> For the complete documentation index, see [llms.txt](https://docs.unitlab.ai/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.unitlab.ai/readme.md).

# Welcome to Unitlab AI

## Data

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><h3><i class="fa-cloud-arrow-up" style="color:$primary;">:cloud-arrow-up:</i></h3></td><td><strong>Upload and connect data</strong></td><td>Ingest local files or governed cloud sources into Data Space.</td><td><a href="https://docs.unitlab.ai/documentation/data/data-upload">https://docs.unitlab.ai/documentation/data/data-upload</a></td></tr><tr><td><h3><i class="fa-folder-tree" style="color:$primary;">:folder-tree:</i></h3></td><td><strong>Organize assets</strong></td><td>Manage source assets, folders, lifecycle state, and metadata.</td><td><a href="https://docs.unitlab.ai/documentation/data/data-folders">https://docs.unitlab.ai/documentation/data/data-folders</a></td></tr><tr><td><h3><i class="fa-filter" style="color:$primary;">:filter:</i></h3></td><td><strong>Curate data</strong></td><td>Build precise cohorts with filters, embeddings, tags, and Collections.</td><td><a href="https://docs.unitlab.ai/documentation/data/data-curation">https://docs.unitlab.ai/documentation/data/data-curation</a></td></tr><tr><td><h3><i class="fa-layer-group" style="color:$primary;">:layer-group:</i></h3></td><td><strong>Version datasets</strong></td><td>Publish reusable, immutable dataset membership for production work.</td><td><a href="https://docs.unitlab.ai/documentation/datasets/dataset-versions-and-history">https://docs.unitlab.ai/documentation/datasets/dataset-versions-and-history</a></td></tr><tr><td><h3><i class="fa-object-group" style="color:$primary;">:object-group:</i></h3></td><td><strong>Build Data Groups</strong></td><td>Preserve related views and modalities as one structured unit of work.</td><td><a href="https://docs.unitlab.ai/documentation/data/data-groups-and-layouts">https://docs.unitlab.ai/documentation/data/data-groups-and-layouts</a></td></tr><tr><td><h3><i class="fa-circle-nodes" style="color:$primary;">:circle-nodes:</i></h3></td><td><strong>Explore embeddings</strong></td><td>Investigate similarity, duplicates, distribution, and outliers visually.</td><td><a href="https://docs.unitlab.ai/documentation/data/embeddings-similarity-and-outliers">https://docs.unitlab.ai/documentation/data/embeddings-similarity-and-outliers</a></td></tr></tbody></table>

## Platform

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><h3><i class="fa-briefcase" style="color:$primary;">:briefcase:</i></h3></td><td><strong>Projects</strong></td><td>Configure data, instructions, ontology, workflow, QA, and releases in one operating boundary.</td><td><a href="https://docs.unitlab.ai/documentation/projects/projects-overview">https://docs.unitlab.ai/documentation/projects/projects-overview</a></td></tr><tr><td><h3><i class="fa-pen-to-square" style="color:$primary;">:pen-to-square:</i></h3></td><td><strong>Annotations</strong></td><td>Create and review image, video, text, document, audio, medical, and multimodal labels.</td><td><a href="https://docs.unitlab.ai/documentation/annotations/annotation-workbench">https://docs.unitlab.ai/documentation/annotations/annotation-workbench</a></td></tr><tr><td><h3><i class="fa-sitemap" style="color:$primary;">:sitemap:</i></h3></td><td><strong>Ontologies</strong></td><td>Define classes, properties, relations, validation, versions, and conditional logic.</td><td><a href="https://docs.unitlab.ai/documentation/ontologies/ontologies-overview">https://docs.unitlab.ai/documentation/ontologies/ontologies-overview</a></td></tr><tr><td><h3><i class="fa-diagram-project" style="color:$primary;">:diagram-project:</i></h3></td><td><strong>Workflows and queues</strong></td><td>Route human and model work through accountable stages, assignments, and exception paths.</td><td><a href="https://docs.unitlab.ai/documentation/workflows/workflows-overview">https://docs.unitlab.ai/documentation/workflows/workflows-overview</a></td></tr><tr><td><h3><i class="fa-building-shield" style="color:$primary;">:building-shield:</i></h3></td><td><strong>Workspaces and access</strong></td><td>Manage workspace boundaries, members, roles, security settings, API keys, and connected storage.</td><td><a href="https://docs.unitlab.ai/documentation/workspaces/workspaces-overview">https://docs.unitlab.ai/documentation/workspaces/workspaces-overview</a></td></tr><tr><td><h3><i class="fa-box-open" style="color:$primary;">:box-open:</i></h3></td><td><strong>Versioned releases</strong></td><td>Package approved annotations into reproducible outputs for downstream delivery.</td><td><a href="https://docs.unitlab.ai/documentation/releases/releases-overview">https://docs.unitlab.ai/documentation/releases/releases-overview</a></td></tr></tbody></table>

## SDK/CLI

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><h3><i class="fa-compass" style="color:$primary;">:compass:</i></h3></td><td><strong>Developer overview</strong></td><td>Choose the right automation surface and understand Unitlab resource boundaries.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/get-started/developer-overview">https://docs.unitlab.ai/api-sdk-cli/get-started/developer-overview</a></td></tr><tr><td><h3><i class="fa-python" style="color:$primary;">:python:</i></h3></td><td><strong>Python SDK</strong></td><td>Automate Unitlab with UnitlabClient and typed resource namespaces.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/sdks/unitlabclient-and-resource-namespaces">https://docs.unitlab.ai/api-sdk-cli/sdks/unitlabclient-and-resource-namespaces</a></td></tr><tr><td><h3><i class="fa-terminal" style="color:$primary;">:terminal:</i></h3></td><td><strong>CLI</strong></td><td>Run repeatable terminal workflows with human-readable or JSON output.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/clis/cli-overview-and-output-modes">https://docs.unitlab.ai/api-sdk-cli/clis/cli-overview-and-output-modes</a></td></tr><tr><td><h3><i class="fa-globe" style="color:$primary;">:globe:</i></h3></td><td><strong>HTTP APIs</strong></td><td>Integrate authenticated endpoints for projects, data, datasets, annotations, workflows, and more.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/apis/api-overview">https://docs.unitlab.ai/api-sdk-cli/apis/api-overview</a></td></tr><tr><td><h3><i class="fa-download" style="color:$primary;">:download:</i></h3></td><td><strong>Install SDK and CLI</strong></td><td>Install supported tooling and confirm the local Unitlab environment.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/get-started/install-the-python-sdk-and-cli">https://docs.unitlab.ai/api-sdk-cli/get-started/install-the-python-sdk-and-cli</a></td></tr><tr><td><h3><i class="fa-key" style="color:$primary;">:key:</i></h3></td><td><strong>Authentication</strong></td><td>Configure API credentials, environments, and secure automation access.</td><td><a href="https://docs.unitlab.ai/api-sdk-cli/get-started/authentication-and-configuration">https://docs.unitlab.ai/api-sdk-cli/get-started/authentication-and-configuration</a></td></tr></tbody></table>

## Solutions

<table data-card-size="large" data-view="cards"><thead><tr><th></th><th></th><th></th><th data-hidden data-card-target data-type="content-ref"></th></tr></thead><tbody><tr><td><h3><i class="fa-industry" style="color:$primary;">:industry:</i></h3></td><td><strong>Manufacturing and mining</strong></td><td>Build governed visual inspection, safety, equipment, and defect programs.</td><td><a href="https://docs.unitlab.ai/solutions/industry-solutions-guides/manufacturing-and-mining">https://docs.unitlab.ai/solutions/industry-solutions-guides/manufacturing-and-mining</a></td></tr><tr><td><h3><i class="fa-heart-pulse" style="color:$primary;">:heart-pulse:</i></h3></td><td><strong>Medical AI</strong></td><td>Coordinate medical imaging, reports, ontologies, and specialist review.</td><td><a href="https://docs.unitlab.ai/solutions/industry-solutions-guides/medical-ai">https://docs.unitlab.ai/solutions/industry-solutions-guides/medical-ai</a></td></tr><tr><td><h3><i class="fa-camera" style="color:$primary;">:camera:</i></h3></td><td><strong>Multimodal operations</strong></td><td>Preserve multi-camera and multi-angle evidence as one unit of work.</td><td><a href="https://docs.unitlab.ai/solutions/multimodal-patterns-guides/multi-camera-and-multi-angle-work">https://docs.unitlab.ai/solutions/multimodal-patterns-guides/multi-camera-and-multi-angle-work</a></td></tr><tr><td><h3><i class="fa-wand-magic-sparkles" style="color:$primary;">:wand-magic-sparkles:</i></h3></td><td><strong>Human–AI annotation</strong></td><td>Combine model proposals, human judgment, review, and feedback with traceable accountability.</td><td><a href="https://docs.unitlab.ai/solutions/program-design-guides/human-ai-annotation-operations">https://docs.unitlab.ai/solutions/program-design-guides/human-ai-annotation-operations</a></td></tr><tr><td><h3><i class="fa-seedling" style="color:$primary;">:seedling:</i></h3></td><td><strong>Agriculture</strong></td><td>Build consistent crop, livestock, field, and multi-angle data programs.</td><td><a href="https://docs.unitlab.ai/solutions/industry-solutions-guides/agriculture">https://docs.unitlab.ai/solutions/industry-solutions-guides/agriculture</a></td></tr><tr><td><h3><i class="fa-car" style="color:$primary;">:car:</i></h3></td><td><strong>Autonomous systems</strong></td><td>Curate synchronized driving, robotics, temporal scenes, and rare events.</td><td><a href="https://docs.unitlab.ai/solutions/industry-solutions-guides/autonomous-systems">https://docs.unitlab.ai/solutions/industry-solutions-guides/autonomous-systems</a></td></tr></tbody></table>