AI Governance Insights & Analysis

Expert analysis on AI governance, regulation, and responsible AI deployment for regulated industries.

The Insights Library

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In-depth analysis on the topics that matter most to regulated organizations navigating AI governance — from EU AI Act timelines to FDA expectations for AI systems. Subscribe below to be notified when new articles are published.

Guide Sep 01, 2026

AIMS GxP: What It Means and How to Build One

AIMS in a GxP context means an AI management system under ISO/IEC 42001. Here's how it fits alongside GAMP 5 and ICH Q9(R1) — the frameworks it actually integrates with.

JC
Jared Clark
· 13 min read
Guide Aug 27, 2026

AI and 21 CFR Part 11: A Clause-by-Clause Compliance Guide

A clause-by-clause guide to where AI systems create Part 11 risk in validation, audit trails, and signatures — with the FDA guidance that actually addresses it.

JC
Jared Clark
· 13 min read
Guide Aug 27, 2026

AI Annex 11: What EU GMP Requires From AI Systems Now

AI Annex 11 explained: what EU GMP Annex 11 requires from AI systems today, how draft Annex 22 will change it, and what to do before it's final.

JC
Jared Clark
· 12 min read
Guide Aug 27, 2026

AI Computer System Validation in Pharma: A Practical Guide

How to validate AI-enabled systems in GxP environments under GAMP 5, FDA's CSA guidance, and ISO 42001. A practical framework from Certify Consulting.

JC
Jared Clark
· 12 min read
Guide Aug 27, 2026

AI CSA in Pharma: A Risk-Based Validation Guide

A practical guide to applying FDA's Computer Software Assurance logic to AI in pharma GxP systems, with a risk tier table, worked example, and documentation checklist.

JC
Jared Clark
· 15 min read
Guide Aug 27, 2026

AI Data Integrity in Pharma: A Practical Guide

How ALCOA+ and 21 CFR Part 11 apply when AI touches GxP data, with a practical framework for building an AI data integrity program.

JC
Jared Clark
· 13 min read
Guide Aug 27, 2026

AI GMP Compliance: A Practical Guide for Manufacturers

A practitioner's guide to AI GMP compliance: where AI touches cGMP operations, what FDA and EU regulators expect, and how to validate it.

JC
Jared Clark
· 14 min read
Guide Aug 27, 2026

Building an AI Management System for Pharma Companies

A practical guide to building an AI management system for pharma, mapped to ISO 42001, FDA guidance, and Part 11. Get the framework right the first time.

JC
Jared Clark
· 13 min read
Guide Aug 27, 2026

AI Quality System for Pharma: A Practical Guide

How pharmaceutical companies extend ICH Q10 quality systems to govern AI under GxP, FDA guidance, and ISO 42001. A practical build guide.

JC
Jared Clark
· 13 min read
Compliance Aug 27, 2026

AI Validation in Pharma: A Practical GxP Guide

How to validate AI in GxP environments under FDA, GAMP 5, Annex 11, and ISO 42001 — a risk-based framework you can actually implement.

JC
Jared Clark
· 12 min read
Guide Aug 27, 2026

EU AI Act Medical Device Rules: A Compliance Guide

EU AI Act medical device rules explained: the Article 6(1) trigger, the Aug 2, 2027 deadline, and how to fold Chapter III into your MDR/IVDR file.

JC
Jared Clark
· 12 min read
Compliance Aug 27, 2026

EU AI Act for Pharma: What Actually Applies and When

A clause-level guide to the EU AI Act for pharma AI: risk tiers, MDR overlap, deadlines, ISO 42001 alignment. Talk to Certify Consulting.

JC
Jared Clark
· 12 min read
Guide Aug 27, 2026

FDA AI Governance: A Practitioner's Guide

A practitioner's map of FDA AI governance across CDRH, CDER, and CBER — guidance documents, existing regulations, and how to build a compliant program.

JC
Jared Clark
· 15 min read
Compliance Aug 24, 2026

NIST AI 600-1's 12 Risk Categories, Explained for Auditors

NIST AI 600-1 names 12 generative AI risks. Here's the evidence auditors expect for each one, and how to build it before your next review.

JC
Jared Clark
· 14 min read
Industry News Aug 17, 2026

NIST Joins the Genesis Mission: What to Track Now

NIST is joining the National Genesis Mission through two of its centers. Here's what's confirmed, what's still open, and what compliance teams should watch.

JC
Jared Clark
· 9 min read
Compliance Aug 10, 2026

AI Governance Framework Search Spike: What It Means

Google searches for "AI governance framework" just hit a new high. Here's what's driving it and what regulated organizations should do about it now.

JC
Jared Clark
· 13 min read
Compliance Apr 12, 2026

NIST AI RMF Govern Function: A Compliance Team's Guide

Learn how compliance teams can implement the NIST AI RMF Govern function. Practical steps, frameworks, and expert guidance from Regulated AI Consulting.

JC
Jared Clark
· 12 min read
Compliance Apr 11, 2026

ISO 42001 Annex A Controls Mapped to Regulated Industries

See how ISO 42001 Annex A controls align with FDA, OCC, CMS, and other regulated industry requirements. Expert mapping guide by Jared Clark, AI Governance Consultant.

JC
Jared Clark
· 12 min read
Compliance Apr 10, 2026

HDS Certification for AI Providers: The Complete Guide

Learn how HDS certification protects health data in AI systems. Jared Clark breaks down requirements, costs, and strategy for AI providers. Get actionable guidance.

JC
Jared Clark
· 12 min read
US AI Regulation Apr 09, 2026

Colorado AI Act, NYC Local Law 144, and Other US AI Regulations Explained

The US has no federal AI law — but regulated organizations face real legal exposure now. Colorado, NYC, Illinois, Texas, and California have active AI laws with teeth. Here's what they require.

JC
Jared Clark
· 16 min read
Compliance Apr 09, 2026

US AI Regulations Explained: Colorado, NYC & Beyond

Understand the Colorado AI Act, NYC Local Law 144, and key US AI regulations. Expert guidance from Jared Clark at Regulated AI Consulting. Get compliant today.

JC
Jared Clark
· 13 min read
Strategy Apr 08, 2026

Board-Level AI Oversight: What Directors Need to Know in 2026

Directors face growing AI governance obligations in 2026. Learn what board-level AI oversight requires, key frameworks, and how to avoid regulatory liability. Read now.

JC
Jared Clark
· 11 min read
Strategy Apr 07, 2026

AI Incident Response: What to Do When Your Model Causes Harm

When your AI model causes harm, every minute counts. Learn the 6-phase incident response framework regulated organizations need to act fast and stay compliant.

JC
Jared Clark
· 12 min read
Definitive Guide Apr 07, 2026

The Definitive Guide to ISO 42001: AI Governance for Regulated Organizations

The definitive guide to ISO 42001 for regulated organizations. Jared Clark explains what the standard requires, how it connects to the EU AI Act, and what implementation actually looks like.

JC
Jared Clark
· 18 min read
AI Governance Apr 06, 2026

Algorithmic Auditing: Methods, Standards, and Who Should Do It

Learn the methods, standards, and roles behind algorithmic auditing. Jared Clark breaks down what regulated organizations need to know. Get expert guidance today.

JC
Jared Clark
· 13 min read
Guide Apr 05, 2026

How to Create an AI Acceptable Use Policy That Gets Followed

Learn how to build an AI acceptable use policy employees actually follow. Practical framework from Jared Clark, AI governance consultant. Get compliant today.

JC
Jared Clark
· 12 min read
Compliance Apr 04, 2026

AI Transparency Requirements: Global Disclosure Obligations

Navigate AI transparency and disclosure obligations across the EU AI Act, ISO 42001, FDA guidance, and more. Expert breakdown by Jared Clark, AI Governance Consultant.

JC
Jared Clark
· 11 min read
Compliance Apr 03, 2026

North Star Data Center Toolkit: What AI Governance Leaders Must Know

The North Star Data Center Policy Toolkit signals a new era of AI infrastructure regulation. Learn what it means for your compliance posture. Expert analysis inside.

JC
Jared Clark
· 11 min read
AI Governance Apr 02, 2026

Effective AI Oversight Through Proof Drills

Proof drills create on-demand audit trails for AI decisions. Learn what they are, why regulators are watching, and how to implement them now. Expert analysis inside.

JC
Jared Clark
· 11 min read
Compliance Apr 02, 2026

Managing Uncertainty in Benefit-Cost Analysis

Federal agencies must better quantify uncertain regulatory effects. Learn what this means for your compliance strategy and how AI governance adds complexity. Expert analysis inside.

JC
Jared Clark
· 11 min read
AI Governance Mar 30, 2026

AI Governance for Pharma: ISO 42001 Meets FDA Expectations

Build a pharma AI governance program that satisfies both ISO 42001 certification and FDA regulatory expectations. Expert guidance from Certify Consulting.

JC
Jared Clark
· 15 min read
News & Analysis Mar 30, 2026

AI Governance Week in Review: March 2026

FTC ruling shaken, Trump's AI framework drops, and more. Get expert analysis on what this week's regulatory shifts mean for your AI compliance strategy.

JC
Jared Clark
· 9 min read
General Mar 30, 2026

GxP-Compliant AI: Governing Machine Learning in Validated Pharmaceutical Systems

How to govern machine learning in validated pharmaceutical systems — ALCOA+, 21 CFR Part 11, CSV for ML, audit trails, and a practical GxP AI compliance framework.

JC
Jared Clark
· 20 min read
Compliance Mar 29, 2026

Administrative Law and AI's Overconfidence: What Regulated Organizations Must Know

AI overconfidence in administrative and regulatory decision-making poses serious legal risks. Learn what regulated organizations must do now to stay compliant and audit-ready.

JC
Jared Clark
· 11 min read
Compliance Mar 27, 2026

Regulating AI Across Borders: What It Means for Your Business

Global AI regulation is accelerating. Learn what cross-border AI governance means for regulated organizations and how to stay compliant. Expert analysis by Jared Clark.

JC
Jared Clark
· 11 min read
Compliance Mar 26, 2026

NIST's FY 2025 NCST Report: What It Means for AI Governance

NIST's FY 2025 NCST report to Congress highlights safety investigation rigor. Learn what this means for AI governance, risk management, and your compliance strategy.

JC
Jared Clark
· 10 min read
Strategy Mar 25, 2026

AI Governance Roles and Responsibilities: Who Owns What

Learn who owns AI governance in regulated organizations — from the board to the model owner. Jared Clark breaks down every role, RACI, and accountability gap.

JC
Jared Clark
· 12 min read
Compliance Mar 23, 2026

Model Documentation Requirements: What AI Governance Standards Actually Expect

Learn what ISO 42001, EU AI Act, and NIST AI RMF actually require for AI model documentation. Expert guidance from Regulated AI Consulting.

JC
Jared Clark
· 13 min read
Compliance Mar 22, 2026

AI Impact Assessments: How to Conduct One Before Regulators Make You

Learn how to conduct a proactive AI impact assessment before regulators require it. Step-by-step guidance from an AI governance expert. Get compliant today.

JC
Jared Clark
· 12 min read
Guide Mar 21, 2026

What Is an AI Management System and Why Your Company Needs One

Learn what an AI management system is, how ISO 42001 defines it, and why regulated companies need one. Expert guidance from Jared Clark at Regulated AI Consulting.

JC
Jared Clark
· 11 min read
Strategy Mar 17, 2026

AI Governance for Regulated Industries: Healthcare, Finance & Government

Learn how healthcare, finance, and government organizations can build compliant AI governance frameworks. Expert guidance from Jared Clark, JD, MBA at Certify Consulting.

JC
Jared Clark
· 16 min read
Guide Mar 16, 2026

How to Build an AI Risk Management Framework from Scratch

Learn how to build an AI risk management framework from scratch. Step-by-step guidance for regulated organizations from Jared Clark, RAC at Certify Consulting.

JC
Jared Clark
· 11 min read
EU AI Act Compliance Mar 14, 2026

EU AI Act Compliance Timeline: What to Do by When

Exact EU AI Act deadlines by risk tier, with actionable steps for each phase. Don't miss a cutoff—get compliant with Certify Consulting.

JC
Jared Clark
· 14 min read
FDA & AI Regulation Mar 14, 2026

FDA Artificial Intelligence Strategy: How the Agency Is Reshaping Regulated Industries

The FDA's artificial intelligence strategy is transforming how regulated companies develop, validate, and govern AI systems. Here is what the 2026 landscape looks like.

JC
Jared Clark
· 5 min read
FDA & AI Regulation Mar 14, 2026

FDA and Machine Learning: What Regulated Companies Need to Know in 2026

The FDA is accelerating its machine learning guidance for drugs, devices, and biologics. Here is what regulated companies must prepare for in 2026 and beyond.

JC
Jared Clark
· 4 min read
AI Risk Management Mar 14, 2026

Pharma AI Risk Assessment: A Practical Framework for Regulated Drug Development

How pharmaceutical companies should assess AI risks across the drug development lifecycle. A practical framework covering GxP, model validation, and regulatory expectations.

JC
Jared Clark
· 4 min read
AI Governance Implementation Mar 10, 2026

ISO 27001 to ISO 42001: Transition Your InfoSec Program to AI Governance

Learn how to leverage your ISO 27001 foundation to implement ISO 42001 AI governance. Practical transition guide from Jared Clark, RAC. Get expert help today.

JC
Jared Clark
· 15 min read
AI Governance Frameworks Mar 07, 2026

ISO 42001 vs. NIST AI RMF: Choosing the Right Framework

ISO 42001 or NIST AI RMF? Learn which AI governance framework fits your organization with our expert comparison guide. Get clarity now.

JC
Jared Clark
· 12 min read
AI Governance Strategy Mar 05, 2026

AI Governance & Quality Management: The Hidden Connection

Discover why AI governance and quality management share the same DNA—and how integrating both creates a compliance advantage. Expert guide from Certify Consulting.

JC
Jared Clark
· 13 min read
AI Governance Strategy Mar 05, 2026

Competitors Are Getting AI Governance Certifications: Are You Falling Behind?

Your competitors are earning AI governance certifications. Learn what ISO 42001 means for regulated industries and how to close the gap fast. Expert guide.

JC
Jared Clark
· 14 min read
AI Governance Mar 05, 2026

State of AI Governance 2025: Regulations, Standards & What's Next

A definitive guide to AI governance in 2025—covering active regulations, ISO 42001, EU AI Act timelines, and what regulated industries must do now. Expert analysis.

JC
Jared Clark
· 14 min read