Enterprise AI spend is doubling year over year. Only 28% of use cases hit their ROI targets, and 42% of 2025 initiatives were scrapped. Governance is now the fastest-growing line item in the AI budget – and the deciding factor between agents that pay back and agents that burn. (Note: Read more
Traditional machine learning models are narrow in scope: a fraud detection model flags transactions; a credit scoring model outputs a risk score. Their failure modes, while consequential, are generally bounded and measurable. Generative AI (GenAI) – large language models, image generators, code assistants, and multimodal systems – is different in Read more
The headline finding from almost every major research survey of 2024 and 2025 is the same: organizations have adopted AI far faster than they have built the governance structures to manage it responsibly. The McKinsey 2025 State of AI report documents a clear governance gap. In 2022, respondents reported actively Read more
