From Pilot to Platform: Scaling AI with Measurable Impact

Michelle Caldwell

Synozur, USA

Michelle Caldwell, Synozur, USA

Chris McNulty, MVP

Synozur, USA

Chris McNulty, MVP, Synozur, USA

From Pilot to Platform: Scaling AI with Measurable Impact

Too many AI initiatives stall after the pilot phase — not because the tech fails, but because the strategy does. In this session, we will share a proven framework for moving from isolated AI experiments to scalable, enterprise-ready platforms.

Drawing from my work with Fortune 500s and AI-native startups, we’ll explore how to embed ROI metrics, governance, and cultural alignment into AI from day one.

Whether you’re a founder building your first AI product or a CIO scaling across business units, this talk offers a practical roadmap for turning AI ambition into sustainable impact.

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