Automation
Automation readiness comes before the tool.
A useful automation program is not just a software purchase, robot, script, or AI agent. It is a test of workflow clarity, exception handling, data quality, permissions, safety, and ownership.
- Workflow discipline. Automation candidates should be grouped by volume, risk, variation, data availability, and value to the team.
- System data. Source systems, approvals, audit trails, exception handling, and reporting need a shared operating model.
- Human handoff. The best automation plans clarify where people remain essential and where the system should be left alone.