Operationalizing AI at Scale: The Enterprise AI Factory Playbook for Financial Institutions

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Most large financial institutions now have dozens of AI initiatives underway, yet many struggle to move beyond pilots to deliver consistent, enterprise-wide impact. As AI becomes embedded in core functions, from risk and compliance to operations and customer experience, leaders are rethinking how AI is designed, deployed, governed, and scaled.
This peer discussion explores how financial institutions are evolving from fragmented experimentation to an “AI factory” operating model, one that standardizes platforms, architectures, and processes while balancing innovation, security, regulatory requirements, and business outcomes. The conversation will focus on practical lessons for operationalizing AI reliably and repeatedly across the enterprise.