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 Cedar Grove, New Jersey?”
“Its site advertises same-day service and emergency repairs for a family-run local heating and HVAC company.”
Picked #2
“Who is the best heating and air company in Cedar Grove, New Jersey?”
“It identifies itself as family-owned, lists HVAC licensing, and advertises same-day and emergency service.”
Picked #2
“I need a new furnace or heat pump installed in Cedar Grove, New Jersey. Who should I get quotes from, and roughly what will it cost?”
“It offers furnace installation and replacement as part of its Cedar Grove heating services.”
Picked #2
“My AC isn't working, can someone come out today? I'm in Cedar Grove, New Jersey.”
“Its site advertises same-day service and emergency repairs across its heating and air conditioning services.”
Picked #3
“I want my furnace serviced before winter in Cedar Grove, New Jersey. Who can I book online?”
“Its homepage links to an online schedule-service flow and the company offers heating services.”
Passed
“Which heating company in Cedar Grove shows upfront pricing, so I know the cost before they come?”
“It says it will tell customers what they need, but the pages reviewed do not explain upfront job pricing.”
Who it picked instead
The company the assistant picked most often in Cedar Grove.
MarGo Plumbing Heating Cooling Inc.
Picked first in 6 of 6, picked in 6 of 6 · 4.9 stars on Google from 941 reviews
“It combines Cedar Grove furnace coverage with a stated same-day service effort, extensive reviews, and a clear promise to give an upfront job price before work begins.”
What would change it
Where the assistant found the answer on another site and not on this one.
MarGo explains that it prices by the job, gives the price upfront, and waits for approval; Metric’s reviewed pages say fair or upfront pricing but do not explain how the quote is set or approved.
https://www.margoplumbing.com/aboutMarGo had 941 Google reviews in the supplied market data, compared with Metric’s 168, so the review volume was a clear difference.
https://www.margoplumbing.com/
Pages the assistant read
What it opened on this company's own site before answering.
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