tbh his use of AI is just plain weird, this is more a job of quoting/invoicing software which would already automate and speed up a lot of this stuff

but at the same time it just depends, can getting the response time from 5 hours down to 1 earn them more than taking longer but being more accurate, or even modifying the template so that it doesn’t modify line items and values just the writing around the items