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updatedAt: 2026-04-13T10:42:02.000Z
agentTools:
  projectIndex: https://vi.developers.datature.com/llms.txt
---

# Use Cases

Datature Vi use cases across manufacturing, logistics, healthcare, retail, agriculture, robotics, security, insurance, and more.

Datature Vi trains custom vision-language models for specific industries and workflows. The guides below walk through end-to-end projects, from data preparation to deployment. Each guide covers what to build, what data you need, how to annotate, and how to run inference, without assuming ML expertise.

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## Use case guides

<FeatureGrid columns={2}>
  <Feature
    title="Manufacturing Quality Inspection"
    icon="fa-solid fa-industry"
    description="Train a model to detect defects, scratches, and surface anomalies on product images. Ideal for production line automation."
    href="http://vi.developers.datature.com/docs/manufacturing-quality-inspection"
  />
  <Feature
    title="Logistics and Warehousing"
    icon="fa-solid fa-boxes-stacked"
    description="Detect damaged goods, count inventory, verify shipment contents, and read labels from warehouse and conveyor belt images."
    href="http://vi.developers.datature.com/docs/logistics-warehouse"
  />
  <Feature
    title="Medical Imaging"
    icon="fa-solid fa-x-ray"
    description="Assist clinicians with anomaly detection, structured findings extraction, and research dataset annotation for X-rays, pathology slides, and more."
    href="http://vi.developers.datature.com/docs/medical-imaging"
  />
  <Feature
    title="Document Processing"
    icon="fa-solid fa-file-invoice"
    description="Extract structured fields from invoices, receipts, insurance forms, and handwritten documents using JSON output."
    href="http://vi.developers.datature.com/docs/document-processing"
  />
  <Feature
    title="Agriculture and Crop Analysis"
    icon="fa-solid fa-seedling"
    description="Assess crop health, detect plant disease, and monitor field conditions from drone or ground-level images."
    href="http://vi.developers.datature.com/docs/agriculture-crop-analysis"
  />
  <Feature
    title="Robotics and Physical AI"
    icon="fa-solid fa-robot"
    description="Ground language instructions in visual scenes for robot manipulation, pick-and-place tasks, and Vision-Language-Action (VLA) workflows."
    href="http://vi.developers.datature.com/docs/robotics-physical-ai"
  />
</FeatureGrid>

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## More use cases

<FeatureGrid columns={2}>
  <Feature
    title="Safety Monitoring"
    icon="fa-solid fa-helmet-safety"
    description="Detect PPE violations, exclusion zone breaches, and unsafe behaviors from construction site camera feeds."
    href="http://vi.developers.datature.com/docs/safety-monitoring"
  />
  <Feature
    title="Shelf and Planogram Audit"
    icon="fa-solid fa-store"
    description="Spot out-of-stock positions, planogram violations, and pricing errors from retail shelf images."
    href="http://vi.developers.datature.com/docs/retail-shelf-audit"
  />
  <Feature
    title="CCTV Intelligence"
    icon="fa-solid fa-video"
    description="Query camera feeds in natural language. Detect unauthorized access, tailgating, and loitering."
    href="http://vi.developers.datature.com/docs/cctv-intelligence"
  />
  <Feature
    title="Warehouse Intelligence"
    icon="fa-solid fa-warehouse"
    description="Analyze forklift traffic patterns, storage utilization, and operational bottlenecks from existing camera feeds."
    href="http://vi.developers.datature.com/docs/warehouse-intelligence"
  />
  <Feature
    title="Infrastructure Inspection"
    icon="fa-solid fa-bridge"
    description="Assess structural damage from drone and robot imagery. Generate standardized inspection reports."
    href="http://vi.developers.datature.com/docs/infrastructure-inspection"
  />
  <Feature
    title="Vehicle Damage Assessment"
    icon="fa-solid fa-car-burst"
    description="Identify dents, scratches, and paint damage from vehicle photos. Generate structured claims reports."
    href="http://vi.developers.datature.com/docs/vehicle-damage-assessment"
  />
  <Feature
    title="Cleanroom Compliance"
    icon="fa-solid fa-flask-vial"
    description="Monitor controlled environments for gowning violations, contamination risks, and procedural deviations."
    href="http://vi.developers.datature.com/docs/cleanroom-compliance"
  />
  <Feature
    title="Analog Gauge Reading"
    icon="fa-solid fa-gauge-high"
    description="Read analog gauges, dials, and meters from photos. Digitize legacy instrument readings."
    href="http://vi.developers.datature.com/docs/analog-gauge-reading"
  />
  <Feature
    title="Screenshot to HTML"
    icon="fa-solid fa-laptop-code"
    description="Convert design mockups into production-ready HTML and CSS using your design system tokens."
    href="http://vi.developers.datature.com/docs/screenshot-to-html"
  />
</FeatureGrid>

Explore the full [Datature Vi use case gallery](https://vi.datature.com/usecase) for interactive demos.

***

## Related resources

<BentoGrid className="grid grid-cols-1 md:grid-cols-3 gap-6 my-8">
  <BentoCard title="Quickstart" description="Train and deploy your first VLM in 30 minutes." href="http://vi.developers.datature.com/docs/quickstart" faIcon="fa-solid fa-rocket" />

  <BentoCard title="Structured Data Extraction" description="Get consistent JSON output from image analysis: inspection reports, invoices, forms." href="http://vi.developers.datature.com/docs/structured-data-extraction" faIcon="fa-solid fa-code" />

  <BentoCard title="Dataset Types" description="Understand phrase grounding, VQA, and freeform text before choosing your task." href="http://vi.developers.datature.com/docs/dataset-types" faIcon="fa-solid fa-database" />
</BentoGrid>