Data Governance & Integration

The July 2025 revision of the ECB guidelines requires banks to strategically realign internal models. Key points: 1) Artificial intelligence and machine learning are permitted, but only in an explainable form and under strict governance. 2) Top management is explicitly responsible for the quality and compliance of all models. 3) CRR3 requirements and climate risks must be proactively integrated into credit, market and counterparty risk models. 4) Approved model changes must be implemented within three months, which requires agile IT architectures and automated validation processes. Institutes that build explainable AI competencies, robust ESG databases and modular systems early on transform the stricter requirements into a sustainable competitive advantage.

Transform your AI from an opaque black box into an understandable, trustworthy business partner.

AI fundamentally changes software architecture. Identify risks from black box behavior to hidden costs and learn how to design thoughtful architectures for robust AI systems. Secure your future viability now.

The seven-hour ChatGPT outage on June 10, 2025 shows German companies the critical risks of centralized AI services.

AI risks such as prompt injection & tool poisoning threaten your company. Protect intellectual property with MCP security architecture. Practical guide for use in your own company.

Live hacking demonstrations show shockingly simple: AI assistants can be manipulated with harmless messages.