Diagnose
Identify the repeated workflow, owner, exceptions, and business consequence.

Consulting Approach
The objective is not a large, risky transformation program. It is a supportable workflow improvement that can be tested, understood, and handed over to your internal team.
Identify the repeated workflow, owner, exceptions, and business consequence.
Set accepted inputs, status, controls, boundaries, and what stays human.
Create the deterministic workflow spine before optional AI support.
Test normal, exception, failure, recovery, and handover paths.
AI may extract, classify, summarise, draft, or support review. It does not approve pricing, override workflow state, promise delivery, or send communications externally without human control.
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