What the assistant said
Its own sentence for each question, verbatim.
Passed
“My furnace won't turn on. Who can fix it this week in Lexington, Kentucky?”
“Its furnace page says it works weekends and holidays but does not state a same-day or 24-hour response.”
Passed
“Who is the best heating and air company in Lexington, Kentucky?”
“Its site describes furnace repair and weekend availability, but I found less specific published diagnostic pricing and emergency response information.”
Passed
“I need a new furnace or heat pump installed in Lexington, Kentucky. Who should I get quotes from, and roughly what will it cost?”
“I found its general HVAC and furnace service pages, but not enough specific installation process detail to rank it above these options.”
Passed
“Which heating company in Lexington, Kentucky has upfront pricing, so I know the cost before they come?”
“Its furnace page mentions affordable rates and no hidden fees but does not explain a firm quote or diagnostic pricing process.”
Who it picked instead
The company the assistant picked most often in Lexington.
HVAC Doctor Heating & Air
Picked first in 4 of 6, picked in 6 of 6 · 5 stars on Google from 29 reviews
“The market brief favored its explicit same-day claims, 24/7 owner response, and specific diagnostic and flat-rate pricing.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market review found no same-day or 24-hour response claim on the furnace page; the current page now says 24/7 and describes prompt repairs.
https://hvacdoctorky.com/services/furnace-repair/The market review did not find a published diagnostic amount or clear quote process; the current contact page says upfront pricing, while HVAC Doctor gives a $39 diagnostic credited to an approved repair and a firm flat-rate quote.
https://hvacdoctorky.com/services/furnace-repair/
Pages the assistant read
What it opened on this company's own site before answering.
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