The useful applications of AI in clinical administration are unglamorous. Classifying incoming referrals. Flagging claims likely to be rejected before submission. Drafting the first version of a discharge summary for a clinician to correct.

None of these replace judgement. They remove the blank page and the manual sort, which is where most of the hours go. The clinician still signs off, and the audit trail records that they did.

The teams getting the most from it start narrow. Pick one repetitive queue, measure how long it currently takes, automate the first pass, and keep a human approval step. Expand only once the error rate is understood.