Stop Guessing: Moving AI from "Vibe Check" to "Scalable"

"It feels like it’s working" is not a product strategy. If your AI quality assurance is just a collection of manual prompts, you aren't building a product; you're running a hobby. This session is a core component of the Impact Sprint curriculum. Ed Biden will lead a high-velocity masterclass focused on moving beyond theory to solve structural bottlenecks in AI development. In this session, Ed Biden will teach you: The 3 Levels of Testing: How to move systematically from "vibe checks" to manual test cases and metric-based evaluation frameworks. Building the Foundation: Using system traces to capture real user inputs and analyze failure modes before they reach the customer. Domain-Specific Evals: Why generic metrics fail and how to design "LLM-as-a-judge" evals that match your specific product DNA. Operational Integration: How to embed evaluations into your product cycle for continuous, measurable improvement. You will learn exactly how to quantitatively test the quality of your AI products, enabling you to build 5-month roadmaps with technical certainty.