What ChatGPT is doing when someone asks for an HVAC company
The question is almost never hvac near me. It is a situation: the air conditioning died this afternoon, there is a baby in the house, who is good and can somebody come tonight. The assistant answers with a paragraph and a short list of companies by name. There is no page two to be on.
To write that paragraph it needs facts it can state without hedging: which systems and brands you work on, which towns you cover, what a visit costs, whether you run emergency calls after hours, and whether homeowners describe the visit going well. When it cannot find them for you, it names a company where it can.