Analysis of the data takes place in Spot re which is connected to all experimental, chemical and analytical data. We take screenshots of these results, put them into the Google Slides presentation combined with conclusions and screenshots of selected chromatograms. The presentation is archived in the ELN and serves as the backbone for customer communication, although customers also have access to all raw data using the Spot re web client. We also use the Spot re application to inform plate designs, be it follow-up plates or initial screens for newly submitted transformations. We see that our customers like HTE and that they have a clear preference for coupling reactions (Figure ). We also observe that our success rates vary greatly with reaction type. Seeing that we nd an acceptable solution for little over fty per cent of Suzuki-Miyaura couplings is unexpected, but may be a result of survivorship bias. Moreover, the success rate only considers reactions that were submitted for screening. It doesn't take into account reactions where our cheat sheets 21 already yielded satisfactory results. Customer preferences change over time as do their targets.