Welcome to A.I.N.S.T.E.I.N.
Artificial Intelligence Norms, Standards, Trust, Ethics, Integrity & Navigation
Your company just deployed an AI system. Now your legal team is asking: “Can we prove it’s compliant? Can we explain how it makes decisions?” And you’re realizing... you don’t actually know.
That’s the trust gap. And it’s costing organizations millions in stalled projects, regulatory fines, and reputational damage.
A.I.N.S.T.E.I.N. closes that gap.
This publication isn’t about hype or fear. It’s about how to govern, measure, and earn trust in AI systems you can confidently ship and defend. We translate complex global AI standards (ISO 42001, NIST AI RMF, EU AI Act) into practical frameworks that builders, leaders, and regulators can actually implement.
What You’ll Find Inside
Governance Simplified: Plain-language explainers on ISO 42001, NIST AI RMF, and the EU AI Act without the legal jargon.
Trust & Ethics in Practice: Real-world tools from the SAAF™ framework to operationalize fairness, safety, and accountability across more than 250 checkpoints.
Scorecards & Checklists: Quantify AI trust before auditors do. Get a 0-1000 score for your AI system. Think of it as a credit score for artificial intelligence.
Field Notes: Human reflections on integrity, innovation, and responsibility from someone who’s been building in this space since 2024.
Why Subscribe
Because your competitors are already being asked: “Show us your AI governance documentation.” And most can’t.
Subscribers get:
Practical frameworks (not theory) you can implement Monday morning
Real scorecards that quantify AI risk before regulators come knocking
Plain-language guides to regulations that actually matter
Weekly actionable insights delivered to your inbox
This isn’t compliance theater. It’s about building AI systems you can ship with confidence and sleep at night.
Powered by SAAF™
This newsletter is built on the Strategic AI Assurance Framework, a quantitative system for measuring AI trust across 250+ checkpoints spanning 15 critical areas:
Data Integrity
Security & Privacy
Governance & Compliance
Generative AI Risks
Transparency & Explainability
Fairness & Bias
Accountability
Ethical Alignment
Robustness & Resilience
Sustainability
Lifecycle Management
Regulatory Compliance
Human Oversight
Quality Management
Medical Device QMS
Think of SAAF™ as a credit score for AI systems. Instead of guessing whether your AI is compliant, you get a number between 0-1000 that tells you exactly where you stand and what to fix first.
What Makes This Different
A.I.N.S.T.E.I.N. is NOT:
Another AI ethics think piece
Generic regulatory analysis
Theoretical framework discussion
A.I.N.S.T.E.I.N. IS:
A practical, quantitative and Strategic AI Assessment Framework (SAAF™)
Actionable remediation guidance
Measurable risk quantification
Evidence you can show auditors, investors, and boards
Every post includes:
The problem you’re facing
A TL;DR (because you’re busy)
Step-by-step implementation guidance
Templates and checklists you can use immediately
Real metrics and scoring
Common pitfalls to avoid
Get Started
Free Subscribers Receive:
Weekly governance playbooks (1,500-2,500 words)
Basic templates and checklists
Industry insights and regulatory updates
Access to community discussions
Paid Subscribers Receive:
Everything free subscribers get, PLUS:
Premium assessment templates (10+ per month)
Monthly live Q&A sessions
Industry-specific playbooks (Healthcare, FinTech, EdTech, Insurance)
Early access to new SAAF™ tools
Downloadable implementation toolkits
Priority support
Posting Schedule
Tuesdays: Weekly governance playbooks
Fridays: Industry updates and community highlights
Monthly: Exclusive Q&A sessions for paid subscribers
Who This Is For
This newsletter is for:
AI Product Leaders who need to prove their systems are safe to ship
Compliance Officers drowning in conflicting AI regulations
CTOs and Engineering Leads building AI responsibly
Legal Teams needing practical frameworks, not just legal opinions
Anyone who believes AI can be both powerful and responsible
A Note from the Founder
After completing cancer treatment in 2023, I thought the storm had finally passed. Severe neuropathy made it difficult to do the one thing I’ve always loved: writing. But I knew that only by starting again could I get better.
With that determination, I launched A.I.N.S.T.E.I.N. in January 2024, a newsletter born from my journey from chalk-and-board science teaching to data science and AI.
Today, this publication has a sharper mission: to build the manual leaders keep on their desk when moving AI from pilot to production.
Because AI without governance is risk. AI with governance is transformation.
Start Here: Your First Steps
New to AI governance? Download these free resources:
The SAAF Quick Start Guide (PDF)
30 essential checkpoints to assess before deploying any AI systemAI Governance Scorecard Template (Excel)
Calculate your organization’s AI trust score in 15 minutesEU AI Act Compliance Checklist (PDF)
One-page reference guide for high-risk AI systems
Join the Community
A.I.N.S.T.E.I.N. is a reader-supported publication powered by SAAF™. We’re building a global network of practitioners who believe trust isn’t just a buzzword. It’s a competitive advantage.
Subscribe to receive new posts in your inbox and be part of the movement shaping the future of trusted AI.
Have Questions?
Reply to any newsletter email. I read every response. Many of my best playbooks come directly from subscriber questions.
Need specific guidance? Paid subscribers get access to monthly office hours and priority support here.
AI that’s safe to ship and simple to govern: one framework, one decision at a time.

