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HVAC city tests · Maryville, TN · one AI assistant's answers, September 2026

How AI assistants rate A & L Heating & Air in Maryville, TN

Picked twice and ranked third both times; considered and passed in two questions, while Roger L. Newman Co. was picked six times.

Pickedtherightaccompany.com

What the assistant said

Its own sentence for each question, verbatim.

  • Picked #3

    “My furnace won't turn on. Who can fix it this week in Maryville, Tennessee?”

    “Its site lists furnace repair and says the family-owned company serves Maryville.”
  • Picked #3

    “Who is the best heating and air company in Maryville, Tennessee?”

    “Its site identifies it as a Maryville-serving family-owned HVAC and plumbing company.”
  • Picked #3

    “I need a new furnace or heat pump installed in Maryville, Tennessee. Who should I get quotes from, and roughly what will it cost?”

    “It offers furnace and heat pump installation in Maryville and surrounding areas.”
  • Picked #3

    “My AC isn't working, can someone come out today? I'm in Maryville, Tennessee.”

    “It serves Maryville with HVAC service and repair, though its site does not state same-day availability.”
  • Passed

    “I want my furnace serviced before winter in Maryville, Tennessee. Who can I book online?”

    “It offers heating maintenance, but the pages I reviewed directed customers to call or request service rather than book an appointment online.”
  • Passed

    “Which heating company in Maryville, Tennessee has upfront pricing, so I know the cost before they come?”

    “Its site describes HVAC service but does not publish specific repair rates on the pages reviewed.”

Who it picked instead

The company the assistant picked most often in Maryville.

Roger L. Newman Co.

Picked first in 5 of 6, picked in 6 of 6 · 4.9 stars on Google from 1510 reviews

“The market answer favored its stated 24/7 and same-day service, posted repair prices, and local family ownership since 1984.”

What would change it

Where the assistant found the answer on another site and not on this one.

  • Roger L. Newman Co. publishes repair rates and says its pricing has no hidden fees; the A & L pages reviewed did not show a repair rate schedule.

    https://www.rogerlnewman.com/pricing
  • The market answer found an online quote/contact request for Roger L. Newman but could not confirm direct appointment booking; A & L's furnace repair page also directs customers to request service online without confirming a bookable time slot.

    https://www.rogerlnewman.com/

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