Ginzi assists support agents by reusing answers that have already been written. Its stated principle, answer each question once, names the actual economics of a support desk: the cost is not in hard problems but in the same routine question being researched from scratch by a different agent every week.
Positioning it as agent assistance rather than customer deflection is the more honest framing of what these tools reliably do, and it keeps a person between the generated answer and the customer.
There is a trial. Value scales with how repetitive the ticket volume actually is, reused answers still need review whenever policy or pricing changes underneath them, and pricing is not clearly published.







