Actually pharma companies have used computer simulations to create new drugs from existing ones for a while, but the search was guided mostly by the theory of pharmacophores, which was a more or less empirical theory. What's really cool about Alán's work is that he's replaced the pharmacophore theory with a deep neural network, so it can actually "learn" what works and what doesn't and come up with new answers that would be unavailable otherwise.