picked by agentsPicked by Agents index · AC and heating repair in Orlando, FL
We asked Grok 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.
United States · xAI Grok Bot, a cloud agent with its own browser · asked 2026-09-28 10:57 UTC
Picked
“Gary Munson has the strongest record of the group: an A+ BBB rating, BBB accreditation since 2000, 0 BBB complaints, in business since 1978, and two active Florida AC licenses (CAC1814337 and CAC1819395), plus 4.8 stars from 630 reviews that mention it doesn't oversell, a 10-year parts and labor warranty, and 24/7 live support.”
Shortlisted #2
“Carpenter's Cooling is a small, third-generation Orlando family business with an A+ BBB rating, BBB accreditation since 2018, 1 complaint in 3 years, an active license (CAC1824600), and a 5.0 rating from 503 reviews on a directory, and r/orlando users often recommend it as an honest local choice.”
Shortlisted #3
“4 Seasons has run in Orlando for decades with an A+ BBB rating, BBB accreditation since 1988, 0 BBB complaints, and an AC license active since 1992 (CAC056308), and it currently waives the service call fee with any paid repair through Oct 31, 2026, offers same-day and 24/7 service, and has a 4.8 rating.”
Looked at, passed
“Its license (CAC1821746) is active and it publishes the clearest terms ($95 diagnostic, $129 after hours, 1-year repair guarantee, 24/7), but it is not BBB accredited, its BBB file only opened in Feb 2026, it has held its license only since 2022, and it claims 1,300+ five-star reviews against about 3,000 repairs, which is an unusually high ratio and a reason for caution.”
Looked at, passed
“It is a strong runner-up (A+, BBB accredited since 1983, 2 complaints in 3 years, active license CAC055565, 4.8 from 1,199 reviews on a directory), but its site lists no diagnostic fee or repair warranty, and a Reddit commenter warned not to confuse it with a different 'Rinaldi's' company.”
Looked at, passed
“It has an A+ rating and an active license (CAC056779), but 8 BBB complaints in 3 years, the most of any company I checked, and a lower 4.7 rating on a directory.”
Looked at, passed
“Its license (CAC1813771) is active, but I found no BBB rating for it, and the same word-for-word Reddit comment recommending it showed up in at least four threads, which looks like promotion rather than independent reviews.”
Looked at, passed
“The license I found in the state file (CAC1813275) has an Ocala address, and I didn't check its BBB profile, reviews, fees, or warranty, so there was too little to rank it.”
Looked at, passed
“Redditors recommend it and its Orlando license (CAC1816648) is active, but I didn't open its BBB page or website, so its complaints, fees, and warranty are unknown.”
Looked at, passed
“Redditors recommend it and its Casselberry license (CAC1819291) is active, but I didn't check its BBB profile, fees, or warranty.”
Looked at, passed
“It showed up only as a pricing article in search results claiming an $89 flat diagnostic; I didn't open its page or check its license or BBB profile.”
Looked at, passed
“Its claims of an A+ BBB rating and service since 2010 came only from a search result, and I didn't check its license or BBB profile.”
Looked at, passed
“It focuses on The Villages, Clermont, and Mount Dora, has only about 140 reviews, and I saw it only in a search result.”
Looked at, passed
“It appeared only in a search result from a ranking site with about 106 reviews; I didn't check its license or BBB profile.”
Europe · Instinct over iMessage · asked 2026-09-28 10:37 UTC
Picked
“Its Orlando page claims 1,200+ five-star Google reviews, posts a $95 diagnostic, a one-year repair guarantee and 24/7 live answering, the strongest published trust signals found, though these are the company's own claims.”
Shortlisted #2
“Its homepage shows 763+ five-star reviews, a 4.8 rating and family ownership since 1953 with licensed and insured status and a free-diagnostic-with-repair coupon, a long track record with strong recent reviews.”
Shortlisted #3
“Its site cites 30+ years serving Orlando, a BBB accreditation seal, NATE-certified background-checked technicians, a 100% satisfaction guarantee and no overtime or travel charges, though it posts no review count.”
Looked at, passed
“It is a licensed Florida contractor (CAC1823678) with owner-led service and upfront pricing, but it posts no review count or rating and offers same-day repair only during business hours.”
Looked at, passed
“It claims 4.9/5 from 500+ homeowners and NATE certification, but its homepage renders placeholder zero stats (0+ repairs, 0.0/5 rating), which undermines the credibility of its claims.”
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.
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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