{"id":9284,"date":"2026-07-31T11:55:45","date_gmt":"2026-07-31T09:55:45","guid":{"rendered":"https:\/\/mdw-group.com\/?post_type=portfolio&#038;p=9284"},"modified":"2026-07-31T13:42:56","modified_gmt":"2026-07-31T11:42:56","slug":"route-pricing-optimization-use-case","status":"publish","type":"portfolio","link":"https:\/\/mdw-group.com\/es\/events\/route-pricing-optimization-use-case\/","title":{"rendered":"Route Pricing Optimization"},"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-3cf495f90ff12bfe40163a4e59fbd1be\" style=\"color:#eb9f68;font-size:15px\">CASE STUDY \u2014 LOGISTIC &amp; MANUFACTURING<\/h3>\n\n\n<h1 style=\"font-size:49px;font-style:normal;font-weight:700;letter-spacing:0px\" class=\"wp-block-post-title\">Route Pricing Optimization<\/h1>\n\n\n<h2 class=\"wp-block-heading has-ast-global-color-4-color has-text-color has-link-color wp-elements-648bee16f38851301d3cfd671f686ea8\" style=\"font-size:21px;font-style:normal;font-weight:400\">Enhance profitability by predicting optimal pricing for offered routes<\/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-336ae0c1c8d4f9d1d2caf20a21371e5a wp-block-paragraph\">Logistic &amp; Manufacturing<\/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-8e3b657d53e09a70ce77b5bd7140dcaf wp-block-paragraph\">Route Pricing Optimization<\/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\/2026\/07\/Route-Pricing-Optimization.png\" alt=\"\" class=\"wp-image-9352\" 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\/2026\/07\/Route-Pricing-Optimization.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-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\/2026\/07\/Route-Pricing-Optimization.png\" alt class=\"wp-image-9352 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\/2026\/07\/Route-Pricing-Optimization.png\" data-srcset=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png 1024w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-300x300.png 300w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-150x150.png 150w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-768x768.png 768w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-500x500.png 500w, https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-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\">Predicting optimal pricing for competitive route bids<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-51bec3fed4d2de455c17760b2f029f89 wp-block-paragraph\" style=\"font-size:15px\">Logistics companies work with a predefined set of routes for which they bid on pricing in competitive scenarios. Determining the ideal price to win a route while ensuring profitability is a challenge, especially given the variability in market conditions and customer expectations. Need for an AI-solution to predict the final price at which a route will likely be awarded.<\/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\">A regression-based AI system predicting winning route prices<\/h2>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-ccdfb5cb8612c93ad5646e7c08798e58 wp-block-paragraph\" style=\"font-size:15px\">Regression-based AI system that analyzes historical pricing data for offered routes, including whether the bids were won or lost. The solution predicts the likely winning price for each route and suggests optimal pricing strategies to maximize profitability while improving the chances of securing the route.<\/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-69f094d67cd6e2fa48991784d605813e\" style=\"font-size:21px;font-style:normal;font-weight:400\">Built to combine, analyze, and predict optimal route prices<\/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-2c69153057f1ed529dbf3e5bf8762aa5\" style=\"color:#eb9f68;font-size:12px\">Azure SQL Database<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-41933e1194dab3c1c6c805dd44d2429e wp-block-paragraph\" style=\"font-size:15px\">Combines <strong>historical route pricing data<\/strong>, <strong>operational costs<\/strong>, and other relevant <strong>data sources<\/strong> into a single view.<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-d201b7b016c4757d6fd21f173fe47a5e wp-block-paragraph\" style=\"font-size:15px\">Visualizes <strong>regression results<\/strong> and <strong>historical trends<\/strong>, giving teams clear insight into <strong>pricing patterns<\/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\">AI<\/h4>\n<\/div>\n<\/div>\n\n\n\n<h3 class=\"wp-block-heading has-text-color has-link-color wp-elements-84e023cdb8c5857ffbbb2e012d15cdb0\" style=\"color:#eb9f68;font-size:12px\">Azure Machine Learning<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-c78a4b489e9493ff78c018016e3a82ff wp-block-paragraph\" style=\"font-size:15px\">A <strong>regression-based machine learning model<\/strong> trained on historical <strong>route offers<\/strong>, <strong>accepted prices<\/strong>e <strong>market conditions<\/strong> to predict the <strong>likely winning price<\/strong>.<\/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-05687a7734928ef2a35033c0f984e0c2\" style=\"font-size:21px;font-style:normal;font-weight:400\">What changed once the model 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-4c47309d176f8b84270a90dda9fea812\" style=\"color:#eb9f68;font-size:12px\">EFFICIENCY<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-603bd8976bd01797f12b43c240703af5 wp-block-paragraph\" style=\"font-size:15px\">Reduced time spent on <strong>manual price analysis<\/strong> by automating the process with <strong>AI-driven insights<\/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-3a5daa68e29c0c063a0324c7bd5318dc\" style=\"color:#eb9f68;font-size:12px\">PROFITABILITY<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-939e867284355acf8038db319661c2d0 wp-block-paragraph\" style=\"font-size:15px\">Enhanced <strong>profit margins<\/strong> by identifying <strong>pricing sweet spots<\/strong> that balance <strong>competitiveness<\/strong> and <strong>operational costs<\/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-64e1fe44d33b482a3f28590cb57052d8\" style=\"color:#eb9f68;font-size:12px\">ACCURACY<\/h3>\n\n\n\n<p class=\"has-ast-global-color-5-color has-text-color has-link-color wp-elements-606c8d31ac9c1e9b6c3698bde241565d wp-block-paragraph\" style=\"font-size:15px\">Improved <strong>price prediction accuracy<\/strong>, leading to a <strong>20% increase<\/strong> in <strong>winning bid rates<\/strong> for strategic routes.<\/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 LOGISTIC &amp; MANUFACTURING Enhance profitability by predicting optimal pricing for offered routes Sector: Logistic &amp; Manufacturing Focus: Route Pricing Optimization BUSINESS CHALLENGE Predicting optimal pricing for competitive route bids Logistics companies work with a predefined set of routes for which they bid on pricing in competitive scenarios. Determining the ideal price to [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":9352,"menu_order":0,"comment_status":"closed","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":[10],"portfolio_tag":[],"class_list":["post-9284","portfolio","type-portfolio","status-publish","format-standard","has-post-thumbnail","hentry","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>Route Pricing Optimization - MDW<\/title>\n<meta name=\"description\" content=\"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.\" \/>\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\/route-pricing-optimization-use-case\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Route Pricing Optimization - MDW\" \/>\n<meta property=\"og:description\" content=\"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/mdw-group.com\/es\/events\/route-pricing-optimization-use-case\/\" \/>\n<meta property=\"og:site_name\" content=\"MDW\" \/>\n<meta property=\"article:modified_time\" content=\"2026-07-31T11:42:56+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.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\\\/route-pricing-optimization-use-case\\\/\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/\",\"name\":\"Route Pricing Optimization - MDW\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Route-Pricing-Optimization.png\",\"datePublished\":\"2026-07-31T09:55:45+00:00\",\"dateModified\":\"2026-07-31T11:42:56+00:00\",\"description\":\"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/#primaryimage\",\"url\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Route-Pricing-Optimization.png\",\"contentUrl\":\"https:\\\/\\\/mdw-group.com\\\/wp-content\\\/uploads\\\/2026\\\/07\\\/Route-Pricing-Optimization.png\",\"width\":1024,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/mdw-group.com\\\/events\\\/route-pricing-optimization-use-case\\\/#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\":\"Route Pricing Optimization\"}]},{\"@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":"Route Pricing Optimization - MDW","description":"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.","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\/route-pricing-optimization-use-case\/","og_locale":"es_ES","og_type":"article","og_title":"Route Pricing Optimization - MDW","og_description":"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.","og_url":"https:\/\/mdw-group.com\/es\/events\/route-pricing-optimization-use-case\/","og_site_name":"MDW","article_modified_time":"2026-07-31T11:42:56+00:00","og_image":[{"width":1024,"height":1024,"url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.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\/route-pricing-optimization-use-case\/","url":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/","name":"Route Pricing Optimization - MDW","isPartOf":{"@id":"https:\/\/mdw-group.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/#primaryimage"},"image":{"@id":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/#primaryimage"},"thumbnailUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png","datePublished":"2026-07-31T09:55:45+00:00","dateModified":"2026-07-31T11:42:56+00:00","description":"See how Route Pricing Optimization uses AI to predict winning bid prices, boosting profitability and win rates by 20%.","breadcrumb":{"@id":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/"]}]},{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/#primaryimage","url":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png","contentUrl":"https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png","width":1024,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/mdw-group.com\/events\/route-pricing-optimization-use-case\/#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":"Route Pricing Optimization"}]},{"@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\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"thumbnail":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-150x150.png",150,150,true],"medium":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-300x300.png",300,300,true],"medium_large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-768x768.png",768,768,true],"large":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"1536x1536":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"2048x2048":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"trp-custom-language-flag":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",12,12,false],"vp_sm":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-500x500.png",500,500,true],"vp_md":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-800x800.png",800,800,true],"vp_lg":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"vp_xl":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,false],"vp_sm_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-500x500.png",500,500,true],"vp_md_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization-800x800.png",800,800,true],"vp_xl_popup":["https:\/\/mdw-group.com\/wp-content\/uploads\/2026\/07\/Route-Pricing-Optimization.png",1024,1024,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":"CASE STUDY \u2014 LOGISTIC &amp; MANUFACTURING Enhance profitability by predicting optimal pricing for offered routes Sector: Logistic &amp; Manufacturing Focus: Route Pricing Optimization BUSINESS CHALLENGE Predicting optimal pricing for competitive route bids Logistics companies work with a predefined set of routes for which they bid on pricing in competitive scenarios. Determining the ideal price to&hellip;","_links":{"self":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/9284","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\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/comments?post=9284"}],"version-history":[{"count":2,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/9284\/revisions"}],"predecessor-version":[{"id":9353,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio\/9284\/revisions\/9353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media\/9352"}],"wp:attachment":[{"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/media?parent=9284"}],"wp:term":[{"taxonomy":"portfolio_category","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_category?post=9284"},{"taxonomy":"portfolio_tag","embeddable":true,"href":"https:\/\/mdw-group.com\/es\/wp-json\/wp\/v2\/portfolio_tag?post=9284"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}