Human Review Becomes a Budgeted Resource

Projection: Teams will allocate scarce human review capacity as deliberately as compute, reserving expert attention for irreversible, ambiguous, or high-value actions. This differs from an agent's permission budget: it prices the organization's supervision bottleneck. Adoption is visible when queues, service levels, and escalation spend are planned before agents are deployed.