Support operations + customer success
Customer support email automation with commitment controls
A support team wants to automate routine email responses but cannot allow AI to make unauthorized commitments about refunds, credits, or service changes. Previous automation attempts led to unreviewed promises that created operational issues.
Reader nodes ingest inbound emails, Conversation nodes classify intent and generate response drafts, Code nodes detect commitment language, and Decision nodes route by send authority level. Routine informational responses auto-send, while commitment-containing responses queue for team lead review before Writer nodes execute the send.
Expected outcomes: Higher email throughput for routine support categories; Zero unauthorized commitments through deterministic commitment gating; Clear audit trail for every outbound communication decision.