How do we design actionable intelligence (decision-first, closed loops)?

Start with decisions, not dashboards. Define the questions that move revenue, cost, and risk. Map required data, build governed pipelines, and add a semantic layer so business terms match tables. Deliver role-based views and alerts wired into daily workflows. Close the loop with experiments and action logs.

Checklist

1. Catalog high-value decisions and owners.

2. Map data to each decision.

3. Build a governed warehouse + semantic layer.

4. Ship simple, role-based views and alerts.

5. Log actions and learn.