What the assistant said
Its own sentence for each question, verbatim.
Picked #3
“My furnace won't turn on. Who can fix it this week in Milwaukie, Oregon?”
“It is based in Milwaukie and lists furnace repair and emergency furnace service, although it gives no response-time commitment on the page.”
Passed
“Who is the best heating and air company in Milwaukie, Oregon?”
“It is based in Milwaukie and offers a broad range of HVAC work, but its website gives limited public review and pricing information.”
Passed
“I need a new furnace or heat pump installed in Milwaukie, Oregon. Who should I get quotes from, and roughly what will it cost?”
“It installs furnaces and heat pumps and offers transparent quotes, but does not publish a ballpark installation price on the pages reviewed.”
Passed
“My AC isn't working, can someone come out today? I'm in Milwaukie, Oregon”
“It repairs air conditioners, but its site does not publish an AC-specific response time.”
Passed
“I want my furnace serviced before winter in Milwaukie, Oregon. Who can I book online?”
“Its site has a schedule-service call to action, but the pages reviewed don’t show an online appointment calendar.”
Passed
“Which heating company in Milwaukie, Oregon has upfront pricing, so I know the cost before they come?”
“It promises transparent quotes but does not show example repair or installation prices on the pages reviewed.”
Who it picked instead
The company the assistant picked most often in Milwaukie.
Efficiency Heating & Cooling
Picked first in 3 of 6, picked in 6 of 6 · 4.9 stars on Google from 977 reviews
“Milwaukie headquarters with same-day furnace and AC service, 24/7 emergency requests, and a published $189 diagnostic fee. Online scheduling offers heating repair, AC service, maintenance, and installation, with appointment times selectable online. Publishes Portland-metro furnace installation estimates from $4,000 to $8,000 and detailed efficiency-based tiers.”
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