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 Ann Arbor?”
“It offers 24/7 emergency service but its site describes both residential and commercial work and gives less specific Ann Arbor response details.”
Passed
“My AC isn't working, can someone come out today? I'm in Ann Arbor.”
“It offers round-the-clock emergency service but does not state a same-day AC response promise on the page reviewed.”
Who it picked instead
The company the assistant picked most often in Ann Arbor.
J&K Heating & Cooling
Picked first in 5 of 6, picked in 5 of 6 · 5 stars on Google from 652 reviews
“Its Ann Arbor page states same-day furnace and AC service and 24/7 emergency availability, while its about page states upfront pricing.”
What would change it
Where the assistant found the answer on another site and not on this one.
J&K’s Ann Arbor page explicitly advertises same-day repair; CMR’s pages reviewed describe 24-hour emergency service but do not promise same-day response for Ann Arbor.
https://jkheat.com/service-areas/ann-arbor-mi/The market answer found less specific Ann Arbor response details on CMR’s pages; its site lists service areas but does not state a local arrival window.
https://jkheat.com/service-areas/ann-arbor-mi/
Pages the assistant read
What it opened on this company's own site before answering.
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