{"id":8724,"date":"2025-06-03T12:37:25","date_gmt":"2025-06-03T12:37:25","guid":{"rendered":"https:\/\/www.ktb-europe.com\/?p=8724"},"modified":"2026-06-17T09:47:18","modified_gmt":"2026-06-17T09:47:18","slug":"predictive-maintenance-how-ki-is-revolutionizing-your-mro-supply-chain","status":"publish","type":"post","link":"https:\/\/www.ktb-europe.com\/en\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/","title":{"rendered":"Predictive maintenance: How AI ist revolutionizing your MRO supply chain"},"content":{"rendered":"<h2 class=\"wp-block-heading\">When machines learn to speak<\/h2>\n\n\n\n<p>Imagine if your production facilities told you three weeks in advance which spare parts they would need. What sounds like science fiction today ist becoming reality thanks to artificial intelligence. Predictive maintenance ist not only changing the way we do maintenance, it ist revolutionizing the entire MRO supply chain.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The end of the guessing game<\/h2>\n\n\n\n<p>In the past <a href=\"https:\/\/www.ktb-europe.com\/en\/services\/procurement\/\">MRO Procurement<\/a> often a matter of luck. Maintenance teams ordered spare parts when they were already needed or stockpiled expensive components \"just in case\". Both approaches cost companies millions. Artificial intelligence puts an end to this inefficient system.<\/p>\n\n\n\n<p>Modern sensors continuously collect data on vibrations, temperatures, pressure and wear. AI algorithms analyze this information and identify patterns that human experts would overlook. The result: precise predictions about when which industrial parts need to be replaced.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How top MRO suppliers are already benefiting today<\/h2>\n\n\n\n<p>Leading MRO companies are already using this technology to improve their service. Instead of just reacting to orders, they are becoming proactive partners. They know which Automation Parts their customers will need in the coming weeks before they know it themselves.<\/p>\n\n\n\n<p>This transformation particularly affects MRO distributors, who previously faced the challenge of having to maintain huge inventories. With predictive analytics, they can optimize their inventories and still guarantee that critical components are available when they are needed.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The domino effect on the entire procurement process<\/h2>\n\n\n\n<p>What happens when you know exactly which spare parts you will need in three months' time? Suddenly strategic procurement becomes possible. International procurement companies can plan for the longer term, negotiate better conditions and optimize delivery times.<\/p>\n\n\n\n<p>This predictive power pays off, especially when working with MRO suppliers from different regions. Whether industrial MRO suppliers from the USA, Europe or Asia - everyone can plan better and deliver more efficiently.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Concrete benefits for procurement teams<\/h2>\n\n\n\n<p>What does this look like in practice? Instead of emergency orders with express shipping, procurement companies can calmly choose optimal delivery routes. Instead of ordering overpriced individual parts, collective orders are automatically triggered, resulting in considerable cost benefits.<\/p>\n\n\n\n<p>The AI ist constantly learning. It takes into account seasonal fluctuations, production cycles and even external factors such as weather conditions or supply bottlenecks at certain automation suppliers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Mastering challenges<\/h2>\n\n\n\n<p>Of course, the introduction of AI-supported maintenance ist not without its hurdles. The integration of different systems requires expertise, and not every MRO solutions company ist already prepared for this. Data quality and cyber security are other critical factors.<\/p>\n\n\n\n<p>However, companies that overcome these hurdles gain decisive competitive advantages. They reduce unplanned downtime, optimize their storage costs and can make their production planning more precise.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The future ist already here<\/h2>\n\n\n\n<p>Predictive maintenance ist no longer a future trend - it ist the present. MRO supply companies that ignore this technology will increasingly fall behind. Those that use it intelligently will define new standards for efficiency and customer service.<\/p>\n\n\n\n<p>The question ist no longer whether AI will revolutionize the MRO supply chain, but how quickly your company can benefit from this revolution. The machines have already started talking - it's time to listen to them.<\/p>","protected":false},"excerpt":{"rendered":"<p>MRO Suppliers use AI for perfect predictions - spare parts arrive before they are needed.<\/p>","protected":false},"author":4,"featured_media":8725,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"class_list":["post-8724","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Predictive Maintenance KI MRO Supply Chain | MRO Suppliers Zukunft<\/title>\n<meta name=\"description\" content=\"KI revolutioniert MRO Supply Chain durch Predictive Maintenance. Top MRO Suppliers optimieren Beschaffung mit k\u00fcnstlicher Intelligenz.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.ktb-europe.com\/en\/blog\/predictive-maintenance-how-ki-is-revolutionizing-your-mro-supply-chain\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Predictive Maintenance KI MRO Supply Chain | MRO Suppliers Zukunft\" \/>\n<meta property=\"og:description\" content=\"KI revolutioniert MRO Supply Chain durch Predictive Maintenance. Top MRO Suppliers optimieren Beschaffung mit k\u00fcnstlicher Intelligenz.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.ktb-europe.com\/en\/blog\/predictive-maintenance-how-ki-is-revolutionizing-your-mro-supply-chain\/\" \/>\n<meta property=\"og:site_name\" content=\"KTB Europe\" \/>\n<meta property=\"article:published_time\" content=\"2025-06-03T12:37:25+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-06-17T09:47:18+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1456\" \/>\n\t<meta property=\"og:image:height\" content=\"816\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Mica Duarte\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mica Duarte\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/\"},\"author\":{\"name\":\"Mica Duarte\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#\\\/schema\\\/person\\\/16c3baed2c0f1d87f85448a40938c824\"},\"headline\":\"Predictive Maintenance: Wie KI Ihre MRO Supply Chain revolutioniert\",\"datePublished\":\"2025-06-03T12:37:25+00:00\",\"dateModified\":\"2026-06-17T09:47:18+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/\"},\"wordCount\":526,\"publisher\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg\",\"articleSection\":[\"blog\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/\",\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/\",\"name\":\"Predictive Maintenance KI MRO Supply Chain | MRO Suppliers Zukunft\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg\",\"datePublished\":\"2025-06-03T12:37:25+00:00\",\"dateModified\":\"2026-06-17T09:47:18+00:00\",\"description\":\"KI revolutioniert MRO Supply Chain durch Predictive Maintenance. Top MRO Suppliers optimieren Beschaffung mit k\u00fcnstlicher Intelligenz.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg\",\"contentUrl\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2025\\\/06\\\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg\",\"width\":1456,\"height\":816,\"caption\":\"Explore how KTB Europe combines automation, predictive maintenance, and MRO supply chain solutions for advanced industrial operations worldwide.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/blog\\\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.ktb-europe.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Predictive Maintenance: Wie KI Ihre MRO Supply Chain revolutioniert\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#website\",\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/\",\"name\":\"KTB Europe\",\"description\":\"Industrial supplies and worldwide trading services.\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.ktb-europe.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#organization\",\"name\":\"KTB Europe GmbH\",\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2022\\\/03\\\/logo-ktb.svg\",\"contentUrl\":\"https:\\\/\\\/www.ktb-europe.com\\\/wp-content\\\/uploads\\\/2022\\\/03\\\/logo-ktb.svg\",\"width\":195,\"height\":59,\"caption\":\"KTB Europe GmbH\"},\"image\":{\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.ktb-europe.com\\\/#\\\/schema\\\/person\\\/16c3baed2c0f1d87f85448a40938c824\",\"name\":\"Mica Duarte\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g\",\"caption\":\"Mica Duarte\"},\"description\":\"Senior Procurement Specialist at KTB Europe with over 15 years of experience in global MRO sourcing and industrial supply chain management.\",\"sameAs\":[\"https:\\\/\\\/www.ktb-europe.com\\\/\",\"https:\\\/\\\/www.linkedin.com\\\/in\\\/micael-duarte-40421923\\\/\"],\"url\":\"https:\\\/\\\/www.ktb-europe.com\\\/en\\\/blog\\\/author\\\/m-duarte\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Predictive Maintenance AI MRO Supply Chain | MRO Suppliers Future","description":"AI revolutionizes MRO supply chain through predictive maintenance. Top MRO suppliers optimize procurement with artificial intelligence.","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:\/\/www.ktb-europe.com\/en\/blog\/predictive-maintenance-how-ki-is-revolutionizing-your-mro-supply-chain\/","og_locale":"en_US","og_type":"article","og_title":"Predictive Maintenance KI MRO Supply Chain | MRO Suppliers Zukunft","og_description":"KI revolutioniert MRO Supply Chain durch Predictive Maintenance. Top MRO Suppliers optimieren Beschaffung mit k\u00fcnstlicher Intelligenz.","og_url":"https:\/\/www.ktb-europe.com\/en\/blog\/predictive-maintenance-how-ki-is-revolutionizing-your-mro-supply-chain\/","og_site_name":"KTB Europe","article_published_time":"2025-06-03T12:37:25+00:00","article_modified_time":"2026-06-17T09:47:18+00:00","og_image":[{"width":1456,"height":816,"url":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg","type":"image\/jpeg"}],"author":"Mica Duarte","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Mica Duarte","Est. reading time":"3 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#article","isPartOf":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/"},"author":{"name":"Mica Duarte","@id":"https:\/\/www.ktb-europe.com\/#\/schema\/person\/16c3baed2c0f1d87f85448a40938c824"},"headline":"Predictive Maintenance: Wie KI Ihre MRO Supply Chain revolutioniert","datePublished":"2025-06-03T12:37:25+00:00","dateModified":"2026-06-17T09:47:18+00:00","mainEntityOfPage":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/"},"wordCount":526,"publisher":{"@id":"https:\/\/www.ktb-europe.com\/#organization"},"image":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg","articleSection":["blog"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/","url":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/","name":"Predictive Maintenance AI MRO Supply Chain | MRO Suppliers Future","isPartOf":{"@id":"https:\/\/www.ktb-europe.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#primaryimage"},"image":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#primaryimage"},"thumbnailUrl":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg","datePublished":"2025-06-03T12:37:25+00:00","dateModified":"2026-06-17T09:47:18+00:00","description":"AI revolutionizes MRO supply chain through predictive maintenance. Top MRO suppliers optimize procurement with artificial intelligence.","breadcrumb":{"@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#primaryimage","url":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg","contentUrl":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2025\/06\/predictive-maintenance-ki-mro-supply-chain-automation-suppliers-technologie-revolution.jpg","width":1456,"height":816,"caption":"Explore how KTB Europe combines automation, predictive maintenance, and MRO supply chain solutions for advanced industrial operations worldwide."},{"@type":"BreadcrumbList","@id":"https:\/\/www.ktb-europe.com\/blog\/predictive-maintenance-wie-ki-ihre-mro-supply-chain-revolutioniert\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.ktb-europe.com\/"},{"@type":"ListItem","position":2,"name":"Predictive Maintenance: Wie KI Ihre MRO Supply Chain revolutioniert"}]},{"@type":"WebSite","@id":"https:\/\/www.ktb-europe.com\/#website","url":"https:\/\/www.ktb-europe.com\/","name":"KTB Europe","description":"Industrial supplies and worldwide trading services.","publisher":{"@id":"https:\/\/www.ktb-europe.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.ktb-europe.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/www.ktb-europe.com\/#organization","name":"KTB Europe GmbH","url":"https:\/\/www.ktb-europe.com\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/www.ktb-europe.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2022\/03\/logo-ktb.svg","contentUrl":"https:\/\/www.ktb-europe.com\/wp-content\/uploads\/2022\/03\/logo-ktb.svg","width":195,"height":59,"caption":"KTB Europe GmbH"},"image":{"@id":"https:\/\/www.ktb-europe.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.ktb-europe.com\/#\/schema\/person\/16c3baed2c0f1d87f85448a40938c824","name":"Mica Duarte","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/f7a6850a353f9434d111988b811ce5e852da10bdf64e0795afd8bb61dc989e85?s=96&d=mm&r=g","caption":"Mica Duarte"},"description":"Senior Procurement Specialist at KTB Europe with over 15 years of experience in global MRO sourcing and industrial supply chain management.","sameAs":["https:\/\/www.ktb-europe.com\/","https:\/\/www.linkedin.com\/in\/micael-duarte-40421923\/"],"url":"https:\/\/www.ktb-europe.com\/en\/blog\/author\/m-duarte\/"}]}},"_links":{"self":[{"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/posts\/8724","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/comments?post=8724"}],"version-history":[{"count":1,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/posts\/8724\/revisions"}],"predecessor-version":[{"id":79856,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/posts\/8724\/revisions\/79856"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/media\/8725"}],"wp:attachment":[{"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/media?parent=8724"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/categories?post=8724"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ktb-europe.com\/en\/wp-json\/wp\/v2\/tags?post=8724"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}