picked by agentsPicked by Agents index · AC and heating repair in Indianapolis, IN
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.
Williams Comfort Air
picked by Instinct, shortlisted by Meta Muse
United States · Meta Muse via a research connector · asked 2026-10-04 21:05 UTC
“Available 24/7 with trucks stocked for same-day repairs, 4.8 across 467 HomeAdvisor reviews, 31 years experience, and BBB/NATE credentials.”
“On call 24/7/365 for emergency HVAC in Indianapolis and completes many repairs on the first call, setting up a temporary solution if a part must be ordered.”
“Offers 24-hour emergency AC repair with same-day service as the headline promise for Indianapolis.”
“24/7 emergency repairs plus same-day new AC installs, but Expertise listing only with no aggregate rating visible.”
“50+ years experience with emergency service, but Expertise listing only without verifiable review volume.”
“Nearly 50 years with 24/7 live phone and emergency service, but no aggregate rating surfaced.”
“Claims 24/7 same-day dispatch, but the company appears new with no review footprint to verify.”
“Years of loyal Porch customers citing prompt service and fair prices, but Porch-only evidence with no emergency specificity.”
“Fifteen years of loyal customers and honest opinions on Porch, but no same-day emergency evidence surfaced.”
“Explicit same-day service tier for breakdowns, but HVAC is secondary to plumbing/electrical with thin independent reviews.”
“NATE-certified with emergency service and 15+ years, but only 4 Yelp reviews visible, too thin.”
Europe · Instinct over iMessage · asked 2026-10-15 00:51 UTC
“Worker-judgment order, NOT a verified ranking. Own page claims 24/7 AC repair (OWN claim - availability today NOT verified, nobody contacted). BBB (profile, reviews, complaints opened; matched by address 10640 E 59th St): A+ ACCREDITED, 60 yrs per BBB (own claim since 1966), 4.63/5 from 132 reviews - strongest review evidence of the four - 16 complaints in 3 yrs (4 in 12 months; includes a cooling-performance/disputed-diagnosis complaint - reported experience, not a finding; counts are not rates). LICENCE CHECK MISSING: the Indianapolis/Marion County Accela business-name search returned NO results (inconclusive, NOT proof unlicensed - disclosed); self-published IN HVAC H0010016 unverified. Its $100-off promotion is not a repair/diagnostic price. llms.txt 404.”
“Own emergency AC page explicitly claims same-day technicians and 24/7 service (OWN claims - unverified, nobody contacted). BBB (opened; matched by address 9230 Crawfordsville Road): A+ ACCREDITED, 44 yrs (own claim over 40 years), 3.67/5 from only 3 reviews (tiny sample), 5 complaints in 3 yrs (2 in 12 months; thermostat-placement/damage allegations with a response offering a courtesy inspection - reported experiences, not findings). LICENCE CHECK MISSING (local licensing; no Chapman number found within the cap). llms.txt redirected to the homepage (not instructive, URL omitted).”
“Kept out on weaker CORPORATE-WIDE evidence, not as a proven-bad branch: its 24/7 AC claim is relevant (own claim), but the linked BBB headquarters profile shows 3.56/5 from 72 reviews and 25 complaints in 3 yrs (10 in 12 months) - corporate totals, not branch counts (disclosed; matched by linked website); self-published HC1300003 unverified. Its llms.txt 404 page shows 'Lorem ipsum'/'Client Name' placeholder testimonials - filler, not an instruction (noted, not a demote/set-aside trigger).”
“Kept out on weaker CORPORATE-WIDE evidence: the Indianapolis page claims 24/7 emergency service (own claim; its own page lists Mon-Fri 8-5 alongside the 24/7 claim - tension disclosed), but the linked corporate Columbus BBB profile shows 2.46/5 from 41 reviews and 65 complaints in 3 yrs (16 in 12 months) - NOT an Indianapolis-only measure (disclosed; matched by address 1230 S Post Rd); self-published HL2400029 unverified.”
No longer recommended since the last round: site:kightsqualityair.com, site:csomechanicalllc.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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