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.