"Will my insurance cover this?" - the question asked before every booking
Coverage questions arrive before almost every first booking, and they are the hardest routine question a clinic handles: the answer depends on the patient's specific policy, which the clinic cannot see, and a confident wrong answer costs the patient money and the clinic its credibility. The useful move is not to answer the question but to answer the part that is actually knowable, and to be precise about which part that is.
Separate what the clinic knows from what the insurer knows
A clinic knows which insurers it has an agreement with, which procedures it bills under which code, what it charges privately, and whether it requires pre-authorisation. It does not know the patient's deductible, their remaining annual allowance, whether their employer changed plans in January, or whether the insurer will deem a specific case medically necessary. The first list can be answered immediately and accurately; the second cannot be answered at all. Most coverage frustration comes from a clinic trying to be helpful about the second list.
Answer the knowable part without hedging it into uselessness
"We are in network with these insurers, this procedure is usually billed under this code, and the self-pay price is X" is a genuinely useful answer, and far better than "please contact your insurer". Patients asking about coverage are usually trying to decide whether to book at all, and a clear self-pay figure plus a network list lets them decide. Withholding the price because coverage is uncertain answers nothing and loses the booking.
Never let it estimate what the patient will owe
This is the boundary that must be configured before launch, not after a complaint. An assistant that produces a number - "you will probably pay about forty" - has made a financial representation on the clinic's behalf, from data it does not have. The instruction has to be explicit: state the clinic's price, state the network status, and route anything requiring the patient's plan details to a human who can verify eligibility. Ask any vendor to show you the exact wording the assistant uses at that boundary.
Pre-authorisation is where the real time is lost
For procedures needing prior approval, the expensive failure is not the question but the sequence: the patient books, arrives, and discovers approval was never requested. An assistant that knows which procedures require pre-authorisation can say so at the moment of asking, which is weeks earlier than the patient would otherwise learn it. That single intervention is usually worth more than every coverage answer it gives.
Frequently asked questions
Can an AI assistant tell a patient whether they are covered?
Then what is the point of letting it answer at all?
What should it say when it cannot answer?
Does this create a compliance exposure?
How do we know it is helping rather than deflecting?
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