White Papers

Formulations development has unique challenges associated with the vast spectrum of possible ingredient combinations and the complex rules that govern their mixing. Learn how we address these challenges with formulations-specific AI and data management approaches.

Learn how Machine Learning for Materials and typical AI applications are different. See how Citrine has overcome these difficulties and why off-the-shelf open source AI will require a lot of tailoring to make it work in this space.

Learn how materials informatics can systematically improve return on investment (ROI) for new product development, with a platform that becomes more powerful with each new project.

Learn how data can be used to accelerate materials development. Read about the principles of good data management. See how Citrine's Platform supports data management in a way that is tailored for materials and chemicals industries.