Who it picked instead
The company the assistant picked most often in Stoneham.
EML Mechanical
Picked first in 3 of 6, picked in 6 of 6 · 5 stars on Google from 193 reviews
“EML was selected for its Stoneham base, broad residential HVAC services, diagnostic detail, and review profile.”
What would change it
Where the assistant found the answer on another site and not on this one.
The market answer could cite EML's Stoneham furnace and heat-pump installation pages; Frontier's pages reviewed list installation services but no public price range.
https://emlmechanical.com/our-services/furnace-installation-replacement-stoneham-ma/EML explains its diagnostic steps and that it lays out repair options; Frontier's pages reviewed mention repairs and prompt service without describing a comparable step-by-step repair process.
https://emlmechanical.com/repairs/The market answer cited EML's review profile showing a 5.0 rating from 203 Google reviews; the supplied market_companies count is 193, still more than Frontier's 107.
https://reviews.birdeye.com/eml-mechanical-166781471357226
Pages the assistant read
What it opened on this company's own site before answering.
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