What the assistant said
Its own sentence for each question, verbatim.
Passed
“My furnace won't turn on. Who can fix it this week in San Marcos, California?”
“Its heating page confirms furnace and heat-pump services, but I did not find a San Marcos same-day commitment.”
Passed
“Who is the best heating and air company in San Marcos, California?”
“Its heating page lists furnace and heat-pump services, but I found less San Marcos-specific service detail than for the picks.”
Passed
“I need a new furnace or heat pump installed in San Marcos, California. Who should I get quotes from, and roughly what will it cost?”
“Its heating page lists installation, but I did not verify San Marcos-specific estimate or price information.”
Passed
“My AC isn't working, can someone come out today? I'm in San Marcos, California.”
“It offers heating and air services, but I did not verify a same-day AC response promise on the pages found.”
Who it picked instead
The company the assistant picked most often in San Marcos.
Action Air Conditioning & Heating
Picked first in 6 of 6, picked in 6 of 6 · 5 stars on Google from 4508 reviews
“Its San Marcos and service pages document local residential HVAC service, same-day repair, 24/7 emergency service, upfront pricing, and online booking.”
What would change it
Where the assistant found the answer on another site and not on this one.
Action's San Marcos page ties its HVAC services to the city directly; Home Run lists San Marcos in its service area but does not provide a city-specific page with local service details among the pages read.
https://actionac.net/san-marcos-ca/Action explicitly advertises same-day furnace repair; Home Run's heating page says fast diagnostics and 24/7 emergency repair but does not state a same-day commitment.
https://actionac.net/heating-services/furnace-repair/
Pages the assistant read
What it opened on this company's own site before answering.
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