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Learn how to build winning AI products in today's hyper-competitive landscape through this 14-minute conference talk from the AI Engineer World's Fair. Discover strategies for finding market opportunities within saturated markets filled with incumbents, well-funded startups, and countless competitors where shipping basic functionality has become trivial but true differentiation remains brutally difficult. Explore how Reforge developed AI agents for large-scale user feedback analysis, real-time market analysis, feature impact modeling, and continuous user research, fundamentally changing their approach to product development. Master techniques for using real-time feedback analysis, competitive monitoring, synthetic users, and AI-native research methods to understand product impact before launch. Understand how to architect workflows that effectively combine human intuition with machine intelligence for successful product shipping. Address common challenges including vague specifications, shifting goals, and the current trend of engineers doing product management work while product managers create prototypes, focusing instead on the critical question of what to build and why it will succeed in the market.
