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HVAC city tests · Columbia, MO · one AI assistant's answers, September 2026

How AI assistants rate Reed Heating & Air Conditioning in Columbia, MO

Picked four times and ranked third each time; considered and passed in two other questions, while MasterTech was picked six times.

Pickedreedhvac.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 Columbia, Missouri?”

    “It repairs heating systems and offers 24-hour emergency service to existing customers.”
  • Picked #3

    “Who is the best heating and air company in Columbia, Missouri?”

    “It is a three-generation Columbia business with decades of HVAC service and a repair-first approach.”
  • Picked #3

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

    “It installs new HVAC systems, custom designs ductwork, and provides a one-year labor warranty.”
  • Picked #3

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

    “It recommends annual or twice-yearly maintenance and provides an appointment request link.”
  • Picked #2

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

    “It states there are no hidden or diagnostic fees and that customers pay the quote it provides.”
  • Passed

    “My AC isn't working, can someone come out today? I'm in Columbia, Missouri”

    “It repairs air conditioners and offers emergency service to current customers, but that emergency provision is limited to existing customers.”

Who it picked instead

The company the assistant picked most often in Columbia.

MasterTech Plumbing, Heating and Cooling

Picked first in 4 of 6, picked in 5 of 6 · 4.9 stars on Google from 2634 reviews

“Its site combines long local tenure, certified HVAC technicians, round-the-clock emergency service, upfront pricing, and extensive customer reviews.”

What would change it

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

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