Artificial intelligence offers many benefits but also causes some risks. So far, transparency and accountability have often been seen as appropriate “countermeasures” against negative impacts. But a theoretical analysis of these concepts shows that new regulatory models, for example auditability and observability, are better able to avoid undesirable algorithmic data processing and unjust power imbalances. Thereby, soft law instruments containing normative guidelines should complement governmental regulations.