Client Dropout Risk Outreach Agent

Some clients quietly drop out after a few missed or cancelled sessions, and nobody notices until the file is reviewed months later. This agent reads attendance and cancellation records, and compares them with the practice's own outreach policy, for example two no-shows in a row or three cancellations in a month. It lists clients who meet the policy, and for each drafts a short, warm check-in message that mentions no clinical details. It logs replies, checks whether the client rebooked, and updates the plan or closes the file if the client has ended care. It never contacts anyone. The psychologist approves each message and decides on outreach, including whether any outreach is appropriate for that client. Edge case: clients who asked not to be contacted are excluded.