AI Governance FAQ: Build Responsible AI Frameworks

AI Governance FAQ

Common Questions About The Seba 12 Ps, Seba’s AI Minimum Viable Governance, and AI Governance Implementation

Welcome. This FAQ answers the questions we hear most often from organizations building AI governance.

Jump to a section:

The Frameworks: What Are They?
Ungoverned: The Book
Implementation: Getting Started
Industry-Specific Questions
Services & Briefings
The Seba Approach
Policy & Regulatory Updates
Choosing Your Industry & Next Steps
Didn’t Find Your Answer?

1. THE FRAMEWORKS: WHAT ARE THEY?

What are The Seba 12 Ps of Responsible AI?

Quick Answer: A governance framework that organizes AI governance into three decision-making dimensions: Why you deploy AI, Who it affects, and How you build accountability.

The framework draws on 20+ years of institutional deployment, doctoral research, and real-world governance challenges across healthcare, fintech, and higher education.

The three dimensions break down into 12 specific areas (the “Ps”): Purpose, Problems, Profits, People, Planet, Process, Policy, Protections, Privacy, Provenance, Preparedness, and Product Ownership.

Learn more: https://freddieseba.com/ungoverned/

What is Seba’s AI Minimum Viable Governance?

Quick Answer: The operational translation of The Seba 12 Ps that answers five critical questions your organization can tackle this quarter.

Seba’s AI Minimum Viable Governance (AI MVG) translates the framework into action by answering:

Which AI systems are we deploying?
Who decides if they’re safe to deploy?
How do we know they work fairly in production?
What happens if something goes wrong?
How do we stay accountable to stakeholders and regulators?

It’s designed for organizations that need governance now, not perfect governance someday.

Learn more: https://freddieseba.com/ungoverned/

How Do The Seba 12 Ps, AI Minimum Viable Governance, and Ungoverned Work Together?

Quick Answer: Three frameworks built on each other.

The Seba 12 Ps = Strategic framework (the board-ready lens)
Seba’s AI Minimum Viable Governance = Operational roadmap (the implementation method)
Ungoverned = Step-by-step guide (the detailed playbook)

Together, they translate governance from aspiration into operational infrastructure.

Are These Just Compliance Frameworks?

Quick Answer: No. The Seba approach focuses on leadership, not compliance.

Governance is how your organization leads innovation safely—not how you avoid trouble. The frameworks emphasize agency, decision rights, and accountability, not boxes to check.

Most organizations treat governance as a compliance burden. The Seba approach treats it as a leadership practice.

Ready to explore your industry? → https://freddieseba.com/ai-governance-by-industry/

2. UNGOVERNED: THE BOOK

What is Ungoverned?

Quick Answer: A practical implementation guide that translates The Seba 12 Ps and Seba’s AI Minimum Viable Governance into step-by-step playbooks you can deploy this quarter.

Written for boards, trustees, and executives who can’t wait for perfect policy, the book covers:

The governance reality and why organizations fail
Deep dive into The Seba 12 Ps
How to implement Seba’s AI Minimum Viable Governance
Industry-specific implementation playbooks (healthcare, fintech, higher education)
How to make governance stick operationally
Common pitfalls and how to avoid them

The book provides templates, checklists, and governance roadmaps you can implement immediately.

Order the book: https://freddieseba.com/book-ungoverned/

Who Should Read Ungoverned?

Quick Answer: Anyone responsible for AI governance in their organization.

Specifically written for:

C-Suite leaders who need to move from strategy to implementation
Board members who need to ask the right governance questions
Compliance and risk teams who need operational frameworks
IT and data leaders who need to translate governance into technical implementation
Faculty leaders (higher education) who need to engage their institutions
Healthcare administrators who need governance grounded in patient safety
Financial services leaders who need governance that enables speed

If you’re deploying AI, you should read it.

Order the book: https://freddieseba.com/book-ungoverned/

What Makes Ungoverned Different from Other Governance Books?

Quick Answer: It’s practical, industry-specific, implementation-focused, and not vendor-driven.

Four key differences:

Practical, Not Theoretical – Every framework has been tested in real organizations
Industry-Specific – Healthcare, fintech, and higher education implementations are different
Implementation-Focused – How to move from framework to operational governance this quarter
Not Vendor-Driven – No tools to buy, just principles you can implement with existing systems

Order the book: https://freddieseba.com/book-ungoverned/

Read the first chapter free: https://freddieseba.com/book-ungoverned/preview/

How Long Is the Book? Can I Read It in a Day?

Quick Answer: Roughly 300 pages, designed to be actionable. Most readers finish in 2–3 days, though many work through it chapter by chapter, implementing each section as they go.

The book is organized so you can jump to your industry’s chapter for immediate implementation guidance.

Order the book: https://freddieseba.com/book-ungoverned/

Get the playbook you need. → https://freddieseba.com/book-ungoverned/

3. IMPLEMENTATION: GETTING STARTED

How Quickly Can We Implement Seba’s AI Minimum Viable Governance?

Quick Answer: Most organizations can establish Seba’s AI Minimum Viable Governance within 6–12 weeks.

Full implementation across all AI systems is ongoing. The goal isn’t perfection—it’s to move from governance theater to operational governance this quarter, then deepen implementation as your AI footprint grows.

The book Ungoverned provides step-by-step roadmaps you can follow.

Can We Implement This Internally, or Do We Need External Consulting?

Quick Answer: Many organizations implement successfully internally, especially with Ungoverned and the newsletter. External advisors accelerate adoption and provide board credibility.

External advisors can:

Accelerate adoption
Ensure alignment with regulatory requirements
Provide board credibility
Customize implementation for your specific industry and risks

It depends on your internal capacity, risk tolerance, and timeline.

Explore services: https://freddieseba.com/services/

Schedule a consultation: https://freddieseba.com/consultation-booking/

Where Should We Start?

Quick Answer: Follow these four steps.

Step 1: Understand the framework
Read about The Seba 12 Ps and Seba’s AI Minimum Viable Governance → https://freddieseba.com/ungoverned/

Step 2: Explore your industry
See how the framework applies to your specific sector → https://freddieseba.com/ai-governance-by-industry/

Step 3: Get the implementation playbook
Read Ungoverned for step-by-step guidance → https://freddieseba.com/book-ungoverned/

Step 4: Take action
Implement this quarter, not someday.

Not sure where to start? Schedule a consultation → https://freddieseba.com/consultation-booking/

Can You Help Us If We’re Starting with AI?

Quick Answer: Yes. Starting with governance before you scale AI deployment is ideal.

The earlier you build governance into your AI culture, the easier implementation becomes. Governance becomes a leadership practice, not a reactive firefighting exercise.

Many organizations wait until their first AI failure to think about governance. If you’re starting, you’re in the ideal position to build governance from the ground up.

What If We Don’t Have a Chief AI Officer or Governance Lead?

Quick Answer: Product ownership is one of The Seba 12 Ps—and it’s critical.

Governance requires someone accountable who can resource and stop systems. This person doesn’t need to be called “Chief AI Officer,” but they do need authority, budget, and board access.

If you don’t have a governance owner, that’s your first implementation priority.

Get guidance: https://freddieseba.com/consultation-booking/

Ready to take action? → https://freddieseba.com/consultation-booking/

4. INDUSTRY-SPECIFIC QUESTIONS

Does The Seba 12 Ps Framework Apply to Our Industry?

Quick Answer: Yes. The Seba 12 Ps work across all sectors, but their priority and application differ.

Each industry faces unique regulators, stakeholders, and risks:

Healthcare prioritizes: Purpose (improved outcomes), People (clinician agency), Preparedness (incident drills), Product Ownership (clinician accountability)

Fintech prioritizes: Profits (equitable lending), People (algorithmic bias testing), Policy (regulatory alignment), Provenance (audit trails)

Higher Education prioritizes: Purpose (mission-aligned use cases), People (faculty participation), Policy (academic integrity), Process (transparency)

Not sure which applies? Choose your industry → https://freddieseba.com/ai-governance-by-industry/

My Organization Spans Multiple Industries. Which Framework Applies?

Quick Answer: Start with your primary business line and primary regulatory environment.

If you operate across industries, Dr. Seba can help you build a governance structure that addresses multiple regulatory contexts while staying coherent.

Schedule a consultation to discuss: https://freddieseba.com/consultation-booking/

What If Our Regulators Have Different Requirements Than What The Seba 12 Ps Describe?

Quick Answer: The Seba 12 Ps framework is informed by current regulatory requirements across healthcare, fintech, and higher education. Every organization has unique constraints.

Dr. Seba’s approach includes quarterly policy monitoring and custom implementation based on your specific regulatory environment.

Stay current on policy changes: https://freddieseba.com/newsletter/

Are The Seba 12 Ps and Seba’s AI Minimum Viable Governance Compliant with Regulatory Requirements?

Quick Answer: The Seba frameworks are grounded in current regulatory requirements, but regulations evolve.

Dr. Seba tracks policy changes in:

Healthcare: FDA, CMS, State medical boards
Fintech: Federal Reserve, OCC, CFPB, SEC
Higher Education: SACSCOC, WASC accreditors

Your governance framework stays current because you’re monitoring the landscape quarterly, not annually.

See what’s happening in your industry now: https://freddieseba.com/ai-governance-updates-2026/

Know your industry’s governance challenges? → https://freddieseba.com/ai-governance-by-industry/

5. SERVICES & BRIEFINGS

What’s the Difference Between a Briefing and Embedded Advisory?

Quick Answer: Two different approaches depending on your needs and timeline.

Briefing:

One-time educational event (1–2 hours)
For your leadership team
On The Seba 12 Ps and your industry’s regulatory landscape
Goal: Build understanding and awareness
Investment: $3,000–$15,000

Embedded Advisory:

Ongoing support (quarterly or monthly)
Build your governance infrastructure
Monitor policy changes in real-time
Update your frameworks as regulations evolve
Goal: Move from strategy to sustained operational practice
Investment: $15,000–$40,000+/month

Many organizations start with a briefing, then move to embedded advisory.

Explore services: https://freddieseba.com/services/

Should We Do a Briefing or Embedded Advisory?

Quick Answer: It depends on your governance maturity and bandwidth.

Choose Briefing if:

You need board-level awareness of governance requirements
Your team needs to understand The Seba 12 Ps framework
You have bandwidth to implement internally
You want to build understanding before investing in ongoing support

Choose Embedded Advisory if:

You need help building governance infrastructure
You want ongoing monitoring of regulatory changes
You need someone to own governance implementation
You want external credibility for your board
You’re operating across complex regulatory environments

Discuss your situation: https://freddieseba.com/consultation-booking/

What Industries Does Dr. Seba Work With?

Quick Answer: Primary focus is healthcare, fintech, and higher education. Also helps organizations spanning multiple industries.

Primary industries:

Healthcare (clinical governance, patient safety, regulatory readiness)
Fintech (model risk management, lending bias, regulatory compliance)
Higher Education (academic integrity, faculty governance, mission alignment)

Can also help with:

Organizations spanning multiple industries
Technology companies deploying AI internally
Any organization wanting to understand governance requirements

Talk about your situation: https://freddieseba.com/consultation-booking/

Ready to get expert support? → https://freddieseba.com/services/

6. THE SEBA APPROACH

How Is the Seba Approach Different from Other AI Governance Frameworks?

Quick Answer: The Seba approach combines four things most frameworks lack.

Doctoral Rigor + Practitioner Urgency – Grounded in peer-reviewed research AND 20+ years of institutional deployment. Not theoretical. Not academic. Both.
Industry-Specific Implementation – Healthcare, fintech, and higher education have different regulators, risks, and stakeholders. Generic frameworks don’t work. Seba frameworks are tailored to each sector.
Leadership-Focused, Not Compliance-Focused – Governance is how your organization leads innovation safely, not how you avoid trouble. Frameworks emphasize agency, decision rights, and accountability—not boxes to check.
Dynamic, Not Static – Your industry’s regulatory landscape is live and shifting. The Seba frameworks are designed to evolve with policy changes and technology developments. Your governance doesn’t become obsolete. It adapts.

Why Focus on These Three Industries (Healthcare, Fintech, Higher Education)?

Quick Answer: These aren’t arbitrary choices. Dr. Freddie Seba has deep practitioner experience in all three.

Healthcare: Faculty leadership in digital health informatics education. Leadership role in the American Medical Informatics Association (AMIA) Global Health Informatics Working Group. 20+ years building clinical governance systems.

Fintech: Operational deployment across financial services firms. Model risk management, lending bias, regulatory compliance—deep expertise.

Higher Education: Deep engagement with university leadership on academic integrity, mission-aligned AI governance, and faculty engagement.

The frameworks come from institutional practice, not theory.

Learn about Dr. Seba: https://freddieseba.com/about/

Is This Approach Vendor-Driven or Biased?

Quick Answer: No. The Seba approach is non-vendor and non-partisan.

The Seba 12 Ps and Seba’s AI Minimum Viable Governance are grounded in:

Doctoral research on responsible AI adoption
Practitioner experience from 20+ years building governance systems
Ongoing engagement with boards, regulators, and organizations
Independent analysis of policy developments

These frameworks aren’t tied to any vendor platform. They’re not partisan. They’re based on what actually works in real organizations.

What Does Dr. Seba Actually Do?

Quick Answer: Dr. Freddie Seba helps boards, trustees, and executive leadership teams build practical AI governance before AI poses strategic risk and harm.

His work includes:

Speaking and Keynotes on AI governance, responsible AI, and organizational leadership
Board Briefings on AI governance, regulatory requirements, and governance accountability
Governance Assessments to evaluate your current maturity and map implementation roadmaps
Embedded Advisory (quarterly or monthly) to build governance infrastructure and monitor policy changes
Faculty Workshops to engage faculty in governance conversations (higher education)
Writing and Research on responsible AI adoption, institutional governance, and policy analysis

He brings 20+ years of Silicon Valley execution, faculty leadership in healthcare informatics, and peer-reviewed research to every engagement.

Learn more: https://freddieseba.com/about/

Understand the Seba approach. → https://freddieseba.com/ungoverned/

7. POLICY & REGULATORY UPDATES

What Regulatory Changes Are Happening in My Industry?

Quick Answer: The regulatory landscape is live and shifting. What mattered last year is now being enforced.

Healthcare:

FDA is actively regulating AI in diagnostic imaging
CMS is monitoring AI use in patient safety and billing
State medical boards are tightening oversight of clinical decision support

Fintech:

Federal Reserve is issuing enforcement actions on discriminatory lending AI
CFPB is investigating algorithmic bias in fintech
OCC updated Model Risk Management requirements

Higher Education:

SACSCOC, WASC, and other accreditors are asking universities about AI governance
Generative AI policies are evolving rapidly
Faculty engagement is becoming a governance requirement

See the full update: https://freddieseba.com/ai-governance-updates-2026/

How Do I Stay Current on Policy Changes?

Quick Answer: Subscribe to The Seba 12 Ps Newsletter.

Dr. Seba tracks policy and technology developments in healthcare, fintech, and higher education every week. You’ll know what’s being enforced, what’s coming, and what it means for your governance.

The newsletter also shares governance strategies, real-world case studies, and regulatory analysis.

Subscribe: https://freddieseba.com/newsletter/

Stay ahead of policy changes. → https://freddieseba.com/newsletter/

8. CHOOSING YOUR INDUSTRY & NEXT STEPS

How Do I Know Which Industry Framework Applies to My Organization?

Quick Answer: Start with your primary business line and primary regulatory environment.

If you’re a healthcare organization → Healthcare AI Governance
If you’re a financial services firm → Fintech AI Governance
If you’re a university or educational institution → Higher Education AI Governance

If you span multiple industries, start with whichever regulatory environment poses the biggest risk or has the most active enforcement.

Choose your industry: https://freddieseba.com/ai-governance-by-industry/

What’s the Recommended Path Forward?

Quick Answer: Follow this sequence.

Step 1: Learn the framework
Read about The Seba 12 Ps and Seba’s AI Minimum Viable Governance → https://freddieseba.com/ungoverned/

Step 2: Explore your industry
See how the framework applies to your specific sector → https://freddieseba.com/ai-governance-by-industry/

Step 3: Get the implementation playbook
Read Ungoverned for step-by-step guidance → https://freddieseba.com/book-ungoverned/

Step 4: Discuss your situation
Schedule a 15-minute consultation to map your specific priorities and next steps → https://freddieseba.com/consultation-booking/

Step 5: Implement this quarter
Not someday. Not when things are perfect. Now.

Should We Buy the Book or Hire Dr. Seba for Consulting?

Quick Answer: Both approaches work. Many organizations do both.

Buy the book if:

You have bandwidth to implement internally
You want to learn the framework before investing in consulting
Your team is experienced at implementing governance

Hire Dr. Seba if:

You need external credibility for your board
You lack bandwidth to implement independently
You’re facing immediate regulatory pressure
You want ongoing monitoring of policy changes

Many organizations read the book internally, then hire Dr. Seba for advisory support to ensure implementation stays on track.

Order the book: https://freddieseba.com/book-ungoverned/

Explore services: https://freddieseba.com/services/

Ready to get started? → https://freddieseba.com/ai-governance-by-industry/

9. DIDN’T FIND YOUR ANSWER?

Questions About Your Specific Situation?

If you didn’t find your answer here, Dr. Seba is available to discuss your specific governance challenges.

Schedule a 15-minute consultation: https://freddieseba.com/consultation-booking/

Common Topics We Haven’t Covered

Other questions we hear:

How do we measure governance effectiveness?
What if we don’t agree with some of The Seba 12 Ps?
Can you help with specific use cases (ChatGPT, generative AI)?
How do we know if our governance is actually working?

Get answers: https://freddieseba.com/consultation-booking/

READY TO BUILD GOVERNANCE?

You now have three paths forward:

Path 1: Learn the Framework
Explore The Seba 12 Ps and Seba’s AI Minimum Viable Governance → https://freddieseba.com/ungoverned/

Path 2: Choose Your Industry
See how governance applies to your specific sector → https://freddieseba.com/ai-governance-by-industry/

Path 3: Get Expert Support
Schedule a consultation with Dr. Seba → https://freddieseba.com/consultation-booking/

ADDITIONAL RESOURCES

Frameworks & Implementation Guide
Ungoverned Hub → https://freddieseba.com/ungoverned/

Choose Your Industry
Healthcare, Fintech, Higher Education → https://freddieseba.com/ai-governance-by-industry/

Get the Implementation Playbook
Order Ungoverned: A Practical Guide to AI Minimum Viable Governance → https://freddieseba.com/book-ungoverned/

Stay Current on Policy
The Seba 12 Ps Newsletter → https://freddieseba.com/newsletter/

Understand Your Industry’s Landscape
2026 AI Governance & Policy Update → https://freddieseba.com/ai-governance-updates-2026/

Learn About Dr. Freddie Seba
Full Bio, Credentials, AMIA Leadership → https://freddieseba.com/about/

Watch Dr. Seba Speak
Speaking Videos and Keynotes → https://freddieseba.com/videos/

Deep Governance Content
Thought Leadership Hub → https://freddieseba.com/thought-leadership/

Listen to Governance Discussions
AI Governance Conversations Podcast → https://freddieseba.com/podcast/

Explore More:

Signature Talks & Keynotes
Presentations on AI governance for boards and executive teams
→ https://freddieseba.com/

Get Ungoverned: The AI Governance Book
Practical guide to AI governance frameworks
→ https://freddieseba.com/publications/

Watch Dr. Seba’s Speaking Videos
Keynotes and presentations on responsible AI governance
→ https://freddieseba.com/videos/