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Data Labeling Platform for Azure ML

Multimodal Data Labeling for Azure Machine Learning

Azure Machine Learning data labeling will retire in September 2026, but don't worry, Label Studio Enterprise keeps your pipelines flowing with full support for Azure storage, permissions, and workflows.

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Switch without the switching costs—full Azure-native compatibility from day one


  • No data migration or exports

    Native integrations for Azure Blob Storage give you immediate access to existing datasets

  • Use your preferred models

    Native integrations with Azure AI Foundry and Azure OpenAI models, or bring your own models

  • Respects your roles and permissions

    Enterprise-grade support for Service Principal, Microsoft Entra ID (formerly Active Directory), and SCIM provisioning

Label Studio Enterprise is more than a replacement, it's an upgrade

  • Beyond text and images

    Multi-modal platform supports text, audio, vision, time series, conversational data, and more

  • Infinitely customizable annotation UI

    Match your specific data and workflows with custom plugins and JavaScript

  • Advanced annotator workflows

    Automate task assignment, AI-assisted labeling, auto QA, low-agreement escalation, commenting, and more through the SDK

  • Workforce agnostic

    Granular permissions for internal SMEs, external contractors, and service providers

Trusted at scale by thousands of enterprise AI/ML teams

The enterprise data labeling platform that scales with you

Boost quality and keep your AI audit-ready with scalable human-in-the-loop workflows, designed to fit seamlessly in the Azure ecosystem.

End-to-end data governance, privacy, and compliance.

  • On-Prem or Compliant Cloud. Kubernetes-native deployment or fully managed SOC2 & HIPAA compliant cloud.
  • Secure User Management. SSO and granular access control to manage both low-trust annotators and full-time employees.
  • Traceable Audit Logs. Keep track of annotator activity for data governance or compliance.

Ready to make the switch?

Register for an upcoming guide to plan your migration from Azure Machine data labeling, or start a conversation about migration right now!

Notify Me When the Guide is Ready

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