Objectives: This paper addresses the persistent conflict between project velocity and regulatory compliance in enterprise software engineering within regulated markets. It aims to demonstrate that treating compliance as a late-stage validation phase leads to significant technical debt and project failure.

Methods: The study introduces the Organizational Readiness Model (ORM), a framework developed through a qualitative analysis of executive-level engineering engagements in the U.S. healthcare sector. The model categorizes readiness into three dimensions: Process, Architectural, and Human Capital.

Results: The application of the ORM was evaluated through a case study of ProScan Imaging, a large-scale teleradiology network. Implementing the ORM allowed for a 50% reduction in delivery timelines compared to historical benchmarks by integrating compliance into the initial architectural design.

Conclusions: Successful delivery in high-stakes environments requires organizations to achieve a regulated operational state before project commencement. Prioritizing maintainability, vendor independence, and observability as core safety properties ensures long-term system integrity and clinical safety.