Gamification, Internet of the Lab Tools, Digital Twins, Machine Learning / Artificial Intelligence combined with automation are pivotal tools to move research and its operations into the digital age.

Presented concepts and solutions highlight that digital twins are disruptive for every lab and enable the AI / ML pipelines in the future combined with ready-to-apply and quality assured catalysts, reagents, building blocks (SMOLE). The presentation shows Chemspeed’s top-down and bottom-up digitalization approach (ArkSuite Sofia) combined with its unique, proprietary protocolling that is shaping the R&D sphere.