Machine Discovery is an Oxford University spinout delivering a platform for optimisation, advanced statistical inference, and massive acceleration of computational simulations. The company leverages neural networks technology to replicate and accelerate simulations, thereby obtaining results many orders of magnitude faster than conventional simulation tools.