What changes to operating models, workforce capabilities, and organizational structures are required to embed AI effectively and realize long-term value? 

As AI adoption accelerates, where are institutions delivering measurable operational impact and demonstrable ROI across the financial crime lifecycle? 

Which AI use cases have successfully progressed from proof of concept to production, and what factors have enabled sustainable deployment at scale?