ISO 42001 tells you what to do, not how to do it
Why 70% of AI initiatives fail - and how IPE ensures
yours won't
The Problem & Solution
·
The Challenge: ISO 42001 tells you what
to do, not how to do it
·
The Failure Rate: Why 70% of AI initiatives
fail (lack of operational infrastructure)
·
The IPE Solution: Manufacturing discipline
for the AI era
·
What Makes IPE Different: 7 operational
frameworks that ISO 42001 requires but doesn't specify
The IPE Framework & Business Case
·
Process Architecture - 40% faster scope
definition
·
Leadership Execution (Hoshin Kanri) - 80%
reduction in policy-practice gap
·
Risk Management (FMEA) - 60% reduction in
unidentified risks
·
Competency Development (4-level model) - 50%
reduction in competency gaps
·
Operational Controls (Value Stream Mapping) -
43% faster deployment
·
Performance Management (Balanced Scorecard) -
50% faster issue identification
·
Continuous Improvement (Kaizen) - $5M-$20M
cumulative value
For the complete paper,
visit:
https://drive.google.com/file/d/1ZISEUGN9oXU1rr94J861ye5JiSYAhva6/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)
#ISO42001
#AIManagementSystem #ProcessExcellence #AIGovernance #ResponsibleAI
#OperationalExcellence
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