What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“My furnace won't turn on. Who can fix it this week in Toledo, Ohio?”
“Its site advertises same-day furnace service and upfront pricing for Toledo-area homeowners.”
Picked #3
“Who is the best heating and air company in Toledo, Ohio?”
“It presents itself as family-owned since 1997 and advertises same-day service, financing, and upfront pricing.”
Picked #3
“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 advertises system replacement, financing for qualified buyers, and upfront pricing for Toledo-area customers.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Toledo, Ohio”
“Its homepage advertises same-day AC service for Toledo-area homeowners.”
Picked #3
“I want my furnace serviced before winter in Toledo, Ohio. Who can I book online?”
“It offers a furnace safety check with a book-now link on its homepage.”
Picked #3
“Which heating company in Toledo, Ohio has upfront pricing, so I know the cost before they come?”
“Its homepage claims upfront pricing, though it does not show specific repair-call fees there.”
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 538 reviews
“Same-day furnace repair when scheduling allows, with no-heat calls prioritized during heating season and 24/7 emergency heating service. Residential service-call rates are posted as $135 during business hours, $170 after hours, and $270 Sundays and holidays; repair quote comes after diagnosis and before work starts. Toledo installation cost guide gives 2025 estimates of $4,000–$5,000 for a furnace and $7,800–$10,500 for a full HVAC system. 24/7 emergency AC repair and online scheduling are offered; fall furnace tune-up is included in its maintenance plan.”
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