Forward deployed engineering (FDE) places engineers directly in a customer’s technical and operational environment to build, integrate, deploy and refine solutions around real business workflows. For organizations investing in enterprise AI development services, FDE can help bridge the gap between AI prototypes and production by addressing real-world data, integrations, security requirements and user workflows. The model is particularly valuable for AI agents, generative AI, complex enterprise integrations and data platforms where standard implementation may not be enough.