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 Southfield, Michigan?”
“It lists Southfield furnace repair, 24-hour emergency service, and same-day appointments most days.”
Picked #2
“Who is the best heating and air company in Southfield, Michigan?”
“It is Southfield-based and lists same-day service most days, upfront diagnostic pricing, and 24-hour emergency service.”
Picked #2
“I need a new furnace or heat pump installed in Southfield, Michigan. Who should I get quotes from, and roughly what will it cost?”
“It provides Southfield furnace installation and free estimates for new equipment.”
Picked first
“My AC isn't working, can someone come out today? I'm in Southfield, Michigan.”
“It lists fast Southfield AC repair and says same-day service is available most days.”
Picked #2
“I want my furnace serviced before winter in Southfield, Michigan. Who can I book online?”
“It offers furnace tune-ups and a web service scheduling form.”
Picked first
“Which heating company in Southfield shows upfront pricing, so I know the cost before they come?”
“It explicitly says the diagnostic fee is quoted up front and repair pricing is given before work starts.”
What would change it
Where the assistant found the answer on another site and not on this one.
Levine & Sons' family history dating to 1927 was used as evidence for the general best-company recommendation; Mechanical Temp's pages reviewed did not provide an equivalent founding story or company history.
https://www.levineandsons.com/about-us/Levine & Sons' Schedule Now option was cited for online booking; Mechanical Temp provides selectable dates and times, but says it will contact the customer to confirm the request.
https://www.levineandsons.com/hvac-services/heating/maintenance-repair/
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/mi/southfield/mechanical-temp"><img src="https://pickedbyagents.com/badge/hvac/mechanical-temp-us-mi-southfield.svg" alt="Picked first by an AI assistant in Southfield" height="40"></a>
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