Label Studio vs. Encord

Train, evaluate, and fine-tune your AI models with the platform trusted by more than 350,000 data scientists and annotators. See why teams building serious AI programs choose Label Studio Enterprise over Encord.

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Quick Start

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                # Install the package
# into python virtual environment
              pip install -U label-studio# Launch it!label-studio

# Install the caskbrew install humansignal/tap/label-studio# Launch it!label-studio

# clone repo
                git clone https://github.com/HumanSignal/label-studio.git
              # install dependencies
                cd label-studio
pip install poetry
poetry install
              # apply db migrationspoetry run python label_studio/manage.py migrate# collect static files
                poetry run python label_studio/manage.py collectstatic
              # launchpoetry run python label_studio/manage.py runserver

# Run latest Docker version
                docker run -it -p 8080:8080 -v `pwd`/mydata:/label-studio/data
                heartexlabs/label-studio:latest
              # Now visit http://localhost:8080/

Trusted by 350,000+ users across all industries

Why teams choose Label Studio

More than data labeling, Label Studio enables you to combine automation and human supervision to efficiently evaluate, train, and fine-tune models you can trust.

An interface you can actually extend

Label Studio's plugin and extension system gives you an unparalleled level of customizability, allowing you to change and edit the interface to your specific data and use case. Change your interface to match your workflow, not the other way around.

Native RLHF & LLM evaluation

Label Studio Enterprise comes with purpose-built templates for preference data collection, pairwise ranking, multi-turn chat evaluation, agent system assessment, and more. LLM and agentic evaluation is a first-class citizen, not an afterthought.

Keep your data where you need it

Label Studio Enterprise offers both cloud- and fully self-hosted deployment options to ensure that you’re able to meet your regulatory and operational requirements.

Every modality, one platform

Label images, video, audio, text, time series, DICOM medical imaging, and more, all in one configurable interface. Label Studio is the only labeling platform with this level of breadth and depth of customization.

Feature comparison

Label Studio Enterprise vs. Encord

LLM & Generative AI

Feature	Label Studio Enterprise	Encord
RLHF / Human preference data	✅ Native, purpose-built - pairwise ranking, reward model signal	⚠️ Limited - not a core product feature
LLM evaluation workflows	✅ Built-in - structured feedback, corrections, critiques	❌ Not available
Multi-turn chat evaluation	✅ Supported - human-in-the-loop supervision	❌ Not available
Interactive LLM labeling backends	✅ OpenAI, Azure OpenAI, Ollama	⚠️ GPT-4o integration only
Agent system evaluation	✅ Supported - text, image, code	❌ Not available

Data Types & Modalities

Feature	Label Studio Enterprise	Encord
Image annotation	✅ Supported	✅ Supported
Video annotation	✅ Supported	✅ Supported - object tracking, temporal interpolation
Audio annotation	✅ Supported	✅ Supported
Text / NLP annotation	✅ Full support	⚠️ Limited - weak for NLP vs. CV workflows
Time series annotation	✅ Supported - industrial AI, sensor data	❌ Not available
DICOM / Medical imaging	✅ Supported	✅ DICOM + NIfTI

Platform & Deployment

Feature	Label Studio Enterprise	Encord
Self-hosted / on-prem deployment	✅ Available - full data sovereignty	❌ Cloud-only
Open source edition	✅ Label Studio OSS - free, community-supported	❌ Fully proprietary
Labeling interface customization	✅ Plugin & extension system - bespoke workflow support	⚠️ Modality-specific editors - less flexible for non-standard tasks
Custom ML backend API	✅ Any model via API	✅ Via SDK
Active learning / data curation	✅ Via ML backend - semantic & similarity search (expanding)	✅ Encord Active
AWS Marketplace listing	✅ Available	❌ Not available

Enterprise & Security

Feature	Label Studio Enterprise	Encord
SSO / LDAP / RBAC	✅ Full support	✅ Full support
Audit logs	✅ Included	✅ Included
SOC 2 / HIPAA / GDPR	✅ Compliant	✅ Compliant
Uptime SLA	✅ Enterprise SLA included	✅ Available
Cloud storage (S3, GCS, Azure)	✅ All three	✅ All three

SECURITY

Stay secure, end-to-end

Secure your data

Enforce existing security and compliance policies with full control over data storage and access. Centrally manage identities and permissions with RBAC and SSO (SAML/LDAP).

Get peace of mind

Meet compliance needs and regulatory requirements with a SOC2-certified platform backed by industry-accepted best practices and frameworks. Stay in the know with full activity logs, and rest assured with a 99.99% uptime SLA.

Work your way

Deploy the HumanSignal platform as a hosted cloud platform with continual updates and maintenance, or on-prem in your own secure environment. Both backed by a dedicated enterprise support team.

Frequently Asked Questions

Can I migrate from Encord to Label Studio Enterprise?

Yes. Label Studio supports standard export formats and provides a Python SDK for custom data migration workflows. The HumanSignal team works with enterprise customers on migration projects during the evaluation process. Contact us to discuss your specific data types and volumes.

Does Label Studio Enterprise meet or exceed the same compliance requirements as Encord?

Yes. Label Studio Enterprise meets SOC 2, HIPAA, and GDPR requirements. For teams requiring full data residency control, Label Studio's self-hosted deployment option provides an additional layer that Encord's cloud-only architecture cannot match.

Is Label Studio OSS the same as Label Studio Enterprise?

Label Studio OSS is a free, self-hosted community edition with wide adoption. Label Studio Enterprise is the commercial product built on top of it, adding SSO, LDAP, RBAC, advanced analytics, uptime SLAs, priority support, RLHF templates, and interactive LLM labeling backends.

Can I self-host Label Studio Enterprise in an air-gapped environment?

Yes. Label Studio Enterprise supports on-premises deployment for organizations with strict data residency requirements, including air-gapped environments. Contact our team to discuss infrastructure requirements and deployment architecture for your use case.

See Label Studio Enterprise in action

Talk to our team about how Label Studio compares to Encord for your specific use case.

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