Why this matters
Teams often start by selecting models and tools instead of defining business outcomes and constraints.
Recommended approach
Begin with one high-value workflow, define baseline metrics, and map only the dependencies needed to ship a measurable v1 in 2-3 weeks.
Implementation checklist
- Write one-sentence business outcome
- Capture baseline KPI and target delta
- Identify system dependencies and owners
- Set acceptance criteria before coding
Metrics to track
- Time to first production value
- Scope change rate
- KPI lift against baseline
- Stakeholder confidence score
Key takeaway
Great AI delivery starts with clear outcomes and bounded scope, not maximal architecture on day one.