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docs: LSDV-4880: Small docs fixes with misspells: update LS comparison (
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HumanSignal#4073)

* docs: LSDV-4880: Small docs fixes with misspells: update LS comparison

* Update label_studio_compare.md

* Update label_studio_compare.md

* Update label_studio_compare.md

* Update label_studio_compare.md

* Update label_studio_compare.md

* Fixes
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makseq authored Apr 26, 2023
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14 changes: 14 additions & 0 deletions docs/scripts/release-notes.js
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Expand Up @@ -25,6 +25,20 @@ meta_description: Discover what's new and improved, and review bug fixes, in the
!!! info
The release notes for Label Studio Enterprise Cloud (SaaS) is available <a href="https://heartex.com/changelog">here</a>.
## New helm chart
A common chart for LS and LSE has been released and is available since LSE version 2.3.x. The chart can be accessed at the following repository: https://github.com/heartexlabs/charts/tree/master/heartex/label-studio.
### Migration Process
The migration process can be performed without any downtime. The steps required to carry out the migration are documented in the migration guide, available at: https://github.com/heartexlabs/charts/blob/master/heartex/label-studio/FAQs.md#label-studio-enterprise-upgrade-from-decommissioned-label-studio-enterprise-helm-chart.
### Deprecation of the Old Chart
The old chart \`heartex/label-studio-enterprise\` **has been deprecated**. Support for as many releases as possible will be provided. A notification will be posted in the Release Notes section when this changes. We hope that this revised chart will meet your technical needs. If you have any questions or concerns, please don't hesitate to reach out to us.
`

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123 changes: 66 additions & 57 deletions docs/source/guide/label_studio_compare.md
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---
title: Compare OSS and Enterprise
title: Compare Community and Enterprise Features
short: Enterprise vs Community
type: guide
tier: all
order: 100
section: "Get started"
meta_title: Label Studio Community and Enterprise Features
meta_description: Compare the features of Label Studio Community Edition with the paid Label Studio Enterprise Edition so that you can choose the best option for your data labeling and annotation projects.
---

Label Studio is available as a Community edition open source data labeling tool. It is also available as a paid version with extended functionality and support. Smaller organizations might want to consider the SaaS option and larger teams with robust data labeling needs can get the Enterprise edition.
Label Studio is available as a Community edition open source data labeling tool. Label Studio Enterprise includes extended functionality and support for teams focused on scalability, quality control and security of their dataset building processes.


<table>
Expand All @@ -16,163 +18,170 @@ Label Studio is available as a Community edition open source data labeling tool.
<th>Community</th>
<th>Enterprise</th>
</tr>
<tr>
<td colspan="4"><b>User Management</b></td>


<tr>
<td colspan="3"><b>Dataset Management</b></td>
</tr>
<tr>
<td><a href="signup.html">User accounts to associate labeling activities to a specific user.</a></td>
<td><a href="manage_data.html">View and manage datasets and tasks in a project through the Data Manager view.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="manage_users.html">Role-based access control for each user account.</a></td>
<td style="text-align:center">❌</td>
<td><a href="tasks.html">Provide reference to data stored in your database, cloud storage buckets, or local storage and label in the browser.</a></td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="manage_users.html">Organizations and workspaces to manage users and projects.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Project Management</b></td>
</tr>
<tr>
<td><a href="setup_project.html">Projects to manage data labeling activities.</a></td>
<td><a href="export.html">Export annotations as common formats like JSON, COCO, Pascal VOC and others.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="setup.html">Templates to get started with specific data labeling tasks faster.</a></td>
<td><a href="storage.html">Synchronize new and labeled data between projects and your remote data storage.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Data Management</b></td>
<td colspan="3"><b>Project Management</b></td>
</tr>
<tr>
<td><a href="manage_data.html">Manage your data in a user interface.</a></td>
<td><a href="setup_project.html">Projects to manage data labeling activities.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="tasks.html">Import data from many sources.</a></td>
<td><a href="setup.html">Templates to set up data labeling projects faster.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="export.html">Export data into many formats.</a></td>
<tr>
<td><a href = "https://labelstud.io/guide/api.html"> APIs for programmatically accessing Label Studio.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="storage.html">Synchronize data from and to remote data storage.</a></td>
<td>Dashboards for monitoring progress of projects and annotator performance statistics.</td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="https://docs.heartex.com/guide/comments_notifications.html">Team collaboration features like comments and notifications on annotation tasks.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>


<tr>
<td colspan="3"><b>Data Labeling Workflows</b></td>
<td colspan="4"><b>User Management</b></td>
</tr>

<tr>
<td><a href="manage_data.html#Assign-annotators-to-tasks">Assign specific annotators to specific tasks.</a></td>
<td><a href="https://docs.heartex.com/guide/manage_users.html#Roles-in-Label-Studio-Enterprise">Role-based automated workflows for annotators and reviewers.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="setup_project.html">Automatic queue management.</a></td>
<tr>
<td><a href="https://docs.heartex.com/guide/manage_users.html#Roles-and-workspaces">Role-based access control into workspaces and projects.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td>Label text, images, audio data, HTML, and time series data.</td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
<td colspan="3"><b>Data Labeling Workflows</b></td>
</tr>
<tr>
<td>Label mixed types of data.</td>
<td style="text-align:center">✔️</td>
<td><a href="manage_data.html#Assign-annotators-to-tasks">Assign tasks to certain annotators or reviewers.</a></td>
<td style="text-align:center"></td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td>Annotator-specific view.</td>
<td><a href="https://docs.heartex.com/guide/setup_project.html#Set-up-annotation-settings-for-your-project">Set rules and automate how tasks are distributed to annotators.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Annotator Performance</b></td>
<td><a href=”https://labelstud.io/playground/”> Label any data type from text, images, audio, time series data to multimodality.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>

<tr>
<td><a href="quality.html#Review-annotator-agreement-matrix">Control label quality by monitoring annotator agreement.</a></td>
<td>Annotator-specific labeling view that only shows assigned tasks.</td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>

<tr>
<td><a href="quality.html#Review-annotator-activity-on-the-project-dashboard">Manage and review annotator performance.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
<td colspan="3"><b>Machine Learning</b></td>
</tr>
<tr>
<td><a href="quality.html">Verify model and annotator accuracy against ground truth annotations.</a></td>
<td style="text-align:center"></td>
<td><a href="ml_create.html">Connect a machine learning model to the backend of a project.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="quality.html#Verify-model-and-annotator-performance">Verify annotation results.</a></td>
<td><a href="active_learning.html">Accelerate labeling with active learning loops.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="guide/quality.html#Review-annotator-performance">Assign reviewers to review annotation results.</a></td>
<td><a href="https://docs.heartex.com/guide/active_learning.html#Set-up-task-sampling-with-prediction-scores">Automatically label and sort tasks by prediction score with the ML model backend.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Machine Learning</b></td>
<td colspan="3"><b>Analytics and Reporting</b></td>
</tr>
<tr>
<td><a href="ml_create.html">Connect machine learning models to Label Studio with an SDK.</a></td>
<td style="text-align:center">✔️</td>
<td>Project management dashboards display analytics and activity history.</td>
<td style="text-align:center"></td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="active_learning.html">Accelerate labeling with active learning.</a></td>
<td style="text-align:center">✔️</td>
<td>Activity logs for auditing annotation activity by project.</td>
<td style="text-align:center"></td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="ml.html">Automatically label dataset items with ML models.</a></td>
<td><a href = "https://labelstud.io/guide/api.html"> APIs for generating custom reports.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Analytics and Reporting</b></td>
<td colspan="3"><b>Annotator Performance</b></td>
</tr>
<tr>
<td><a href="quality.html#Verify-model-and-annotator-performance">Reporting and analytics on labeling and annotation activity.</a></td>
<td><a href="quality.html#Review-annotator-agreement-matrix">Annotator agreement metrics to monitor and improve label quality.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td>Activity log to use to audit annotator activity.</td>
<td><a href="quality.html">Compare ML model predictions with annotations to identify low quality data.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td colspan="3"><b>Advanced Functionality</b></td>
<td><a href="guide/quality.html#Assign-reviewers-to-tasks">Assign reviewers to review, fix and update annotations.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="api.html">API access to manage Label Studio.</a></td>
<td style="text-align:center">✔️</td>
<td style="text-align:center">✔️</td>
<td colspan="3"><b>Security and Support </b></td>
</tr>
<tr>
<td>On-premises deployment of Label Studio.</td>
<td><a href="https://docs.heartex.com/guide/auth_setup.html">Secure access and authentication of users via SAML SSO or LDAP.</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href ="https://heartex.com/security"> SOC2-compliant hosted cloud service or on-premise availability</a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
<tr>
<td><a href="auth_setup.html">Support for single sign-on using LDAP or SAML. </a></td>
<td>Dedicated enterprise support team with service level agreements (SLAs). </a></td>
<td style="text-align:center">❌</td>
<td style="text-align:center">✔️</td>
</tr>
</table>
</table>
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