Olin Plumbing
consumeraffairs.com“ConsumerAffairs gave them 9.1/10 with 24/7 emergency service and 4.90/5 from ~1,500 reviews across platforms.”
Picked by Agents index · Plumbing in Tampa, FL
We asked Meta Muse 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 · Meta Muse via a research connector · asked 2026-09-29 21:38 UTC
“ConsumerAffairs gave them 9.1/10 with 24/7 emergency service and 4.90/5 from ~1,500 reviews across platforms.”

“Two 2026 research reports ranked them first in Tampa (scores 92/100 and 91.3/100), citing three Florida trade licenses, same-day service, and flat-rate pricing.”

“Family-owned Tampa shop open 24/7 with a 4.7 rating on emergency-service comparisons and thousands of positive reviews.”
“Also scored 9.1/10 on ConsumerAffairs but had less review volume than the picks.”
“Same 9.1/10 score, but fewer independent verification signals than the top picks.”

“4.9 rating but only 55 reviews, too thin a sample to recommend over established firms.”
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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