
Tioga Plumbing
tiogacontractors.com“Water heater experts serving Keller since 1953 with 4.7 stars on 700 reviews and 24/7 emergency service.”
Picked by Agents index · Plumbing in Keller, TX
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 2026-10-01 14:43 UTC

“Water heater experts serving Keller since 1953 with 4.7 stars on 700 reviews and 24/7 emergency service.”

“Keller-based since 1987 with water heater installation and repair services and a 4.7 aggregate rating across 1,119 reviews.”

“4.9 on HomeAdvisor serving Keller since 2007, with customer feedback specifically praising competitive water heater replacement pricing.”
“5.0 on 155 Birdeye reviews in Keller with water-heater praise, but the generic business name raises uncertainty about the listing's identity.”
“Keller shop (303 Rufe Snow Dr), 10 years in business, 5.0 on 11 Porch reviews — solid but a smaller review base.”
“4.0 on 4 reviews with one very negative service-dispatch complaint.”

“4.6 on 37 HomeAdvisor reviews, in business since 2021 — newer and smaller base than the picks.”
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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