# Manufacturing AI Suite
Manufacturing AI Suite is a curated, open, industry-specific AI software development kit (SDK)
for independent software vendors (ISVs), system integrators, and solution builders.
The suite simplifies building, deploying, and scaling custom real time edge AI solutions for
industrial environments by providing AI acceleration tools, support for IoT protocols (MQTT/OPC UA),
accelerated analytics libraries, multi camera system software, and reusable sample applications,
frameworks, microservices, and benchmarks.
## Manufacturing AI Suite Samples
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:::{grid-item-card} HMI Augmented Worker
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:link: ./edge-ai-suites/ai-suite-manufacturing/hmi-augmented-worker/index.html
Delivers context-aware and task-level guidance using Human-Machine Interface, ML, RAG, and
LLMs with secure data access.
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:::::{grid-item-card} [Industrial Edge Insights – Vision](https://docs.openedgeplatform.intel.com/2026.1/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/index.html)
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:::{grid-item-card} Pallet Defect Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/pallet-defect-detection/index.html
Detects palletized product defects across multiple video streams, improving logistics and inventory efficiency.
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:::{grid-item-card} PCB Anomaly Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/pcb-anomaly-detection/index.html
Detects PCB anomalies across multiple production-line cameras.
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:::{grid-item-card} Weld Porosity
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/weld-porosity/index.html
Detects common weld porosity defects during welding to enable timely corrective action.
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:::{grid-item-card} Worker Safety Gear Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/worker-safety-gear-detection/index.html
Detects missing PPE from live video streams for immediate intervention.
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:::{grid-item-card} Win Vision AI
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/win-vision-ai/index.html
A Windows application for running any Vision workloads on DL Streamer-supported models.
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:::::{grid-item-card} [Industrial Edge Insights - Time Series](https://docs.openedgeplatform.intel.com/2026.1/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-time-series/index.html)
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:::{grid-item-card} Wind Turbine Anomaly Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-time-series/wind-turbine-anomaly-detection/index.html
Detects wind turbine anomalies from operational data to enable predictive maintenance.
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:::{grid-item-card} Weld Defect Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-time-series/weld-defect-detection/index.html
Detects general weld defects from process signals for predictive quality monitoring.
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:::::{grid-item-card} [Industrial Edge Insights - Multimodal](https://docs.openedgeplatform.intel.com/2026.1/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-multimodal/index.html)
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:::{grid-item-card} Multimodal Weld Defect Detection
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:link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-multimodal/weld-defect-detection/index.html
Detects weld defects by fusing vision and time-series data to enable predictive quality monitoring and timely intervention.
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## Tools and Libraries
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DL Streamer
Open-source GStreamer framework-based media analytics framework used by video-centric applications.
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DL Streamer Pipeline Server
Python code-based, containerized microservice for video analytics pipelines built using DL Streamer.
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OpenVINO™ Toolkit
Optimizes and deploys AI models across Intel® hardware in cloud, edge, and on premises environments.
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OpenVINO™ Model Server
Hosts AI models via networks, e.g. enabling Pallet Defect Detection to share a single defect-detection model.
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Geti™ Software
Builds production-ready vision models for deployment in applications, e.g. Smart Parking.
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Visual Pipeline And Platform Evaluation Tool
Benchmarks end-to-end visual analytics pipelines, e.g. Smart Parking pipelines, on Intel® hardware.
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Intel® Scenescape
Fuses multi camera and sensor data into a spatial scene model, e.g. for Smart Parking scene.
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Intel® Edge System Qualification
Benchmarks and qualifies Intel® hardware for optimal system selection, e.g., Smart Parking system.
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:caption: Samples
HMI Augmented Worker