Label Studio

AI Infrastructure Toolslabelstud.io

Open-source data labeling platform

AI Infrastructure ToolsOpen SourceFree tier
Rating
New ★★★★★
0 reviews
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0
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Pricing
Community version free; Enterprise from $7,000/year
Free tier available
Platform
Web · Self-hosted
API available

Overview

Label Studio — Open-source data labeling platform

Label Studio is the world's most popular open-source data labeling platform, supporting annotation of text, images, audio, video, and time series data. It's used by data teams to create training data for ML models, with both community and enterprise versions available.

Multi-type data annotation

100+ annotation templates

ML-assisted labeling

Team collaboration

Features & capabilities

Everything it does, in plain English.

FeatureMulti-type data annotationIncluded
Feature100+ annotation templatesIncluded
FeatureML-assisted labelingIncluded
FeatureTeam collaborationIncluded
FeatureQuality control workflowsIncluded
FeatureAPI and SDK accessIncluded
API AccessProgrammatic access available for developers.Available
PlatformsWeb · Self-hosted

The honest take

Where it shines, where it stumbles.

✓ Pros

  • Open source and self-hostable
  • Supports all data types
  • Large community
  • Flexible and customizable

! Watch-outs

  • !Self-hosting requires DevOps knowledge
  • !Enterprise features are expensive
  • !UI can feel dated

Who it's for

Where Label Studio pays for itself fast.

— Use case
ML training data creation
— Use case
NLP dataset annotation
— Use case
Computer vision labeling
— Use case
Audio transcription labeling
— Use case
RLHF data preparation

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