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Label Studio Enterprise vs. Encord

Try the #1 Data Labeling Platform

Train, evaluate, and fine-tune your AI models with the platform trusted by more than 500,000 data scientists and annotators.

Choose a developer-first platform with RBAC/SSO/SCIM, audit logs, on-prem options, webhook-driven automation, and open-source core. Keep your data where it lives—plug into your MLOps stack without rewriting pipelines.

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Why Enterprises Choose Label Studio Enterprise Over Encord

  • Enterprise IAM & governance out of the box: RBAC roles, SAML SSO, SCIM 2.0 provisioning
  • Audit-ready operations: organization activity/audit logs, reviewer workflows, consensus metrics
  • Developer-first: open-source core with webhooks, REST API & Python SDK, templated customizable labeling UIs
  • Deployment flexibility: SaaS, on-prem, air-gapped; scale with Redis/worker patterns
  • Vendor-neutral pipelines: integrate your storage, models, and active learning—no Index lock-in

At a glance: Label Studio Enterprise vs. Encord

Feature Label Studio Enterprise Encord Label Studio OSS
Cloud deployment Y Y N
On-prem / air-gapped Y Y Y (self-hosted)
99.9% uptime SLA Y Y N
SOC 2, HIPAA, GDPR Compliance Y Y N
Audit logs Y Y N
Granular RBAC Y Y N
SSO (SAML/LDAP/OIDC) Y Y (enterprise only) N
SCIM 2.0 provisioning Y Y N
Organizations & Workspaces Y N N
Review workflows (QA, consensus, overlap) Y Y N
Performance dashboards Y Y N
Automatic reassignment Y N N
Active learning loop Y Y N
Pre-labeling with LLMs Y Y Partial
LLM-as-a-judge Y Y N
Bring your own model (plug in any ML/LLM backend) Y N Y
Cloud IAM roles (S3, Azure SP, GCP WIF) Y N N
APIs + SDKs for integration with any pipeline Y Y Limited

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