Turn AI Harms into Operational Risk

Responsible AI principles are essential, but principles alone cannot guide an organization through a real-world incident.

As AI becomes more deeply embedded in business operations, organizations need a consistent way to recognize, classify, investigate, and respond to AI-related harms, hazards, and near misses.

This white paper explains why AI harm should be treated as an operational incident response challenge and how organizations can begin building a shared foundation for action.

KEY TAKEAWAYS

• Understand why AI harm is an operational risk, not solely an ethics concern

• Learn what should qualify as an AI incident, hazard, or near miss

• Explore how AI incidents differ from traditional privacy and security events

• Establish a common internal vocabulary for investigation, escalation, and reporting