Approval points
We define where AI can draft, suggest, summarise, or classify work and where a named person still has to approve before action is taken.
Governance and control
Use AI with clear boundaries , approvals, and ownership.
Operational change only sticks when leaders can see what changed, where the controls sit, and who is accountable when work moves faster.
Escalation paths
Exceptions need a clear route. We design for edge cases, failed handoffs, and work that should return to a person rather than push through automatically.
Visible measurement
We help teams track throughput, cycle time, quality, and workload so operational changes can be reviewed in plain terms, not hidden behind enthusiasm.