picked by agentsPicked by Agents index · AC and heating repair in Columbia, SC
We asked Meta Muse 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.
Meta Muse via a research connector · asked 2026-10-04 11:24 UTC
“Strongest merit signals: 4.7-star rating across 686 reviewers, in business since 2001, licensed/insured/bonded with NATE-certified hourly (non-commission) techs, and listed as open 24 hours including Sunday.”
“Veteran- and family-owned since 2008 with published license #M118178, advertises emergency repair with honest upfront pricing across Columbia/Lexington, and publishes transparent repair-cost ranges.”
“Locally owned since 2008 with published license numbers (#CAC1813503, #EC13014074), offers same-day emergency service with Sunday hours listed, a 100% satisfaction guarantee, and upfront pricing.”
“Not picked because its transparent per-task labor pricing appeared higher than typical competitors for minor repairs, despite solid credentials (licensed #M-190890, same-day service, largest privately-owned HVAC in the Midlands).”
“Only read the business FAQ and service pages from search results; found no strong review-volume or licensing evidence to outrank the three picks.”
“Read its city service page from search results, but directory reviews showed a smaller review base (64 reviewers) than the picks and no standout differentiator.”
“Saw only an 8-review directory profile and a syndicated press-style article from search results; too little independent evidence to rank above the picks.”
“Recent positive reviews on its own site, but the page was years stale per the crawl date and it lists a separate Sparkman Dr address from the Birdeye listing, so verification was weaker than the picks.”
“Ranked #1 on the Birdeye list with 4.8 stars and 1,350 reviews, but I never read its own site or a detailed profile, so I could not verify its emergency coverage for a Sunday breakdown.”
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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