Only one-third of IT asset management teams can reliably account for costs and benefits of AI projects, while over 50 percent report AI spending without measurable added value.
Companies lose control over AI deployments not due to technology, but because their governance processes move slower than the speed at which employees productively use generative AI.
Autonomous AI agents require new security controls for identity management because their lack of human oversight undermines classical access control models.
OpenAI offers specialized AI tools for automated detection, validation, and remediation of security vulnerabilities to scale vulnerability management in large organizations.
NIS2 mandates organisations in critical infrastructure and essential services to implement enhanced cybersecurity measures and establishes a binding compliance framework with enforcement mechanisms.
Approximately 30,000 German companies under NIS2 must establish whistleblower reporting channels and must meet standards for confidentiality, protection against retaliation, and documentation.
AI realizes its full potential in product development only when it accesses product data systematically across the entire lifecycle—not as an isolated tool, but as an integrated component of a continuous lifecycle platform.
