| Digital Transformation | Process, decision rights, team structure and budget cadence | CEO / COO | An end-to-end digital trail for critical processes | 2 quarters (first outcome) | - Initiative portfolio
- Decision-rights matrix
- Outcome metric dashboard
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| Data Transformation | Data ownership, access governance, quality thresholds | CDO / CIO | An inventory of critical data sources | 1–2 quarters | - Data catalog + lineage
- RBAC access matrix
- Per-use-case readiness verdict
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| Process and Automation Transformation | Step count, handoff points, approval thresholds | COO / Operations director | The process documented and its cycle time measurable | 3–8 weeks (per process) | - Process map + bottleneck analysis
- Automation flows
- Exception handling design
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| AI Transformation | Decision production, acceptance criteria, test and governance model | CTO / CDO | Measured process + permissioned data + defined decision rights | 8–12 weeks (first pilot) | - Production-ready pilot
- Eval set + acceptance threshold
- Human-in-the-loop design
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| Culture and Talent Transformation | Incentives, performance measures, capability expectations | CHRO / business unit leaders | The behavior to be changed defined concretely | 2–4 quarters | - Capability map + curriculum
- Updated performance measures
- Adoption dashboard
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| Business Model Transformation | Revenue lines, pricing, the value offered to customers | CEO / strategy / product | At least one digital/AI capability running and measured in production | 2–4 quarters | - New offering definition
- Pricing and unit economics model
- Market validation results
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| Agentic Transformation | Ownership of the workflow and the autonomy level | CTO / operations + risk jointly | Auditable logging, a rollback mechanism, defined approval points | 6–12 weeks per workflow | - Agent workflow design
- Autonomy level matrix
- Hard-stop and rollback rules
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