Frontline Investigation

Aug 23, 2026 · Artificial Intelligence

Why Exception Queues Become the Bottleneck After AI Accelerates Workflows

When AI speeds up standard workflow steps, uncertainty concentrates in exception queues, requiring a design framework that classifies exceptions by actionability, enables context-rich handoffs between AI, RPA, and humans, and turns exceptions into a learning system rather than a technical backlog.