The doc.ai platform makes it easy for anyone with a smartphone to participate in studies. Our multi-omics modules optimize data collection as well as patient report outcomes. We incorporate patient expertise and iterative, mobile-first design from user testing and data analytics. Combining on-device computer vision with our neural nets, we leverage high-level understanding from pictures, videos, voice, and chat.