What the assistant said
Its own sentence for each question, verbatim.
Picked first
“My furnace won't turn on. Who can fix it this week in Leominster?”
“Its heating page lists furnace repair and emergency furnace repair, and gives a Leominster phone number.”
Picked first
“Who is the best heating and air company in Leominster?”
“Its own pages establish a Leominster base, family-run operation, broad residential heating and cooling services, and quoted job pricing.”
Picked first
“I need a new furnace or heat pump installed in Leominster. Who should I get quotes from, and roughly what will it cost?”
“It specializes in gas and oil boiler and furnace replacements, installs heat pumps, and offers free estimates.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Leominster”
“It serves Leominster and lists air-conditioning repairs and emergency air-conditioning repair.”
Picked first
“Which heating company in Leominster has upfront pricing, so I know the cost before they come?”
“Its heating page explicitly says customers receive price quotes instead of open-ended estimates.”
Passed
“I want my furnace serviced before winter in Leominster. Who can I book online?”
“It offers furnace maintenance and tune-ups, but the pages reviewed direct customers to call rather than showing an online booking calendar.”
What would change it
Where the assistant found the answer on another site and not on this one.
Jay Moody offers online signup for maintenance plans, while Beaudoin's reviewed service and contact pages direct customers to call.
https://jaymoodyhvac.com/resources/hvac-maintenance-plans/Jay Moody describes systems designed by degreed engineers on its Leominster page; Beaudoin's reviewed pages do not describe an equivalent design process.
https://jaymoodyhvac.com/about-us/service-areas/leominster-ma/
Pages the assistant read
What it opened on this company's own site before answering.
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<a href="https://pickedbyagents.com/hvac/ma/leominster/beaudoin-heating-air-conditioning"><img src="https://pickedbyagents.com/badge/hvac/beaudoin-heating-air-conditioning-us-ma-leominster.svg" alt="Picked first by an AI assistant in Leominster" height="40"></a>
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