{"id":1204269,"date":"2026-05-08T08:55:43","date_gmt":"2026-05-08T08:55:43","guid":{"rendered":"https:\/\/beta-new.inhand.com\/?post_type=product&#038;p=1204269"},"modified":"2026-06-05T06:23:07","modified_gmt":"2026-06-05T06:23:07","slug":"on-device-ai-solution","status":"publish","type":"product","link":"https:\/\/www.inhand.com\/en\/products\/on-device-ai-solution","title":{"rendered":"On-Device AI Solution"},"content":{"rendered":"\t\t<div data-elementor-type=\"product-post\" data-elementor-id=\"1204269\" class=\"elementor elementor-1204269\" data-elementor-post-type=\"product\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18a36ecf e-con-full ar_xinghan_1 e-flex e-con e-parent\" data-id=\"18a36ecf\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-31b00f59 e-con-full e-flex e-con e-child\" data-id=\"31b00f59\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-103383b8 elementor-widget__width-inherit elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"103383b8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">On-Device AI Solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52e297f4 elementor-widget__width-inherit elementor-widget-mobile__width-inherit elementor-widget elementor-widget-heading\" data-id=\"52e297f4\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">On-Device AI Solution runs AI models on edge devices for real-time insights without continuous cloud connectivity. AI Engine, AI Stack, and AI Hub support deployment and management across distributed edge sites.\n<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6d6f34b e-con-full e-flex e-con e-child\" data-id=\"6d6f34b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-638d0a8 elementor-widget elementor-widget-button\" data-id=\"638d0a8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/contact-sales\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18.257\" height=\"18\" viewBox=\"0 0 18.257 18\"><g id=\"&#x7EC4;_604\" data-name=\"&#x7EC4; 604\" transform=\"translate(-1223 -5074)\"><g id=\"icon-&#x7BAD;&#x5934;\" transform=\"translate(1223 5074)\"><rect id=\"&#x77E9;&#x5F62;_241\" data-name=\"&#x77E9;&#x5F62; 241\" width=\"18\" height=\"18\" fill=\"#d9d9d9\" opacity=\"0\"><\/rect><line id=\"&#x76F4;&#x7EBF;_33\" data-name=\"&#x76F4;&#x7EBF; 33\" x2=\"17.1\" transform=\"translate(0.45 9.45)\" fill=\"none\" stroke=\"#000\" stroke-width=\"1\"><\/line><path id=\"&#x8DEF;&#x5F84;_32\" data-name=\"&#x8DEF;&#x5F84; 32\" d=\"M0,0V8.484H8.277\" transform=\"translate(11.551 15.376) rotate(-135)\" fill=\"none\" stroke=\"#000\" stroke-linejoin=\"round\" stroke-width=\"1\"><\/path><\/g><\/g><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Request a Quote<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ae6955 elementor-widget elementor-widget-button\" data-id=\"8ae6955\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"\/wp-content\/uploads\/2026\/06\/On-device-AI-Solution-flyer.pdf\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-icon\">\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"18.257\" height=\"18\" viewBox=\"0 0 18.257 18\"><g id=\"&#x7EC4;_604\" data-name=\"&#x7EC4; 604\" transform=\"translate(-1223 -5074)\"><g id=\"icon-&#x7BAD;&#x5934;\" transform=\"translate(1223 5074)\"><rect id=\"&#x77E9;&#x5F62;_241\" data-name=\"&#x77E9;&#x5F62; 241\" width=\"18\" height=\"18\" fill=\"#d9d9d9\" opacity=\"0\"><\/rect><line id=\"&#x76F4;&#x7EBF;_33\" data-name=\"&#x76F4;&#x7EBF; 33\" x2=\"17.1\" transform=\"translate(0.45 9.45)\" fill=\"none\" stroke=\"#000\" stroke-width=\"1\"><\/line><path id=\"&#x8DEF;&#x5F84;_32\" data-name=\"&#x8DEF;&#x5F84; 32\" d=\"M0,0V8.484H8.277\" transform=\"translate(11.551 15.376) rotate(-135)\" fill=\"none\" stroke=\"#000\" stroke-linejoin=\"round\" stroke-width=\"1\"><\/path><\/g><\/g><\/svg>\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\"> Check out the Brochure<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-26f1209b e-con-full e-flex e-con e-parent\" data-id=\"26f1209b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18445410 elementor-widget__width-inherit elementor-widget elementor-widget-image\" data-id=\"18445410\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"3840\" height=\"1742\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram.jpg\" class=\"attachment-full size-full wp-image-1208116\" alt=\"Diagram illustrating on-device AI architecture components like edge devices, AI Engine, Stack, &amp; Hub for real-time insights\" srcset=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram.jpg 3840w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-300x136.jpg 300w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-2000x907.jpg 2000w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-768x348.jpg 768w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-1536x697.jpg 1536w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-2048x929.jpg 2048w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-18x8.jpg 18w, https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/On-Device-architecture-diagram-600x272.jpg 600w\" sizes=\"(max-width: 3840px) 100vw, 3840px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2c297b3b elementor-widget elementor-widget-heading\" data-id=\"2c297b3b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Real-Time Edge Intelligence at Deployment Scale<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6c7b98ae e-con-full e-flex e-con e-parent\" data-id=\"6c7b98ae\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-57d82fd6 e-flex e-con-boxed e-con e-child\" data-id=\"57d82fd6\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2112a014 e-con-full e-flex e-con e-child\" data-id=\"2112a014\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-39d8f06a elementor-widget elementor-widget-image\" data-id=\"39d8f06a\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/04\/Expansion.svg\" class=\"attachment-large size-large wp-image-1201885\" alt=\"Edge AI scalability\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1f980042 e-con-full e-flex e-con e-child\" data-id=\"1f980042\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3bcd6030 elementor-widget elementor-widget-text-editor\" data-id=\"3bcd6030\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Real-Time Edge Inference<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2eb7419 e-con-full e-flex e-con e-child\" data-id=\"2eb7419\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-17113831 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"17113831\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Run AI models directly on edge devices to enable immediate insights and decisions without relying on continuous cloud connectivity.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-15110452 e-flex e-con-boxed e-con e-child\" data-id=\"15110452\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-4f9733ce e-con-full e-flex e-con e-child\" data-id=\"4f9733ce\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7d5d43 elementor-widget elementor-widget-image\" data-id=\"e7d5d43\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/04\/DualShield.svg\" class=\"attachment-large size-large wp-image-1201880\" alt=\"Data privacy shield\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-650fb72d e-con-full e-flex e-con e-child\" data-id=\"650fb72d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-566b1aa4 elementor-widget elementor-widget-text-editor\" data-id=\"566b1aa4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Data Localization and Privacy<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-27634f8b e-con-full e-flex e-con e-child\" data-id=\"27634f8b\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-52702e57 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"52702e57\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Keep data processing local at the edge to reduce data exposure risks and support privacy-focused deployment requirements.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-541f66d e-flex e-con-boxed e-con e-child\" data-id=\"541f66d\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-606aab80 e-con-full e-flex e-con e-child\" data-id=\"606aab80\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26c48917 elementor-widget elementor-widget-image\" data-id=\"26c48917\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/04\/Rocket.svg\" class=\"attachment-large size-large wp-image-1201940\" alt=\"Fast vending operations\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-71a467b3 e-con-full e-flex e-con e-child\" data-id=\"71a467b3\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4169102 elementor-widget elementor-widget-text-editor\" data-id=\"4169102\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Reduced Cloud and Bandwidth Load<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-45cfed6f e-con-full e-flex e-con e-child\" data-id=\"45cfed6f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-74f1606a elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"74f1606a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Reduce cloud transmission and bandwidth usage by processing data locally, helping control recurring infrastructure costs.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-03c7358 e-grid e-con-full e-con e-child\" data-id=\"03c7358\" data-element_type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-971c44c e-con-full e-flex e-con e-child\" data-id=\"971c44c\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-ce9ee08 e-con-full e-flex e-con e-child\" data-id=\"ce9ee08\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-96920cb elementor-widget elementor-widget-image\" data-id=\"96920cb\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/05\/DevMonitor.svg\" class=\"attachment-large size-large wp-image-1203998\" alt=\"Device model monitoring\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ce01f9 e-con-full e-flex e-con e-child\" data-id=\"9ce01f9\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f65a69d elementor-widget elementor-widget-text-editor\" data-id=\"f65a69d\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p class=\"p1\">Centralized Model Lifecycle Management<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-565951d e-con-full e-flex e-con e-child\" data-id=\"565951d\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef5da72 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"ef5da72\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p class=\"p1\">Upload, store, distribute, and manage models through AI Hub to support batch deployment across distributed devices.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c7621f e-con-full e-flex e-con e-child\" data-id=\"9c7621f\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-c3ba165 e-con-full e-flex e-con e-child\" data-id=\"c3ba165\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a74bc1e elementor-widget elementor-widget-image\" data-id=\"a74bc1e\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/04\/UserExp.svg\" class=\"attachment-large size-large wp-image-1201964\" alt=\"Enhanced user experience\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cb0c0a4 e-con-full e-flex e-con e-child\" data-id=\"cb0c0a4\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8d3c1ce elementor-widget elementor-widget-text-editor\" data-id=\"8d3c1ce\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p>Prebuilt Models and Open APIs<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b844121 e-con-full e-flex e-con e-child\" data-id=\"b844121\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0502387 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"0502387\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p class=\"p1\">Use prebuilt reference models and simple APIs for faster integration, while supporting customer-optimized models by scenario.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a92fe73 e-con-full e-flex e-con e-child\" data-id=\"a92fe73\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t<div class=\"elementor-element elementor-element-76ca327 e-con-full e-flex e-con e-child\" data-id=\"76ca327\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b7bf49d elementor-widget elementor-widget-image\" data-id=\"b7bf49d\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/04\/EdgeCompute.svg\" class=\"attachment-large size-large wp-image-1201882\" alt=\"Edge computing icon\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24949e3 e-con-full e-flex e-con e-child\" data-id=\"24949e3\" data-element_type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ecf3bf elementor-widget elementor-widget-text-editor\" data-id=\"6ecf3bf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p>Scalable Multi-Device Management<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f647de5 e-con-full e-flex e-con e-child\" data-id=\"f647de5\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-b1304d4 elementor-widget__width-inherit elementor-widget elementor-widget-text-editor\" data-id=\"b1304d4\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><div class=\"lake-content\"><p class=\"p1\">Scale from single-device deployment to multi-site device management with architecture designed for distributed edge operations.<\/p><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-373fc7d7 e-con-full e-flex e-con e-parent\" data-id=\"373fc7d7\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-526ee3c1 elementor-widget elementor-widget-heading\" data-id=\"526ee3c1\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Products<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2d0cdb07 e-con-full ar_xinghan_3 e-flex e-con e-parent\" data-id=\"2d0cdb07\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-16b7cac3 elementor-widget elementor-widget-shortcode\" data-id=\"16b7cac3\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">    <div class=\"product-cards-outer-container-top\">\n        <div class=\"product-cards-carousel-wrapper\" id=\"carousel-6a280b3f13bae\">\n            <div class=\"product-cards-carousel\">\n\n<div class=\"product-cards-track\">\n        <a href=\"\/products\/cloud-service\/device-live\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/05\/DEVICELIVE-1.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">DeviceLive<\/h3>\n        <p class=\"product-card-desc\">IoT Device Management Platform<\/p>\n                    <p class=\"product-card-category\">Cloud Service<\/p>\n        \n                    <div class=\"product-card-button\">Learn More <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n        <a href=\"\/all-products?target=ai-edge-computers-ti\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/05\/mo62.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">AI Edge Computer<\/h3>\n        <p class=\"product-card-desc\">TI Chip-Based SBC<\/p>\n        \n                    <div class=\"product-card-button\">Learn More <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n        <a href=\"\/all-products?target=ai-edge-computers-rockchip\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/01\/EC3320.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">AI Edge Computer<\/h3>\n        <p class=\"product-card-desc\">AI Box and SoM Powered by Rockchip<\/p>\n        \n                    <div class=\"product-card-button\">Learn More <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n        <a href=\"\/all-products?target=ai-edge-computers-nvidia\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/01\/EC5550.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">AI Edge Computer<\/h3>\n        <p class=\"product-card-desc\">AI Box Powered by Nvidia<\/p>\n        \n                    <div class=\"product-card-button\">Learn More <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n        <a href=\"\/all-products?target=ai-edge-computers-qualcomm\" class=\"product-card-item\">\n                    <div class=\"product-card-image\">\n                <img decoding=\"async\" src=\"\/wp-content\/uploads\/2026\/05\/ec4600.png\">\n            <\/div>\n                <h3 class=\"product-card-title\">AI Edge Computer<\/h3>\n        <p class=\"product-card-desc\">AI Box Powered by Qualcomm<\/p>\n        \n                    <div class=\"product-card-button\">Learn More <img decoding=\"async\" src=\"\/wp-content\/uploads\/2025\/08\/\u7bad\u5934\u7eff\u8272.svg\" alt=\"\" style=\"width:1em;height:1em;margin-left:0.5em;vertical-align:middle;\"><\/div>\n            <\/a>\n    <\/div>\n            <\/div>\n\n            <div class=\"carousel-footer-controls\">\n                <div class=\"carousel-progress-container\">\n                    <div class=\"carousel-progress-bar-thumb\"><\/div>\n                <\/div>\n                <div class=\"carousel-nav-buttons\">\n                    <button class=\"carousel-nav-btn prev\" aria-label=\"Previous\">\n                        <svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><polyline points=\"15 18 9 12 15 6\"><\/polyline><\/svg>\n                    <\/button>\n                    <button class=\"carousel-nav-btn next\" aria-label=\"Next\">\n                        <svg width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"><polyline points=\"9 18 15 12 9 6\"><\/polyline><\/svg>\n                    <\/button>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n    <\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5951dd1f e-con-full e-flex e-con e-parent\" data-id=\"5951dd1f\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-516d3d76 elementor-widget elementor-widget-heading\" data-id=\"516d3d76\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Related Cases<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-403f4866 e-con-full e-flex e-con e-child\" data-id=\"403f4866\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-34f1e47b elementor-widget elementor-widget-shortcode\" data-id=\"34f1e47b\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-shortcode\">    <div class=\"article-hover-container\">\n        <div class=\"article-image-preview\">\n            <img decoding=\"async\" id=\"main-preview-img\" src=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/03\/safety-monitoring-solution-for-vehicle-gas-cylinders.png\" alt=\"Preview\">\n        <\/div>\n\n        <div class=\"article-content-list\">\n            <div class=\"article-list-scroll\">\n                                    <div class=\"article-item active\"\n                         data-image=\"https:\/\/www.inhand.com\/wp-content\/uploads\/2026\/03\/safety-monitoring-solution-for-vehicle-gas-cylinders.png\">\n                        <h3 class=\"article-title\">\n                            <a href=\"https:\/\/www.inhand.com\/en\/cases\/safety-monitoring-solution-for-vehicle-gas-cylinders\">Safety Monitoring Solution for Vehicle Gas Cylinders<\/a>\n                        <\/h3>\n                        <p class=\"article-excerpt\">Safety Monitoring Solution for Vehicle Gas Cylinders Applications and Cases Key Takeaways&hellip;<\/p>\n                        <a href=\"https:\/\/www.inhand.com\/en\/cases\/safety-monitoring-solution-for-vehicle-gas-cylinders\" class=\"mobile-read-more\">Learn More \u2192<\/a>\n                    <\/div>\n                            <\/div>\n            <a href=\"\/all-cases\" class=\"see-all-cases\">See All Cases \u2192<\/a>\n        <\/div>\n    <\/div>\n\n    <style>\n        :root {\n            --main-green: #3eb044;\n            --text-inactive: #777777; \/* \u9ed8\u8ba4\u7070\u8272 *\/\n            --text-active: #000000;   \/* \u9009\u4e2d\/\u60ac\u505c\u9ed1\u8272 *\/\n            --border-light: #777777;\n        }\n\n        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border-bottom: 1px solid #777777;\n            cursor: pointer;\n            position: relative;\n            transition: all 0.3s ease;\n            height: 7.5rem; \/* \u56fa\u5b9a\u9ad8\u5ea6\uff1a\u786e\u4fdd\u6bcf\u884c\u4e00\u81f4 *\/\n            box-sizing: border-box;\n            padding-bottom: 1.25rem;\n            margin-top: 1rem;\n        }\n\n        \/* \u7b2c\u4e00\u4e2a\u5143\u7d20\u53bb\u6389\u9876\u90e8\u95f4\u8ddd *\/\n        .article-item:first-child {\n            margin-top: 0;\n        }\n\n        \/* \u6700\u540e\u4e00\u4e2a\u5143\u7d20\u53bb\u6389\u5e95\u90e8\u8fb9\u6846 *\/\n        .article-item:last-child {\n            border-bottom: none;\n        }\n\n        \/* \u6807\u9898\u6837\u5f0f\uff1a\u6700\u591a\u4e24\u6392 *\/\n        .article-title a {\n            text-decoration: none;\n            color: var(--text-inactive); \/* \u9ed8\u8ba4\u7070\u8272 *\/\n            font-size: 1.75rem;\n            transition: color 0.3s;\n            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     .article-item.active .article-title a,\n        .article-item.active .article-excerpt {\n            color: var(--text-active) !important;\n        }\n\n        \/* \u79fb\u52a8\u7aef\u903b\u8f91\u4fdd\u6301\u4e0d\u53d8 *\/\n        .mobile-read-more { display: none; color: var(--main-green); text-decoration: none; font-weight: bold; margin-top: 0.625rem; font-size: 0.875rem; }\n\n        @media (max-width: 61.9375rem) {\n            .article-hover-container { flex-direction: column; gap: 1.25rem; padding: 0 1.25rem; }\n            .article-image-preview { position: relative; top: 0; width: 100%; order: 1; }\n            .article-image-preview img { width: 100%; height: 17.5rem; }\n            .article-content-list { width: 100%; order: 2; min-height: auto; }\n            .article-list-scroll { max-height: none; overflow-y: visible; padding-right: 0; }\n            .article-item { padding: 1.25rem 0; margin-top: 0; }\n            .article-title a { font-size: 1.5rem; height: auto; }\n            .see-all-cases { margin-top: 0.75rem; padding-top: 0.5rem; font-size: 0.875rem; }\n        }\n    <\/style>\n\n    <script>\n    document.addEventListener('DOMContentLoaded', function() {\n        const items = document.querySelectorAll('.article-item');\n        const mainImg = document.getElementById('main-preview-img');\n\n        function switchImage(item) {\n            const newSrc = item.getAttribute('data-image');\n            if (mainImg.src === newSrc) return;\n\n            mainImg.style.opacity = '0.3';\n            setTimeout(() => {\n                mainImg.src = newSrc;\n                mainImg.style.opacity = '1';\n            }, 150);\n\n            items.forEach(i => i.classList.remove('active'));\n            item.classList.add('active');\n        }\n\n        items.forEach(item => {\n            item.addEventListener('mouseenter', function() {\n                if (window.innerWidth > 991) switchImage(this);\n            });\n\n            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