Pretty Models, Ugly Data: Why AI-ready data is non-negotiable.

 LLMs on bad data hallucinate with confidence. We unpack what "AI-ready" really means for UBO, sanctions, PEP and adverse-media data. Data structured for machines, not humans. Ten years of building this layer before the hype — and why the data, not the model, is the real differentiator in compliance AI.