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A three-person practice is not asking whether AI can write an appeal letter. It is asking whether the vendor will sign a BAA, whether the denials it predicts are ones the office can actually prevent, and whether the whole thing costs more in re-keying than it saves. Here is where that line falls.
Small agency owners on Reddit are not asking whether AI can rank a resume. They are describing a fraud problem AI created and a screening tool they now have to double check by hand. Here is what the evidence, the pricing pages and the actual law support.
Shop owners keep asking this and the room keeps answering the same way: I'd hang up. The one first-hand report from an actual bay shop is bad. The job with a real case behind it is not answering the phone at all, it is the declined-work list nobody ever calls back.
Contractors are not asking whether AI can write. They are asking whether it saves real time on scopes and proposals, whether the number is safe to send, and whether a document that reads as AI-written costs them work. Here is where that line falls.
AI can read dec pages and draft a first pass at renewal prep. It should not issue certificates, touch non-standard endorsements, or state coverage to a client. And check whether the output writes back to your AMS before you buy.
Every time a restaurant owner asks this on Reddit the thread gets downvoted, and the replies come back to a number the question never includes. Count your missed calls for a month first. If it is four a week and they all landed after close, no AI phone system is going to earn its fee.
About fifteen questions, five minutes — Shyam writes it himself, free.
