Every engineering team scaling AI systems in enterprise software eventually hits the same roadblock. On one side, developers are deploying retrieval-augmented generation ( RAG ) pipelines and LLM microservices. On the other side, risk and compliance committees present a long checklist derived from frameworks like NIST AI RMF or ISO 42001.