AI is changing how products are built, how teams operate, and where bottlenecks show up inside organizations. In this episode of TechDogs Discover Dialogues, Nikhil Sonawane speaks with Justin Stottlemyer from Intuit about scaling AI responsibly, getting data AI ready, integrating agentic systems, and building the evaluation strategies that make non deterministic systems dependable in production.
Justin shares lessons from decades of building at scale and explains why today’s AI shift is not just another digital transformation wave. It is a deeper disruption that forces new thinking around architecture, collaboration, governance, and leadership.
In this episode, we cover:
• Justin’s journey across early internet and commerce platforms and what it taught him about availability and scaling
• Why thinking in 1000x forces better architectural decisions than 10x planning
• What changes when LLMs, agents, and multimodal systems enter the production stack
• Data readiness for AI and why access, security, and structure matter more than ever
• The real architectural challenge: coordination overhead across teams, not just tools
• FinTech AI: combining non deterministic reasoning with deterministic APIs for accuracy and trust
• Human in the loop and validation strategies to reduce risk in AI powered workflows
• Build vs buy in AI: what to develop internally and what to leverage externally
• Evals and the Agentic Development Lifecycle, and why evaluation strategy is now a core competency
• Leadership for AI first organizations: gateway mindset with guardrails
Key takeaways:
• AI changes the pace of delivery, so leaders must measure where the next bottleneck is.
• Data must be AI ready to unlock real value, without compromising security.
• Non deterministic systems still need rigor, testing, and evaluation loops across the lifecycle.
• The winners are teams that democratize access safely and invest in education and adoption.
About the Guest:
Justin Stottlemyer is a Distinguished Engineer at Intuit and part of the FinTech AI Center of Excellence, where he focuses on AI transformation, developer productivity, and building scalable foundations for agentic experiences.
If you’re exploring enterprise AI, agentic workflows, FinTech innovation, developer productivity, eval strategy, or AI leadership, this episode is packed with practical insights
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