Synthetic Users: AI Validation for Founders, Investors, and Innovators (Academic Edition)

A Textbook on AI Validation for Demand and Strategy

A staggering number of ventures fail-not for lack of effort, but because they commit time, capital, and effort before they understand whether real demand exists. Synthetic Users meets that challenge with a structured, research-grounded approach to evaluating ideas, testing assumptions, and analyzing likely demand before significant resources are committed.

A New Method, Grounded in Theory

This book introduces synthetic validation: the disciplined application of AI-generated personas, users, and customers to model how a market is likely to respond before a product exists. By simulating customer reactions and varying decision variables early, organizations can reduce uncertainty and make sharper strategic choices.

Designed for Students, Researchers, and Innovators

Written as a textbook, Synthetic Users pairs conceptual depth with a complete pedagogical framework. Each chapter includes:

• Learning Objectives that frame each chapter's goals
• Mini-Cases and Practitioner's Boxes connecting theory to practice
• Key Takeaways and Key Terms for review and revision
• Discussion Questions for seminars and independent study
• Applied Exercises that turn concepts into hands-on practice

For the Classroom and the Field

Suitable for courses in entrepreneurship, innovation management, product strategy, and applied AI-Synthetic Users helps the next generation of founders, analysts, and scholars move beyond guesswork toward evidence-based decisions.