Reconstruct the current operation
Use interviews, records, examples, and exceptions to map how the work actually moves from trigger to outcome.
Operational audit
The audit establishes how the work runs, what the problem costs, which intervention fits, and how a controlled first implementation should operate.
Audit process
Use interviews, records, examples, and exceptions to map how the work actually moves from trigger to outcome.
Estimate time, delay, rework, customer friction, revenue leakage, and the value of a better operating result.
Decide what to eliminate, simplify, standardize, integrate, automate, assist, or keep under human control.
Specify the future workflow, required data, authority rules, approvals, exceptions, measures, and controlled first release.
Intervention design
The audit does not assume every step needs an AI agent.
Readiness
Controlled implementation
The audit defines the first implementation. Delivery then moves through a deliberate authority ladder, with evaluation evidence at every step.
Read the live workflow and surface what needs attention without taking external action.
Explain the next useful step and the evidence behind it.
Prepare messages, records, or actions for a person to review.
Carry out an approved action through a controlled workflow and verify the result.
Handle routine cases independently only after the rules, exceptions, monitoring, and rollback are proven.
Ongoing improvement
Production value comes from measured outcomes, careful exception handling, and regular improvement, not from shipping a workflow and walking away.
Deliverables
Scope the audit
Scope and pricing depend on the number of workflows, available evidence, systems involved, risk, and the implementation decision the business needs to make.