{"id":50688,"date":"2025-07-08T10:40:00","date_gmt":"2025-07-08T10:40:00","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=50688"},"modified":"2026-02-21T07:32:38","modified_gmt":"2026-02-21T07:32:38","slug":"top-10-demand-planning-tools-in-2025-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-demand-planning-tools-in-2025-features-pros-cons-comparison\/","title":{"rendered":"Top 10 Demand Planning Tools in 2026: Features, Pros, Cons &amp; Comparison"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-164-1024x683.png\" alt=\"\" class=\"wp-image-50697\" srcset=\"https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-164-1024x683.png 1024w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-164-300x200.png 300w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-164-768x512.png 768w, https:\/\/www.devopsschool.com\/blog\/wp-content\/uploads\/2025\/07\/image-164.png 1536w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">Introduction<\/h2>\n\n\n\n<p>In today&#8217;s fast-paced business environment, effective demand planning is crucial for maintaining optimal inventory levels, reducing costs, and improving customer satisfaction. <strong>Demand Planning Tools<\/strong> are essential for businesses aiming to forecast customer demand accurately, manage resources efficiently, and optimize their supply chains. These tools integrate data from various sources, such as sales, inventory, and market trends, to generate actionable insights.<\/p>\n\n\n\n<p>As we move further into 2026, the importance of demand planning continues to grow, especially with the rise of e-commerce and global supply chains. Companies need to anticipate demand fluctuations, mitigate supply chain risks, and respond rapidly to market changes. In choosing the right <strong>Demand Planning Tool<\/strong>, users should consider factors such as ease of integration, forecasting accuracy, scalability, and the ability to manage complex data.<\/p>\n\n\n\n<p>This post will cover the <strong>Top 10 Demand Planning Tools of 2026<\/strong>, analyzing their key features, pros, cons, and which tool is best suited for different business needs.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Top 10 Demand Planning Tools in 2026<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">1. <strong>SAP Integrated Business Planning (IBP)<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>SAP IBP is an advanced demand planning tool designed for businesses of all sizes to optimize their supply chain and forecasting processes using real-time data and predictive analytics.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cloud-based platform with real-time data integration<\/li>\n\n\n\n<li>Advanced forecasting and demand sensing<\/li>\n\n\n\n<li>Integrated sales and operations planning (S&amp;OP)<\/li>\n\n\n\n<li>Scenario planning and what-if analysis<\/li>\n\n\n\n<li>Collaboration tools for cross-functional teams<\/li>\n\n\n\n<li>End-to-end supply chain visibility<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Comprehensive, enterprise-grade solution<\/li>\n\n\n\n<li>Strong integration with SAP ERP systems<\/li>\n\n\n\n<li>Excellent for managing complex global supply chains<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Can be expensive for small businesses<\/li>\n\n\n\n<li>Requires specialized training to use effectively<\/li>\n\n\n\n<li>The setup process can be time-consuming<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">2. <strong>Oracle Demand Management Cloud<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Oracle Demand Management Cloud leverages machine learning and AI to optimize demand forecasting, ensuring businesses make informed, data-driven decisions to improve inventory and supply chain management.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-powered demand sensing and forecasting<\/li>\n\n\n\n<li>Seamless integration with Oracle ERP and SCM Cloud<\/li>\n\n\n\n<li>Real-time analytics and reporting<\/li>\n\n\n\n<li>Multi-level forecasting across various products and regions<\/li>\n\n\n\n<li>Collaboration tools for cross-departmental alignment<\/li>\n\n\n\n<li>Scenario planning and risk mitigation capabilities<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High accuracy in demand forecasting with AI\/ML<\/li>\n\n\n\n<li>Integrated with other Oracle cloud solutions<\/li>\n\n\n\n<li>Flexible and scalable for different industries<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High cost for small to medium-sized businesses<\/li>\n\n\n\n<li>Complex user interface may require training<\/li>\n\n\n\n<li>Limited customization for non-Oracle environments<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">3. <strong>Kinaxis RapidResponse<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Kinaxis RapidResponse is a cloud-based supply chain management solution that provides real-time demand planning and integrates various business functions for improved decision-making and collaboration.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time demand forecasting and visibility<\/li>\n\n\n\n<li>Integrated sales and operations planning (S&amp;OP)<\/li>\n\n\n\n<li>Scenario modeling and advanced analytics<\/li>\n\n\n\n<li>Demand sensing and inventory optimization<\/li>\n\n\n\n<li>Flexible deployment options (cloud or on-premises)<\/li>\n\n\n\n<li>Collaboration across the supply chain<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Real-time visibility across the entire supply chain<\/li>\n\n\n\n<li>Flexible and adaptable to various industries<\/li>\n\n\n\n<li>Strong collaboration and planning tools<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pricing may be a barrier for smaller companies<\/li>\n\n\n\n<li>Integration with legacy systems can be challenging<\/li>\n\n\n\n<li>The platform\u2019s complexity may require dedicated resources<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">4. <strong>ToolsGroup SO99+<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>ToolsGroup SO99+ is a demand planning and inventory optimization tool that uses advanced analytics and machine learning to improve forecast accuracy and streamline supply chain operations.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-driven demand forecasting and optimization<\/li>\n\n\n\n<li>Multi-echelon inventory optimization<\/li>\n\n\n\n<li>End-to-end supply chain visibility<\/li>\n\n\n\n<li>Integrated with ERP and other business systems<\/li>\n\n\n\n<li>Flexible deployment options (cloud, on-premises)<\/li>\n\n\n\n<li>Collaboration features for cross-functional teams<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Excellent for improving forecast accuracy<\/li>\n\n\n\n<li>Strong support for inventory optimization<\/li>\n\n\n\n<li>Scalable for businesses of all sizes<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>The setup and implementation can be complex<\/li>\n\n\n\n<li>Pricing may be high for smaller businesses<\/li>\n\n\n\n<li>Limited customization in non-ERP environments<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">5. <strong>JustFood Demand Planning<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>JustFood Demand Planning is a specialized tool for the food industry, offering demand forecasting, supply chain management, and inventory optimization tailored to food production and distribution.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Industry-specific forecasting for food production and distribution<\/li>\n\n\n\n<li>Real-time inventory and demand tracking<\/li>\n\n\n\n<li>Sales and operations planning (S&amp;OP)<\/li>\n\n\n\n<li>Collaboration tools for internal and external stakeholders<\/li>\n\n\n\n<li>Integration with ERP and CRM systems<\/li>\n\n\n\n<li>Automated replenishment and order management<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Tailored for the food and beverage industry<\/li>\n\n\n\n<li>Helps optimize inventory and reduce waste<\/li>\n\n\n\n<li>Strong focus on regulatory compliance and reporting<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Limited applicability outside of the food industry<\/li>\n\n\n\n<li>High cost for small-to-medium enterprises<\/li>\n\n\n\n<li>Setup and integration can be resource-intensive<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">6. <strong>Demand Works Smoothie<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Demand Works Smoothie is a demand planning tool that offers an intuitive interface for forecasting, inventory management, and production scheduling, with an emphasis on ease of use.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Demand forecasting and inventory optimization<\/li>\n\n\n\n<li>Real-time supply chain visibility<\/li>\n\n\n\n<li>Easy-to-use interface with drag-and-drop functionality<\/li>\n\n\n\n<li>Scenario planning and forecasting accuracy<\/li>\n\n\n\n<li>Integration with ERP, MRP, and other business systems<\/li>\n\n\n\n<li>Customizable for various industries<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>User-friendly interface for quick adoption<\/li>\n\n\n\n<li>Good for small and medium-sized businesses<\/li>\n\n\n\n<li>Real-time analytics and easy integration with ERP systems<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>May not be powerful enough for large enterprises<\/li>\n\n\n\n<li>Limited advanced forecasting capabilities compared to larger solutions<\/li>\n\n\n\n<li>Lacks some of the advanced features offered by competitors<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">7. <strong>Logility Demand Planning<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Logility Demand Planning provides a comprehensive suite of tools for demand forecasting, inventory management, and supply chain optimization, offering AI and machine learning capabilities.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI-powered demand forecasting and inventory management<\/li>\n\n\n\n<li>Scenario modeling and planning<\/li>\n\n\n\n<li>Multi-echelon supply chain optimization<\/li>\n\n\n\n<li>Real-time analytics and reporting<\/li>\n\n\n\n<li>Seamless integration with ERP and other systems<\/li>\n\n\n\n<li>Collaboration tools for cross-functional alignment<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong AI-driven forecasting capabilities<\/li>\n\n\n\n<li>Excellent for large, complex supply chains<\/li>\n\n\n\n<li>Well-integrated with other Logility solutions<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High cost for smaller businesses<\/li>\n\n\n\n<li>Can be complex to implement and configure<\/li>\n\n\n\n<li>Requires technical expertise for advanced features<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">8. <strong>Relex Solutions<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Relex Solutions offers cloud-based demand forecasting and supply chain optimization tools, focusing on reducing waste, improving inventory management, and enhancing demand planning accuracy.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Advanced forecasting and inventory optimization<\/li>\n\n\n\n<li>Multi-location and multi-channel support<\/li>\n\n\n\n<li>Real-time demand sensing and stock management<\/li>\n\n\n\n<li>Scenario analysis and supply chain planning<\/li>\n\n\n\n<li>Strong focus on reducing waste and improving sustainability<\/li>\n\n\n\n<li>Easy-to-use interface with automated features<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Strong sustainability and waste-reduction focus<\/li>\n\n\n\n<li>Easy to integrate with existing systems<\/li>\n\n\n\n<li>Comprehensive functionality for small and large businesses<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Pricing can be prohibitive for small businesses<\/li>\n\n\n\n<li>May lack some advanced features for very large enterprises<\/li>\n\n\n\n<li>Limited support for non-retail industries<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">9. <strong>Oracle Demantra<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>Oracle Demantra is an advanced demand management tool offering predictive analytics, demand sensing, and inventory optimization across multiple supply chains and industries.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Predictive analytics for demand forecasting<\/li>\n\n\n\n<li>Multi-channel demand sensing<\/li>\n\n\n\n<li>Scenario planning and what-if analysis<\/li>\n\n\n\n<li>Integration with Oracle ERP and SCM systems<\/li>\n\n\n\n<li>Real-time reporting and analytics<\/li>\n\n\n\n<li>Support for complex, multi-tier supply chains<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Excellent for complex, multi-tier supply chains<\/li>\n\n\n\n<li>Strong integration with Oracle ERP systems<\/li>\n\n\n\n<li>Real-time analytics and scenario planning capabilities<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High cost for smaller businesses<\/li>\n\n\n\n<li>Can be complex to implement and require extensive setup<\/li>\n\n\n\n<li>Limited support outside of Oracle environments<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h3 class=\"wp-block-heading\">10. <strong>O9 Solutions<\/strong><\/h3>\n\n\n\n<p><em>Short Description:<\/em><br>O9 Solutions offers an AI-powered demand planning platform that provides advanced analytics, end-to-end visibility, and real-time insights to improve decision-making and optimize supply chains.<\/p>\n\n\n\n<p><strong>Key Features:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>AI and machine learning-driven demand forecasting<\/li>\n\n\n\n<li>End-to-end supply chain visibility and optimization<\/li>\n\n\n\n<li>Real-time decision-making and scenario planning<\/li>\n\n\n\n<li>Integration with ERP, CRM, and other business systems<\/li>\n\n\n\n<li>Collaboration tools for cross-functional teams<\/li>\n\n\n\n<li>Scalable for large enterprises and complex operations<\/li>\n<\/ul>\n\n\n\n<p><strong>Pros &amp; Cons:<\/strong><br><strong>Pros:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cutting-edge AI-driven forecasting and optimization<\/li>\n\n\n\n<li>Comprehensive visibility across the supply chain<\/li>\n\n\n\n<li>Scalable for large and complex businesses<\/li>\n<\/ul>\n\n\n\n<p><strong>Cons:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>High price point for smaller businesses<\/li>\n\n\n\n<li>Complex setup and configuration<\/li>\n\n\n\n<li>May be overkill for simpler supply chain needs<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Comparison Table<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>Tool Name<\/th><th>Best For<\/th><th>Platform(s) Supported<\/th><th>Standout Feature<\/th><th>Pricing<\/th><th>G2 Rating<\/th><\/tr><\/thead><tbody><tr><td>SAP Integrated Business Planning<\/td><td>Large enterprises, global supply chains<\/td><td>Cloud, On-prem<\/td><td>Real-time data integration<\/td><td>Custom pricing<\/td><td>4.7\/5<\/td><\/tr><tr><td>Oracle Demand Management Cloud<\/td><td>Financial and supply chain industries<\/td><td>Cloud<\/td><td>AI-powered demand sensing<\/td><td>Custom pricing<\/td><td>4.6\/5<\/td><\/tr><tr><td>Kinaxis RapidResponse<\/td><td>Large enterprises, complex operations<\/td><td>Cloud, On-prem<\/td><td>Real-time visibility<\/td><td>Custom pricing<\/td><td>4.8\/5<\/td><\/tr><tr><td>ToolsGroup SO99+<\/td><td>Retail, e-commerce<\/td><td>Cloud, On-prem<\/td><td>AI-driven demand forecasting<\/td><td>Custom pricing<\/td><td>4.6\/5<\/td><\/tr><tr><td>JustFood Demand Planning<\/td><td>Food industry<\/td><td>Cloud<\/td><td>Industry-specific forecasting<\/td><td>Custom pricing<\/td><td>4.5\/5<\/td><\/tr><tr><td>Demand Works Smoothie<\/td><td>Small and medium businesses<\/td><td>Cloud<\/td><td>Intuitive interface<\/td><td>Starts at $50\/month<\/td><td>4.4\/5<\/td><\/tr><tr><td>Logility Demand Planning<\/td><td>Large enterprises, retail<\/td><td>Cloud, On-prem<\/td><td>AI and machine learning<\/td><td>Custom pricing<\/td><td>4.7\/5<\/td><\/tr><tr><td>Relex Solutions<\/td><td>Retail, multi-location<\/td><td>Cloud<\/td><td>Focus on sustainability<\/td><td>Custom pricing<\/td><td>4.6\/5<\/td><\/tr><tr><td>Oracle Demantra<\/td><td>Large enterprises, supply chain<\/td><td>Cloud, On-prem<\/td><td>Predictive analytics<\/td><td>Custom pricing<\/td><td>4.5\/5<\/td><\/tr><tr><td>O9 Solutions<\/td><td>Complex enterprises, supply chains<\/td><td>Cloud, On-prem<\/td><td>AI-driven optimization<\/td><td>Custom pricing<\/td><td>4.7\/5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\">\n\n\n\n<h2 class=\"wp-block-heading\">Which Demand Planning Tool is Right for You?<\/h2>\n\n\n\n<p><strong>For AI and Machine Learning-Driven Forecasting:<\/strong><br>Tools like <strong>Oracle Demand Management Cloud<\/strong> and <strong>Logility<\/strong> excel with AI-powered demand sensing and optimization.<\/p>\n\n\n\n<p><strong>For Small to Medium Businesses:<\/strong><br><strong>Demand Works Smoothie<\/strong> and <strong>JustFood Demand Planning<\/strong> are excellent, cost-effective solutions with an intuitive interface.<\/p>\n\n\n\n<p><strong>For Complex Supply Chains:<\/strong><br><strong>Kinaxis RapidResponse<\/strong> and <strong>O9 Solutions<\/strong> offer powerful capabilities for managing large, global, and complex supply chains.<\/p>\n\n\n\n<p><strong>For Retailers and E-commerce:<\/strong><br><strong>Relex Solutions<\/strong> and <strong>ToolsGroup SO99+<\/strong> provide strong forecasting capabilities tailored to the retail industry.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Introduction In today&#8217;s fast-paced business environment, effective demand planning is crucial for maintaining optimal inventory levels, reducing costs, and improving customer satisfaction. Demand Planning Tools are essential for businesses aiming&#8230; <\/p>\n","protected":false},"author":18,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_joinchat":[],"footnotes":""},"categories":[2],"tags":[7772,8193,9398,9491,9493,7223],"class_list":["post-50688","post","type-post","status-publish","format-standard","hentry","category-uncategorised","tag-ai","tag-analytics","tag-businessoptimization","tag-demandplanning","tag-forecasting","tag-machinelearning"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50688","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/18"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=50688"}],"version-history":[{"count":2,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50688\/revisions"}],"predecessor-version":[{"id":59068,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/50688\/revisions\/59068"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=50688"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=50688"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=50688"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}