What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“Which heating company in Livonia, Michigan has upfront pricing, so I know the cost before they come?”
“Its furnace repair page says it provides a firm quote before work begins, although it does not publish a full price list.”
Who it picked instead
The company the assistant picked most often in Livonia.
Ehlers Heating & Cooling
Picked first in 3 of 6, picked in 5 of 6 · 4.9 stars on Google from 1306 reviews
“The market brief says its repair page addresses furnaces that will not turn on and advertises 24-hour repair, while its homepage offers online scheduling and cites a ten-year run of Carrier President’s Awards.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market answer used Ehlers’ local family-owned history and Carrier award claim as evidence for its best-company recommendation; the market brief does not cite comparable award or long-running local-history claims for OnPoint.
https://ehlersheatcool.com/Ehlers’ homepage includes online service scheduling, while OnPoint’s contact flow read here asks customers to request a quote or contact the company.
https://ehlersheatcool.com/
Pages the assistant read
What it opened on this company's own site before answering.
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