The interpretation and labeling of complex, large-scale data necessitates costly expert resources. SciSwipe develops software to transform complex data to simple images. The transformation enables data interpretation at scale by non-experts. We leverage synergies between algorithms and non-experts for high accuracy and fast labeling of as of yet unexplored data. We allow customers to unlock the value of their complex, large-scale data, starting with the life science sector in Switzerland.