picked by agentsPicked by Agents index · AC and heating repair in New York, NY
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 13:56 UTC
“It had the strongest outside reviews I found, with 4.9 from 404 reviews on Trustindex (including a September 2026 central AC repair in Midtown Manhattan) and 4.9 from 330 Google reviews on ProsGrade, though its five-borough coverage and EPA certification are only its own claims, it has worked in NYC only since 2020, and it lists a $450 minimum labor charge.”
“Angi shows 4.8 from 226 reviews with a Super Service Award and recent central AC and mini-split repair reviews, and its site says it serves Manhattan 24/7, though it is based in Staten Island, is not BBB accredited, and one May 2026 review says it recharged an AC without giving an estimate first.”
“It is based in Manhattan at 26 Broadway and shows a Yelp rating of 4.5 from 106 reviews that include AC repairs, though it also does general appliance repair, its certifications and warranty are only its own claims, and one September 2026 review describes a bad dehumidifier installation.”
“Its 4.7 rating from 353 reviews is good, but it is based in Brooklyn, many recent reviews are about boilers and water heaters, and I did not confirm that it serves Manhattan.”
“All of its credentials are its own claims, its site says its verification page is still in progress, and I found no third-party reviews.”
“I saw it only in a search snippet whose 4.9 rating was its own claim, and I did not open the site or find any third-party reviews.”
“A search snippet showed 4.9 from 133 Yelp reviews, but it specializes in window AC sales and installation, not repair.”
“A search snippet showed 4.8 from 81 Yelp reviews, but it is based in Astoria, focuses on PTAC and water-source heat pumps, showed a 10% response rate, and its Yelp page would not load.”
“Angi shows only 3.1 from 12 reviews, and its BBB page lists 4 complaints in 3 years about communication and deposits.”
“Its TrustAnalytica rating is only 4.1 from 98 reviews, and it mainly sells PTAC units rather than doing general AC repair.”
“BBB shows 64 years in business, but it is not BBB accredited and I found no review ratings for it.”
“Its rating, years in business, and BBB accreditation are all its own claims that I could not confirm, and it mainly serves hotels and property managers.”
“It is based in Manhattan, but Expertise.com shows only 4.2 from 51 Google reviews, a search summary described mostly negative reviews, and its BBB page would not load.”
“It appeared on Angi's NYC AC list, but it is based in East Islip and serves Suffolk and Nassau counties, not Manhattan.”
Europe · Instinct over iMessage · asked 2026-09-28 13:46 UTC
“Same-day NYC AC repair with fully published pricing ($250-$450 typical repair, $175 diagnostic waived with repair) and a 90-day repair warranty.”
“Licensed Manhattan contractor dispatching same-day for calls before mid-afternoon, with published diagnostics ($150-$300) and no same-day surcharge.”
“24/7 emergency AC repair across NYC and Brooklyn with a stated 2-hour average arrival.”
“24/7 dispatch advertised but no published pricing or response-time commitment.”
“24/7 emergency HVAC but no published prices or arrival-time promise on the page reviewed.”
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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