Executive Takeaway Generative AI does not validate a market, prove product-market fit or determine whether customers will pay. It can, however, help leaders test assumptions faster and more rigorously: mapping markets, identifying competitors, preparing customer discovery, challenging business models and defining the next cheapest experiment. Used with verified sources and real customer evidence, AI can help organizations learn before they spend. Generative AI for Market Rese

Executive Takeaway For startups and small businesses, Generative AI can become more than a productivity tool. When embedded into repeatable workflows for research, product development, sales, support and operations, it can help lean teams increase execution capacity, accelerate learning and preserve scarce capital. The advantage does not come from adopting the most tools; it comes from operationalizing AI with clear priorities, human accountability and practical controls. Ope