ai testing pyramid guide for product managers (Hindi)

Learn how to build an AI testing pyramid to catch model mistakes early and save your product team from costly production bugs. Fixing an AI error in production costs much more than catching it in design. This lesson breaks down the three layers of quality assurance using a health check metaphor. You will learn to structure your evaluation strategy from the bottom up to avoid overspending on human reviewers. The wide base runs automated code tests to catch basic errors. The middle layer verifies your model integrates safely with databases without leaking data. The peak involves real humans grading the tone and helpfulness of outputs. Since AI responses are probabilistic, balancing these layers is critical. In this lesson: - Why catching AI mistakes early saves weeks of fixes - The three evaluation layers from base to peak - Balancing automated checks with human reviews - Concrete steps to align with your engineers U2xAI Academy - AI skills for product managers. यह लेसन हिंदी में है. This lesson is narrated in Hindi.