C3 AI Suite stores a complete time-based lineage of data and machine learn pipelines, which means the origins and internals of a model or prediction can be audited or replayed from any point in time.
All C3 AI ML Pipelines are fully integrated with leading interpretability methods like Lime, SHAP, ELI5. Interpretability results are stored, making it easy to integrate Explainability directly to the live application.
Assess and configure the right level of automation with “human-in-the-loop” AI supervision and decision making. Configure when to automatically retrain and promote models based on key performance metrics and checks, or set up an expert approval process.
Meet rigorous security and governance requirements with rich metadata including your full model history, including model signing and verification, data lineage and versioning, and access control for all modeling artifacts (including notebooks, input data, features, models, and outputs).
All user interactions with models and other APIs are centrally logged and monitored. Alerts are configured to signal data drift, performance issues, or anomalous events.