> For clean Markdown of any page, append .md to the page URL. > For a complete documentation index, see https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/llms.txt. > For AI client integration (Claude Code, Cursor, etc.), connect to the MCP server at https://docs.nvidia.com/vss/_mcp/server. # Warehouse Operations Blueprint Organizations operating warehouses, factories, and logistics hubs confront escalating complexity. These environments demand efficiency, safety, and real-time adaptability. Many organizations struggle with: * **Limited Real-Time Visibility:** Manual methods and siloed data systems prevent real-time tracking of assets, personnel, and processes. * **Suboptimal Resource Utilization:** Poor space and equipment usage increases operational costs. * **Safety Concerns:** Dynamic and hazardous environments challenge personnel safety and compliance efforts. * **Scalability Limitations:** Organizations cannot adapt to fluctuating demands or scale operations effectively. To address these challenges, organizations must transform raw video and sensor data from physical spaces into actionable insights. **Warehouse Operations Blueprint** (Warehouse Blueprint for short) delivers the foundational capabilities to accomplish this transformation. This comprehensive platform leverages advanced AI and computer vision to enable machines to perceive, understand, and interact with the physical world. Warehouse Blueprint implements a layered architecture that comprises Foundational Microservices, Blueprints, and AI Agents. Developers use this architecture to build and deploy sophisticated warehouse blueprint applications. Solutions range from applications that utilize pre-built AI Agents for specific tasks to custom integrations that leverage core Foundational Blueprints, supporting both warehouse blueprint 2D and 3D applications with tailored calibration approaches. ## Docs - [Introduction](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/introduction.md): - [Release Notes](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/release-notes.md): - [Prerequisites](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/prerequisites.md): - [Quickstart](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/quickstart.md): - [Helm Deployment](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/helm-deployment.md): - [Development Workflow](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow.md): - [Deployment & Customization](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization.md): - [2D Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/2d-vision-ai-profile.md): - [2D Vision AI with Agents Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/2d-vision-ai-with-agents-profile.md): - [3D Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/3d-vision-ai-profile.md): - [MV3DT Vision AI Profile](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/deployment-customization/mv3dt-vision-ai-profile.md): - [Simulation and Synthetic Data Generation](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation.md): - [Development Tools Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/development-tools-setup.md): - [Synthetic Data Generation](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation.md): - [Quick Start for SDG](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation/quick-start-for-sdg.md): - [Camera Calibration](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/synthetic-data-generation/camera-calibration.md): - [Scene Customization](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization.md): - [NavMesh Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/navmesh-setup.md): - [Camera Placement](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/camera-placement.md): - [Semantic Label Setup](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/semantic-label-setup.md): - [Customized Scene Saving](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/scene-customization/customized-scene-saving.md): - [Dataset Post-Processing](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/dataset-post-processing.md): - [Sim2Real Data Transfer](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/simulation-and-synthetic-data-generation/sim2real-data-transfer.md): - [Model Finetuning](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning.md): - [RT-DETR (2D warehouse detection)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/rt-detr.md): - [Sparse4D (3D multi-camera)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/sparse4d.md): - [Cosmos Reasoner](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/development-workflow/model-finetuning/cosmos-reasoner.md): - [Microservice Configuration](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration.md): Configuration and outputs of microservices used in the Warehouse Operations Blueprint. - [Perception](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception.md): - [2D Single Camera Detection and Tracking (RT-DETR)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/2d-single-camera-detection-and-tracking-rt-detr.md): - [3D Multi Camera Detection and Tracking (Sparse4D)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/3d-multi-camera-detection-and-tracking-sparse4d.md): - [3D Multi Camera Detection and Tracking (MV3DT)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/perception/3d-multi-camera-detection-and-tracking-mv3dt.md): - [Behavior Analytics](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/behavior-analytics.md): - [VSS Configurator](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/vss-configurator.md): Warehouse blueprint configuration flow, profile inputs, file changes, and runtime sensor behavior. - [Alerting Service](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/alerting-service.md): - [Agents](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/agents.md): - [Reference Agentic UI](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/microservice-configuration/reference-agentic-ui.md): - [Operations (Monitoring, Troubleshooting, FAQ, Known Limitations)](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations.md): - [Accuracy & Performance Benchmarks](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/accuracy-performance-benchmarks.md): - [System Sizing Guide](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/system-sizing-guide.md): - [Known Limitations](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/known-limitations.md): - [Troubleshooting Guide](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/troubleshooting-guide.md): - [FAQ](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/faq.md): - [License Information](https://docs.nvidia.com/vss/dev/vision-agent/agent-workflows/industry-specific-examples/warehouse-operations-blueprint/operations-monitoring-troubleshooting-faq-known-limitations/license-information.md):