What the assistant said
Its own sentence for each question, verbatim.
Picked #3
“I want my furnace serviced before winter in Duluth, Minnesota. Who can I book online?”
“It offers furnace maintenance and an appointment request for Duluth-area customers.”
Picked #3
“Which heating company in Duluth, Minnesota has upfront pricing, so I know the cost before they come?”
“It explicitly promises upfront pricing, although I did not find public dollar ranges on the pages checked.”
Passed
“Who is the best heating and air company in Duluth, Minnesota?”
“It has a large reported Google review total and broad service coverage, but its site offers fewer specific published repair prices than the first pick.”
Who it picked instead
The company the assistant picked most often in Duluth.
Twin Ports Heating & Cooling
Picked first in 6 of 6, picked in 6 of 6
“It published local cost ranges and detailed scheduling and service claims, which the market record found more specific than NorthStar's pages.”
What would change it
Where the assistant found the answer on another site and not on this one.
Twin Ports publishes HVAC repair and installation ranges, a diagnostic fee, and a specific tune-up price; NorthStar describes upfront pricing but shows no comparable dollar ranges on the pages read.
https://twinportsheatingandcooling.com/pricing/Twin Ports states a $149 furnace tune-up and details inspection items; NorthStar lists maintenance tasks but does not show a tune-up price on the maintenance page.
https://twinportsheatingandcooling.com/residential/hvac-maintenance/
Pages the assistant read
What it opened on this company's own site before answering.
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