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 Yakima?”
“Its furnace page says repair experts respond quickly and stocked trucks resolve most issues on the first visit.”
Picked #3
“Who is the best heating and air company in Yakima?”
“It provides furnace repair, installation, and maintenance and says it offers free second opinions.”
Picked #3
“I need a new furnace or heat pump installed in Yakima. Who should I get quotes from, and roughly what will it cost?”
“Its furnace page describes installation, replacement, sizing, and in-home assessment.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Yakima”
“A Yakima HVAC listing reports same-day service and ThermAll’s site describes fast AC and furnace response.”
Picked #3
“I want my furnace serviced before winter in Yakima. Who can I book online?”
“It offers furnace maintenance and links to online booking.”
Picked #2
“Which heating company in Yakima has upfront pricing, so I know the cost before they come?”
“It describes clear explanations and honest recommendations on repairs, though no specific upfront-price claim appeared in the page reviewed.”
Who it picked instead
The company the assistant picked most often in Yakima.
Vance Heating & Air Conditioning
Picked first in 6 of 6, picked in 6 of 6 · 4.9 stars on Google from 2746 reviews
“Vance was ranked first in every market answer, with explicit same-day service, upfront pricing, online scheduling, and a published diagnostic fee.”
What would change it
Where the assistant found the answer on another site and not on this one.
Vance publishes a furnace diagnostic price and promotes same-day service; ThermAll’s furnace page does not show a specific diagnostic fee.
https://vanceheating.com/hvac-services/furnace-repair/Vance’s market pages explicitly state upfront pricing; the ThermAll pages reviewed did not include an equivalent upfront-pricing claim.
https://vanceheating.com/hvac-services/general-heating-repair/
Pages the assistant read
What it opened on this company's own site before answering.
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