Why Off-the-Shelf AI Solutions Often Don't Work

Organizations do want to start using AI. That much is clear. But where do you begin? In practice, you often see the same pattern: there’s no clear direction, no framework, and no coordinated approach. The result? Departments or individual employees start experimenting on their own. At the same time, other organizations completely block the use of AI out of fear. Fear of data breaches. Fear of what systems “see.” Fear of losing control. And that is exactly where the real problem arises.

The downside of bans

When organizations ban AI or fail to provide adequate support for it, its use doesn’t disappear. It simply shifts. Employees who already have personal experience with tools like ChatGPT, Gemini, or Copilot will start using them for work—but through their personal accounts. These are often free versions, without clear oversight or data protection.

And that’s where things go wrong. Not because of technology, but because of behavior. More and more often, we see data breaches caused by human actions. Not because someone has bad intentions, but simply because someone wants to do their job more efficiently.

Control or trust

The key question for organizations is not: “Should we allow AI?”
The real question is: “How do we ensure that people use AI in the right way?”

That’s where the balance lies: between control and trust. Control when it comes to policies, frameworks, security, privacy, and legislation. And trust when it comes to giving people the freedom to experiment and learn, to make mistakes and improve. And that balance is missing in many organizations.

The first step isn't technology, but raising awareness

A successful AI approach doesn't start with tools, but with people.

Employees need to understand:

  • How AI Works
  • What the risks are
  • What is and isn't allowed
  • How the organization handles this

Without that foundation, the result is either stagnation or chaos. Fortunately, legislation such as the EU AI Act is now helping organizations find their way forward. But legislation alone is not enough. It must be translated into action.

AI literacy is therefore not just a nice-to-have. It is the foundation.

Without that foundation, the result is either stagnation or uncontrolled use. In either case, the value of AI goes untapped and the risks increase.

This means that the first step isn’t about technology, but about creating the right conditions and raising awareness within the organization. From that foundation, AI can then be implemented in a controlled and responsible manner. The AI Kickstart helps organizations take that step in a concrete and manageable way.