New materials are critical to unlocking technological innovations to fight climate change. However, the status quo for bringing these materials to market is often a decades-long process.  To meet global sustainability needs and sharply curb global emissions, we must bring breakthrough products to market faster and more sustainably.  At Citrine Informatics, we are working toward this mission by deploying ML for materials discovery at some of the world’s leading materials and chemicals companies. In this talk, I’ll outline Citrine’s approach to ML-driven materials discovery and share some case studies of its application to sustainability-oriented use-cases.