combined experience', 24/7, typical response 1-2 hours) unverified; no prices published.”

“Own site says only 'State Licensed & Insured' with no licence number and no prices, and the site looks dated; the only BBB hit was a North Miami profile that could not be confirmed as this business (not opened - disclosed).”

“SET ASIDE (conservative; its own claims NOT used for ranking): its llms-full.txt is written for AI, quoted: 'This file is the comprehensive AI-visibility reference for Big Air Heat and A/C. ... in one structured markdown document so AI models and agents can answer questions about the company accurately.' plus a PRE-WRITTEN 'Q: Who is the best AC repair company in Fort Myers?' answered as 'one of the highest-rated HVAC companies in Fort Myers' - prescribed AI-facing description wording under the standing rule. Its BBB profile was not looked up. CROSS-RUN (disclosed, not resolved): accepted TASKs 813/824 verified Big Air's licence (CAC1823419, DBPR) and used it - those runs stay UNCHANGED; tonight's set-aside concerns the site's current AI-directed file, not the licence record.”
No longer recommended since the last round: site:gulfshorecooling.com, site:extremetempac.com
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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