The first automation should run with more observation than it will need later. That is how the clinic learns whether the written rule matches real work.
Keep a record for every item
The log should show the trigger, source data, rule version, action prepared, approval status, and what happened next. If an item was excluded, the reason should be visible.
Review samples and exceptions
Inspect a daily sample of routine items and every exception. Compare the queue with source systems and look for missed candidates, duplicates, inappropriate drafts, and work routed to the wrong owner.
Test boundaries deliberately
Use synthetic records to confirm clinical questions stop, duplicates do not receive duplicate messages, opted-out channels stay excluded, and pausing prevents new sends.
Promote slowly
A drafted action becomes automatic only after representative cases, a proven exception route, and owner sign-off. Quiet operation should never mean invisible operation.