vioscaleAI
Comparison

Encord vs Label Studio

No leader: the top candidate Label Studio has only 0.29 confidence (low), below the 0.35 needed to declare a winner. The attribute-by-attribute breakdown below, with a source and date on every value, is the honest way to compare them.

Encord full profile →Label Studio full profile →
Machine formatsMarkdownJSONGraphQLMarkdown is open. JSON and GraphQL need a free key.
Encord43
Label Studio49
Score
vioscaleAI score
Encord43 / 100medium · 58%
Label Studio49 / 100low · 29%
Pricing
Free tier
Encord✗
Label Studio✓
Model
Encordquote
Label Studioopen_source
Price level
Encordunknown
Label Studiofree
Transparent
Encord✗
Label Studio✗
Integrations
Count
Encord4
Label Studio1
Security
Certifications
EncordSOC 2, HIPAA
Label Studio–
Gdpr
Encord✓
Label Studio–
Hipaa
Encord✓
Label Studio–
Soc2
Encord✓
Label Studio–
Trust center
Encordhttps://encord.com/security/
Label Studio–
Market
Availability
Content
Faq
Encord7 items
Label Studio5 items

Capabilities

Feature-by-feature on the axes that matter for data labeling. “-” means undocumented, not absent.

Capabilities
Model assisted labeling
Encord✓
Label Studio✓
Programmatic labeling
Encord✓
Label Studio✓
Rlhf preference data
Encord✓
Label Studio✓
On prem private cloud
Encord✓
Label Studio✓
Open source
Encord✓
Label Studio✓
SOC2
Encord✓
Label Studio-

What each one is

The product in its own terms, so the numbers below have context.

Encord

A platform that enables teams to organize, annotate, and curate training data across multiple formats including images, video, audio, and 3D data, with built-in quality controls and production-scale workflows.

Independently observed

Label Studio

A freely available platform for labeling multiple data types including images, video, audio, and text. Supports local self-hosting and cloud deployment with integration to machine learning pipelines and models.

Independently observed

Pricing

List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.

Encord

Subscription

Contact sales for pricing. No public prices listed.

  • StarterContact sales
    • API & SDK
    • Multi-factor authentication
    • Cloud/VPC/On-prem deployments
    • Image and video annotation
    • DICOM & NIfTI support
    • +13 more
  • TeamContact sales
    • Everything in Starter, plus:
    • Data agents
    • Performance analytics
    • Model evaluation
    • Onboarding support
    • +5 more
  • EnterpriseContact sales
    • Everything in Team, plus:
    • Multiple workspaces
    • Single sign-on (SSO)
    • Enterprise SLA & support
    • VPC & on-prem deployments
    • +2 more
as of verify ↗

Label Studio

Open sourceFree tier

Open source. Cloud edition available with free trial.

as of verify ↗

Platform & deployment

Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.

Platforms
Web
Encord✓
Label Studio✓
Deployment
Cloud / SaaS
Encord✓
Label Studio✓
Self-hosted
Encord✓
Label Studio✓
On-premise
Encord✓
Label Studio✓

Integrations

What each product connects to. Counts come from the vendor's own integration directory where one exists.

In common (2)
  • AWS S3
  • Google Cloud Storage

Encord

4 total - 2 not shared
  • Azure Data Lake Storage
  • UiPath
Independently observed

Label Studio

17 total - 15 not shared
  • Azure Blob Storage
  • Redis
  • OpenAI
  • Google Vertex AI
  • Docling
  • Tesseract
  • Unstructured.io
  • Nvidia NeMo
  • Chainlit
  • LangChain
  • Kubernetes
  • Terraform
  • Grounding DINO
  • Braintrust
  • IBM watsonx
Independently observed
Still deciding?

Encord or Label Studio: which one depends on you

A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.

Free to run, no account needed to start. How the evaluation works

Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.