German health insurance companies are obliged to check billings for accuracy. The effort involved is enormous and the use of machine learning promises great optimization potential. The talk presents the experiences made here by SpectrumK, a provider of data services for health insurance companies. It will be discussed that different regimes (e.g. drugs, hospital stays, home health care) come with different requirements for the machine learning technology used and how integration into existing processes can succeed.