Vert AI
Human-in-the-loop is not a safety feature. It is a P&L line.
Every AI-augmented workflow is a labor reallocation. The economics only work when review time, escalation rate, and confidence-threshold calibration are designed together. A three-variable HITL cost model, and where teams burn the productivity gain on review queues.