A clear output at every stage.
Agree scope, responsibilities and acceptance for each project, without assuming a fixed delivery timeline.
Understand the problem
Agree goals, existing systems, input samples and responsibilities; produce a scenario brief.
Validate a focused scope
Map fields, rules and interfaces. Use business samples to test results and human review.
Launch into production
Trial within agreed access, data and operating boundaries, record acceptance and hand over operating instructions.
Keep improving
Maintain agreed operational records, address exceptions and evaluate improvements based on feedback.