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COMPLIANCE
BLOG ARTICLES
Principles, Practices, & Insights


AI Engineering: The Last Discipline Standing
The software engineering and related domains are undergoing their most dramatic transformation in decades. In discussions I have had over...
Raimund Laqua
5 min read


AI's Category Failure
When a technology can reshape entire industries, automate critical decisions, and potentially act autonomously in the physical world, how...
Raimund Laqua
5 min read


Does Your AI Strategy Pass the Ketchup Test?
A simple test to bust through the hype These days, AI providers, leaders, and evangelists claim that AI technology will transform any...
Raimund Laqua
2 min read


Lean Compliance: A Founder's Reflection
Lean Compliance Reflections I often think about the future of Lean Compliance, especially lately as I feel compliance is approaching a...
Raimund Laqua
4 min read


Understanding Operational Compliance: Key Questions Answered
Operational Compliance Organizations investing in compliance often have legitimate questions about how the Operational Compliance Model...
Raimund Laqua
3 min read


ERP vs GRC: Feed-Forward vs Feed-Back Systems
The distinction between Enterprise Resource Planning (ERP) and Governance, Risk, and Compliance (GRC) platforms reveals a fundamental...
Raimund Laqua
3 min read


Promise Architectures: The New Guardrails for Agentic AI
As AI systems evolve from simple tools into autonomous agents capable of independent decision-making and action, we face a fundamental...
Raimund Laqua
6 min read


Engineered Compliance: Mapping Obligations to Outcomes in Regulated Industries
By Raimund Laqua, PMP, P.Eng., Founder and Chief Compliance Engineer at Lean Compliance I've spent 30 years in the trenches of...
Raimund Laqua
8 min read


AI's Most Serious Blindspot and Bias
Working with AI over the past year opened my eyes to a systemic problem: AI systems are stuck in the past. This creates both a serious...
Raimund Laqua
2 min read


The New Face of AI Assurance: Why Audits and Certifications Are Not Enough
AI Assurance isn't just about checking boxes before deployment. As the European Defence Agency shows us, it's now a continuous journey...
Raimund Laqua
2 min read


Compliance is Probabilistic
In my three decades as a compliance engineer, I've watched our profession's obsession with check-boxes undermine effective risk...
Raimund Laqua
2 min read


Why Ethics Makes AI Innovation Better
Ethics in AI is fundamentally an alignment problem between technological capabilities and human values. While discussions often focus on...
Raimund Laqua
2 min read


Engineering Responsibility: A Practitioner's Guide to Meaningful AI Oversight
As a compliance engineer, I've watched AI transform from research curiosity to world-changing technology. What began as exciting progress...
Raimund Laqua
3 min read


Transforming Business Through AI: Key Insights
The business world is changing fast as companies adopt AI technology. At a recent conference that I attended, experts shared valuable...
Raimund Laqua
6 min read


When Rules Are Meant to Be Broken: Tackling Deliberate Non-Compliance
Every organization faces an uncomfortable reality that few discuss openly: some people deliberately circumvent established standards &...
Raimund Laqua
3 min read


Organizational Silos, Root Causes, and the Promise of GRC
A fundamental root cause of organizational dysfunction can be traced to Taylorism and scientific management approaches to organizational...
Raimund Laqua
4 min read


Operational Compliance - Update
The following diagram is a vertical orientation of our Operational Compliance Model updated to better emphasize how bridging the gap...
Raimund Laqua
2 min read


Lean Compliance - A Lamppost in an Uncertain World
After three decades in engineering and compliance, I took a leap of faith to address a critical gap I kept seeing in our industry. Eight...
Raimund Laqua
4 min read


Business Intelligence: Are We Asking the Right Question?
During our Elevate Compliance huddle this week, we explored how to transform data into compliance intelligence. Everyone agrees...
Raimund Laqua
1 min read


Where Does Compliance Belong
Organizations today grapple with numerous compliance requirements: safety, security, sustainability, privacy, quality, environmental,...
Raimund Laqua
2 min read


The Trinity of Trust: Monitoring, Observability, and Explainability in Modern Systems
In today's compliance landscape, organizations face mounting pressure to build reliable systems while meeting an expanding array of...
Raimund Laqua
3 min read


Why Your GRC Efforts Are Failing
When it comes to designing systems, a common mistake is confusing essential properties with essential parts. This fundamental error...
Raimund Laqua
2 min read


AI Risk in High-Consequence Industries: 5 Critical Challenges
The rush to implement artificial intelligence across highly-regulated sectors presents an urgent safety challenge that many organizations...
Raimund Laqua
2 min read


The Easter Egg Hidden in Plain Sight: How We Elevate GRC
Like all great Easter egg hunts, sometimes the most valuable treasures aren’t lost—they’re simply hidden where few think to look. Easter...
Raimund Laqua
2 min read
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