
From Pilot to P&L: Scaling AI with Financial Discipline
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Enterprise AI is entering a new phase, one defined less by experimentation and more by measurable business value.
In this summit panel episode of Technovation, Steven Norton speaks with Richard Jardim of CIBC, Sears Merritt of MassMutual, and Shekar Pannala of The Hartford about what it really takes to scale AI responsibly inside large, highly regulated enterprises.
The discussion explores how leading organizations are rethinking software development, governance, operating models, and financial discipline as AI capabilities rapidly evolve.
Key topics include:
- Moving from AI pilots to measurable P&L impact
- Reducing feature lead times through AI-enabled development
- Modernizing legacy systems with GenAI
- Building governance-by-design operating models
- Managing the shift to consumption-based AI economics
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