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 Needham, Massachusetts?”
“It offers furnace repair in Needham and describes 24/7 emergency service on its about page.”
Picked #2
“Who is the best heating and air company in Needham, Massachusetts?”
“It offers residential heating and cooling repair, installation, and maintenance in Needham and says it is owner-operated.”
Picked #2
“I need a new furnace or heat pump installed in Needham, Massachusetts. Who should I get quotes from, and roughly what will it cost?”
“Its Needham services page lists furnace and heat-pump systems and invites homeowners to request free quotes.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Needham, Massachusetts.”
“Its Needham services page covers home AC repair, and its about page says it offers 24/7 emergency service.”
Picked #2
“I want my furnace serviced before winter in Needham, Massachusetts. Who can I book online?”
“It provides seasonal heating tune-ups and a request-services contact path for Needham homeowners.”
Picked #2
“Which heating company in Needham, Massachusetts has upfront pricing, so I know the cost before they come?”
“It invites homeowners to request a free quote and recommendations, though I did not find fixed prices published online.”
Who it picked instead
The company the assistant picked most often in Needham.
Green Energy Mechanical Inc.
Picked first in 6 of 6, picked in 6 of 6
“Needham furnace repair page states same-day service is available and offers online booking. Needham maintenance page offers online booking and says it provides HVAC maintenance. Needham homepage describes the company as family-owned and operated and offers same-day service. BBB profile lists Jonathan Neves as CEO and states the business started July 25, 2011; its page was accessed September 30, 2026.”
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