Model Management

Centralize the management of AI across your enterprise

Managing Enterprise AI Operations just got easier.

Having a handle on how AI is being used within your organization is no longer a dream – the Modzy platform allows you real-time insight into and management of all of your AI models at scale. Eliminate risks from ‘Shadow AI’ with a comprehensive model management system, recognized by industry analysts such as Gartner and Cognilytica for its capabilities in MLOps, ModelOps and model management.

Modzy provides a mechanism for managing the lifecycle of model creation and operationalization (MLOps), as well as ModelOps, which focuses on the governance and lifecycle management of models. We monitor performance in real-time, as well as managing ongoing governance and security, with audit functionality to meet any compliance needs for your industry.

In line with industry best practices, Modzy offers the following key model management features:

Model Marketplace

Model versioning, training data provenance, model metadata, performance metrics, schema file for API parameters, etc.

Model Manifestation

Manifests include the model, dependencies, inference scripts, sample data

Model Servicing

Handled via API and containerization framework

Model Monitoring

Tracking models in production, such as model performance metrics, model runtimes, and success rates to identify when retraining is necessary

Embedded Governance

Modzy’s approach to model management enables embedded governance, which allows you to maintain a centralized view of how AI is being used across your enterprise in real-time.

  • Track AI usage 24/7 through our Model Operations Dashboard and detailed audit logs
  • Keep your AI on lock with roll-based access controls (RBACs), API key management tools, and custom authentication options
  • Avoid the pitfalls of consumption-based pricing with real-time insight into model operations, performance, infrastructure usage, and costs
  • Ensure only the best AI models are approved for enterprise use with custom approval workflows
  • Accessibility is must for today’s diverse workforce, and Modzy is compliant with WCAG 2.0 Level AA Success Criteria

Key AI stakeholders love Modzy’s approach to AI model management.

Data Scientists

  • Quick process to package and deploy models, with automatic versioning
  • Model monitoring helps to identify when a model drifts significantly and it’s time for retraining
  • Infrastructure control to easily specify required resources for deployment

Developers

  • Easily integrate AI models into existing applications with a few lines of code via our APIs and SDKs
  • Customizable model auto-scaling to allow you to control how your infrastructure is used and reduce latency for high-frequency jobs

IT and Cybersecurity Leaders

  • Centralized location for AI management across the enterprise, as well as a way to identify any duplication of efforts and opportunities for cost savings
  • Easy way to access performance and audit logs for compliance purposes
  • Role-based access controls and better approach for managing AI security

Overview of Governance and Model Management in Modzy

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