Label Studio Enterprise is designed for data science teams running ML/AI models in production, when quality and compliance are paramount.
Trusted by the world's largest data science teams
More than data labeling, HumanSignal enables you to combine automation and human supervision to efficiently evaluate, train, and fine-tune models you can trust.
Ensure the highest quality with validation and review workflows, annotator agreement matrices, and more.
Generate high-quality annotations at scale using ground truth, or bootstrap predictions for human review.
Enable collaboration and optimize annotator efficiency with review workflows and analytics.
Enterprise-grade authentication, granular access controls, and activity logs ensure privacy and security.
Gain compliance, manage teams, generate quality reports and dashboards with Label Studio Enterprise.
SSO and Role-Based Access Control for job function specific permissions. Ability to limit internal & external user access to assigned Projects & Workspaces.
Annotator agreement matrix and scoring to proactively monitor label accuracy & quality. Reviewers QA checks on Annotators’ work to ensure accuracy of training data.
Automatic queue management & task distribution for annotators; comments & notifications and improved workflow efficiency.
SOC 2, Type II certified cloud service with robust technical support, proactive security management, and fastest access to new features and bug fixes.
All users are Administrators with access to see and edit all account settings and projects.
No reviewer cycles, monitoring of label accuracy or training data quality.
No support for annotator team management (assigning tasks) and limited collaboration features.
Self-hosted, requires DevOps and frequent upgrades to utilize new features.
DEVELOPMENT
Drive cross-functional usage and engagement with a simple, intuitive user experience that your team will want to use. Any data type, any use case. All on a SaaS platform that can handle even the most demanding of projects, regardless of team size, data volume, task complexity, or precision requirements.
The HumanSignal platform makes it easy to automatically label data using LLMs. Use our Prompts tool to design the perfect labeling prompt, implement guardrails, and constrain generation to prevent hallucinations.
Implement effective QA processes with Enterprise-specific features like dedicated reviewer roles and workflows for both annotations and prediction results. Use consensus labeling and agreement matrices to identify and resolve quality issues fast while uncovering areas of improvement for your team.
It’s really snappy, even with hundreds of thousands of data points in a project or across workspaces.
Michael Misiewicz, Director of Data Science
COLLABORATION
Connect employees, third-party labelers, and partners in a single place. Work securely and efficiently with annotator-specific views that only show assigned tasks.
Every project is unique. Easily customize your labeling interface to fit your use case and data type with pre-made templates or simple HTML with auto-complete.
Use comments and notifications to eliminate communication silos, better manage expertise, and find and fix errors fast. Prevent weak annotations with dedicated review workflows.
Use actionable dashboards to track project progress, annotator performance, and resource allocation. Make informed changes on the fly with full context.
One of the things that impressed us the most was the ability to craft UIs on the fly.
Before Label Studio, we had too much dependency on our data scientists. We were wasting their time asking for help just to make simple changes to our labeling tooling. Label Studio allows the annotation team to be more self-serve.
Andrew Herington, Data Annotation Program Manager
SECURITY
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).
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.
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.
See what other humans have achieved with the HumanSignal platform and join the teams building the next gen of AI.
Explore Customer StoriesThe HumanSignal platform is a solution for growing teams and large or complex organizations. It is a highly customizable, end-to-end data labeling platform for every data type, use case, and dataset. The platform empowers your company to tackle any project, no matter how complex, while getting the most out of your company DNA, aka your data.
The HumanSignal platform includes all the security, governance, and management functionality you’d expect in an enterprise solution but with an intuitive, easy-to-use experience that drives adoption and usage. The HumanSignal platform powers the work of some of the world’s leading companies across virtually all industries - like Lufthansa, Zendesk, and Outreach - and can handle massive data volumes and large mixed teams of internal and external users with ease.
The HumanSignal platform is a paid plan available via the cloud or on-prem. To learn more about what’s included in the HumanSignal platform, visit our pricing page here.
Yes. The HumanSignal platform was designed to meet the most stringent security, privacy, and regulatory requirements, offering multiple ways to keep your data safe.
The HumanSignal platform can be deployed securely on-prem or as a fully managed SOC2-certified cloud platform. Regardless of the deployment method, your data is never stored on HumanSignal servers but instead loaded directly into the annotator browser. All data is also encrypted at rest, and sensitive data is encrypted in transit.
In addition, the HumanSignal platform offers user management and security features like SSO integration, SCIM, and RBAC that allow admins fine-grained control over access to workspaces, projects, and data, including both internal and external teams. Learn more about HumanSignal's comprehensive security features here.
The HumanSignal platform helps organizations get the most from their people and data so they can build AI at scale in a fraction of the time. More than 250,000 data scientists and annotators use the HumanSignal platform to prepare training data, fine-tune LLMs, and validate models. You can accelerate your labeling with automation, manage large internal and external teams, collaborate on complex tasks, and more - all in one place. Find out more about the HumanSignal platform here.
The HumanSignal platform is priced based on user seats. Contact sales for a custom quote and a full breakdown of pricing.
The HumanSignal platform is for teams building AI at scale and is available as a secure hosted cloud platform or on-premise. This edition includes all features from Community Edition plus tools for managing large internal and external teams, dedicated roles and permissions, analytics and reporting, uptime and support SLAs, and more. In addition, the HumanSignal platform will soon include data discovery (semantic and similarity search) and additional forms of automation (generative AI and interactive labeling). Compare plans and features here.
Getting the right team in place is only the first step. Leading companies know that building performant and differentiated AI models requires the right mix of people, technology, and processes. The HumanSignal platform helps organizations get the most from them all - in one place.
