The more powerful AI systems become, the greater the risk of opacity, loss of control, and unclear responsibility. Traditional governance and control mechanisms were developed for deterministic IT systems – not for learning, adaptive, or agentic systems. [SEG 8] For companies, this development becomes critical because a lack of trust not only creates regulatory risks but also hinders the acceptance, scaling, and economic benefits of AI.
What does this mean for companies?

