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 O'Fallon, Missouri?”
“It is based in O'Fallon and advertises same-day and emergency service when available.”
Picked #2
“Who is the best heating and air company in O'Fallon, Missouri?”
“It describes itself as a family-owned O'Fallon HVAC company and says the quoted price will not change.”
Picked #2
“I need a new furnace or heat pump installed in O'Fallon, Missouri. Who should I get quotes from, and roughly what will it cost?”
“Its site offers HVAC installation and says the quoted price is the price paid.”
Picked #2
“My AC isn't working, can someone come out today? I'm in O'Fallon, Missouri.”
“It advertises same-day AC diagnostics and same-day appointments when its schedule allows.”
Picked #2
“I want my furnace serviced before winter in O'Fallon, Missouri. Who can I book online?”
“It offers HVAC maintenance and a schedule-service option from its O'Fallon site.”
Picked #2
“Which heating company in O'Fallon, Missouri has upfront pricing, so I know the cost before they come?”
“It promises that the price quoted is the price paid, without hidden fees or mid-job upcharges.”
Who it picked instead
The company the assistant picked most often in O'Fallon.
AAA Home Services
Picked first in 6 of 6, picked in 6 of 6 · 4.6 stars on Google from 870 reviews
“The market brief highlights AAA's O'Fallon base, same-day service, upfront pricing, non-commissioned technicians, and online service request.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market answer cited AAA's O'Fallon furnace-specific page for all-brand repair, annual maintenance, installation and an online service request; Swiss Air's market-cited services page gives general service coverage, with detailed local service information spread across separate pages.
https://www.aaastl.com/service-area/ofallon/ofallon-mo-furnace-repairThe market brief cites AAA as based in O'Fallon since 1970, while Swiss Air's current about page describes a family-owned local history from 1989; its site has a newer 2026 service and ownership narrative that may merit clear timeline framing.
https://www.aaastl.com/service-area/ofallon/ofallon-mo-furnace-repair
Pages the assistant read
What it opened on this company's own site before answering.
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