This document discusses transitioning a company to a lean approach. It describes how the company is dealing with large amounts of raw data from various sources and markets. It discusses hypotheses for new products using foursquare data and social media solutions. It emphasizes the importance of clearly defining problems, solutions, and metrics for experiments before deciding to pivot business strategies or products. It also describes challenges with tracking users that interact with both the company's website and APIs.