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 Woburn, Massachusetts?”
“It offers furnace, boiler, and heat-pump repair and says it provides 24/7 emergency service in Woburn.”
Picked #2
“I need a new furnace or heat pump installed in Woburn, Massachusetts. Who should I get quotes from, and roughly what will it cost?”
“It offers installation of furnaces, boilers, and heat pumps, free estimates, and participation in the Mass Save Heat Pump Installer Network.”
Picked #3
“My AC isn't working, can someone come out today? I'm in Woburn, Massachusetts.”
“It provides cooling repair and states that it offers 24/7 emergency service.”
Picked #2
“Which heating company in Woburn, Massachusetts has upfront pricing, so I know the cost before they come?”
“Its Woburn homepage advertises free estimates, though it does not publish fixed repair prices.”
Passed
“Who is the best heating and air company in Woburn, Massachusetts?”
“It covers a broad range of local HVAC work, but I found less independent review information and fewer details about scheduling.”
Passed
“I want my furnace serviced before winter in Woburn, Massachusetts. Who can I book online?”
“It offers heating maintenance, but I found no clear online booking feature on the pages reviewed.”
Who it picked instead
The company the assistant picked most often in Woburn.
Central Cooling & Heating
Picked first in 5 of 6, picked in 6 of 6 · 4.9 stars on Google from 3614 reviews
“Its market profile cites NATE-certified technicians, online scheduling, broad HVAC services, and a large review count.”
What would change it
Where the assistant found the answer on another site and not on this one.
Central’s market profile highlights NATE-certified technicians; Marciano’s heating page lists services and experience but does not mention NATE certification.
https://centralcooling.com/hvac-services/heating/furnace/Central’s market profile lists online scheduling; Marciano’s contact page offers a message form and phone contact, without online appointment scheduling.
https://centralcooling.com/
Pages the assistant read
What it opened on this company's own site before answering.
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