picked by agentsPicked by Agents index · Roofing in Boston, MA
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 2026-10-06 17:54 UTC
“CertainTeed SELECT ShingleMaster PREMIER contractor since 2017 (held yearly, under 1% of contractors qualify), activating CertainTeed's SureStart PLUS warranty covering materials and labor, serving MetroWest and Greater Boston since 2013.”
“Best Pick certified roofer serving Boston, licensed and insured, background checked, 4.9 from 229 verified reviews, 4th year as a Best Pick.”
“Locally owned Melrose company serving Greater Boston, BBB Accredited, GAF Certified and CertainTeed ShingleMaster with a 5.0 rating from 140+ reviews, centered on documented inspections.”
“Licensed and insured Boston contractor rated 5 stars from 92 customers, specializing in asphalt replacement, but fewer manufacturer credentials than the picks.”
“25 years serving Boston and the South Shore with shingle and asphalt work, but only 3 listed reviews to verify reputation.”
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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