Free Lesson
From Proof to Profit: Scaling AI That Works
30 min
Nov 12, 2025 12:00 PM
Virtual (Zoom)
In this video
What you'll learn
Diagnose why AI initiatives stall
Identify the real organizational and feedback bottlenecks that stop pilots from scaling.
Shift from Proof of Concept to Proof of Impact
Use a simple diagnostic model to reframe your projects around measurable business outcomes.
Map your first feedback loop to link data, decisions, and me
Visualize the connection between data, decisions, and results to build systems that learn and improve.
Why this topic matters
Everyone’s under pressure to “do something with AI,” but few can prove it delivers results. This session helps leaders shift from Proof of Concept to Proof of Impact, designing feedback loops that turn experiments into measurable outcomes. You’ll leave with a framework to evaluate pilots and a roadmap to scale what drives impact across any organization.
You'll learn from

Dr. Ramya Ravichandar
PhD in CS | AI & Product Leader | Advisor to Fortune 100 Enterprises
Previously VP at Jones Lang LaSalle
