What the assistant said
Its own sentence for each question, verbatim.
Passed
“My furnace won't turn on. Who can fix it this week in Matthews, North Carolina?”
“It advertises same-day service and 24/7 phone coverage in Matthews, but its homepage fetch was unavailable, so I could not verify details on its own pages.”
Passed
“My AC isn't working, can someone come out today? I'm in Matthews, North Carolina.”
“Its search result advertises same-day service in Matthews and 24/7 phone coverage, but the company homepage could not be opened for direct verification.”
Who it picked instead
The company the assistant picked most often in Matthews.
MTB Mechanical
Picked first in 4 of 6, picked in 6 of 6 · 4.8 stars on Google from 4644 reviews
“It showed Matthews-specific furnace service, same-visit repairs, emergency availability, online scheduling, and job-based pricing before work.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market research could not open Penguin's homepage and so did not verify its directly stated same-day service, 24/7 response, and service area, although those claims are now visible on the site's current homepage.
https://mtbmechanical.com/emergency-hvac-heating-services/MTB's market pages explicitly connect its furnace service and booking to Matthews; Penguin's homepage and Matthews page do name Matthews but use mixed branding and contain occasional mismatched location references that may reduce confidence.
https://mtbmechanical.com/services/matthews-nc-heating/furnaces/
Pages the assistant read
What it opened on this company's own site before answering.
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