picked by agentsPicked by Agents index · AC and heating repair in Roanoke 76262, TX
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.
Frontline AC & Heating LLC
picked by Instinct, shortlisted by Grok
United States · xAI Grok Bot, a cloud agent with its own browser · asked 2026-09-28 18:48 UTC
“This family-owned company is based in Roanoke, its site says it has 24/7 emergency availability with same-day repairs and a $69 service call, and its A/C Contractor license (TACLA57069E) is active with TDLR until 03/16/2027, but it has no BBB profile I could find and its 305 Lamar St address comes only from directory listings.”
“BBB lists this veteran-founded company's headquarters in Roanoke 76262 with an A+ rating, BBB accreditation since 5/18/2026 and 0 complaints, its site says it offers 24/7 emergency repair for a $75 service call that is waived on repairs over $500, and its license TACLA125631E is active until 12/15/2026.”
“This company has a Roanoke office at 1725 N US Hwy 377 #601 and says it offers same-day and after-hours service, it has been in business about 15 years with a BBB A+ rating and 0 complaints, and its license 35140 is active until 01/03/2027, but it is not BBB accredited even though its website says it is and it publishes no fees.”
“It is a strong fallback with 24/7 same-day service, a BBB A+ accreditation and an active license, but it is based in Lewisville rather than near Roanoke and publishes no service fee.”
“It is licensed and BBB accredited A+ in nearby Argyle and says it answers emergencies, but its posted hours are Mon-Sat 8am-4pm and it has only about 2 years in business.”
“It is licensed and serves Roanoke, but its hours are 8am-6pm, it has no 24/7 claim on the Roanoke page, and its BBB rating is A- with no accreditation.”
“It is BBB accredited A+ and licensed in Keller with 76262 listed, but its weekday hours are 8:30am-5pm and its 24/7 emergency service is advertised for its Bluebonnet members.”
“It is licensed (TACLA70911E), offers same-day and weekend emergency repair and lists Roanoke in its service area, but it is based in north Fort Worth and I found no BBB profile or published fee.”
“It is licensed and BBB accredited A+ in Keller and lists Roanoke, but it has only three technicians, hours of Mon-Fri 9am-6pm and no same-day or emergency claim.”
“Its homepage lists Roanoke but gives no hours, same-day claim or fees, and I could not confirm its TDLR license by that business name.”
“It is licensed and answers the phone 24/7, but its crews work Mon-Fri 8am-5pm and Roanoke is not on its service-area list.”
“The search snippet shows 24/7 service with no extra night fees and license TACLB12263E (active as AIR CO LTD), but it is based in Fort Worth 76118 and I did not open the page myself.”
“The snippet shows 24/7 same-day service since 1962 and the license is active, but it is based in Weatherford, well away from Roanoke.”
“The snippet mentions same-day service and the license is active, but I did not verify a local address or hours.”
“The snippet promises same-day one-hour arrival windows with no trip fee Mon-Sat 7am-7pm and the license is active, but this is a larger DFW operator I did not verify beyond the snippet.”
“The snippet says only that it can often arrive the same day or the next, so a visit today is not assured.”
“The snippet shows an emergency page and the license is active, but it gave no local address, hours or fee.”
“It is a lead-generation referral site using an 855 number that connects callers to other contractors, so I screened it out.”
“I saw it only in a search result and found no TDLR license under that name.”
Europe · Instinct over iMessage · asked 2026-09-28 19:02 UTC
“Nearby Keller company with a dedicated Roanoke service-area page for repair and installation.”
“Emergency AC repair service covering Roanoke.”
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. 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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