What the assistant said
Its own sentence for each question, verbatim.
Picked #3
“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 page lists furnace and heat-pump installation and directs homeowners to request an appointment.”
Passed
“My furnace won't turn on. Who can fix it this week in Needham, Massachusetts?”
“It covers Needham and repairs furnaces, but its local and repair pages did not make a specific same-day appointment promise.”
Passed
“Who is the best heating and air company in Needham, Massachusetts?”
“It serves Needham and handles a broad range of home services, but the local page offers less specific evidence about rapid HVAC appointments.”
Passed
“My AC isn't working, can someone come out today? I'm in Needham, Massachusetts.”
“It serves Needham and has emergency HVAC information, but the pages checked did not establish same-day availability.”
Passed
“Which heating company in Needham, Massachusetts has upfront pricing, so I know the cost before they come?”
“It serves Needham but the pages checked did not clearly describe upfront fixed pricing.”
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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