ChemOS Inc. is an AI software startup; the Chemical Operating System for Industry 4.0. Our technology accelerates innovation and makes process optimization and materials discovery better, faster, and cheaper. The ChemOS platform fully integrates AI, machine learning, high-performance computing and robotics with natural sciences. Our software can operate with limited data, with or without robots, or in computer simulations. It currently outperforms state-of-the-art methodologies (DoE and HTE) by up to 34x.