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HVAC city tests · Ohio · one AI assistant's answers, September 2026

Who an AI assistant picked for HVAC in Toledo, OH

M&M Heating & Cooling was picked in all 6 questions and ranked first in all 6.

Who came up in Toledo

Every company the assistant named across the six questions, ordered by how often it was picked first. Tested on 2026-09-30.

CompanyPicked firstPicked
M&M Heating & Coolingmandmheating.com6 of 66 of 6
Glass City HVACglasscityhvac.com0 of 66 of 6
Maumee Valley Heating & Air Conditioningmaumeevalleyheating.com0 of 63 of 6
Shamy Heating & Air Conditioningshamyheating.com0 of 62 of 6

Question 1 of 6

“My furnace won't turn on. Who can fix it this week in Toledo, Ohio?”

Picked

  1. First
    M&M Heating & Cooling
    “It explicitly prioritizes no-heat calls, offers same-day service when available, and lists 24/7 emergency repair and service-call rates.”
  2. #2
    Glass City HVAC
    “Its site advertises same-day furnace service and upfront pricing for Toledo-area homeowners.”

Considered and passed

  • Passed
    Commodore Heating & Cooling
    “It advertises same-day no-heat response and emergency service, but M&M publishes more detail about no-heat priority and service-call rates.”
  • Passed
    Shamy Heating & Air Conditioning
    “It offers 24-hour emergency service and online booking, but its site gives less detail about same-day availability.”

Question 2 of 6

“Who is the best heating and air company in Toledo, Ohio?”

Picked

  1. First
    M&M Heating & Cooling
    “Its site describes more than four decades of local service, family ownership, residential heating and cooling services, emergency availability, and named current co-owners.”
  2. #2
    Maumee Valley Heating & Air Conditioning
    “It publishes furnace and air-conditioner installation price ranges and says its estimates reflect decades of local installations.”
  3. #3
    Glass City HVAC
    “It presents itself as family-owned since 1997 and advertises same-day service, financing, and upfront pricing.”

Considered and passed

Question 3 of 6

“I need a new furnace or heat pump installed in Toledo, Ohio. Who should I get quotes from, and roughly what will it cost?”

Picked

  1. First
    M&M Heating & Cooling
    “It provides Toledo-specific estimated furnace and full-system price ranges, free estimates, and financing for new residential installations.”
  2. #2
    Maumee Valley Heating & Air Conditioning
    “It publishes furnace installation price ranges by system type and explains that home and installation details affect the estimate.”
  3. #3
    Glass City HVAC
    “It advertises system replacement, financing for qualified buyers, and upfront pricing for Toledo-area customers.”

Considered and passed

  • Passed
    Commodore Heating & Cooling
    “It handles furnace installation and replacement, but the pages I reviewed did not list installed price ranges.”
  • Passed
    Shamy Heating & Air Conditioning
    “It provides installation and financing, but the pages I reviewed did not publish typical installation costs.”

Question 4 of 6

“My AC isn't working, can someone come out today? I'm in Toledo, Ohio”

Picked

  1. First
    M&M Heating & Cooling
    “Its cooling page explicitly advertises 24/7 emergency AC repair and provides a direct scheduling phone number.”
  2. #2
    Glass City HVAC
    “Its homepage advertises same-day AC service for Toledo-area homeowners.”
  3. #3
    Shamy Heating & Air Conditioning
    “It lists 24-hour emergency service and an online booking option for its HVAC services.”

Considered and passed

  • Passed
    Commodore Heating & Cooling
    “It offers emergency HVAC service, but the pages reviewed gave less detail about AC response and scheduling than the companies above.”

Question 5 of 6

“I want my furnace serviced before winter in Toledo, Ohio. Who can I book online?”

Picked

  1. First
    M&M Heating & Cooling
    “Its maintenance plan includes a fall heating-system tune-up and can be enrolled in online.”
  2. #2
    Shamy Heating & Air Conditioning
    “Its site lists furnace maintenance and an online booking button.”
  3. #3
    Glass City HVAC
    “It offers a furnace safety check with a book-now link on its homepage.”

Considered and passed

  • Passed
    Bob's Home Service
    “It offers seasonal maintenance and online scheduling, but I found less specific information about a pre-winter furnace tune-up.”

Question 6 of 6

“Which heating company in Toledo, Ohio has upfront pricing, so I know the cost before they come?”

Picked

  1. First
    M&M Heating & Cooling
    “It posts its residential service-call rates and says customers receive a repair quote before work begins.”
  2. #2
    Maumee Valley Heating & Air Conditioning
    “It lists furnace and air-conditioner installation price ranges on a dedicated pricing page.”
  3. #3
    Glass City HVAC
    “Its homepage claims upfront pricing, though it does not show specific repair-call fees there.”

Considered and passed

  • Passed
    Commodore Heating & Cooling
    “It claims upfront pricing but does not publish specific service-call fees on the pages reviewed.”

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