Orchestrate and automate the operationalization of models throughout their life cycle.
Govern
Pass audits and comply with regulatory and business guidelines with automated governance workflows
Monitor
Optimize model performance with real-time performance monitoring
Manage
Accelerate time to production with predefined model life cycle processes that are easily customized
Continuously enforce risk controls and compliance checks
- Maintain a comprehensive production model inventory
- Enforce conditional approvals and compliance controls using a rules-based engine
- Enable systematic reproduction of training, evaluation and scoring of each model version
- Integrate with your MRM systems and automate governance workflows, including approval processes
- Manage end-to-end model lineage that consists of a collection of each step in the model’s lifecycle for full auditability
Automatically detect and remediate model performance issues
- Real-time monitoring of model statistical and infrastructure performance, data quality and data drift
- Trigger and orchestrate model refresh, retraining, and redeployment
- Integrate with DevOps, IT systems and business applications for end-to-end monitoring
- Alert and notify stakeholders when established model controls are exceeded
Orchestrate and execute every step in the model life cycle, for every model
- Establish model life cycles for each and every model across the enterprise
- Support all types of analytic, AI and machine learning models
- Manage model dependencies
- Easily add new technologies and applications to model life cycles with Restful APIs
ModelOp Center is at the Core of AI Orchestration
