Purpose-led AI Strategy and Human-AI Collaboration Governance

AI value capture remains elusive (95% failure rate, BCG 6% leaders). New frameworks address tokenomics, work redesign, non-human identity management, and two cost curves (tech/human). AI compliance gaps persist (only 48% human-in-the-loop). Recent additions: Cloud Security Alliance white paper on AI risk governance (cultural, shadow AI), Deloitte five-step board guide, Wharton risk categorization for financial services. Boards must integrate these into oversight of AI deployment and ROI.