We are excited to announce the general availability of the Azure Native integration with Arize AI, unveiled at Microsoft Ignite 2024. This integration brings advanced AI observability and evaluation capabilities directly into the Azure ecosystem, enabling data scientists and ML engineers to monitor, troubleshoot, and improve their models with ease.
Why Arize AI?
Arize AI addresses critical challenges in AI observability and evaluation, offering:
- Real-time model monitoring to detect performance degradation
- Automated root cause analysis for faster troubleshooting
- Bias detection and mitigation to ensure fairness
- Performance tracking across different segments and cohorts
- Seamless integration with Azure ML and other Azure services
Azure Native Integration: Enterprise-Grade AI Observability
Arize AI is deeply integrated into Azure across four key dimensions:
|
Category |
Azure Native Capabilities |
|
Security & Compliance |
Azure AD, RBAC, and policy inheritance |
|
Deployment |
Provision and manage Arize AI applications using Azure portal, ARM templates, CLI and SDK |
|
Resource Management |
Instant provisioning, elastic scaling, cost-optimized infrastructure, single sign-on |
|
Procurement & Billing |
Available via Azure Marketplace with integrated billing |
Cloud-Native + AI-Native: The Future of AI Observability
Arize AI delivers an intelligent observability platform:
- Auto-generate insights from model performance data
- Risk-based prioritization using historical performance and business impact
- Conversational debugging with natural language queries
- Predictive performance degradation detection and auto-healing
Together, they form an AI observability engine that scales with your velocity, reliability, and precision needs.
Next steps
We would love to hear from you! You can go through our documentation, try out the experience and share your feedback.
Updated May 16, 2025
Version 1.0
Shijo_Joy
Microsoft
Microsoft