Choose the work before the model
AI creates value when it solves a defined operational problem. Begin with repetitive decisions, document-heavy processes and information retrieval that can be bounded and checked.
Keep people and controls in the loop
Approvals, auditable inputs and clear escalation paths are part of the design. Automation should make judgement more consistent while leaving consequential decisions accountable.
Build a measurable pilot
Compare the pilot with the current process for turnaround time, error rate and effort. Expand only after the evidence supports it. A strong automation foundation can extend from documents into rules, workflows and decision services.