{"id":2961,"date":"2021-05-06T15:42:00","date_gmt":"2021-05-06T13:42:00","guid":{"rendered":"https:\/\/dev.mdw-group.com\/?p=2961"},"modified":"2026-02-02T10:09:10","modified_gmt":"2026-02-02T09:09:10","slug":"aiot-ops-a-step-forward-in-your-4-0-industry-strategy","status":"publish","type":"post","link":"https:\/\/mdw-group.com\/es\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/","title":{"rendered":"AIoT Ops: Un paso adelante en tu estrategia de industria 4.0"},"content":{"rendered":"<div class=\"wp-block-uagb-container uagb-block-11ca5130 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-4761adb6\">\n<div class=\"wp-block-uagb-advanced-heading uagb-block-0337d147\"><h2 class=\"uagb-heading-text\">AIoT Ops: Un paso adelante en tu estrategia de industria 4.0<\/h2><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-090a325d\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n<div class=\"has-text-align-center wp-block-post-date\"><time datetime=\"2021-05-06T15:42:00+02:00\">mayo 6, 2021<\/time><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-1d42d899 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-db4c03cbcec54fb62322438810a2b472\" style=\"color:#731373\"><strong>PROFESSIONALIZE YOUR DEVICE ARMY WITH MDW AND MICROSOFT AZURE<\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-c8ce1d609b2fae3dddf9bd30b29ade99 wp-block-paragraph\">Today, many companies rely on hundreds of AI models and thousands of IoT devices. These solutions help with sales forecasting, customer churn prediction, image recognition, and many other business needs.<\/p>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-adbb7ee9c834e28a81559b76d5c9fcca wp-block-paragraph\">Industries such as manufacturing, supply chain, and energy benefit even more by combining the power of AI and IoT. IoT devices are already present in factories and plants, and many of them can now run AI models directly on the edge. Thanks to this, companies can implement capabilities such as detecting defects, ensuring safety zones, identifying PPE on workers, counting people or pieces, and scanning delivery notes.<\/p>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-90bf591762126be392b8d4f6e1ef1c48 wp-block-paragraph\">These solutions represent a major step forward in Industry 4.0 and bring significant improvements in revenue, safety, and automation.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-flex uagb-block-1a219571 default uagb-is-root-container\">\n<figure class=\"wp-block-image size-full\"><noscript><img decoding=\"async\" width=\"393\" height=\"206\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24.png\" alt=\"\" class=\"wp-image-2964\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24.png 393w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24-300x157.png 300w\" sizes=\"(max-width: 393px) 100vw, 393px\" \/><\/noscript><img decoding=\"async\" width=\"393\" height=\"206\" src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24.png\" alt class=\"wp-image-2964 vp-lazyload\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMzkzIiBoZWlnaHQ9IjIwNiIgdmlld0JveD0iMCAwIDM5MyAyMDYiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24.png 393w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-24-300x157.png 300w\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 1: Industrial revolutions. Now we are in the era of AI and IoT.<\/figcaption><\/figure>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-f4863ab7c0e621576807a749c802d65a\" style=\"color:#731373;letter-spacing:0px\"><strong><strong>The Latest Requirements in Industry<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-e648d9a9b2fa43dfd5f76152c71b4503 wp-block-paragraph\">AI and industry evolve together. In the past decade, the main question was whether AI could solve specific business problems. Today, we already have clear evidence that it can. The new priority is to build a <strong>sustainable, secure, and governed environment<\/strong> for AI and IoT at scale.<br>Important questions appear quickly:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-c92056ed814fb1b3f84b194419269551\">Which AI model version runs on which IoT device?<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-b5c33a50ad84e028bff39b44375e9db4\">How can we update models safely?<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-d68e0ab58d75f03031390a0cf6fc7a96\">What do we do when a model\u2019s performance drops?<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-7e071ad985f938dbbf9844d2702a5b22\">How do we manage many devices with different architectures?<\/li>\n<\/ul>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-dae9d08611b6775c1b57472796262087 wp-block-paragraph\">Imagine a Data Science team developing a computer vision model to detect defects in metallurgical pieces. They deploy the first model across multiple IoT devices. Later, a new team member develops a better version using another architecture. Newer devices arrive too, requiring different types of modules. After several months, the company may have dozens of models, versions, images, and deployments \u2014 without a centralised system.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-ee3b45ed5a9541597cdc781d0e15f46c wp-block-paragraph\">This complexity makes it essential to create a <strong>centralised and controlled environment<\/strong> for Data Scientists.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-flex uagb-block-b0ea8305 default uagb-is-root-container\">\n<figure class=\"wp-block-image size-full is-resized\"><noscript><img decoding=\"async\" width=\"263\" height=\"167\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-26.png\" alt=\"\" class=\"wp-image-2967\" style=\"width:319px;height:auto\"\/><\/noscript><img decoding=\"async\" width=\"263\" height=\"167\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMjYzIiBoZWlnaHQ9IjE2NyIgdmlld0JveD0iMCAwIDI2MyAxNjciIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" alt class=\"wp-image-2967 vp-lazyload\" style=\"width:319px;height:auto\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-26.png\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 2: Necessity of a centralized environment between Data Scientists<\/figcaption><\/figure>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-637a76b8596c4939a368420c485643d8\" style=\"color:#731373;letter-spacing:0px\"><strong><strong>Three Components of an AIoT Solution<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-e4686725d66245fff91b3f0a448678f4 wp-block-paragraph\">Building a professional AIoT ecosystem requires combining three areas: <strong>IoT.<\/strong>, <strong>AI<\/strong>e <strong>DevOps<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-f9a957e9e17bde6fa90428c77920e0e5\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong>1. IoT<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-a9775e94b24a6d80400f080bee310d33 wp-block-paragraph\">IoT devices are a cornerstone of Industry 4.0. They collect data, monitor equipment, warn operators of risks, and now execute AI models directly on the edge. Edge deployments bring important advantages:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-19cfad0c102b964307497d3809dbd15a\">Lower latency<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-8b8ff6447514177cc3591d638d94d38d\">No dependency on cloud connection<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-33a83ba0bd924be981dc2eb4fda153bc\">Real-time insight<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-832a35d3d3f5e5d903ad2b1436e8a4fc\">Reduced bandwidth consumption<\/li>\n<\/ul>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-0f0433dd42e59abed5bec619cd4d8afd wp-block-paragraph\">However, IoT devices present unique constraints:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-0bc514f4af029034056ae12f0d353d20\">Many have limited size, memory, and processing power.<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-e957d2376094632bcdee831e249991b8\">Large AI models must be simplified through <strong>model quantization<\/strong>.<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-3344a40d456f6a64e95f07767e64bb84\">IoT devices use different architectures such as ARM32, ARM64, or GPU.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-7bb3ce37cce31e308107bc3b534caacc wp-block-paragraph\">Because of these differences, companies often need to create <strong>one module per device type<\/strong>, packaged most commonly using Docker containers.<\/p>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-a70aa09464bb7af528035980343de812 wp-block-paragraph\">A Docker image used for IoT must include:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-31bed3d83e69d253201f63acfedcb506\">A trained AI model<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-8b536abc8110588ab80f002675fd13dc\">A base image adapted to the device\u2019s CPU\/GPU architecture<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-6f4d87b72aa07c27e895e30b046e2952\">A module that sends predictions to internal systems and the cloud<\/li>\n<\/ol>\n\n\n\n<p class=\"has-ast-global-color-8-color has-text-color has-link-color wp-elements-0a1d4d1a5ae773dcc18edf9349e260cf wp-block-paragraph\">Companies often need multiple images for different devices, all stored in a registry such as Docker Hub or Azure Container Registry.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-a39986c0a75b027b45f8f222d8f4cf7b\" style=\"color:#731373;letter-spacing:0px\"><strong><strong>IoT Hub: From Modules to Massive Deploymen<\/strong>t<\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-1c7c9c02db01ac85c4c2b048213ddfeb wp-block-paragraph\">Azure IoT Hub offers:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-ddabfdcfa4579fbcd288b949406d20da\">Bi-directional communication<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-6523921575b28b7be49a6f3aa04efaed\">Secure device identity<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-716293cabc3b68ebce643dcfd6ac4d2c\">Module deployment<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-aefd5f87a64c960295541bb7c5caab5e\">Telemetry routing<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-833103059e9fe0791efe4774208d8659 wp-block-paragraph\">It connects software (modules) and hardware (IoT devices), enabling organised deployments at scale.<br><\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-flex uagb-block-33d386b1 default uagb-is-root-container\">\n<figure class=\"wp-block-image aligncenter size-full\"><noscript><img decoding=\"async\" width=\"260\" height=\"187\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-27.png\" alt=\"\" class=\"wp-image-2968\"\/><\/noscript><img decoding=\"async\" width=\"260\" height=\"187\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMjYwIiBoZWlnaHQ9IjE4NyIgdmlld0JveD0iMCAwIDI2MCAxODciIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" alt class=\"wp-image-2968 vp-lazyload\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-27.png\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 3: Basic IoT architecture: Registry of modules, devices, and cloud service for bi-directional communication<\/figcaption><\/figure>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-22f2c605c11981443c1c73a95a068442\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong>2. AI and MLOps<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-78206335ff11d4dd6f7b8cf2483c740b wp-block-paragraph\">Although AI models differ, AI projects follow similar phases:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-9da53f2ea58330165ba4774167a8f36d\">Exploratory analysis<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-585cc50eceb502e1e085e1bf4f931197\">Feature engineering<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-b0a22d1c855be0da600f475006e94ee5\">Model training<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-0ac5e0ea8855d5a113cbcbda36c5a0b0\">Deployment<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-00252364745b7afdcd40894c54462c59\">Monitoring<\/li>\n<\/ol>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-8a26d13dafcf6704163d2b88d1f4750a wp-block-paragraph\">MLOps automates these steps and ensures they are repeatable, traceable, and governed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-acc27d72d6aad6f219e185de27f905f3\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong>Azure Machine Learning Services<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-02700b40dcf15291f99d00ff462b054c wp-block-paragraph\">Azure ML centralises:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-2756a8265e692f6396a3b5570a12d13d\">Experiments<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-9176dcde18385c8014be0ab486989c09\">Metrics<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-3c26d28059a3a939fb8ec778ef63a78e\">Models<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-463286fb5898d50c867a347dcd5e4d30\">Docker images<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-feb01efc2f5d0c629ff46eb1fd46d173\">Compute environments<\/li>\n<\/ul>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-d516d6675281fd26a9538ead7686b18d wp-block-paragraph\">This prevents Data Scientists from storing models on their personal computers and ensures full reproducibility.<br>Only a few lines of extra code are needed to register models, log experiments, and track every step.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-flex uagb-block-17715f81 default uagb-is-root-container\">\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><noscript><img decoding=\"async\" width=\"410\" height=\"171\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29.png\" alt=\"\" class=\"wp-image-2970\" style=\"width:470px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29.png 410w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29-300x125.png 300w\" sizes=\"(max-width: 410px) 100vw, 410px\" \/><\/noscript><img decoding=\"async\" width=\"410\" height=\"171\" src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29.png\" alt class=\"wp-image-2970 vp-lazyload\" style=\"width:470px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iNDEwIiBoZWlnaHQ9IjE3MSIgdmlld0JveD0iMCAwIDQxMCAxNzEiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29.png 410w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-29-300x125.png 300w\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 5: MLOps life-cycle<\/figcaption><\/figure>\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-1945583b37a7aa3386bde4f517f13143\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong>3. DevOps<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-df2c17f636d8b946408d84f000d0557c wp-block-paragraph\">DevOps orchestrates the entire AI and IoT solution.<br>A DevOps pipeline allows teams to automate tasks such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-17b5794f874506e322a77c10fa6d4bbc\">Running feature engineering<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-f0a92a54233074188c2086b77c15deb6\">Training AI models<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-0e4bb285378bbaf6ffb55bd2b0e4f1fd\">Registering the best model<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-b758651fd26d5bb565b6a0cf1503b05b\">Building IoT modules<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-96e03a4f8de93d4e1c6f2cf885b46f32\">Pushing modules to different registries<\/li>\n\n\n\n<li class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-6ea7a9eab2f3ae83c3b4bcf95a2116f4\">Deploying modules to IoT devices<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-9d5a797b7c3627b1276e5161a6a9d941 wp-block-paragraph\">Unique triggers for AIoT pipelines include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-119c9d1bf161cc8a2631e33eadf98474\">New training data<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-07bda85c668cc4f88b52f36991b11e39\">New model version<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-1484899646efa68b3400cbb2f8057dcf\">New model architecture<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-82cdf3c42a3f672620363fd19e51d285\">New IoT device generation<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-dba94694500a78d3a72e900ca8674fc9 wp-block-paragraph\">With DevOps, Data Scientists become more autonomous, and IT teams focus on higher-value tasks.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><noscript><img decoding=\"async\" width=\"555\" height=\"219\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30.png\" alt=\"\" class=\"wp-image-2971\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30.png 555w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30-300x118.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30-500x197.png 500w\" sizes=\"(max-width: 555px) 100vw, 555px\" \/><\/noscript><img decoding=\"async\" width=\"555\" height=\"219\" src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30.png\" alt class=\"wp-image-2971 vp-lazyload\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iNTU1IiBoZWlnaHQ9IjIxOSIgdmlld0JveD0iMCAwIDU1NSAyMTkiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30.png 555w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30-300x118.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-30-500x197.png 500w\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 6: ML steps in DevOps pipelines<\/figcaption><\/figure>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-a4f8af1fd80ea4c01f9b2d48d2d2f76a wp-block-paragraph\">Once the model part is completed, the pipeline continues with the creation and deployment of IoT modules.<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><noscript><img decoding=\"async\" width=\"277\" height=\"125\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-31.png\" alt=\"\" class=\"wp-image-2972\"\/><\/noscript><img decoding=\"async\" width=\"277\" height=\"125\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMjc3IiBoZWlnaHQ9IjEyNSIgdmlld0JveD0iMCAwIDI3NyAxMjUiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" alt class=\"wp-image-2972 vp-lazyload\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-31.png\" data-sizes=\"auto\" loading=\"eager\"><figcaption class=\"wp-element-caption\">Figure 7: IoT steps in DevOps pipelines<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-c10e89d175779cfc7309b436ba6e0d45\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong><strong>AIoT Ops: End-to-End Solution<\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-7a5b0d75e6a9280cec27cf6bba71caff wp-block-paragraph\">By combining AI, IoT, DevOps, and Azure services, companies achieve a complete end-to-end AIoT solution:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-24ac3e8e0ba4a9c51eeb0bfc39b14ec1\">Process data<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-1729c3eefeed0a0eab5023421894e0fc\">Train models<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-c06fc486c37117fb8f63647fd915ac8d\">Register models<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-9830059f22814c580ddf589abc0bfaba\">Build Docker modules<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-a960e6e734f3ecc107c884a2298ecefd\">Deploy modules to devices<\/li>\n<\/ol>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-e0f3cd65cced0900c8a9e31fb73ec9fd wp-block-paragraph\">This ensures full control over models, devices, versions, and deployments.<\/p>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-flex uagb-block-98dff900 default uagb-is-root-container\">\n<figure class=\"wp-block-image aligncenter size-full is-resized\"><noscript><img decoding=\"async\" width=\"469\" height=\"253\" data-skip-lazy src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32.png\" alt=\"\" class=\"wp-image-2973\" style=\"width:467px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32.png 469w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32-300x162.png 300w\" sizes=\"(max-width: 469px) 100vw, 469px\" \/><\/noscript><img decoding=\"async\" width=\"469\" height=\"253\" src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32.png\" alt class=\"wp-image-2973 vp-lazyload\" style=\"width:467px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iNDY5IiBoZWlnaHQ9IjI1MyIgdmlld0JveD0iMCAwIDQ2OSAyNTMiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/dev.mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32.png 469w, https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/09\/image-32-300x162.png 300w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-dfef20b2becf358557871dca39b213a3 wp-block-paragraph\">This final graphic summarises the entire journey from raw dataset to an intelligent IoT device in production.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-39ebb83eb0642395a85b7a04e296d954\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong><strong>Did You Know?<\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-9e8678aaeeda1da9ff763bb4b40f25c8 wp-block-paragraph\">Building a DevOps pipeline for AI and IoT may seem complex, but the long-term benefits are significant. MLOps is already recognised for improving AI quality and reliability. Extending these practices to IoT deployments accelerates the transformation towards Industry 4.0.<br><br>After a decade of experimentation, companies now need <strong>governance<\/strong>, <strong>security<\/strong>e <strong>productivity<\/strong>.<br>AIoT Ops is the next step.<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-8688260660cac7f3a48005f9d622b132\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong>How MDW Can Help<\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-7-color has-text-color has-link-color wp-elements-69ea706527ce4202ee3ed8c453386414 wp-block-paragraph\">As a <strong>triple Microsoft Gold Partner<\/strong>, MDW supports organisations in designing and implementing AIoT solutions.<br>Our teams can help you with:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li class=\"has-black-color has-text-color has-link-color wp-elements-106f744f84c048e3c51ccb169dd276a8\">Creating a centralised and sustainable environment for Data Scientists<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-1b7e50ab005b4ed0198bde4ac9adc837\">Developing advanced AI models<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-d22c9b49db3be8c38454e139180b7ea7\">Building complex IoT modules with embedded AI<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-77808b0e5a3eb57b0bfd4aa77d077fba\">Orchestrating everything with DevOps pipelines<\/li>\n\n\n\n<li class=\"has-black-color has-text-color has-link-color wp-elements-b5d3bbbead7e9e62a9a0403d175ccce2\">Adapting the solution to your current infrastructure<\/li>\n<\/ul>\n\n\n\n<p class=\"has-black-color has-text-color has-link-color wp-elements-e90723bf0a46e3b465ef28e7a9563cd1 wp-block-paragraph\">You can book a <strong>free consultation call<\/strong> with our experts at a time that suits you.<\/p>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-bd4a6b91\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-color has-link-color wp-elements-7ac2040f256c4575b7afd8e4ae094771\" style=\"color:#731373;letter-spacing:0px\"><strong><strong><strong><strong>About MDW<\/strong><\/strong><\/strong><\/strong><\/h2>\n\n\n\n<p class=\"has-ast-global-color-8-color has-text-color has-link-color wp-elements-f87d5a6b56457dc184a337208f6a2d70 wp-block-paragraph\">MDW is a European consulting firm specialized in <strong>Data &amp; AI<\/strong>. Recognized as <strong>Microsoft Partner of the Year for Azure (2024)<\/strong> and <strong>Partner of the Year for Data &amp; AI (2023)<\/strong>, MDW helps leading enterprises design, build, and operate data-driven solutions that connect <strong>Data, AI, and Business Applications<\/strong>.<\/p>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-ba260421\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-team uagb-team__image-position-left uagb-team__align-left uagb-team__stack-tablet uagb-block-8e99128a\"><noscript><img decoding=\"async\" class=\"uagb-team__image-crop-circle\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Amandine-150x150.png\" alt=\"\" height=\"100\" width=\"100\" loading=\"lazy\"\/><\/noscript><img decoding=\"async\" class=\"uagb-team__image-crop-circle vp-lazyload\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAwIiBoZWlnaHQ9IjEwMCIgdmlld0JveD0iMCAwIDEwMCAxMDAiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" alt height=\"100\" width=\"100\" loading=\"eager\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2024\/08\/Amandine-150x150.png\" data-sizes=\"auto\"><div class=\"uagb-team__content\"><h3 class=\"uagb-team__title\">Amandine Clauzon<\/h3><span class=\"uagb-team__prefix\">Marketing &amp; Partnerships Lead at MDW<\/span><p class=\"uagb-team__desc\"><\/p><ul class=\"uagb-team__social-list\"><li class=\"uagb-team__social-icon\"><a href=\"https:\/\/www.linkedin.com\/in\/amandine-clauzon-\/\" aria-label=\"linkedin\" target=\"_blank\" title=\"\" rel=\"noopener noreferrer\"><svg xmlns=\"https:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 448 512\"><path d=\"M416 32H31.9C14.3 32 0 46.5 0 64.3v383.4C0 465.5 14.3 480 31.9 480H416c17.6 0 32-14.5 32-32.3V64.3c0-17.8-14.4-32.3-32-32.3zM135.4 416H69V202.2h66.5V416zm-33.2-243c-21.3 0-38.5-17.3-38.5-38.5S80.9 96 102.2 96c21.2 0 38.5 17.3 38.5 38.5 0 21.3-17.2 38.5-38.5 38.5zm282.1 243h-66.4V312c0-24.8-.5-56.7-34.5-56.7-34.6 0-39.9 27-39.9 54.9V416h-66.4V202.2h63.7v29.2h.9c8.9-16.8 30.6-34.5 62.9-34.5 67.2 0 79.7 44.3 79.7 101.9V416z\"><\/path><\/svg><\/a><\/li><\/ul><\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-a641238f\"><div class=\"uagb-separator-spacing-wrapper\"><div class=\"wp-block-uagb-separator__inner\" style=\"--my-background-image:\"><\/div><\/div><\/div>\n\n\n\n\t\t\t<div class=\"wp-block-uagb-post-carousel uagb-post-grid  uagb-post__image-position-top uagb-post__image-enabled uagb-block-bef61616     uagb-post__arrow-outside uagb-slick-carousel uagb-post__items uagb-post__columns-3 is-carousel uagb-post__columns-tablet-2 uagb-post__columns-mobile-1 uagb-post__carousel_equal-height\" data-total=\"5\" style=\"\">\n\n\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/enhancing-data-governance-through-purview\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"953\" height=\"720\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance.png\" class=\"attachment-large size-large\" alt=\"Enhancing Data Governance with Purview\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-800x604.png 800w\" sizes=\"(max-width: 953px) 100vw, 953px\" \/><\/noscript><img decoding=\"async\" width=\"953\" height=\"720\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance.png\" class=\"attachment-large size-large vp-lazyload\" alt=\"Enhancing Data Governance with Purview\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iOTUzIiBoZWlnaHQ9IjcyMCIgdmlld0JveD0iMCAwIDk1MyA3MjAiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Purview-Governance-800x604.png 800w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/enhancing-data-governance-through-purview\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Mejorando el Gobierno de Datos con Purview<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2026-07-24T09:47:00+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tjulio 24, 2026\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/design-in-power-bi\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"953\" height=\"720\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post.png\" class=\"attachment-large size-large\" alt=\"Design in Power BI_Blog Post\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-800x604.png 800w\" sizes=\"(max-width: 953px) 100vw, 953px\" \/><\/noscript><img decoding=\"async\" width=\"953\" height=\"720\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post.png\" class=\"attachment-large size-large vp-lazyload\" alt=\"Design in Power BI_Blog Post\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iOTUzIiBoZWlnaHQ9IjcyMCIgdmlld0JveD0iMCAwIDk1MyA3MjAiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/06\/Design-in-Power-BI_Blog-Post-800x604.png 800w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/design-in-power-bi\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Dise\u00f1o en Power BI<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2026-06-23T17:23:07+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tjunio 23, 2026\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-copilot-studio\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"953\" height=\"720\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-800x604.png 800w\" sizes=\"(max-width: 953px) 100vw, 953px\" \/><\/noscript><img decoding=\"async\" width=\"953\" height=\"720\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website.png\" class=\"attachment-large size-large vp-lazyload\" alt srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iOTUzIiBoZWlnaHQ9IjcyMCIgdmlld0JveD0iMCAwIDk1MyA3MjAiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/05\/Microsoft-Copilot-Studio-Website-800x604.png 800w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-copilot-studio\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Microsoft Copilot Studio<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2026-05-27T10:54:21+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tmayo 27, 2026\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-365-e7-frontier-suite\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"953\" height=\"720\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1.png\" class=\"attachment-large size-large\" alt=\"The Frontier Suite\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-800x604.png 800w\" sizes=\"(max-width: 953px) 100vw, 953px\" \/><\/noscript><img decoding=\"async\" width=\"953\" height=\"720\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1.png\" class=\"attachment-large size-large vp-lazyload\" alt=\"The Frontier Suite\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iOTUzIiBoZWlnaHQ9IjcyMCIgdmlld0JveD0iMCAwIDk1MyA3MjAiIGZpbGw9Im5vbmUiIHhtbG5zPSJodHRwOi8vd3d3LnczLm9yZy8yMDAwL3N2ZyI+PC9zdmc+\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1.png 953w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-300x227.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-768x580.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-500x378.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/03\/Image-Website-1-800x604.png 800w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-365-e7-frontier-suite\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Microsoft 365 E7<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2026-04-08T19:17:53+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tabril 8, 2026\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-fabric-featured-partner\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"1024\" height=\"768\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1024x768.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1024x768.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-300x225.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-768x576.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1536x1152.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-2048x1536.png 2048w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-500x375.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-800x600.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1280x960.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1920x1440.png 1920w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1024x768.png\" class=\"attachment-large size-large vp-lazyload\" alt srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI3NjgiIHZpZXdCb3g9IjAgMCAxMDI0IDc2OCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1024x768.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1024x768.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-300x225.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-768x576.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1536x1152.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-2048x1536.png 2048w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-500x375.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-800x600.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1280x960.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/10\/Blog-Post-Website-1920x1440.png 1920w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/microsoft-fabric-featured-partner\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Microsoft Fabric Featured Partner<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2025-10-16T10:35:45+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\toctubre 16, 2025\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<article class=\"uagb-post__inner-wrap\">\t\t\t\t\t\t\t\t<div class='uagb-post__image'>\n\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/superheroes-villains-creation-contest-powered-by-ai\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\"><noscript><img decoding=\"async\" width=\"1024\" height=\"768\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1024x768.png\" class=\"attachment-large size-large\" alt=\"\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1024x768.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-300x225.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-768x576.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1536x1152.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-2048x1536.png 2048w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-500x375.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-800x600.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1280x960.png 1280w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1024x768.png\" class=\"attachment-large size-large vp-lazyload\" alt srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI3NjgiIHZpZXdCb3g9IjAgMCAxMDI0IDc2OCIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1024x768.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1024x768.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-300x225.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-768x576.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1536x1152.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-2048x1536.png 2048w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-500x375.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-800x600.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/09\/Blog-Post-Website-1280x960.png 1280w\" data-sizes=\"auto\" loading=\"eager\">\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<h6 class=\"uagb-post__title uagb-post__text\">\n\t\t\t\t<a href=\"https:\/\/mdw-group.com\/es\/superheroes-villains-creation-contest-powered-by-ai\/\" target=\"_self\" rel=\"bookmark noopener noreferrer\">Uniendo Imaginaci\u00f3n e IA: El Concurso de Superh\u00e9roes y Villanos de MDW<\/a>\n\t\t\t<\/h6>\n\t\t\t\t\t\t<div class='uagb-post__text uagb-post-grid-byline'>\n\t\t\t\t\t\t\t\t<time datetime=\"2025-09-30T12:36:57+02:00\" class=\"uagb-post__date\">\n\t\t\t\t<span class=\"dashicons-calendar dashicons\"><\/span>\t\t\t\t\tseptiembre 30, 2025\t\t\t\t<\/time>\n\t\t\t\t\t\t\t<span class=\"uagb-post__comment\">\n\t\t\t\t<span class=\"dashicons-admin-comments dashicons\"><\/span>\t\t\t\t\tNo hay comentarios\t\t\t\t<\/span>\n\t\t\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\t\t\t\t\t\t<\/article>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>AIoT Ops: A step forward in your 4.0 industry strategy PROFESSIONALIZE YOUR DEVICE ARMY WITH MDW AND MICROSOFT AZURE Today, many companies rely on hundreds of AI models and thousands of IoT devices. These solutions help with sales forecasting, customer churn prediction, image recognition, and many other business needs. Industries such as manufacturing, supply chain, [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":3083,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_vp_format_video_url":"","_vp_image_focal_point":[],"_vp_custom_popup_image":0,"_vp_format_audio_url":"","_vp_album_images":[],"_vp_custom_thumbnail":0,"_vp_custom_thumbnail_focal_point":[],"_vp_custom_thumbnail_cover":0,"_vp_hover_thumbnail":0,"_vp_hover_thumbnail_focal_point":[],"footnotes":""},"categories":[35],"tags":[],"class_list":["post-2961","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-posts"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AIoT Ops: A step forward in your 4.0 industry strategy - MDW<\/title>\n<meta name=\"description\" content=\"AIoT Ops: A step forward in your 4.0 industry strategy\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/mdw-group.com\/es\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AIoT Ops: A step forward in your 4.0 industry strategy - MDW\" \/>\n<meta property=\"og:description\" content=\"AIoT Ops: A step forward in your 4.0 industry strategy\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mdw-group.com\/es\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/\" \/>\n<meta property=\"og:site_name\" content=\"MDW\" \/>\n<meta property=\"article:published_time\" content=\"2021-05-06T13:42:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-02-02T09:09:10+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"953\" \/>\n\t<meta property=\"og:image:height\" content=\"720\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"Amandine Clauzon\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Escrito por\" \/>\n\t<meta name=\"twitter:data1\" content=\"Amandine Clauzon\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/\"},\"author\":{\"name\":\"Amandine Clauzon\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#\\\/schema\\\/person\\\/7848618d179dce9f95df45afd331740f\"},\"headline\":\"AIoT Ops: A step forward in your 4.0 industry strategy\",\"datePublished\":\"2021-05-06T13:42:00+00:00\",\"dateModified\":\"2026-02-02T09:09:10+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/\"},\"wordCount\":984,\"publisher\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/DevOps-Team-Website-1.png\",\"articleSection\":[\"Blog posts\"],\"inLanguage\":\"es\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/\",\"name\":\"AIoT Ops: A step forward in your 4.0 industry strategy - MDW\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/DevOps-Team-Website-1.png\",\"datePublished\":\"2021-05-06T13:42:00+00:00\",\"dateModified\":\"2026-02-02T09:09:10+00:00\",\"description\":\"AIoT Ops: A step forward in your 4.0 industry strategy\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/DevOps-Team-Website-1.png\",\"contentUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2021\\\/05\\\/DevOps-Team-Website-1.png\",\"width\":953,\"height\":720},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/mdw-group.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AIoT Ops: A step forward in your 4.0 industry strategy\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#website\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/\",\"name\":\"MDW group\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/mdw-group.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#organization\",\"name\":\"MDW | My Data Works\",\"alternateName\":\"My Data Works\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/LOGO_2025_3-color-centrado-scaled.png\",\"contentUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/LOGO_2025_3-color-centrado-scaled.png\",\"width\":2560,\"height\":1336,\"caption\":\"MDW | My Data Works\"},\"image\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/mdw-partners\\\/?viewAsMember=true\",\"https:\\\/\\\/www.youtube.com\\\/@mdw-my-data-works\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#\\\/schema\\\/person\\\/7848618d179dce9f95df45afd331740f\",\"name\":\"Amandine Clauzon\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g\",\"caption\":\"Amandine Clauzon\"},\"url\":\"https:\\\/\\\/mdw-group.com\\\/es\\\/author\\\/amandine-clauzonmdwpartners-com\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AIoT Ops: A step forward in your 4.0 industry strategy - MDW","description":"AIoT Ops: Un paso adelante en tu estrategia de industria 4.0","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/mdw-group.com\/es\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/","og_locale":"es_ES","og_type":"article","og_title":"AIoT Ops: A step forward in your 4.0 industry strategy - MDW","og_description":"AIoT Ops: A step forward in your 4.0 industry strategy","og_url":"https:\/\/mdw-group.com\/es\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/","og_site_name":"MDW","article_published_time":"2021-05-06T13:42:00+00:00","article_modified_time":"2026-02-02T09:09:10+00:00","og_image":[{"width":953,"height":720,"url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png","type":"image\/png"}],"author":"Amandine Clauzon","twitter_card":"summary_large_image","twitter_misc":{"Escrito por":"Amandine Clauzon","Tiempo de lectura":"7 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#article","isPartOf":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/"},"author":{"name":"Amandine Clauzon","@id":"https:\/\/mdw-group.com\/#\/schema\/person\/7848618d179dce9f95df45afd331740f"},"headline":"AIoT Ops: A step forward in your 4.0 industry strategy","datePublished":"2021-05-06T13:42:00+00:00","dateModified":"2026-02-02T09:09:10+00:00","mainEntityOfPage":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/"},"wordCount":984,"publisher":{"@id":"https:\/\/mdw-group.com\/#organization"},"image":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#primaryimage"},"thumbnailUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png","articleSection":["Blog posts"],"inLanguage":"es"},{"@type":"WebPage","@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/","url":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/","name":"AIoT Ops: A step forward in your 4.0 industry strategy - MDW","isPartOf":{"@id":"https:\/\/mdw-group.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#primaryimage"},"image":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#primaryimage"},"thumbnailUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png","datePublished":"2021-05-06T13:42:00+00:00","dateModified":"2026-02-02T09:09:10+00:00","description":"AIoT Ops: Un paso adelante en tu estrategia de industria 4.0","breadcrumb":{"@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#primaryimage","url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png","contentUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png","width":953,"height":720},{"@type":"BreadcrumbList","@id":"https:\/\/mdw-group.com\/aiot-ops-a-step-forward-in-your-4-0-industry-strategy\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/mdw-group.com\/"},{"@type":"ListItem","position":2,"name":"AIoT Ops: A step forward in your 4.0 industry strategy"}]},{"@type":"WebSite","@id":"https:\/\/mdw-group.com\/#website","url":"https:\/\/mdw-group.com\/","name":"MDW group","description":"","publisher":{"@id":"https:\/\/mdw-group.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/mdw-group.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/mdw-group.com\/#organization","name":"MDW | My Data Works","alternateName":"My Data Works","url":"https:\/\/mdw-group.com\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/mdw-group.com\/#\/schema\/logo\/image\/","url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/LOGO_2025_3-color-centrado-scaled.png","contentUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/LOGO_2025_3-color-centrado-scaled.png","width":2560,"height":1336,"caption":"MDW | My Data Works"},"image":{"@id":"https:\/\/mdw-group.com\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/mdw-partners\/?viewAsMember=true","https:\/\/www.youtube.com\/@mdw-my-data-works"]},{"@type":"Person","@id":"https:\/\/mdw-group.com\/#\/schema\/person\/7848618d179dce9f95df45afd331740f","name":"Amandine Clauzon","image":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/secure.gravatar.com\/avatar\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1977535e90edab87a85a94c728888cd88c136460ad7b49965742f2d97ae2b871?s=96&d=mm&r=g","caption":"Amandine Clauzon"},"url":"https:\/\/mdw-group.com\/es\/author\/amandine-clauzonmdwpartners-com\/"}]}},"uagb_featured_image_src":{"full":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"thumbnail":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-150x150.png",150,150,true],"medium":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-300x227.png",300,227,true],"medium_large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-768x580.png",768,580,true],"large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"1536x1536":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"2048x2048":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"trp-custom-language-flag":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",16,12,false],"vp_sm":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-500x378.png",500,378,true],"vp_md":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-800x604.png",800,604,true],"vp_lg":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"vp_xl":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false],"vp_sm_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-500x378.png",500,378,true],"vp_md_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1-800x604.png",800,604,true],"vp_xl_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2021\/05\/DevOps-Team-Website-1.png",953,720,false]},"uagb_author_info":{"display_name":"Amandine Clauzon","author_link":"https:\/\/mdw-group.com\/es\/author\/amandine-clauzonmdwpartners-com\/"},"uagb_comment_info":0,"uagb_excerpt":"AIoT Ops: A step forward in your 4.0 industry strategy PROFESSIONALIZE YOUR DEVICE ARMY WITH MDW AND MICROSOFT AZURE Today, many companies rely on hundreds of AI models and thousands of IoT devices. These solutions help with sales forecasting, customer churn prediction, image recognition, and many other business needs. Industries such as manufacturing, supply chain,&hellip;","_links":{"self":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/posts\/2961","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/comments?post=2961"}],"version-history":[{"count":1,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/posts\/2961\/revisions"}],"predecessor-version":[{"id":8301,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/posts\/2961\/revisions\/8301"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media\/3083"}],"wp:attachment":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media?parent=2961"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/categories?post=2961"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/tags?post=2961"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}