AI agents accelerate catalyst discovery from simulation to scale-up

Artificial intelligence is rapidly reshaping one of chemistry’s most complex and consequential fields: catalysis. From automating painstaking computational workflows to uncovering hidden patterns in vast datasets, AI tools are empowering scientists to design, test and scale new catalysts faster than ever before. But while early successes are already emerging – from accelerated simulations to autonomous lab experiments – the real promise lies in transforming a discovery process that can take decades. As researchers, start-ups and tech giants alike race to harness this momentum, the question is no longer whether AI will change catalysis, but how far and how fast it can go.