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Label Studio

The most popular open-source data labeling platform for text, image, audio, and more

data-labeling#data-labeling#annotation#open-source#training-data
Free plan Free trial Claimed API Self-hosted Teams

About Label Studio

Label Studio is HumanSignal's popular open-source data labeling platform for text, image, audio, video, and time series, free to self-host with managed cloud and enterprise tiers.

Label Studio is an open-source, multi-type data labeling tool used by a very large community of AI practitioners to create and refine training data. It handles many data modalities, including text, images, audio, video, and time series, and offers a configurable labeling interface plus a REST API exposing projects, tasks, annotations, predictions, storage, webhooks, and review workflows. Teams use it both to label raw data and to improve existing datasets, and increasingly to prepare data for fine-tuning LLMs and evaluating model outputs. The Community Edition is fully open source and free to self-host with all core labeling features, which has made it a default choice for data-centric ML teams. HumanSignal, the company behind it, also offers a managed Starter Cloud plan and an Enterprise edition that adds role-based access control, SSO, SOC 2 compliance, advanced analytics, workspaces, quality-assurance workflows, reviewer assignments, and SLAs. This tiering lets small teams start free and scale into governed, collaborative labeling operations.

TL;DR

Label Studio is HumanSignal's popular open-source data labeling platform for multi-modal data, free to self-host with managed cloud and enterprise governance tiers.

Company overview

Label Studio is the flagship open-source project of HumanSignal, used by a very large community of AI practitioners to label and refine training data. It has become a de facto standard for flexible, self-hostable annotation.

HumanSignal commercializes the project through a managed cloud and an Enterprise edition, funding continued open-source development while serving teams that need governance and scale.

Product features

Label Studio supports text, image, audio, video, and time series labeling with a configurable interface and a REST API covering projects, tasks, annotations, predictions, and review workflows. ML backends enable pre-labeling.

The Community Edition is free to self-host, while Enterprise adds RBAC, SSO, SOC 2 compliance, analytics, workspaces, and QA workflows for governed labeling operations.

Target market

Data-centric ML and AI teams that need flexible, self-hostable labeling for training data preparation, model evaluation, and human feedback across modalities.

Buyer personas

End users

Data scientists, annotators, and ML engineers.

Buyers

Heads of ML and data operations.

Key influencers

MLOps and data engineering leads.

Ideal customer profile

ML teams building or refining datasets who want open-source labeling with an optional governed enterprise tier.

Funding & performance

HumanSignal is venture-backed; specific figures should be verified with the vendor.

Pros & cons

Pros

  • Open source and free to self-host
  • Supports many data modalities
  • Flexible, configurable labeling interface
  • REST API and ML backend integration
  • Very large, active community
  • Enterprise tier adds governance and QA

Cons

  • Self-hosting requires setup and maintenance
  • Advanced collaboration and RBAC gated to Enterprise
  • Configuring complex label schemas has a learning curve
  • Managed cloud costs grow with team size
  • Not a labeling workforce, only the tooling

Key features

API
Team collaboration
Self-hosted
Multi-language
Integrations
Amazon S3, Google Cloud Storage, Azure Blob, ML backends, Webhooks
Input types
text, image
Output types
text
Best For
labeling multi-modal data, preparing training data, LLM evaluation workflows

Compare key features

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Feature
Label Studio
Labelbox
Encord
Pricing
Freemium
Freemium
Paid
Free plan
Yes
Yes
No
Free trial
Yes
No
Yes
API
Yes
Yes
Yes
Self-hosted
Yes
No
No
Team support
Yes
Yes
Yes

Frequently asked questions

Is Label Studio free?+

Yes. The Community Edition is fully open source and free to self-host with all core labeling features.

What data types does Label Studio support?+

It supports text, images, audio, video, and time series, among other modalities, with a configurable labeling interface.

Who makes Label Studio?+

It is built and supported by HumanSignal, along with a large community of AI practitioners.

What does the Enterprise edition add?+

Enterprise adds RBAC, SSO, SOC 2 compliance, advanced analytics, workspaces, QA workflows, reviewer assignments, and SLAs.

Can Label Studio pre-label data?+

Yes. You can connect ML backends to generate predictions that annotators then review and correct.

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