# Manufacturing AI Suite Manufacturing AI Suite is a curated, open, set of software solutions intended to demonstrate the applicability and efficiency of Intel hardware in industry-specific edge AI use cases. 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. For quick deployment of hardware components, you can use [Edge Developer Kit Reference Scripts](https://github.com/open-edge-platform/edge-developer-kit-reference-scripts) provided as part of Open Edge Platform. ## Manufacturing AI Suite Samples ::::{grid} 1 1 2 2 :::{grid-item-card} [Win Vision AI](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/win-vision-ai/index.html) :class-card: homepage-card-container A Windows application for running any Vision workloads on DL Streamer-supported models. See the [Get Started](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/win-vision-ai/get-started.html) section for system requirements and installation methods. ::: :::{grid-item-card} [HMI Augmented Worker](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/hmi-augmented-worker/index.html) :class-card: homepage-card-container Delivers context-aware and task-level guidance using Human-Machine Interface, ML, RAG, and LLMs with secure data access. See the [Get Started](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/hmi-augmented-worker/get-started.html) section for the system requirements and installation methods. ::: :::: ::::::{grid} 1 1 1 1 :::::{grid-item-card} [Industrial Edge Insights – Vision](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/index.html). See the [Get Started](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/get-started.html) section for system requirements and installation methods. :class-card: homepage-card-container-wrap ::::{grid} 1 1 2 2 :::{grid-item-card} Pallet Defect Detection :class-card: homepage-card-container :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. ::: :::{grid-item-card} PCB Anomaly Detection :class-card: homepage-card-container :link: ./edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-vision/pcb-anomaly-detection/index.html Detects PCB anomalies across multiple production-line cameras. ::: :::: ::::: :::::: ::::::{grid} 1 1 1 1 :::::{grid-item-card} [Industrial Edge Insights - Time Series](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-time-series/index.html). See the [Get Started](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-time-series/get-started.html) section for system requirements and installation methods. :class-card: homepage-card-container-wrap ::::{grid} 1 1 2 2 :::{grid-item-card} Wind Turbine Anomaly Detection :class-card: homepage-card-container :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. ::: :::: ::::: :::::: ::::::{grid} 1 1 1 1 :::::{grid-item-card} [Industrial Edge Insights - Multimodal](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-multimodal/index.html). See the [Get Started](https://docs.openedgeplatform.intel.com/2026.2/edge-ai-suites/ai-suite-manufacturing/industrial-edge-insights-multimodal/get-started.html) section for system requirements and installation methods. :class-card: homepage-card-container-wrap ::::{grid} 1 1 2 2 :::{grid-item-card} Multimodal Weld Defect Detection :class-card: homepage-card-container :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. ::: :::: ::::: :::::: ## Tools and Libraries ::::{grid} 1 2 2 2 :class-container: homepage-tool-container :::{grid-item} DL Streamer Open-source GStreamer framework-based media analytics framework used by video-centric applications. ::: :::{grid-item} DL Streamer Pipeline Server Python code-based, containerized microservice for video analytics pipelines built using DL Streamer. ::: :::{grid-item} OpenVINO™ Toolkit Optimizes and deploys AI models across Intel® hardware in cloud, edge, and on premises environments. ::: :::{grid-item} OpenVINO™ Model Server Hosts AI models via networks, e.g. enabling Pallet Defect Detection to share a single defect-detection model. ::: :::{grid-item} Geti™ Software Builds production-ready vision models for deployment in applications, e.g. Smart Parking. ::: :::{grid-item} Visual Pipeline And Platform Evaluation Tool Benchmarks end-to-end visual analytics pipelines, e.g. Smart Parking pipelines, on Intel® hardware. ::: :::{grid-item} Scenescape Fuses multi camera and sensor data into a spatial scene model, e.g. for Smart Parking scene. ::: :::{grid-item} Intel® Edge System Qualification Benchmarks and qualifies Intel® hardware for optimal system selection, e.g., Smart Parking system. ::: :::: :::{toctree} :hidden: :caption: Samples HMI Augmented Worker Industrial Edge Insights - Vision Industrial Edge Insights - Time Series Industrial Edge Insights - Multimodal ::: :::{toctree} :hidden: :caption: Tools and Libraries OpenVINO Toolkit OpenVINO Model Server DL Streamer DL Streamer Pipeline Server Geti™ Software Visual Pipeline and Platform Evaluation Tool Scenescape ::: :::{toctree} :hidden: :caption: --------------- Intel® Edge System Qualification Get Help or Contribute :::