Implementing NIST Artificial Intelligence Risk Management (AI RMF) with IPE

 

The NIST AI Risk Management Framework (AI RMF) provides comprehensive guidance for managing AI risks but lacks specific operational deployment mechanisms. Organizations face a 70% AI transformation failure rate primarily due to inadequate operational foundations—not technology limitations.

Integrated Process Excellence℠  (IPE) serves as the missing deployment framework that translates NIST AI RMF principles into operational reality by:

• Providing the operational infrastructure required for effective AI risk management
• Addressing the critical implementation gap between framework guidance and enterprise execution
• Solving systemic compliance challenges through manufacturing-grade discipline applied enterprise-wide
• Enabling sustainable AI governance through process maturity and operational excellence

 

For the complete paper, visit: 

https://drive.google.com/file/d/1XevZwHCULd6i643mOt1Mx1Kzf0yNMl75/view

  

About Integrated Process Excellence℠  (IPE)

Integrated Process Excellence℠  (IPE) deployment framework is a systematic, enterprise-wide methodology that applies manufacturing discipline to all organizational processes in the AI era. It operates through four interconnected phases: Process Documentation (establishing clear, standardized procedures across all functions), Communication (ensuring all stakeholders understand their roles and responsibilities), Measurement and Control (implementing real-time monitoring and feedback systems to track performance), and Continuous Improvement (using data-driven insights to identify and execute optimization opportunities). This framework creates the operational foundation necessary for successful AI integration by ensuring processes are well-defined, measurable, and consistently executed, which in turn generates the clean data and structured workflows that AI systems require to deliver measurable business results. Unlike traditional improvement approaches that focus on isolated initiatives, IPE creates an integrated management system that connects strategy to execution across the entire enterprise, enabling organizations to achieve sustainable operational excellence while maximizing ROI from technology investments.  IPE provides training materials to provide the expected ROI from AI LLMs deployment.

 

Prepared by John M. Cachat

 Integrated Process Excellence℠ (IPE)