Start with workflow economics

Measure volume, handling time, error cost, delays and escalation rates. Prioritize workflows where improvement can be verified.

Assess data and risk

Evaluate data quality, privacy, security, explainability and failure impact before selecting a model or vendor.

Pilot with a measurable baseline

Run a controlled pilot and compare speed, accuracy, cost and user satisfaction against the existing process before scaling.