For each recurring decision, define the trigger, current state, intended outcome, accountable role, required evidence, available actions, approval boundary, and stop condition. This state model prevents the interface from treating a revenue signal, security concern, product request, and routine task as equivalent cards. Their urgency, evidence standards, and authority are different. The cockpit can share a visual grammar while preserving those differences in labels, controls, and escalation paths.
State should describe the work rather than the confidence of a model alone. A recommendation may be well formed but still blocked because the source is stale, the customer scope is unclear, or the responsible executive has not reviewed it. Conversely, an item with uncertain prediction may still require immediate human attention. The interface should expose both operating state and evidence posture so fluency or a numerical score cannot silently become permission.