Evaluating non-deterministic AI systems for product managers (Hindi)

Evaluating non-deterministic AI is a major challenge for product managers because the same prompt yields different results. Learn how to measure this chaos and ship reliable products. When an AI gives a perfect answer once and garbage the next time, it is a non-deterministic system. Instead of relying on a single run, evaluate output consistency over time. We use a figure skating metaphor to explain why the spread of scores reveals true model skill. Since you cannot manually review thousands of outputs, implement automated grading using a second AI. By running a prompt fifty times and analyzing the score spread, you choose the prompt delivering reliable quality. You will also learn to set a pass rate and track variance to catch model drift early. In this lesson: - Why non-deterministic systems need score spread evaluation - Using automated grading to measure AI consistency - Setting pass rates and tracking variance to catch drift U2xAI Academy - AI skills for product managers. यह लेसन हिंदी में है. This lesson is narrated in Hindi.