What the assistant said
Its own sentence for each question, verbatim.
Picked #2
“I need a new furnace or heat pump installed in Hermosa Beach, California. Who should I get quotes from, and roughly what will it cost?”
“Its Hermosa Beach page explicitly offers furnace and heat pump installation.”
Passed
“Who is the best heating and air company in Hermosa Beach, California?”
“Its Hermosa Beach page describes heating and AC services but provides fewer concrete response and price details.”
Passed
“My AC isn't working, can someone come out today? I'm in Hermosa Beach, California”
“It offers AC repair locally but its page does not make a same-day or emergency-response promise.”
Passed
“I want my furnace serviced before winter in Hermosa Beach, California. Who can I book online?”
“Its page lists HVAC maintenance but directs visitors to a contact form rather than an online booking calendar.”
Passed
“Which heating company in Hermosa Beach, California has upfront pricing, so I know the cost before they come?”
“Its local page describes repair, installation, and maintenance without upfront local price information.”
Who it picked instead
The company the assistant picked most often in Hermosa Beach.
Ray’s Heating & Air
Picked first in 6 of 6, picked in 6 of 6
“Hermosa Beach page advertises same-day heating and cooling service and 24/7 dispatch. Hermosa Beach page publishes furnace repair at $150–$700 and tune-ups at $80–$200, with written pricing before work begins. Company homepage says it is part of the Locally family; the About page names Ray Alvarez as owner and founder.”
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