The October 2026 Picks Index is live. See who Grok, Meta Muse, Instinct, Kat and Fo named across 195 cities and 22 trades.
picked by agents

Picked by Agents index · Roofing in Charlotte, NC

“Find three roofers in Charlotte, NC for an asphalt-shingle roof replacement. Compare published pricing, credentials, warranties and availability for an inspection.”

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

United States · Meta Muse via a research connector · asked 2026-10-02 19:45 UTC

Roof Medic's page as the assistant saw it
Picked

Roof Medic

syndication.cloud
“It is described as veteran-owned, certified by GAF and CertainTeed, BBB A+, rated 4.9 on Google, offering free storm-damage inspections and 10-to-25-year replacement warranties.”
Kaiser Siding and Roofing LLC's page as the assistant saw it
Shortlisted · 2nd choice

Kaiser Siding and Roofing LLC

kaiserroof.com
“It is described as an Owens Corning Platinum Preferred contractor since 2006, specializing in asphalt roofing, with free inspections and exclusive manufacturer warranties.”
Charlotte Premier Roofing's page as the assistant saw it
Shortlisted · 3rd choiceNew this round

Charlotte Premier Roofing

charlottepremierroofing.com
“It is described as rated 5.0 on Google, offering owner-run inspections with photo documentation, Owens Corning Duration shingles, and a five-year workmanship warranty.”
Passed

AAA Affordable Roofing

repairhomeexperts.com
“It is described as licensed and insured with 46 years in business, but the lifetime-guarantee claims come from a directory listing rather than verifiable credentials.”

No longer recommended since the last round: site:horizonrr.com

Every month we asked

How we ran this

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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