Part 3 — Operational AI

Short summary

Operational AI (workflows, automations, decision systems) is distinct from generative models and autonomous agents. Because operational systems act with real consequences on infrastructure, legal and ethical risks concentrate here. Most organizations conflate categories, causing governance failures; proper distinction is essential for effective risk management.

• •Operational AI is the execution layer—workflows and decision systems that take real actions, not models or chatbots
• •Regulatory and compliance risk is highest here because these systems affect real people and infrastructure with real consequences
• •Collapsing categories (operational vs functional vs agentic) causes governance failures and harm misattribution

Generated with AI, which can make mistakes.