Automation playbook: where AI workflows create real operating leverage

AI automation delivers ROI when tied to measurable cycle time or cost—not when deployed as a chatbot without knowledge governance.

Start with documented processes that already have high volume and clear rules. Add LLM steps only where language understanding is the bottleneck.

Human-in-the-loop review, audit logs, and escalation paths are mandatory for customer-facing flows. Pilots should run parallel to existing processes until error rates are acceptable.