What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“Who is the best heating and air company in Irvine?”
“It serves Irvine and has a substantial local review profile.”
Picked #3
“I want my furnace serviced before winter in Irvine. Who can I book online?”
“It provides heating service in Irvine, though the page reviewed did not clearly establish online furnace-service booking.”
Who it picked instead
The company the assistant picked most often in Irvine.
McMaster Heating & Air Conditioning
Picked first in 3 of 6, picked in 6 of 6 · 4.9 stars on Google from 102 reviews
“The market brief favored its Irvine-specific service pages, history, awards, and review evidence.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market brief cites McMaster’s Carrier award history and service since 1996; True Home’s reviewed pages explain its service approach but do not show comparable awards or founding history.
https://www.mcmasterair.com/
Pages the assistant read
What it opened on this company's own site before answering.
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