Authentrics.ai provides software (containerized or SDK) for the AI/ML Ops engineer or data scientist. It can be deployed in cloud, on-prem, or air-gapped environments. The containerized version supports most open-weight models (CNN, RNN, GNN, LLM, ..) and the SDK version supports any model through PyTorch, TensorFlow, etc.. The core functionality is provide Measurement and Intervention directly on the models providing deep insight and control of how training affects the model, the models behavior, and efficient mechanisms to correct and modify them for the most accurate behavior.