Advances in computer hardware and computer methods are aimed at speeding up and improving all aspects of the typical drug discovery cycle (design-manufacture-test-analysis (DMTA)). Protheragen-ING has applied data-driven synthetic prediction tools to accelerate the synthesis of new molecular entities and reduce the rate of failures. https://wavefunction.protheragen-ing.com/services/computer-aided-chemical-drug-synthesis.html