WEBINAR Monitor LLMs and ML Models in Production with Label Studio πŸ“ˆ

Compare Community and Enterprise Features

Label Studio is available as open source software as well as anΒ Enterprise cloud service. The Enterprise version offers enhanced security (SSO, RBAC, SOC2), team management, analytics and reporting, and uptime and support SLAs. A free trial is available to get started quickly and explore the enterprise cloud product.

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Functionality Community Enterprise
Data Management
View and manage datasets and tasks in a project through the Data Manager view. βœ”οΈ βœ”οΈ
Provide reference to data stored in your database, cloud storage buckets, or local storage and label it in the browser. βœ”οΈ βœ”οΈ
Export annotations as common formats like JSON, COCO, Pascal VOC and others. βœ”οΈ βœ”οΈ
Synchronize new and labeled data between projects and your external data storage. βœ”οΈ βœ”οΈ
Project Management
Projects to manage data labeling activities. βœ”οΈ βœ”οΈ
Templates to set up data labeling projects faster. βœ”οΈ βœ”οΈ
APIs for programmatically accessing Label Studio. βœ”οΈ βœ”οΈ
Dashboards for monitoring progress of projects and annotator performance statistics. ❌ βœ”οΈ
Team collaboration features like comments and notifications on annotation tasks. ❌ βœ”οΈ
Data Labeling Workflows
Label any data type from text, images, audio, time series data to multimodality. βœ”οΈ βœ”οΈ
Assign tasks to certain annotators or reviewers. ❌ βœ”οΈ
Set rules and automate how tasks are distributed to annotators. ❌ βœ”οΈ
Annotator-specific labeling view that only shows assigned tasks. ❌ βœ”οΈ
Use JavaScript to customize your labeling interface. ❌ βœ”οΈ
Data Discovery (Beta)
Connect, manage, and index datasets from GCP, AWS, and Azure. ❌ βœ”οΈ
Visualize and explore all your unstructured image or text data in a visual grid or list view. ❌ βœ”οΈ
Automatically generate embeddings and reference embeddings to uncover similarities between data points and measure confidence levels. ❌ βœ”οΈ
Find relevant data using natural language, such as one or more phrases or keywords. ❌ βœ”οΈ
Uncover similar data points by selecting one or more records (data points) as reference. ❌ βœ”οΈ
Sort your dataset based on similarity to your selections. ❌ βœ”οΈ
Send data subsets as tasks to new or existing Label Studio Enterprise projects for human or AI processing (annotation or review). ❌ βœ”οΈ
Prompts (Beta)
Fully automated data labeling using GenAI. ❌ βœ”οΈ
Evaluate and fine-tune LLM prompts against a ground truth dataset. ❌ βœ”οΈ
Bootstrap your labeling project using auto-generated predictions. ❌ βœ”οΈ
User Management
Role-based automated workflows for annotators and reviewers. ❌ βœ”οΈ
Role-based access control into workspaces and projects. ❌ βœ”οΈ
Machine Learning
Connect a machine learning model to the backend of a project. βœ”οΈ βœ”οΈ
Accelerate labeling with active learning loops. ❌ βœ”οΈ
Automatically label and sort tasks by prediction score with the ML model backend. ❌ βœ”οΈ
Analytics and Reporting
Project management dashboards displaying analytics and activity history. ❌ βœ”οΈ
Activity logs for auditing annotation activity by project. ❌ βœ”οΈ
APIs for generating custom reports across projects or labeling activity. βœ”οΈ βœ”οΈ
Annotator Performance
Annotator agreement metrics to monitor and improve label quality. ❌ βœ”οΈ
Compare ML model predictions with annotations to identify low quality data. ❌ βœ”οΈ
Assign reviewers to review, fix and update annotations. ❌ βœ”οΈ
Security and Support
Secure access and authentication of users via SAML SSO or LDAP. ❌ βœ”οΈ
SOC2-compliant hosted cloud service or on-premise availability ❌ βœ”οΈ
Dedicated enterprise support team with service level agreements (SLAs). ❌ βœ”οΈ
Managed Cloud Service
SOC2-certified cloud platform ❌ βœ”οΈ
99.9% uptime SLA ❌ βœ”οΈ
Customer success & technical support SLA ❌ βœ”οΈ
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