picked by agentsPicked by Agents index · Plumbing in Chattanooga, TN
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.
United States · Meta Muse via a research connector · asked 2026-10-03 02:42 UTC
“76 years in business with a 4.6 rating across 92 reviews, offering plumbing, water heaters, and emergency services.”
“4.6 stars across 93 reviews, open around the clock, with clear service menus including water heater installs and 24-hour emergency pricing.”
“A smaller local favorite noted for punctuality, professionalism, free estimates, and thorough drain-cleaning work at 7734 Pinewood Dr.”
“Consistently praised for punctuality, cleanliness, and free estimates, but had less verifiable review volume than the top picks.”
“Strong reviews for water heater work and emergency response, but weekday-only hours (Mon-Fri 8-5) limit off-hours coverage.”
“3.0 stars across just 2 reviews with weekday-only hours; thin evidence base.”
“11 years in business but a 2.86 average rating across 15 online reviews.”
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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