The Thoughtworks whitepaper outlines a framework for driving measurable AI success across three dimensions: technical capabilities, governance, and organizational culture. Core foundations include AI-powered products, scalable platforms, and robust data architectures. Governance focuses on operating model changes, responsible technology, and aligning strategy with execution. Cultural enablers include ROI-driven product thinking, lean engineering practices, augmented workforces, and managed change adoption. Case studies from banking, automotive, healthcare, and retail show AI’s impact on growth, customer experience, efficiency, and innovation, proving its value when integrated responsibly and strategically.

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