What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“My furnace won't turn on. Who can fix it this week in Hartland, Wisconsin?”
“It offers furnace repair in Hartland and advertises 24/7 emergency service.”
Picked #2
“Who is the best heating and air company in Hartland, Wisconsin?”
“It has served the area since 1982, describes itself as family-owned, and offers 24/7 emergency service.”
Picked #2
“I need a new furnace or heat pump installed in Hartland, Wisconsin. Who should I get quotes from, and roughly what will it cost?”
“It offers furnace installation in Hartland and a free in-home estimate, although I did not find a public installation price range.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Hartland, Wisconsin.”
“It offers AC repair in Hartland and advertises emergency AC service and 24/7 emergency service.”
Picked #2
“I want my furnace serviced before winter in Hartland, Wisconsin. Who can I book online?”
“It offers annual furnace maintenance in Hartland, though its service page directs customers to call to schedule.”
Passed
“Which heating company in Hartland, Wisconsin has upfront pricing, so I know the cost before they come?”
“It advertises fair pricing, free estimates, and financing, but I did not find posted service or installation price ranges on the pages reviewed.”
Who it picked instead
The company the assistant picked most often in Hartland.
Austin Plumbing, Heating, Air & Electric
Picked first in 6 of 6, picked in 6 of 6 · 5 stars on Google from 3000 reviews
“It was selected for Hartland coverage, emergency response and online booking, published pricing, local history, and customer-review volume.”
What would change it
Where the assistant found the answer on another site and not on this one.
Austin publishes a typical response window of about two hours for most no-heat calls; the pages reviewed describe 24/7 emergency service but give no comparable response window.
https://teamaustin.com/heating/Austin provides real-time online booking; the pages reviewed direct customers to call or submit a contact form to schedule.
https://teamaustin.com/heating/Austin publishes a heating dispatch fee and furnace repair and replacement pricing; the pages reviewed show a free estimate but no comparable service or installation price ranges.
https://teamaustin.com/heating/
Pages the assistant read
What it opened on this company's own site before answering.
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