What the assistant said
Its own sentence for each question, verbatim.
Picked #3
“My AC isn't working, can someone come out today? I'm in Toledo, Ohio”
“It lists 24-hour emergency service and an online booking option for its HVAC services.”
Picked #2
“I want my furnace serviced before winter in Toledo, Ohio. Who can I book online?”
“Its site lists furnace maintenance and an online booking button.”
Passed
“My furnace won't turn on. Who can fix it this week in Toledo, Ohio?”
“It offers 24-hour emergency service and online booking, but its site gives less detail about same-day availability.”
Passed
“I need a new furnace or heat pump installed in Toledo, Ohio. Who should I get quotes from, and roughly what will it cost?”
“It provides installation and financing, but the pages I reviewed did not publish typical installation costs.”
Who it picked instead
The company the assistant picked most often in Toledo.
M&M Heating & Cooling
Picked first in 6 of 6, picked in 6 of 6 · 4.6 stars on Google from 543 reviews
“It publishes same-day availability when scheduling allows, priority for no-heat calls, 24/7 emergency service, service-call rates, and local installation estimates.”
What would change it
Where the assistant found the answer on another site and not on this one.
M&M says same-day furnace repair is available when scheduling allows and no-heat calls get priority; Shamy states 24-hour emergency service but does not make the same explicit same-day or priority claim on the pages reviewed.
https://mandmheating.com/furnace-repair/M&M publishes residential diagnostic/service-call rates; Shamy lists standard and emergency diagnostic fees in a coupon/club page, but it does not surface those rates on the main furnace repair page.
https://mandmheating.com/furnace-repair/M&M publishes a Toledo-specific furnace installation estimate range; Shamy explains cost variables and cites a general national average, but does not show its own local installation range.
https://mandmheating.com/hvac-installation-costs-toledo-ohio/
Pages the assistant read
What it opened on this company's own site before answering.
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