Resistance to European software among German enterprises has dropped by over 90 percent within a year, while migration to such solutions is gaining significant momentum.
Procurement guidelines must be converted from static PDF documents into machine-readable logic to make AI-driven procurement processes reliable and compliant.
When executives use unapproved AI tools, they undermine governance by example and force CISOs to choose between stricter policies or better tools — policies alone do not work.
AI costs depend on usage patterns and model queries, not just infrastructure capacity – classical FinOps must be extended with unit economics tracking and use-case allocation.
AI agents are not a universal automation solution – for structured processes, rule-based systems and RPA are more robust, cost-effective, and easier to control.
Formalized vulnerability disclosure programs with clear reporting processes enable vendors to prioritize and remediate weaknesses more efficiently before they are exploited.
Embodied AI systems are cyber-physical systems with hardware, firmware and supply-chain risks that go beyond software evaluations — security teams must clarify provenance, access paths, integrity, transparency and accountability before purchase.