What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“Who is the best heating and air company in Leander, Texas?”
“It is Leander-based and family-owned, and lists residential HVAC repair, replacement, and Carrier-authorized service.”
Picked #2
“I need a new furnace or heat pump installed in Leander, Texas. Who should I get quotes from, and roughly what will it cost?”
“Its Leander homepage lists system replacement and heat-pump service, and describes itself as a Carrier-authorized local contractor.”
Passed
“My furnace won't turn on. Who can fix it this week in Leander, Texas?”
“It covers furnace repair and heat pumps in Leander, but its homepage did not state same-day or emergency availability.”
Passed
“My AC isn't working, can someone come out today? I'm in Leander, Texas”
“It lists AC repair in Leander but does not state same-day response on the pages reviewed.”
Passed
“I want my furnace serviced before winter in Leander, Texas. Who can I book online?”
“Its site has a schedule-service link, but the reviewed pages did not specifically describe seasonal furnace maintenance or show bookable times.”
Passed
“Which heating company in Leander, Texas has upfront pricing, so I know the cost before they come?”
“It says it will explain what service costs, but I did not find a public price list or exact upfront pricing terms.”
Who it picked instead
The company the assistant picked most often in Leander.
One Hour Heating & Air Conditioning of Northwest Austin
Picked first in 6 of 6, picked in 6 of 6 · 4.9 stars on Google from 161 reviews
“Its Leander pages offer same-day and emergency service, online scheduling, upfront pricing, and furnace replacement information, while the local site lists a 4.9 rating from 161 Google reviews.”
What would change it
Where the assistant found the answer on another site and not on this one.
One Hour explicitly states same-day and emergency availability in Leander, subject to appointment volume and weather; the reviewed Comfort Pros pages describe priority scheduling but do not give a specific same-day promise.
https://www.onehouraustin.com/services/furnace-repair-replacement/One Hour links to an online scheduler for a preferred time window; Comfort Pros takes service requests by form and says it will follow up within one business day to confirm.
https://www.onehouraustin.com/services/furnace-repair-replacement/One Hour's local page displays 4.9 stars and 161 Google reviews; the reviewed Comfort Pros pages say 5-star rated but do not show a review count.
https://www.onehourheatandair.com/nw-austin/
Pages the assistant read
What it opened on this company's own site before answering.
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