Building an AI Governance Program Starts with Understanding Usage

Organizations cannot govern what they cannot see. Before implementing policies, controls, and oversight mechanisms, leaders must first understand how AI is being used across the enterprise.

An AI Utilization Assessment provides the foundation for effective governance.

Why Usage Visibility Matters

Governance programs depend on accurate information regarding:

• AI tools in use
• Business owners
• Data sources
• User populations
• Risk exposure

Governance Challenges

Unapproved AI Tools

Teams may adopt solutions without security reviews.

Inconsistent Policies

Departments often establish different AI practices.

Lack of Accountability

Ownership and oversight responsibilities may be unclear.

How Utilization Assessments Support Governance

Assessments help organizations:

• Establish AI inventories
• Identify risk areas
• Define ownership
• Prioritize governance initiatives

Governance Outcomes

Organizations gain the ability to:

• Enforce policies consistently
• Monitor AI usage
• Reduce compliance risk
• Improve executive oversight

Conclusion

Understanding AI utilization is often the first and most important step in building a successful AI governance program.

Contact Cyber Defense Advisors to learn more about our AI Utilization Assessment solutions.