From Session Replays to Autonomous Improvement: Shipping the First AI Product Engineer with Milana
About this episode
The episode discusses the development of the world's first AI Product Engineer by Milana, focusing on the transition from passive analytics to autonomous improvement.
In this episode, we sit down with Rohan Katyal and Raghav Sethi, co-founders of Milana , to discuss the shift from passive analytics to the world’s first AI Product Engineer . Rather than just providing another dashboard to monitor, Rohan and Raghav are building an agentic partner that you add to your product to bridge the gap between discovery and deployment. Drawing on their experience at Meta, Yelp, and Airtable, they explore how Milana enables autonomous improvement - turning deep user intelligence into shippable code and structural refinements that act as a tireless extension of your engineering team. The conversation dives into why session replays — a mature but historically underused technology — are now a powerful data asset thanks to vision LLMs. Raghav explains how session replays are really just high-granularity logging of DOM changes, not screen recordings, and why feeding them through AI unlocks insights that traditional event-based analytics simply can’t capture. The team breaks down how they use just-in-time structuring to extract meaning from dense, unstructured session data without requiring upfront instrumentation. Rohan shares hard-won lessons from building…
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