Most financial AI projects stall after the pilot stage. Drawing on Gartner's research and six production deployments at global banks, capital markets firms, and insurance platforms, this whitepaper breaks down the five-layer production stack, durability, coordination, safety and control, observability, and evaluation, that separates a working agent prototype from a deployment you can trust with a payment, a compliance decision, or a customer-facing action at enterprise scale.
