Building AI-Powered Products: An Intermediate Guide for Product Managers
Master the skills to build AI-driven products that meet user needs and drive business value. Transform your product management approach with practical insights and frameworks.
Segment 00: Welcome to the Course: Course Overview
Segment 01: Introduction to the Course
Segment 02: Module Introduction
Segment 03: How AI Products Differ from Traditional Software
Segment 04: AI Capability Types and Product Use Cases
Segment 05: AI Product Maturity: Rule-Based to AI-Native
Segment 06: Framing AI Features as User Problems, Not Technology Demos
Segment 07: Data Readiness for PMs: Availability, Quality, and Labeling
Segment 08: Common Pitfalls in AI Product Discovery
Segment 09: Writing AI Feature Requirements and Defining Performance Boundaries
Segment 10: Choosing Between Prompt-Only, RAG, Fine-Tuning, and Agents
Segment 11: Minimum Viable Model Thinking for AI MVPs
Segment 12: Reading: AI Readiness and Strategy for Product Leaders
Segment 13: Hands-On-Learning: Evaluate and Scope an AI Feature Opportunity
Segment 14: Quiz: Scoping AI Features and Choosing the Right Solution
Segment 15: Module Introduction
Segment 16: Precision, Recall, Accuracy, and F1 for Product Managers
Segment 17: Defining AI Success Metrics That Bridge Model and Product Outcomes
Segment 18: When Is the Model Good Enough to Ship?
Segment 19: UX for Non-Deterministic and Probabilistic AI Outputs
Segment 20: Designing Transparency, Confidence, and Human Oversight
Segment 21: Feedback Loops That Improve AI Products Over Time
Segment 22: Bias, Privacy, and Regulatory Risk in AI Products
Segment 23: Launch Strategies, Monitoring, and Post-Launch AI Operations
Segment 24: Roadmapping AI Products: Model Iteration, Features, and Cost Trade-Offs
Segment 25: Course Wrap-Up
Segment 26: Reading: Designing AI Interfaces for Trust and Transparency
Segment 27: Hands-On-Learning: Build an AI Launch-Readiness Scorecard
Segment 28: Quiz: Launching, Governing, and Scaling AI Products
Segment 29: Project: Create an AI Product Brief for a Trustworthy AI Feature