Why alignment can’t stay on the sidelines of AI adoption

As global AI spending tops $2.5 trillion this year, many companies still aren’t seeing meaningful returns. With rising pressure to justify investments, they’re betting on AI agents to right the ship. But if agents are going to deliver the value companies are waiting for, alignment with human judgment can’t be an afterthought. CONTAINMENT VERSUS ALIGNMENT As companies stand up their AI governance programs, they often begin with inventories, security guardrails, access policies, and monitoring. I call this containment. Think of it as the brakes in a self-driving car. It is the programming that allows systems to respond to stop signs, traffic lights, and other formal rules of the road. Containment tells the system what it can’t do. But AI agents are forcing businesses to confront a more existential challenge: embedding human judgment into autonomous systems that make decisions at AI speed. How do we design AI to operate within an organization’s values, policies, risk tolerance, and understanding of context as conditions change? This is alignment. Alignment helps determine what the system should do when the right answer depends on context. While guardrails can stop an agent from crossing a line, they don’t tell an agent how to exercise judgment when no line is clearly marked. Think of it as the self-driving car’s ability to read context and yield to a funeral procession, even when there is no law in place. This includes compliance with policies, data use rules, and ethical guardrails, but it also means anchoring agents to the actual business outcomes the organization is trying to drive. An agent that follows every rule while drifting from the company’s strategic priorities and brand promise is still misaligned. Employees often apply this judgment as second nature. We observe behaviors over time, we recognize regional and cultural nuances, we challenge an idea that looks good on paper but fails in the real world, and we understand when methods compromise the outcom