What the assistant said
Its own sentence for each question, verbatim.
Picked #3
“Who is the best heating and air company in Largo, Florida?”
“It says it has served Pinellas County since 1973 and offers same-day appointments.”
Picked #3
“My AC isn't working, can someone come out today? I'm in Largo, Florida.”
“Its website says same-day appointments are available for AC service in Largo and Pinellas County.”
Passed
“My furnace won't turn on. Who can fix it this week in Largo, Florida?”
“Its site promotes HVAC service and same-day appointments, but the pages I read did not provide a specific furnace repair or emergency response claim.”
Passed
“I need a new furnace or heat pump installed in Largo, Florida. Who should I get quotes from, and roughly what will it cost?”
“Its website describes installation service but the pages I reviewed did not give enough detail about furnace or heat pump installation estimates.”
Passed
“I want my furnace serviced before winter in Largo, Florida. Who can I book online?”
“Its site encourages customers to call for service, and I did not find an online furnace maintenance booking option.”
Passed
“Which heating company in Largo, Florida shows upfront pricing, so I know the cost before they come?”
“Its site describes straightforward service but does not show prices on the pages I reviewed.”
Who it picked instead
The company the assistant picked most often in Largo.
Air Zero
Picked first in 5 of 6, picked in 6 of 6 · 4.8 stars on Google from 365 reviews
“The market answers cited its same-day service, upfront pricing, free installation estimates, and financing.”
What would change it
Where the assistant found the answer on another site and not on this one.
Air Zero says it provides upfront pricing before work begins; the Metro Air pages reviewed offer estimates and say to call for pricing but do not display service prices.
https://www.airzero.com/heating/furnace-repair/The market answer found no online furnace maintenance booking; Metro Air's current tune-up page has an online schedule link, but it does not specify a furnace tune-up.
https://www.airzero.com/heating/Air Zero presents dedicated Largo furnace repair and installation pages; Metro Air's service pages focus on AC repair and tune-ups and mention heating more generally.
https://www.airzero.com/heating/furnace-repair/
Pages the assistant read
What it opened on this company's own site before answering.
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