From initial discovery to regulatory approval, life sciences companies face formidable obstacles, including high costs, lengthy timelines, and a high rate of failure. Clinical research is typically costly for sponsors and burdensome for providers and patients. However, new methods and approaches, such as integrated evidence generation using real-world data and new technologies, such as study automation platforms, are accelerating the path from start-up to readout and reducing burden.