Small anomalies or deviations from checklists and work/safety instructions can cause high follow-up costs. DeepEyes supports operators on the biopharmaceutical shopfloor in their repetitive tasks. Like invisible cobots, the DeepEyes solutions automate the detection of activity errors and object anomalies. DeepEyes solutions run on standard cameras, on-device. They provide data/privacy secure complex error recognitions for biopharmaceutical manufacturing. Production delays, downtimes, material loss, reputational damage, as well as work accidents can be largely mitigated. The produced data shorten investigation times after in-process contaminations. Production becomes safer and more effective.