AI Doesn’t Create Value. Organizations Do.

One thing I’ve been thinking about recently is how we measure AI’s impact on organizations.

Much of the conversation focuses on individual tasks: Can AI write reports? Draft emails? Create presentations? Summarize meetings? While these are interesting questions, I think they’re missing something much bigger.

Organizations don’t create value one task at a time.

Take a municipality, for example. Its purpose isn’t to write reports or send emails. It’s to deliver public services that improve citizens’ lives. Similarly, a public broadcaster doesn’t exist to generate subtitles or edit transcripts; it exists to create trusted journalism and inform the public. Individual tasks contribute to that mission, but they aren’t the mission itself.

This is why I think focusing on whether AI can perform isolated tasks gives us an incomplete picture of its true impact.

Writing a report 50% faster might save time, but it doesn’t necessarily make an organization better at fulfilling its purpose. The real transformation happens when AI becomes embedded in the systems that create value.

In my interviews with public servants on their perspective and approach to AI,what mattered to them wasn’t that AI could complete a specific task. What mattered was how it fit into a broader workflow while leaving human judgment firmly in place.

That distinction is important.

Two organizations could have access to exactly the same AI tools and experience completely different outcomes. One might encourage employees to occasionally use ChatGPT to draft emails or summarize documents. Another might rethink how teams collaborate, how knowledge is shared, how decisions are supported, and where employees can focus their expertise instead of repetitive work.

The technology is identical. The organizational approach is not.

Perhaps that’s why some organizations are seeing meaningful benefits from AI while others are struggling to move beyond experimentation. AI doesn’t automatically create value. Organizations create value. AI simply has the potential to strengthen the way that value is delivered.

As AI continues to evolve, I think we need to shift the conversation. Instead of asking, “Can AI do this task?” we should be asking, “How does AI help this organization better achieve its purpose?”

That feels like a much more interesting question and, ultimately, a much more useful one.