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Apps and AI Workflows
Enterprise-Grade ML and Application Workflow Management with Kubeflow & Argo
Accelerate your machine learning model development and software delivery with OpsMx Apps and AI Workflows module. Built on open-source Kubeflow and Argo Workflows, this module helps MLOps and platform teams implement complex pipelines to build, train, test, and deploy ML models and applications securely, scalably, and with full visibility.
With built-in policy enforcement, delivery intelligence, and integrations with the rest of the OpsMx Delivery Flow (like Delivery Shield, Progressive Delivery, and CI/CD Insights), your teams can focus on innovation—not plumbing.
Key Features of Apps and AI Workflows
Open Source Powered (Kubeflow + Argo Workflows)
- Use Kubeflow to define and run ML pipelines, from training to serving, across environments.
- Orchestrate CI/CD and ML tasks with Argo Workflows, optimized for Kubernetes-native execution.
Unified App + ML Workflow Support
- Manage application and model pipelines in one control plane for improved governance.
- Automate full lifecycle workflows—from code and model build to deployment.
Policy-Based Controls (with Delivery Shield)
- Apply pre-deployment policy checks on both containerized apps and ML models.
- Enforce CVE scanning, compliance gates, and RBAC-based approvals.
Real-Time Visibility & ML Delivery Intelligence
- Correlate model workflow performance with application delivery metrics using OpsMx Insights.
- Gain observability across the full delivery chain with integrated logs, metrics, and events.
Centralized auditing & governance
- Maintain detailed audit trails for all deployments across teams, environments, and CD pipelines.
- Ensure compliance with industry standards (SOX, HIPAA, GDPR, etc.) by logging deployment changes and user actions.
Enterprise-Ready Support & Services
- Get expert help for deploying, scaling, and operating Kubeflow and Argo in production.
- Receive ongoing support, updates, and enhancements tailored to enterprise environments.
Key Benefits of Apps and AI Workflows
5X Faster
ML model deployment and delivery across environments.
80% Reduction
In manual setup of ML pipelines using pre-built templates and integrations.
Unified Visibility
Across model training, validation, and app deployment pipelines.
Resources for Policy & Governance for Software & AI
Datasheet: OpsMx Delivery Flow
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Blog: Get started with Argo CD
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