Quantum computing is accelerating materials science by providing researchers with tools to better understand the secrets of matter at the molecular level. This fireside chat will cover how quantum computing is outperforming traditional computational approaches with real-world examples demonstrating superior scaling and accuracy. They will highlight advancements in coherent annealing quantum computing and the impact on minimizing thermal noise, allowing researchers to explore what was previously inaccessible.