{"id":6745,"date":"2025-05-28T12:53:28","date_gmt":"2025-05-28T10:53:28","guid":{"rendered":"https:\/\/mdw-group.com\/?post_type=portfolio&#038;p=6745"},"modified":"2026-07-31T13:21:56","modified_gmt":"2026-07-31T11:21:56","slug":"quality-control-ai-case-study","status":"publish","type":"portfolio","link":"https:\/\/mdw-group.com\/es\/events\/quality-control-ai-case-study\/","title":{"rendered":"Quality Control AI"},"content":{"rendered":"<div class=\"wp-block-uagb-container uagb-block-c8534716 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-71dabd54 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-fabfd704\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-791375e34250c605ac19681979914ac7\" style=\"color:#eb9f68;font-size:15px\">CASE STUDY \u2014 MANUFACTURING<\/h3>\n\n\n<h1 style=\"font-size:49px;font-style:normal;font-weight:700;letter-spacing:0px\" class=\"wp-block-post-title\">Quality Control AI<\/h1>\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-15bbc1ae8dd42eaed6f0e26cd3ee1225\" style=\"font-size:21px;font-style:normal;font-weight:400\">Control material quality with computer vision<\/h2>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-86a8c467 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-841eaa97\">\n<p class=\"wp-block-paragraph\" style=\"font-size:15px;letter-spacing:2px\">Sector:<\/p>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-15f90f754bb5821273752d44847f263d wp-block-paragraph\">Manufacturing, Consumer Goods, Energy<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-70a8076a\">\n<p class=\"wp-block-paragraph\" style=\"font-size:15px;letter-spacing:2px\">Focus:<\/p>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-e06e1e72fd6cf88033554b0fcaa7610a wp-block-paragraph\">AI Quality Control (Computer Vision)<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div style=\"height:48px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-f8f50f84 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-7be66b7c\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" style=\"border-top-left-radius:300px;border-top-right-radius:300px;border-bottom-left-radius:300px;border-bottom-right-radius:300px;font-size:14px\">Ask about this case<\/a><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-layout-grid uagb-block-eaf4636b\">\n<figure class=\"wp-block-image alignright size-full is-resized has-custom-border is-style-rounded\"><noscript><img decoding=\"async\" width=\"1024\" height=\"1024\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png\" alt=\"\" class=\"wp-image-9329\" style=\"border-top-left-radius:21px;border-top-right-radius:21px;border-bottom-left-radius:21px;border-bottom-right-radius:21px;width:421px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-800x800.png 800w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png\" alt class=\"wp-image-9329 vp-lazyload\" style=\"border-top-left-radius:21px;border-top-right-radius:21px;border-bottom-left-radius:21px;border-bottom-right-radius:21px;width:421px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSIxMDI0IiB2aWV3Qm94PSIwIDAgMTAyNCAxMDI0IiBmaWxsPSJub25lIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-800x800.png 800w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-1b7c929e\"><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-container uagb-block-08ad0a60 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-2c8268df\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-4059915b94eb0e9a6a8774b3d784d1b3\" style=\"color:#a431a6;font-size:15px;letter-spacing:1px\">BUSINESS CHALLENGE<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\">Manual inspections causing defects and inefficiencies<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-700c1afff7215b06fb65286ad2c1caab wp-block-paragraph\" style=\"font-size:15px\">Manual quality inspections in the <strong>manufacturing process <\/strong>were slow and error-prone, leading to <strong>defects and inefficiencies<\/strong>.<strong> <\/strong>Is<strong> <\/strong>needed an automated system to <strong>accurately detect product defects <\/strong>in real-time and integrate seamlessly into their production line.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-77dd346e\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-d972382675e32d5bb3df962189f7276f\" style=\"color:#dd9be3;font-size:15px;letter-spacing:1px\">SOLUTION IMPLEMENTED<\/h3>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"font-size:17px\">An AI system detecting defects in real time with computer vision<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-dd8f7345f22aae338edec24d10b74d71 wp-block-paragraph\" style=\"font-size:15px\">Implemented an <strong>AI-powered quality control system <\/strong>that integrates <strong>computer vision <\/strong>to detect defects in real time. IoT Hub collects data from sensors and cameras on the production line, while Event Hub streams this data to Databricks, where machine learning models analyze it for potential defects. This data is then stored in a Cosmos DB.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-8f17b2a6\"><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-container uagb-block-c39baebe alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-996f0e90703fec690bb95dba680f5cdf\" style=\"color:#eb9f68;font-size:15px\">TECHNOLOGY<\/h3>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-362bd8ca217a66804c08b68ab4cccf41\" style=\"font-size:21px;font-style:normal;font-weight:400\">Built to capture, stream, and analyze production data in real time<\/h2>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-3a59b6f8 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-1f84b7b2\">\n<div class=\"wp-block-uagb-container uagb-block-c0fbaf1f alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-61a74992\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" alt=\"\" class=\"wp-image-9064\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" alt class=\"wp-image-9064 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-03-1.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-da630c2b\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">DATA PLATFORM<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-ba0de32bd019a52675d8f2b96efc3c15\" style=\"color:#eb9f68;font-size:12px\">IoT Hub, Event Hub, Databricks &amp; Cosmos DB<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-e0ddde755121eb3cc2718ed2d33da7b8 wp-block-paragraph\" style=\"font-size:15px\">An <strong>IoT Hub<\/strong> controls the extraction of data, passed through an <strong>Event Hub<\/strong> to <strong>Databricks<\/strong>, storing results in <strong>Cosmos DB<\/strong>.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-d659ed47\">\n<div class=\"wp-block-uagb-container uagb-block-e5ec85f6 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-07f6663a\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" alt=\"\" class=\"wp-image-9081\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" alt class=\"wp-image-9081 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-04.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-a1be50ed\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">SERVING<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-73c67d6598221e547970cacaeb32f752\" style=\"color:#eb9f68;font-size:12px\">Power BI<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-462ddbf755b97676aeaf7b4d41086cb7 wp-block-paragraph\" style=\"font-size:15px\">Real-time insights integrated into <strong>interactive dashboards<\/strong>, visualizing <strong>production metrics<\/strong> and possible <strong>piece errors<\/strong>.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-24c216f0\">\n<div class=\"wp-block-uagb-container uagb-block-d45c49c1 alignfull uagb-is-root-container\">\n<div class=\"wp-block-uagb-container uagb-block-e692b006\">\n<figure class=\"wp-block-image size-large is-resized\"><noscript><img decoding=\"async\" width=\"1024\" height=\"972\" data-skip-lazy src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" alt=\"\" class=\"wp-image-9084\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05.png 1634w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/noscript><img decoding=\"async\" width=\"1024\" height=\"972\" src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" alt class=\"wp-image-9084 vp-lazyload\" style=\"aspect-ratio:1.053443079063297;width:59px;height:auto\" srcset=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMTAyNCIgaGVpZ2h0PSI5NzIiIHZpZXdCb3g9IjAgMCAxMDI0IDk3MiIgZmlsbD0ibm9uZSIgeG1sbnM9Imh0dHA6Ly93d3cudzMub3JnLzIwMDAvc3ZnIj48L3N2Zz4=\" data-src=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1024x972.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-300x285.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-768x729.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1536x1458.png 1536w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-500x475.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-800x759.png 800w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05-1280x1215.png 1280w, https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/07\/Sin-titulo-4-05.png 1634w\" data-sizes=\"auto\" loading=\"eager\"><\/figure>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-9d338511\">\n<h4 class=\"wp-block-heading\" style=\"font-size:16px;font-style:normal;font-weight:600\">GOVERNANCE<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-50ab8dcef94b4468b0fd883bb060d99b\" style=\"color:#eb9f68;font-size:12px\">PURVIEW<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-dd8c15b089a88b5cdab4a836d177aefb wp-block-paragraph\" style=\"font-size:15px\">Ensures <strong>data quality<\/strong>, <strong>compliance<\/strong>, and secure <strong>governance<\/strong> across all production data.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-e73a4ec7\"><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-container uagb-block-92adaa55 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-60084ad31a778f42d54f24bb20901783\" style=\"color:#eb9f68;font-size:15px\">Results &amp; ROI<\/h3>\n\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-bf6660bb9f894e3b0788501607449af5\" style=\"font-size:21px;font-style:normal;font-weight:400\">What changed once the system went live<\/h2>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-f7a47624 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-a7ebe158\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-ccc09e5beae204190c89051e8800506d\" style=\"color:#eb9f68;font-size:12px\">SATISFACTION<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-321866d5551d403f2fdc2caf2f9fc768 wp-block-paragraph\" style=\"font-size:15px\">Improved <strong>manufacturing process times<\/strong>, leading to higher <strong>customer satisfaction<\/strong> and <strong>loyalty<\/strong>.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-c52c744a\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-32bd5dfe2f9d8f864c6c8b3f5a1744e8\" style=\"color:#eb9f68;font-size:12px\">QUALITY<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-2d6572386d7513db413fe46f1fa5736c wp-block-paragraph\" style=\"font-size:15px\">Errors are identified earlier in the <strong>manufacturing process<\/strong>, leading to <strong>fewer errors<\/strong> in the <strong>final product<\/strong>.<br><\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-0790337f\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-7dfeddf09fa09e9a68abec1d5efc0408\" style=\"color:#eb9f68;font-size:12px\">SAVINGS<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-0a6e4a921ad90095d606c1ddc43882f2 wp-block-paragraph\" style=\"font-size:15px\">Detecting errors in this <strong>early phase<\/strong> leads to savings in <strong>manufacturing costs<\/strong> and other processes.<\/p>\n<\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-uagb-separator uagb-block-809e92d3\"><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-container uagb-block-c13a88f5 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-9d968b5adf2e2e46654ac14bd0544e71\" style=\"color:#eb9f68;font-size:15px\">Have a similar data challenge?<\/h3>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-5d1a94e0 alignfull uagb-is-root-container\"><div class=\"uagb-container-inner-blocks-wrap\">\n<div class=\"wp-block-uagb-container uagb-block-9b5d89d9\">\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-a592bc6c033fdebcdb30a8316a48c1d1\" style=\"font-size:21px;font-style:normal;font-weight:400\">Talk to the team behind this project, we&#8217;ll walk you through the approach and how it can adapt to your data.<\/h2>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-bdda9b54\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/mdw-group.com\/es\/contact-us\/\" style=\"font-size:14px\">Talk to our team<\/a><\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-uagb-container uagb-block-b7715272\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--2\"><a class=\"wp-block-button__link has-custom-font-size wp-element-button\" href=\"https:\/\/mdw-group.com\/es\/case-studies\/\" style=\"border-width:1px;border-top-left-radius:209px;border-top-right-radius:209px;border-bottom-left-radius:209px;border-bottom-right-radius:209px;font-size:14px\">Browse all case studies<\/a><\/div>\n<\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>CASE STUDY \u2014 MANUFACTURING Control material quality with computer vision Sector: Manufacturing, Consumer Goods, Energy Focus: AI Quality Control (Computer Vision) BUSINESS CHALLENGE Manual inspections causing defects and inefficiencies Manual quality inspections in the manufacturing process were slow and error-prone, leading to defects and inefficiencies. Is needed an automated system to accurately detect product defects [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":9329,"menu_order":0,"comment_status":"open","ping_status":"closed","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":"disabled","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":""},"portfolio_category":[20,15,10],"portfolio_tag":[],"class_list":["post-6745","portfolio","type-portfolio","status-publish","format-standard","has-post-thumbnail","hentry","portfolio_category-consumer-goods","portfolio_category-energy","portfolio_category-manufacturing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Quality Control AI - MDW<\/title>\n<meta name=\"description\" content=\"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.\" \/>\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\/events\/quality-control-ai-case-study\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Quality Control AI - MDW\" \/>\n<meta property=\"og:description\" content=\"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mdw-group.com\/es\/events\/quality-control-ai-case-study\/\" \/>\n<meta property=\"og:site_name\" content=\"MDW\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-31T11:21:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/\",\"name\":\"Quality Control AI - MDW\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Quality-Control-AI.png\",\"datePublished\":\"2025-05-28T10:53:28+00:00\",\"dateModified\":\"2026-07-31T11:21:56+00:00\",\"description\":\"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Quality-Control-AI.png\",\"contentUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2025\\\/05\\\/Quality-Control-AI.png\",\"width\":1024,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/quality-control-ai-case-study\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Portada\",\"item\":\"https:\\\/\\\/mdw-group.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Events\",\"item\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Quality Control AI\"}]},{\"@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\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Quality Control AI - MDW","description":"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.","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\/events\/quality-control-ai-case-study\/","og_locale":"es_ES","og_type":"article","og_title":"Quality Control AI - MDW","og_description":"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.","og_url":"https:\/\/mdw-group.com\/es\/events\/quality-control-ai-case-study\/","og_site_name":"MDW","article_modified_time":"2026-07-31T11:21:56+00:00","og_image":[{"width":1024,"height":1024,"url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"Tiempo de lectura":"5 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/","url":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/","name":"Quality Control AI - MDW","isPartOf":{"@id":"https:\/\/mdw-group.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/#primaryimage"},"image":{"@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/#primaryimage"},"thumbnailUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png","datePublished":"2025-05-28T10:53:28+00:00","dateModified":"2026-07-31T11:21:56+00:00","description":"See how computer vision and AI detect manufacturing defects in real time, reducing costs and improving product quality.","breadcrumb":{"@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/#primaryimage","url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png","contentUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png","width":1024,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/mdw-group.com\/events\/quality-control-ai-case-study\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Portada","item":"https:\/\/mdw-group.com\/"},{"@type":"ListItem","position":2,"name":"Events","item":"https:\/\/mdw-group.com\/events\/"},{"@type":"ListItem","position":3,"name":"Quality Control AI"}]},{"@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"]}]}},"uagb_featured_image_src":{"full":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"thumbnail":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-150x150.png",150,150,true],"medium":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-300x300.png",300,300,true],"medium_large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-768x768.png",768,768,true],"large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"1536x1536":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"2048x2048":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"trp-custom-language-flag":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",12,12,false],"vp_sm":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-500x500.png",500,500,true],"vp_md":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-800x800.png",800,800,true],"vp_lg":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"vp_xl":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false],"vp_sm_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-500x500.png",500,500,true],"vp_md_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI-800x800.png",800,800,true],"vp_xl_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2025\/05\/Quality-Control-AI.png",1024,1024,false]},"uagb_author_info":{"display_name":"ana.aramburu@mdw-group.com","author_link":"https:\/\/mdw-group.com\/es\/author\/ana-aramburumdw-group-com\/"},"uagb_comment_info":0,"uagb_excerpt":"CASE STUDY \u2014 MANUFACTURING Control material quality with computer vision Sector: Manufacturing, Consumer Goods, Energy Focus: AI Quality Control (Computer Vision) BUSINESS CHALLENGE Manual inspections causing defects and inefficiencies Manual quality inspections in the manufacturing process were slow and error-prone, leading to defects and inefficiencies. Is needed an automated system to accurately detect product defects&hellip;","_links":{"self":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6745","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio"}],"about":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/types\/portfolio"}],"author":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/comments?post=6745"}],"version-history":[{"count":2,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6745\/revisions"}],"predecessor-version":[{"id":9330,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/6745\/revisions\/9330"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media\/9329"}],"wp:attachment":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media?parent=6745"}],"wp:term":[{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_category?post=6745"},{"taxonomy":"portfolio_tag","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_tag?post=6745"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}