Executive Summary
Retail organization, management and business team before first AI budget decision
50-250 employees
High decision pressure, but no clear prioritization and no reliable starting point for AI.
Budget commitment without prioritized use case, sponsor or governance assumptions
Kickstart format with target picture, use-case scoring, governance assumptions and a concrete pilot decision.
Management-ready decision foundation for the next investment and pilot decision.
Use-case matrix, short decision note and 30/60/90 roadmap
Observed before/after
Observed before/after
Budget commitment without sponsor, prioritized use case or approval assumptions
Target picture, use-case matrix, risk signal, short decision note and 30/60/90 roadmap
30 days to a clear recommendation and 1 prioritized use case
Project voiceRole: executive management. We knew what should start, what should wait and what should deliberately not continue.
Technical architecture
Technical architecture
The architecture layer shows how sources, permissions, review gates and operating artifacts were separated before execution.
Pressure, sponsor, data reality and expected value are turned into one shared assessment.
Impact, risk, time-to-value, responsibility and data classes decide start, stop or rescope.
Management, business team and IT receive one shared decision document.
The prioritized use case starts only with responsibility, review point and stop criterion.
Technical proof
Business impact, data situation, risk and time-to-value scored per use case
The material is designed so leadership, IT, risk and business owners can discuss the same decision with concrete owner, data and review assumptions.
Execution with explicit stop criteria.
Transferability
- Clear decision document for prioritization and budget approval
- Use case validated with data, role and risk assumptions
- Roadmap prepared for controlled scaling
This story fits when
This pattern fits when AI pressure is real, but budget, sponsor, starting point and governance are not decision-ready yet.
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