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Global Enterprise Organization Case Study

Establishing an AI Governance Program to Enable Responsible Innovation

Helping a global enterprise establish a formal AI governance program that enabled responsible innovation through clear oversight, risk evaluation, and accountable AI use.

The Challenge

As the organization accelerated the adoption of artificial intelligence across business functions, leadership recognized a growing gap between innovation and governance. AI tools and use cases were emerging rapidly, driven by business teams, vendors, and individual experimentation, without a consistent framework for evaluating risk, ownership, or alignment with organizational values.

Executives needed a formal AI governance program that would allow the organization to innovate confidently while addressing concerns related to data usage, privacy, security, regulatory exposure, and reputational risk. The goal was not to slow AI adoption, but to establish guardrails that enabled responsible, scalable use.

The Fellsway Approach

Fellsway partnered with executive leadership to design and implement a practical AI governance program tailored to the organization’s risk profile, operating model, and innovation goals.

The approach emphasized accountability, transparency, and repeatability:

  • AI Governance Committee Formation
    Fellsway supported the establishment of a cross-functional AI Committee, bringing together business, legal, compliance, technology, and risk stakeholders to provide oversight, decision authority, and escalation pathways.
  • AI Use Case Intake and Evaluation
    Fellsway helped design a standardized process for evaluating proposed AI use cases, assessing business value, data inputs, risk exposure, and alignment with organizational standards before approval.
  • AI Product and Model Risk Assessments
    Fellsway introduced structured AI risk assessments to evaluate model behavior, data sources, third-party AI tools, and potential impacts related to bias, security, privacy, and compliance.
  • Acceptable Use and Policy Framework
    Fellsway worked with leadership to develop an AI Acceptable Use Policy, defining clear expectations for employees regarding the appropriate use of AI tools, data handling, and prohibited activities.
  • Integration With Existing Governance
    The AI governance program was aligned with existing cybersecurity, privacy, and risk management processes to ensure consistency and avoid duplicative controls.

The Results

With the AI governance program in place, the organization gained confidence in its ability to adopt AI responsibly:

  • Clear ownership and accountability for AI decision-making.
  • Increased transparency into AI use cases and associated risks.
  • Consistent evaluation of AI tools and products before deployment.
  • Stronger executive confidence in advancing AI initiatives.
  • Reduced risk of uncontrolled or inappropriate AI use.

As the CIO shared:

“Fellsway helped us bring structure and confidence to our AI initiatives. By establishing clear governance, use case evaluation, and risk assessment processes, we were able to move forward with AI in a way that aligned with our values, risk tolerance, and business goals.”

The Takeaway

AI adoption without governance introduces unnecessary risk. AI adoption with the right governance enables innovation at scale.

Fellsway helps organizations build practical AI governance programs that balance innovation, accountability, and risk, allowing leaders to embrace AI with confidence and control.