{"id":6878,"date":"2026-10-09T15:17:59","date_gmt":"2026-10-09T13:17:59","guid":{"rendered":"https:\/\/staging.one-hive.com\/en\/resources\/articles\/ai-in-planning-real-world-use-cases-anaplan-capabilities-and-business-impact\/"},"modified":"2026-10-09T21:07:02","modified_gmt":"2026-10-09T19:07:02","slug":"ai-in-planning-real-world-use-cases-anaplan-capabilities-and-business-impact","status":"publish","type":"post","link":"https:\/\/one-hive.com\/en\/resources\/articles\/ai-in-planning-real-world-use-cases-anaplan-capabilities-and-business-impact\/","title":{"rendered":"AI in planning: real-world use cases, Anaplan capabilities and business impact"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"6878\" class=\"elementor elementor-6878 elementor-6861\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12b86234 e-con-full oh-bg--oxford-blue oh-radius--bottom-30 e-flex e-con e-parent\" data-id=\"12b86234\" data-element_type=\"container\" data-e-type=\"container\" data-theme=\"dark\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1e053bc0 elementor-widget__width-initial elementor-widget elementor-widget-oh-hero\" data-id=\"1e053bc0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"oh-hero.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"oh-hero oh-hero--leger\"><picture class=\"oh-hero__bg\" ><source media=\"(max-width:767px)\" srcset=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_mobile.png\"><img src=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop.png\" alt=\"AI in planning: real-world use cases, Anaplan capabilities and business impact\" decoding=\"async\" fetchpriority=\"high\"><\/picture><div class=\"oh-hero__inner\"><h1 class=\"oh-hero__title\">AI in planning: real-world use cases, Anaplan capabilities and business impact<\/h1><h3 class=\"oh-hero__intro\">Insights from Guilhem Delorme, Partner and Head of IRIS by Argon &amp; Co, and Hugo Van Straaten, Partner and Founder of OneHive.<\/h3><div class=\"oh-hero__ctas\"><\/div><\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67cf1bd2 oh-breadcrumbs elementor-widget elementor-widget-ucaddon_breadcrumbs_resources\" data-id=\"67cf1bd2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"ucaddon_breadcrumbs_resources.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<!-- start Breadcrumbs Resources -->\n\t\t<link id='font-awesome-css' href='https:\/\/one-hive.com\/wp-content\/plugins\/unlimited-elements-for-elementor-premium\/assets_libraries\/font-awesome6\/fontawesome-all.min.css' type='text\/css' rel='stylesheet' >\n\t\t<link id='font-awesome-4-shim-css' 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#uc_breadcrumbs_resources_elementor_67cf1bd2 .uc-breadcrumb-separator svg {\n    width:1em;\n    height:1em;\n  }\n\n\n\n\n\n\n<\/style>\n\n\n    \t\n                                    \n                                                                                                                                                                                                                                                \n                                                                                                                                                                                    \n                                                \n                                                                                \n                        \n        \n        \n            <div id=\"uc_breadcrumbs_resources_elementor_67cf1bd2\" class=\"uc-breadcrumbs\">\n            <ul class=\"uc-breadcrumbs-list default\">\n                                                            <li class=\"uc-breadcrumb-item\">\n                            <a href=\"https:\/\/one-hive.com\/en\/\" class=\"uc-item-title\">\n                              <span class=\"uc-item-title-inner\">\n                                                                                                Home\n                              <\/span>\n                            <\/a>\n                                                    <\/li>              \t\t    \n                                                <\/ul>\n        <\/div>\n\n            \n<!-- end Breadcrumbs Resources -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18b214a1 oh-article-infos elementor-widget elementor-widget-post-info\" data-id=\"18b214a1\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-533dec7 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>October 9, 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-6c3357c elementor-inline-item\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-custom\">\n\t\t\t\t\t\t\t\t\t\tREADING TIME: 12 MIN \t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3650383a e-con-full oh-expertise-x oh-padding e-flex e-con e-parent\" data-id=\"3650383a\" data-element_type=\"container\" data-e-type=\"container\" data-theme=\"light\">\n\t\t<div class=\"elementor-element elementor-element-130b0ba3 oh-expertise-x__container e-flex e-con-boxed e-con e-child\" data-id=\"130b0ba3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-6bad28f4 e-con-full oh-expertise-x__aside e-flex e-con e-child\" data-id=\"6bad28f4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-26434ff3 elementor-widget elementor-widget-oh-expert-card\" data-id=\"26434ff3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"oh-expert-card.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"oh-expert-card\"><div class=\"oh-expert-card__content\"><div class=\"oh-expert-card__type oh-categories\">Expert<\/div><div class=\"oh-expert-card__name oh-subtitle\">Hugo Van Straaten<\/div><div class=\"oh-expert-card__role oh-subtitle\">Partner &amp; Cofounder<\/div><div class=\"oh-expert-card__ctas\"><a class=\"oh-expert-card__cta oh-expert-card__cta--linkedin\" href=\"https:\/\/www.linkedin.com\/in\/hugo-van-straaten\/\" aria-label=\"LinkedIn\" target=\"_blank\" rel=\"noopener\"><svg aria-hidden=\"true\" width=\"18\" height=\"18\" viewBox=\"0 0 18 18\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><g clip-path=\"url(#clip0_3889_4253)\"><path d=\"M16.6676 0H1.32891C0.594141 0 0 0.580078 0 1.29727V16.6992C0 17.4164 0.594141 18 1.32891 18H16.6676C17.4023 18 18 17.4164 18 16.7027V1.29727C18 0.580078 17.4023 0 16.6676 0ZM5.34023 15.3387H2.66836V6.74648H5.34023V15.3387ZM4.0043 5.57578C3.14648 5.57578 2.45391 4.8832 2.45391 4.02891C2.45391 3.17461 3.14648 2.48203 4.0043 2.48203C4.85859 2.48203 5.55117 3.17461 5.55117 4.02891C5.55117 4.87969 4.85859 5.57578 4.0043 5.57578ZM15.3387 15.3387H12.6703V11.1621C12.6703 10.1672 12.6527 8.88398 11.2816 8.88398C9.89297 8.88398 9.68203 9.97031 9.68203 11.0918V15.3387H7.01719V6.74648H9.57656V7.9207H9.61172C9.9668 7.2457 10.8387 6.53203 12.1359 6.53203C14.8395 6.53203 15.3387 8.31094 15.3387 10.6242V15.3387Z\" fill=\"#12329E\"\/><\/g><defs><clipPath id=\"clip0_3889_4253\"><rect width=\"18\" height=\"18\" fill=\"white\"\/><\/clipPath><\/defs><\/svg><\/a><a class=\"oh-expert-card__cta oh-expert-card__cta--contact\" href=\"mailto:contact@one-hive.com\" target=\"_blank\" aria-label=\"Contacter Hugo Van Straaten\"><svg aria-hidden=\"true\" width=\"24\" height=\"24\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M4 20C3.45 20 2.97917 19.8042 2.5875 19.4125C2.19583 19.0208 2 18.55 2 18V6C2 5.45 2.19583 4.97917 2.5875 4.5875C2.97917 4.19583 3.45 4 4 4H20C20.55 4 21.0208 4.19583 21.4125 4.5875C21.8042 4.97917 22 5.45 22 6V18C22 18.55 21.8042 19.0208 21.4125 19.4125C21.0208 19.8042 20.55 20 20 20H4ZM12 13L4 8V18H20V8L12 13ZM12 11L20 6H4L12 11ZM4 8V6V18V8Z\" fill=\"#12329E\"\/><\/svg><\/a><\/div><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6364f759 e-con-full oh-summary e-flex e-con e-child\" data-id=\"6364f759\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-469884ac elementor-widget elementor-widget-heading\" data-id=\"469884ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#approches\">The four approaches to AI in planning<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-120976d4 elementor-widget elementor-widget-heading\" data-id=\"120976d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#anaplan\">Anaplan and AI: current and upcoming capabilities<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-68e1a0d elementor-widget elementor-widget-heading\" data-id=\"68e1a0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#change\">What AI is actually changing in planning projects<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-94a4437 elementor-widget elementor-widget-heading\" data-id=\"94a4437\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#cas\">Real-world example: a demand forecasting project deployed in four months<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-535607d elementor-widget elementor-widget-heading\" data-id=\"535607d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\"><a href=\"#conclusion\">Conclusion: a transformation across three dimensions<\/a><\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3dfd592e e-con-full oh-rs-partage e-flex e-con e-child\" data-id=\"3dfd592e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4819af2d elementor-widget elementor-widget-heading\" data-id=\"4819af2d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Share on<\/span>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-18def9f6 elementor-widget elementor-widget-oh-share-buttons\" data-id=\"18def9f6\" data-element_type=\"widget\" data-e-type=\"widget\" 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14.3434 8.80255 14.6801C9.13745 15.015 9.67991 15.015 10.0166 14.6801ZM12.0853 12.8573L10.6462 14.2963C10.6131 14.4568 10.5346 14.6103 10.4108 14.7341L8.64208 16.5028C8.30194 16.843 7.74901 16.843 7.40888 16.5028L6.99723 16.0912C6.6571 15.751 6.6571 15.1981 6.99723 14.858L8.76592 13.0893C8.87755 12.9777 9.01186 12.9061 9.15489 12.8678L10.6218 11.4008C9.63107 10.8688 8.36823 11.0206 7.53447 11.8544L5.76578 13.623C4.74539 14.6434 4.74539 16.3022 5.76578 17.3226L6.17743 17.7343C7.19782 18.7547 8.85662 18.7547 9.87701 17.7343L11.644 15.9673C12.4847 15.1266 12.6312 13.8515 12.0853 12.8573Z\" fill=\"white\" \/>\n<\/g>\n<\/g>\n<defs>\n\n<rect width=\"23\" height=\"23\" fill=\"white\" \/>\n\n\n<rect width=\"13\" height=\"13\" fill=\"white\" transform=\"translate(5 5.5)\" \/>\n\n<\/defs>\n<\/svg>\n<\/span><\/a><\/li><\/ul><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5fb65284 e-con-full oh-expertise-x__body e-flex e-con e-child\" data-id=\"5fb65284\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-107863be elementor-widget elementor-widget-text-editor\" data-id=\"107863be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Planning means making trade-offs under constraints, based on data and signals that are sometimes incomplete. AI in planning is becoming increasingly widespread, but the use cases that deliver real operational value are still not always clearly identified. <a href=\"https:\/\/www.linkedin.com\/in\/guilhemdelorme\/\" target=\"_blank\" rel=\"noopener\">Guilhem Delorme<\/a> and <a href=\"https:\/\/www.linkedin.com\/in\/hugo-van-straaten\/\" target=\"_blank\" rel=\"noopener\">Hugo Van Straaten<\/a> share their perspectives on organisational maturity, the capabilities available in Anaplan and the evolving role of planners. Their analysis brings together three dimensions: business decisions, the contribution of AI and the technology architecture that makes it possible.<\/p><h2 id=\"approches\" class=\"anchor-target\">The four approaches to AI in planning<\/h2><p>Not all organisations are progressing at the same pace. Guilhem Delorme identifies four approaches, reflecting different levels of ambition and maturity.<\/p><ul><li><strong>General-purpose chatbots: <\/strong>A conversational assistant is made available to employees. This approach allows organisations to explore potential use cases, but remains disconnected from actual planning decisions. An assistant that has no knowledge of the company&#8217;s master data, business rules or performance indicators can only provide generic answers.<\/li><li><strong>Business-specific use cases: <\/strong> AI is applied to a specific process, such as <a href=\"https:\/\/one-hive.com\/en\/resources\/articles\/demand-planning-prevision-ventes\/\">demand forecasting<\/a>, assortment recommendations or detecting signals that could affect volumes. The benefits become measurable because they are linked to a clearly identified decision and a tracked performance indicator.<\/li><li><strong>Agent Studio:<\/strong> Users configure their own agents and make them available to their teams. This approach broadens the range of use cases, but requires a clear framework, with defined responsibilities, validation of results and control over the data being used.<\/li><li><strong>Domain-wide transformation: <\/strong>AI is integrated into the processes, roles and decision-making practices of a business function. This approach brings processes, organisational structures and technology choices together within a shared transformation roadmap, following the progressive methodology described in our <a href=\"https:\/\/one-hive.com\/en\/who-we-are\/our-approach\/\">approach to planning projects.<\/a><\/li><\/ul><p>In all four cases, the starting point remains the same: identifying the decision or action to improve. The next steps are to assess the available data, clarify the user&#8217;s role and define how the resulting benefits will be measured.<\/p><h2 id=\"anaplan\" class=\"anchor-target\">Anaplan and AI: current and upcoming capabilities<\/h2><p><a href=\"https:\/\/www.anaplan.com\/\" target=\"_blank\" rel=\"noopener\">Anaplan<\/a>&#8216;s AI capabilities fit into this progression, although they are at different stages of maturity. They address different needs, and their relevance depends on the targeted process, data quality and the maturity of the teams involved.<\/p><ul><li><strong>Machine learning for forecasting:<\/strong> Available for several years. Models use historical data and available signals to support <a href=\"https:\/\/one-hive.com\/en\/expertises\/supply-chain-expertise\/demand-planning\/\">demand forecasting<\/a>. They enhance analysis without replacing knowledge of commercial and operational events.<\/li><li><strong>AI assistants embedded in applications:<\/strong> Available today. Users can query their business models directly from the interface, understand variances more quickly and explore assumptions without leaving their working environment.<\/li><li><strong>CoModeler :<\/strong> Available today. This capability is designed to build applications and models from natural language instructions, without going through traditional modelling processes.<\/li><li><strong>Agent Studio :<\/strong> Coming soon. This component orchestrates agents, platform-native skills, user instructions and connections to the company&#8217;s broader agent ecosystem.<\/li><li><strong>AI Gateway (MCP) :<\/strong> Being rolled out. This capability makes planning data and models available to the wider enterprise AI ecosystem, helping improve decision-making beyond individual system silos.<\/li><\/ul><p>\u00ab <em>Agent Studio will orchestrate both agents and skills native to the platform, prompts created by users, and connections to a broader environment of agents within the company&#8217;s ecosystem.<\/em> \u00bb Hugo Van Straaten<\/p><p> <\/p><p>These capabilities expand the ways users can interact with planning models. They do not replace functional design or the robustness of a planning platform, where business rules and the allocation of responsibilities remain decisions for the organisation.<\/p><h2 id=\"change\" class=\"anchor-target\">What AI is actually changing in planning projects<\/h2><p>The impact is first visible in project delivery. AI can handle document preparation, some project management activities and test script generation. These use cases reduce the time spent on repetitive tasks and free up capacity for scoping and business process design.<br\/><br\/><\/p><p> <\/p><p>AI also simplifies how plans are analysed. It generates alerts, identifies variances and highlights weak signals, allowing planners to adjust their plans accordingly. However, this capability must remain part of a clear decision-making framework: AI-generated results need to be validated, explained and linked to an operational action.<\/p><p> <\/p><p>One of the most significant changes concerns the nature of the data being used. Planners work with structured data from enterprise systems. They also need to interpret emails, meeting minutes, commercial information and market signals, which are often valuable but difficult to incorporate into traditional planning models.<\/p><p> <\/p><p>\u00ab <em>The vision, which is already a reality in some companies today, is to give planners AI tools that bring together both worlds: structured and unstructured data, finally combined in a single tool, readily available to them.<\/em> \u00bb Guilhem Delorme<\/p><p> <\/p><p>This combination is transforming the planner&#8217;s role. Planners spend less time searching for and consolidating information. Instead, they devote more attention to analysing the causes of variances, comparing scenarios and preparing decisions involving <a href=\"https:\/\/one-hive.com\/en\/expertises\/commercial-planning-expertise\/\">Sales<\/a>, <a href=\"https:\/\/one-hive.com\/en\/expertises\/finance-expertise\/\">Finance<\/a> and <a href=\"https:\/\/one-hive.com\/en\/expertises\/supply-chain-expertise\/\">Supply Chain<\/a>. Technology accelerates and enriches processes, while business expertise gives meaning to the results.<\/p><h2 id=\"cas\" class=\"anchor-target\">Real-world example: a demand forecasting project deployed in four months<\/h2><p>An ongoing acquisition, a forecasting methodology that needed replacing and just a few weeks to scope the project. This was the context in which IRIS by Argon &#038; Co and OneHive joined forces for a global food manufacturer on a demand forecasting project in Canada.<\/p><p> <\/p><p>The sales forecasting application was deployed in four months. The project combined the configuration of the Demand Planning process in Anaplan, statistical and algorithmic modelling, and the integration of specific parameters such as promotional effects.<\/p><p> <\/p><p>A project of this kind involves much more than a forecasting engine. Sales history must be integrated, data quality assessed, promotions accounted for, models calibrated and business adjustments organised. The results must then be made available through an application that teams can use every day, with performance monitored after go-live.<\/p><p> <\/p><p>The project brought together two complementary areas of expertise. IRIS led the statistical modelling work, from data preprocessing to advanced modelling. OneHive accelerated the platform configuration, allowing more time to be dedicated to business-specific adaptations.<\/p><p> <\/p><p>\u00ab <em>We were able to measure an improvement in forecast accuracy at go-live that actually exceeded expectations. The results confirmed that performance was in line with what we had tested on historical data. And once planners had made their adjustments, we achieved even better results.<\/em>\u00bb Hugo Van Straaten<\/p><p> <\/p><p>This experience reinforces the lessons we have identified regarding the key success factors for APS and EPM projects: clearly defined roles, the right expertise brought in at the right time and a well-controlled functional scope. Model performance and user adoption improve together.<\/p><h2 id=\"conclusion\" class=\"anchor-target\">Conclusion: a transformation across three dimensions<\/h2><p>AI brings new analytical, forecasting and automation capabilities to planning teams. Its value depends on the business framework in which it operates, the quality of the available data and the robustness of the underlying technology architecture.<br\/><br\/><\/p><p> <\/p><p>The most successful projects address these three dimensions from the scoping stage: the decisions to improve, the relevant AI use cases and the components needed to integrate them into existing processes. This approach helps distinguish quick wins from more far-reaching transformations.<\/p><p> <\/p><p>For planners, the challenge is less about delegating decisions to AI than about having access to better-prepared, broader and more actionable information.<\/p><h3>Watch the full interview (in French)<\/h3><p>Guilhem Delorme and Hugo Van Straaten share their perspectives on AI in planning in this seven-minute joint interview.<\/p><p><iframe title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/qAaJh0MfMMk?si=udd8cyC5XP4A2fi6\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-14608c7 e-con-full oh-section-equipe oh-bg--oxford-blue e-flex e-con e-parent\" data-id=\"14608c7\" data-element_type=\"container\" data-e-type=\"container\" data-theme=\"dark\">\n\t\t\t\t<div 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<div class=\"ue_contact_panel ue_contact_panel--left\">\n                      <a class=\"ue_contact_btn ue_contact_btn--linkedin\" href=\"https:\/\/www.linkedin.com\/in\/hugo-van-straaten\/\" target=\"_blank\" rel=\"noopener noreferrer\" aria-label=\"LinkedIn de Hugo Van Straaten\">\n              <span class=\"ue_contact_icon\" aria-hidden=\"true\">\n                <svg viewBox=\"0 0 24 24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" focusable=\"false\">\n                  <path d=\"M4.98 3.5A2.48 2.48 0 1 1 2.5 1a2.48 2.48 0 0 1 2.48 2.5ZM.5 8.5h4V23h-4Zm7 0h3.82v1.97h.05c.53-1.02 1.83-2.05 3.74-2.05 3.99 0 4.74 2.6 4.74 5.99V23h-4v-6.62c0-1.58-.03-3.62-2.21-3.62-2.21 0-2.55 1.72-2.55 3.5V23h-4Z\" fill=\"currentColor\"\/>\n                <\/svg>\n              <\/span>\n            <\/a>\n                                <a class=\"ue_contact_btn ue_contact_btn--email\" href=\"mailto:contact@one-hive.com\" aria-label=\"Contacter Hugo Van Straaten par e-mail\">\n              <span class=\"ue_contact_icon\" aria-hidden=\"true\">\n                <svg viewBox=\"0 0 24 24\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" focusable=\"false\">\n                  <path d=\"M4 4h16a2 2 0 0 1 2 2v12a2 2 0 0 1-2 2H4a2 2 0 0 1-2-2V6a2 2 0 0 1 2-2Zm0 4v10h16V8l-8 5Z\" fill=\"currentColor\"\/>\n                <\/svg>\n              <\/span>\n            <\/a>\n                  <\/div>\n            <div class=\"ue_content_left\">\n                <h1 class=\"ue_sc_title\">Hugo Van Straaten<\/h1>        <div class=\"ue_sc_desc\"><h3 class=\"oh-bio-item__role\">Partner &amp; Cofounder<\/h3><div class=\"oh-bio-item__bio\"><p>With deep planning experience in luxury and fashion, Hugo has lived firsthand the transformation that a collaborative planning platform can drive, integrating Supply Chain, Finance, Merchandising, and Sales on a single model (Anaplan). Combining business insight, technical depth, and a clear consulting mindset, he has led successful deployments for 8+ years. He serves as engagement lead for clients across Retail, Luxury, Food &amp; Beverage, Services, and Industry, while also steering OneHive\u2019s strategic and commercial development. Hugo is a graduate of Centrale Paris.<\/p>\n<\/div><\/div>\t          <\/div>\n\t          <figure>\n                      <img decoding=\"async\" class=\"ue_sc_img\" src=\"https:\/\/one-hive.com\/wp-content\/uploads\/ac_assets\/oh_stacking_cards\/\/default\/placeholder.png\" alt=\"Image description\"  alt=\"\" title=\"\">\n            \t\t<\/figure>\n            \n      \n      \n  <\/div>\n<\/div>\n\n\n  <\/div>\n<\/div>\n<!-- end OneHive Stacking Cards -->\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6c43e5cb e-con-full e-flex e-con e-parent\" data-id=\"6c43e5cb\" data-element_type=\"container\" data-e-type=\"container\" data-theme=\"light\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c312b75 elementor-widget elementor-widget-oh-featuring\" data-id=\"c312b75\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"oh-featuring.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"oh-featuring\" data-oh-featuring><div class=\"oh-featuring__heading\"><p class=\"oh-categories\">Our latest news<\/p><\/div><div class=\"oh-featuring__slider swiper\" role=\"region\" aria-label=\"Contenus mis en avant\"><div class=\"swiper-wrapper\" role=\"list\"><article class=\"oh-featuring__card swiper-slide\" role=\"listitem\">\n    <div class=\"oh-featuring__card-body\">\n      <header class=\"oh-featuring__meta\">\n                  <p class=\"oh-featuring__meta-line\">Cas Client<\/p>\n              <\/header>\n\n              <img loading=\"lazy\" width=\"321\" height=\"183\" src=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Cas-Client_Cosme\u0301tique-beaute\u0301_CARD-DESKTOP_321x183.png\" class=\"oh-featuring__thumb wp-post-image\" alt=\"\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Cas-Client_Cosme\u0301tique-beaute\u0301_CARD-DESKTOP_321x183.png 321w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Cas-Client_Cosme\u0301tique-beaute\u0301_CARD-DESKTOP_321x183-300x171.png 300w\" sizes=\"auto, (max-width: 321px) 100vw, 321px\" \/>      \n      <div class=\"oh-featuring__content\">\n                  <p class=\"oh-featuring__date oh-subtitle\">Supply Chain Planning<\/p>\n        \n        <h3 class=\"oh-featuring__card-title\">\n          <a href=\"https:\/\/one-hive.com\/en\/case-studies\/supply-chain-planning-transformation-in-the-cosmetics-industry\/\">Perfume and cosmetics group<\/a>\n        <\/h3>\n\n                  <p class=\"oh-featuring__excerpt\">Transformation of supply chain planning operations at a major French perfumes and cosmetics group, in partnership with Argon &amp; Co<\/p>\n        \n              <\/div>\n    <\/div>\n\n    <div class=\"oh-featuring__card-footer\">\n      <a class=\"oh-btn oh-btn--primary-light oh-btn--icon-only oh-btn--icon-svg-arrow\" href=\"https:\/\/one-hive.com\/en\/case-studies\/supply-chain-planning-transformation-in-the-cosmetics-industry\/\" aria-label=\"Lire Perfume and cosmetics group\"><\/a>\n    <\/div>\n  <\/article><article class=\"oh-featuring__card swiper-slide\" role=\"listitem\">\n    <div class=\"oh-featuring__card-body\">\n      <header class=\"oh-featuring__meta\">\n                  <p class=\"oh-featuring__meta-line\">Article \u2022 10 min<\/p>\n              <\/header>\n\n              <img loading=\"lazy\" width=\"1024\" height=\"407\" src=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop-1024x407.png\" class=\"oh-featuring__thumb wp-post-image\" alt=\"\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop-1024x407.png 1024w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop-300x119.png 300w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop-768x305.png 768w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/10\/AI_OneHive_article_desktop.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>      \n      <div class=\"oh-featuring__content\">\n                  <p class=\"oh-featuring__date oh-subtitle\">October 9, 2026<\/p>\n        \n        <h3 class=\"oh-featuring__card-title\">\n          <a href=\"https:\/\/one-hive.com\/en\/resources\/articles\/ai-in-planning-real-world-use-cases-anaplan-capabilities-and-business-impact\/\">AI in planning: real-world use cases, Anaplan capabilities and business impact<\/a>\n        <\/h3>\n\n                  <p class=\"oh-featuring__excerpt\">AI and planning progress together. The question remains: where does the real value lie?<\/p>\n        \n              <\/div>\n    <\/div>\n\n    <div class=\"oh-featuring__card-footer\">\n      <a class=\"oh-btn oh-btn--primary-light oh-btn--icon-only oh-btn--icon-svg-arrow\" href=\"https:\/\/one-hive.com\/en\/resources\/articles\/ai-in-planning-real-world-use-cases-anaplan-capabilities-and-business-impact\/\" aria-label=\"Lire AI in planning: real-world use cases, Anaplan capabilities and business impact\"><\/a>\n    <\/div>\n  <\/article><article class=\"oh-featuring__card swiper-slide\" role=\"listitem\">\n    <div class=\"oh-featuring__card-body\">\n      <header class=\"oh-featuring__meta\">\n                  <p class=\"oh-featuring__meta-line\">Event<\/p>\n              <\/header>\n\n              <img loading=\"lazy\" width=\"1024\" height=\"407\" src=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Anaplan-Connect-Londres-2025-Hero-desktop-1024x407.png\" class=\"oh-featuring__thumb wp-post-image\" alt=\"\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Anaplan-Connect-Londres-2025-Hero-desktop-1024x407.png 1024w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Anaplan-Connect-Londres-2025-Hero-desktop-300x119.png 300w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Anaplan-Connect-Londres-2025-Hero-desktop-768x305.png 768w, https:\/\/one-hive.com\/wp-content\/uploads\/2026\/01\/Anaplan-Connect-Londres-2025-Hero-desktop.png 1280w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/>      \n      <div class=\"oh-featuring__content\">\n                  <p class=\"oh-featuring__date oh-subtitle\">October 1, 2026<\/p>\n        \n        <h3 class=\"oh-featuring__card-title\">\n          <a href=\"https:\/\/one-hive.com\/en\/resources\/events\/onehive-at-anaplan-connect-madrid-2026\/\">OneHive at Anaplan Connect Madrid 2026<\/a>\n        <\/h3>\n\n                  <p class=\"oh-featuring__excerpt\">Agentic Enterprise, AI and Connected Planning: join us in Madrid<\/p>\n        \n              <\/div>\n    <\/div>\n\n    <div class=\"oh-featuring__card-footer\">\n      <a class=\"oh-btn oh-btn--primary-light oh-btn--icon-only oh-btn--icon-svg-arrow\" href=\"https:\/\/one-hive.com\/en\/resources\/events\/onehive-at-anaplan-connect-madrid-2026\/\" aria-label=\"Lire OneHive at Anaplan Connect Madrid 2026\"><\/a>\n    <\/div>\n  <\/article><\/div><\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-21f2dfb0 e-con-full e-flex e-con e-parent\" data-id=\"21f2dfb0\" data-element_type=\"container\" data-e-type=\"container\" data-theme=\"light\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6fdf917a elementor-widget__width-initial elementor-widget elementor-widget-oh-faq\" data-id=\"6fdf917a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"oh-faq.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"oh-faq\" data-oh-faq><div class=\"oh-faq__layout\"><div class=\"oh-faq__intro\"><h2 class=\"oh-faq__title\">FAQ<\/h2><p class=\"oh-faq__subtitle oh-subtitle\">Discover answers to key questions about our services and approach.<\/p><\/div><div class=\"oh-faq__items\" role=\"list\"><article class=\"oh-faq__item\" role=\"listitem\"><h3 class=\"oh-faq__question\"><button type=\"button\" class=\"oh-faq__toggle\" aria-expanded=\"false\" aria-controls=\"oh-faq-a-1876922746-0\" id=\"oh-faq-q-1876922746-0\"><span class=\"oh-faq__question-text\">Where should you start with an AI project for planning?<\/span><span class=\"oh-faq__icon\" aria-hidden=\"true\"><svg width=\"13\" height=\"13\" viewBox=\"0 0 13 13\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path class=\"oh-faq__icon-h\" d=\"M0 6.5H12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><path class=\"oh-faq__icon-v\" d=\"M6.5 0L6.5 12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><\/svg><\/span><\/button><\/h3><div class=\"oh-faq__answer\" id=\"oh-faq-a-1876922746-0\" role=\"region\" aria-labelledby=\"oh-faq-q-1876922746-0\" hidden><div class=\"oh-faq__answer-inner\"><p>The starting point is a business decision, not a technology. The first step is to identify a specific decision where quality or speed is currently an issue: a weekly forecast that requires manual adjustments, replenishment decisions made without visibility into network constraints, or an S&amp;OP process where assumptions are not shared. From there, three questions need to be answered. What data supports this decision, and is it reliable? Who validates the result, and against which criteria? How will performance be measured before and after implementation? A few days of scoping are generally enough to determine whether a targeted use case or a broader process redesign is required. <\/p><\/div><\/div><\/article><article class=\"oh-faq__item\" role=\"listitem\"><h3 class=\"oh-faq__question\"><button type=\"button\" class=\"oh-faq__toggle\" aria-expanded=\"false\" aria-controls=\"oh-faq-a-1876922746-1\" id=\"oh-faq-q-1876922746-1\"><span class=\"oh-faq__question-text\">How long does it take to deploy an AI-powered demand forecasting project? <\/span><span class=\"oh-faq__icon\" aria-hidden=\"true\"><svg width=\"13\" height=\"13\" viewBox=\"0 0 13 13\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path class=\"oh-faq__icon-h\" d=\"M0 6.5H12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><path class=\"oh-faq__icon-v\" d=\"M6.5 0L6.5 12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><\/svg><\/span><\/button><\/h3><div class=\"oh-faq__answer\" id=\"oh-faq-a-1876922746-1\" role=\"region\" aria-labelledby=\"oh-faq-q-1876922746-1\" hidden><div class=\"oh-faq__answer-inner\"><p>An initial scope can be deployed within a few months when the project is clearly defined and responsibilities are properly allocated. The project delivered in Canada for a food manufacturer was completed in four months, in the context of an acquisition and the replacement of an existing forecasting methodology. This timeline assumes that historical sales data is available, business rules are documented and the statistical modelling and platform teams work in parallel. Delays mainly arise when master data quality issues are discovered during the project.<\/p><\/div><\/div><\/article><article class=\"oh-faq__item\" role=\"listitem\"><h3 class=\"oh-faq__question\"><button type=\"button\" class=\"oh-faq__toggle\" aria-expanded=\"false\" aria-controls=\"oh-faq-a-1876922746-2\" id=\"oh-faq-q-1876922746-2\"><span class=\"oh-faq__question-text\">Do you need to replace your existing planning tool to use AI?<\/span><span class=\"oh-faq__icon\" aria-hidden=\"true\"><svg width=\"13\" height=\"13\" viewBox=\"0 0 13 13\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path class=\"oh-faq__icon-h\" d=\"M0 6.5H12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><path class=\"oh-faq__icon-v\" d=\"M6.5 0L6.5 12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><\/svg><\/span><\/button><\/h3><div class=\"oh-faq__answer\" id=\"oh-faq-a-1876922746-2\" role=\"region\" aria-labelledby=\"oh-faq-q-1876922746-2\" hidden><div class=\"oh-faq__answer-inner\"><p>Rarely. AI capabilities are most often added to an existing platform through predictive models, embedded assistants or connected agents. The main considerations are the data architecture and the quality of the existing planning model. A platform with inconsistent master data or fragmented business rules will limit the benefits of AI, regardless of the technology used. Assessing the existing environment is therefore a useful first step before making any investment decision.<\/p><\/div><\/div><\/article><article class=\"oh-faq__item\" role=\"listitem\"><h3 class=\"oh-faq__question\"><button type=\"button\" class=\"oh-faq__toggle\" aria-expanded=\"false\" aria-controls=\"oh-faq-a-1876922746-3\" id=\"oh-faq-q-1876922746-3\"><span class=\"oh-faq__question-text\">Agentic AI or machine learning: which should you choose for planning?<\/span><span class=\"oh-faq__icon\" aria-hidden=\"true\"><svg width=\"13\" height=\"13\" viewBox=\"0 0 13 13\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path class=\"oh-faq__icon-h\" d=\"M0 6.5H12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><path class=\"oh-faq__icon-v\" d=\"M6.5 0L6.5 12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><\/svg><\/span><\/button><\/h3><div class=\"oh-faq__answer\" id=\"oh-faq-a-1876922746-3\" role=\"region\" aria-labelledby=\"oh-faq-q-1876922746-3\" hidden><div class=\"oh-faq__answer-inner\"><p>The two address different needs. Machine learning is suited to forecasting and calculation problems involving structured data, such as volumes, seasonality and promotional elasticity. Agentic AI focuses on orchestration, querying models and working with unstructured data such as meeting minutes or market signals. In planning, machine learning remains the more mature technology for forecasting. Agentic AI is increasingly positioned around analysis, decision preparation and the automation of tasks throughout the planning cycle.<\/p><\/div><\/div><\/article><article class=\"oh-faq__item\" role=\"listitem\"><h3 class=\"oh-faq__question\"><button type=\"button\" class=\"oh-faq__toggle\" aria-expanded=\"false\" aria-controls=\"oh-faq-a-1876922746-4\" id=\"oh-faq-q-1876922746-4\"><span class=\"oh-faq__question-text\">How do you measure the return on investment of an AI planning project?<\/span><span class=\"oh-faq__icon\" aria-hidden=\"true\"><svg width=\"13\" height=\"13\" viewBox=\"0 0 13 13\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path class=\"oh-faq__icon-h\" d=\"M0 6.5H12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><path class=\"oh-faq__icon-v\" d=\"M6.5 0L6.5 12.5\" stroke=\"#050022\" stroke-width=\"2\" \/><\/svg><\/span><\/button><\/h3><div class=\"oh-faq__answer\" id=\"oh-faq-a-1876922746-4\" role=\"region\" aria-labelledby=\"oh-faq-q-1876922746-4\" hidden><div class=\"oh-faq__answer-inner\"><p>Measuring ROI requires a combination of forecast accuracy and operational performance indicators. For forecasting, metrics such as forecast accuracy and Forecast Value Added help quantify the model's actual contribution compared with the previous process. From an operational perspective, the impact can be measured through inventory levels, service levels, time spent consolidating data and the number of manual adjustments. It is important to establish these baseline indicators before the project begins, as reconstructing them afterwards can be difficult.<\/p><\/div><\/div><\/article><\/div><div class=\"oh-faq__cta-block\"><p class=\" oh-subtitle\">Didn\u2019t find what you were looking for?<\/p><a class=\"oh-btn oh-btn--secondary\" href=\"#\">Contact us<\/a><\/div><\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27ab58b8 elementor-widget__width-initial elementor-widget elementor-widget-oh-contact-card\" data-id=\"27ab58b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"oh-contact-card.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<section class=\"oh-contact-card\" style=\"--oh-contact-card-fallback:#050022;--oh-contact-card-bg-mobile:url(&#039;https:\/\/one-hive.com\/wp-content\/uploads\/2025\/10\/CARDS-CONTACT_MOBILE.png&#039;);--oh-contact-card-bg-desktop:url(&#039;https:\/\/one-hive.com\/wp-content\/uploads\/2025\/10\/CARDS-CONTACT.png&#039;);--oh-contact-card-bg-position:center right\"><div class=\"oh-contact-card__inner\"><h2 class=\"oh-contact-card__title\">Ready to transform your planning processes?<\/h2><p class=\"oh-contact-card__text oh-subtitle\">Let\u2019s explore how we can make your project a success.<\/p><a class=\"oh-contact-card__cta oh-btn oh-btn--primary-light\" href=\"https:\/\/one-hive.com\/nous-contacter\/\">Connect with our experts<\/a><\/div><\/section>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI and planning progress together. The question remains: where does the real value lie? <\/p>\n","protected":false},"author":5,"featured_media":6880,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1],"tags":[],"expertise":[64],"sector":[65],"class_list":["post-6878","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-categorise"],"acf":[],"_links":{"self":[{"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/posts\/6878","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/comments?post=6878"}],"version-history":[{"count":3,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/posts\/6878\/revisions"}],"predecessor-version":[{"id":6896,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/posts\/6878\/revisions\/6896"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/media\/6880"}],"wp:attachment":[{"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/media?parent=6878"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/categories?post=6878"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/tags?post=6878"},{"taxonomy":"expertise","embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/expertise?post=6878"},{"taxonomy":"sector","embeddable":true,"href":"https:\/\/one-hive.com\/en\/wp-json\/wp\/v2\/sector?post=6878"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}