Out of the Valley of GenAI Disappointments: A Way Forward

Generative AI (GenAI) is currently a significant topic within many organizations, but the expected benefits often fail to materialize. The technology ranks high on Gartner’s Hype Cycle, but that does not mean companies are actually reaping the rewards of their investments. It is crucial to develop strategies that help overcome the ‘valley of disappointments’ and truly create value.

Summary

• Companies are actively experimenting with GenAI, but excessive expectations lead to disappointments.
• The quality of data and the human component are critical to the success of GenAI.
• Small, incremental steps are more effective than revolutionary ambitions to emerge from the valley.

Understanding the Challenges

The ‘valley of disappointment’ is a recognizable phase in the adoption of new technologies. Many companies are excited about Generative AI, but the results often fall short. It is essential to systematically investigate why these successes are lacking. This concerns not only the technology itself but also the people working with it.

The Role of Data and People

Scientific research shows that employees must retain some control over systems. They should not serve as a last resort for decisions where the AI system falls short. Many companies overestimate the quality of their data, while the adage ‘garbage in, garbage out’ still holds true. Whether it concerns interim management or other processes, the impact of data cannot be overstated.

Step by Step Forward

Instead of striving for revolutionary changes, it is important to focus on incremental steps. The new tools are not capable of taking over everything, but they can significantly improve the productivity and quality of routine tasks. A clear example is data cleaning, where GenAI can add value. In many cases, optimization remains better handled by more traditional advanced planning systems.

A Long Journey

Bridging the ‘valley of disappointment’ is not a matter of speed, but of thoughtful steps. The Chinese philosopher Laozi already stated: ‘A journey of a thousand miles begins with a single step’. For organizations, this means that those who stop experimenting miss opportunities to learn. At the same time, one must be cautious not to proceed blindly without evaluation, as this leads to wasted resources. Reaching the ‘plain of productivity’ does not require higher speed, but a smarter approach.

Essentially, the valley can even be a favorable place to lay a strong foundation for future success.

Source: Henrieke Wagenvoort, Fri, 21 Nov 2025 09:58:25 +0000, link