Atinary is a machine learning deeptech startup based in Lausanne and Silicon Valley with the mission to accelerate process optimization and R&D of breakthrough materials and molecules. The name Atinary comes from the verb in Spanish "atinar", which means hit, as in hit the target. Atinary's leading ML technology optimizes experimental planning, orchestrates workflows, and hit targets 10 to 100 times faster. Accelerating R&D matters because materials are essential to improve our lives and tackle some of humanity’s biggest challenges. For example, better materials are key to reduce pollution and address climate change, and to improve health. We need better materials to get rid of microplastics and to develop a) more affordable batteries that last longer and are not toxic; b) more efficient solar cells that can be deployed everywhere; and c) more effective carbon capture, use and sequestration tech. Similarly, to discover new medicines and vaccines, we need to find the optimal conditions to hit the right molecules. Fortunately, there are more molecules and materials waiting to be found than visible stars in a starry night, or grains of sand on Earth. Thus, the opportunity is immense! Products: Atinary’s proprietary ML algorithms can be seamlessly deployed in existing workflows using Atinary’s code-free software platform, SDLabs. SDLabs enables the labs of the future, these are Self-driving Labs™ or closed-loop Materials Acceleration Platforms (MAPs). With SDLabs users can deploy ML algorithms to solve multi-objective optimization problems with multiple parameters, including categorical variables and non-linear constraints. Thus, SDLabs users can hit optimal chemical reactions to find the best materials and molecules in months or weeks, instead of years. Atinary’s code-free ML platform has proven applications across industries and sectors, including in pharma, biotech, chemicals, materials, cosmetics, and climate tech.