Breaking Banks After the Demo: When AI Stops Impressing and Starts Mattering
Apr 9, 2026
John Sun, CEO of Spring Labs, builds practical AI products for finance. Prashant Mehrotra, Chief AI Officer at U.S. Bank, runs enterprise AI strategy. They discuss AI moving from demos to measurable commercial value. Topics include faster sales cycles, embedding intelligence into products, regulatory and cultural tradeoffs, when generative AI is appropriate, and keeping humans accountable.
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Startup Saw Customers Move From Pilots To Installs
- John Sun recounts Spring Labs' sales evolution from exploratory pilots to compressed cycles as customers gained AI readiness.
- Early clients often treated Spring Labs as their first AI product; later customers already had internal AI tooling like private LLMs.
Make AI A Companywide Transformation
- Treat AI as a transformational, organization-wide effort not a siloed specialist project.
- Prashant Mehrotra says centers of excellence must evangelize, educate, enable building, and execute with the whole company.
AI Should Fade Into The Product
- The best AI becomes invisible: intelligence should be embedded across products rather than billed as a separate feature.
- Prashant stresses products shouldn't feel like "doing AI" but just doing the job better.