{"id":71704,"date":"2026-06-19T17:12:37","date_gmt":"2026-06-19T16:12:37","guid":{"rendered":"https:\/\/sovanta.com\/?p=71704"},"modified":"2026-07-30T09:24:51","modified_gmt":"2026-07-30T08:24:51","slug":"demand-refinement-agent","status":"publish","type":"post","link":"https:\/\/sovanta.com\/en\/demand-refinement-agent\/","title":{"rendered":"Demand Refinement Agent"},"content":{"rendered":"\n<p><strong>What does the Demand Refinement Agent do? The agent helps business users clarify requirements, resolve open questions, and establish a solid foundation for detailed project planning. This use case features one of the ready-to-use AI agents that helped us win the \u201cAgent Race to Sapphire 2026.\u201d<\/strong><\/p>\n\n\n\n<div id=\"image-card-with-buttonblock_7cf9246d13cd7198bc95d29da2e0d20a\" class=\"block__image-card-with-button -detect-in-viewport has-background has-seashell-background-color image-card\">\n      \n  \n\n<div id=\"quoteblock_81cf6d43bc73d11d967ae6556e8ddc0f\" class=\"block__quote -detect-in-viewport block__quote--small\">\n\n    <div class=\"block__quote__wrapper\">\n\n                    <div class=\"block__quote__quote\">Turn ideas into actionable requirements \u2013 structured, transparent, and ready for planning.<\/div>\n        \n        \n    <\/div>\n\n<\/div>\n\n\n  <\/div>\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">The starting point: Unclear requirements complicate project planning<\/h2>\n\n\n\n<p>Business demands often start as high-level ideas, strategic initiatives, or rough requirements. Before they can be transformed into concrete projects, requirements need to be clarified, open questions resolved, and important context captured. Without a structured refinement process, misunderstandings, planning risks, and additional coordination effort can arise throughout later project phases.<\/p>\n\n\n<div class=\"wp-bootstrap-blocks-row row\">\n\t\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"image-card-with-buttonblock_7cf9246d13cd7198bc95d29da2e0d20a\" class=\"block__image-card-with-button -detect-in-viewport has-background has-seashell-background-color image-card\">\n      \n  \n\n<div id=\"iconblock_9b6c2fbe1e6e3398e2bafc366c1ac542\" class=\"block__icon -detect-in-viewport block__icon--left\">\n  <span class=\"icon icon--svg\">\n<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\">\n<path d=\"M18.067 1.609c-0.497-0.326-1.193-0.615-2.069-0.858-1.742-0.484-4.050-0.75-6.498-0.75s-4.756 0.267-6.498 0.75c-0.877 0.243-1.573 0.532-2.069 0.858-0.619 0.407-0.933 0.874-0.933 1.391v12c0 0.517 0.314 0.985 0.933 1.391 0.497 0.326 1.193 0.615 2.069 0.858 1.742 0.484 4.050 0.75 6.498 0.75s4.756-0.267 6.498-0.751c0.877-0.243 1.573-0.532 2.069-0.858 0.619-0.406 0.933-0.874 0.933-1.391v-12c0-0.517-0.314-0.985-0.933-1.391zM3.27 1.714c1.658-0.46 3.87-0.714 6.23-0.714s4.573 0.254 6.23 0.714c1.795 0.499 2.27 1.059 2.27 1.286s-0.474 0.787-2.27 1.286c-1.658 0.46-3.87 0.714-6.23 0.714s-4.573-0.254-6.23-0.714c-1.795-0.499-2.27-1.059-2.27-1.286s0.474-0.787 2.27-1.286zM15.73 16.286c-1.658 0.46-3.87 0.714-6.23 0.714s-4.573-0.254-6.23-0.714c-1.795-0.499-2.27-1.059-2.27-1.286v-2.566c0.492 0.309 1.164 0.583 2.002 0.816 1.742 0.484 4.050 0.75 6.498 0.75s4.756-0.267 6.498-0.751c0.838-0.233 1.511-0.507 2.002-0.816v2.566c0 0.227-0.474 0.787-2.27 1.286zM15.73 12.286c-1.658 0.46-3.87 0.714-6.23 0.714s-4.573-0.254-6.23-0.714c-1.795-0.499-2.27-1.059-2.27-1.286v-2.566c0.492 0.309 1.164 0.583 2.002 0.816 1.742 0.484 4.050 0.75 6.498 0.75s4.756-0.267 6.498-0.75c0.838-0.233 1.511-0.507 2.002-0.816v2.566c0 0.227-0.474 0.787-2.27 1.286zM15.73 8.286c-1.658 0.46-3.87 0.714-6.23 0.714s-4.573-0.254-6.23-0.714c-1.795-0.499-2.27-1.059-2.27-1.286v-2.566c0.492 0.309 1.164 0.583 2.002 0.816 1.742 0.484 4.050 0.75 6.498 0.75s4.756-0.267 6.498-0.75c0.838-0.233 1.511-0.507 2.002-0.816v2.566c0 0.227-0.474 0.787-2.27 1.286z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p><strong>Capturing complete requirements<br><\/strong>Business needs are often described at a high level, leaving critical details and contextual information undefined.<\/p>\n\n\n\n  <\/div>\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"image-card-with-buttonblock_7cf9246d13cd7198bc95d29da2e0d20a\" class=\"block__image-card-with-button -detect-in-viewport has-background has-seashell-background-color image-card\">\n      \n  \n\n<div id=\"iconblock_d288eb14b8f9c98d83bbe663fd19bc74\" class=\"block__icon -detect-in-viewport block__icon--left\">\n  <span class=\"icon icon--svg\">\n<svg version=\"1.1\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" width=\"20\" height=\"20\" viewBox=\"0 0 20 20\">\n<path d=\"M18.5 18h-11c-0.827 0-1.5-0.673-1.5-1.5 0-0.048 0.011-1.19 0.924-2.315 0.525-0.646 1.241-1.158 2.128-1.522 1.071-0.44 2.4-0.662 3.948-0.662s2.876 0.223 3.948 0.662c0.887 0.364 1.603 0.876 2.128 1.522 0.914 1.125 0.924 2.267 0.924 2.315 0 0.827-0.673 1.5-1.5 1.5zM7 16.503c0.001 0.275 0.225 0.497 0.5 0.497h11c0.275 0 0.499-0.223 0.5-0.497-0.001-0.035-0.032-0.895-0.739-1.734-0.974-1.157-2.793-1.768-5.261-1.768s-4.287 0.612-5.261 1.768c-0.707 0.84-0.738 1.699-0.739 1.734z\" fill=\"currentColor\"><\/path>\n<path d=\"M13 11c-2.206 0-4-1.794-4-4s1.794-4 4-4 4 1.794 4 4c0 2.206-1.794 4-4 4zM13 4c-1.654 0-3 1.346-3 3s1.346 3 3 3 3-1.346 3-3-1.346-3-3-3z\" fill=\"currentColor\"><\/path>\n<path d=\"M4.5 18h-3c-0.827 0-1.5-0.673-1.5-1.5 0-0.037 0.008-0.927 0.663-1.8 0.378-0.505 0.894-0.904 1.533-1.188 0.764-0.34 1.708-0.512 2.805-0.512 0.179 0 0.356 0.005 0.527 0.014 0.276 0.015 0.487 0.25 0.473 0.526s-0.25 0.488-0.526 0.473c-0.153-0.008-0.312-0.012-0.473-0.012-3.894 0-3.997 2.379-4 2.503 0.001 0.274 0.225 0.497 0.5 0.497h3c0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M5 12c-1.654 0-3-1.346-3-3s1.346-3 3-3 3 1.346 3 3-1.346 3-3 3zM5 7c-1.103 0-2 0.897-2 2s0.897 2 2 2 2-0.897 2-2c0-1.103-0.897-2-2-2z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p><strong>Resolving open questions early<br><\/strong>Unclear requirements create uncertainty and lead to delays during project preparation and execution.<\/p>\n\n\n\n  <\/div>\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<div id=\"image-card-with-buttonblock_7cf9246d13cd7198bc95d29da2e0d20a\" class=\"block__image-card-with-button -detect-in-viewport has-background has-seashell-background-color image-card\">\n      \n  \n\n<div id=\"iconblock_565e8d843a2f6fdef604c5925d50b1b6\" class=\"block__icon 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11h-5c-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5h5c0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M14.5 15h-9c-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5h9c0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<path d=\"M12.5 17h-7c-0.276 0-0.5-0.224-0.5-0.5s0.224-0.5 0.5-0.5h7c0.276 0 0.5 0.224 0.5 0.5s-0.224 0.5-0.5 0.5z\" fill=\"currentColor\"><\/path>\n<\/svg>\n<\/span><\/div>\n\n\n<p><strong>Building a foundation for informed decisions<br><\/strong>In addition to functional requirements, organizations often need to evaluate business value, expected benefits, and return-on-investment considerations.<\/p>\n\n\n\n  <\/div>\n\t<\/div>\n\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">What does our solution look like? Intelligent support for demand refinement<\/h2>\n\n\n\n<p>The Demand Refinement Agent guides business users through a structured requirement clarification process. The solution analyzes existing demand descriptions, identifies information gaps, and asks targeted questions to refine and validate requirements. It can also support RoI-related assessments, helping organizations create a stronger basis for planning and decision-making. In three steps, this means:<\/p>\n\n\n<div class=\"wp-bootstrap-blocks-row row\">\n\t\n\n<div class=\"col-12 col-md-4\">\n\t\t\t\n\n<figure class=\"wp-block-image size-teaser_1_1\"><img decoding=\"async\" width=\"700\" height=\"700\" src=\"https:\/\/sovanta.com\/wp-content\/uploads\/2024\/11\/gruppe-personen-meetingraum-zeigen-monitor-lapzops-arbeiten-buero_web_stock_16-9-700x700.jpg\" alt=\"\" class=\"wp-image-37178\" srcset=\"https:\/\/sovanta.com\/wp-content\/uploads\/2024\/11\/gruppe-personen-meetingraum-zeigen-monitor-lapzops-arbeiten-buero_web_stock_16-9-700x700.jpg 700w, https:\/\/sovanta.com\/wp-content\/uploads\/2024\/11\/gruppe-personen-meetingraum-zeigen-monitor-lapzops-arbeiten-buero_web_stock_16-9-150x150.jpg 150w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/><\/figure>\n\n\t<\/div>\n\n\n\n<div class=\"col-12 col-md-8\">\n\t\t\t\n\n<ol class=\"wp-block-list\">\n<li><strong>Analyze the demand<\/strong><br>The agent reviews available information and identifies missing details, open questions, and potential ambiguities.<\/li>\n\n\n\n<li><strong>Refine requirements<br><\/strong>Through guided interactions and targeted follow-up questions, requirements are clarified, structured, and documented.<\/li>\n\n\n\n<li><strong>Prepare for project planning<br><\/strong>The refined demand is prepared for handover into detailed project planning, while optional RoI assessments support business decision-making.<\/li>\n<\/ol>\n\n\t<\/div>\n\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\">The result? Higher-quality requirements and better project readiness<\/h2>\n\n\n\n<p>The result includes clearer and more structured requirements, fewer open questions, and a stronger foundation for subsequent planning activities. At the same time, manual effort in demand clarification is reduced, while business users receive guided support throughout the process. The Demand Refinement Agent combines structured requirement analysis with intelligent user interaction to create the ideal starting point for successful project execution.<\/p>\n\n\n\n<div class=\"wp-block-group has-seashell-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<h2 class=\"wp-block-heading\">Do you have a similar challenge?<\/h2>\n\n\n\n<p>Would you like to see how the different services work together in this use case? Or do you have questions about the approach? Simply fill out the form and our sovanta experts will get in touch with you.<\/p>\n\n\n\n\t\t\t\t\t\t<script>\n\t\t\t\t\t\t\twindow.hsFormsOnReady = window.hsFormsOnReady || [];\n\t\t\t\t\t\t\twindow.hsFormsOnReady.push(()=>{\n\t\t\t\t\t\t\t\thbspt.forms.create({\n\t\t\t\t\t\t\t\t\tportalId: 4699831,\n\t\t\t\t\t\t\t\t\tformId: \"3446cab8-9394-4005-a5f2-57ed62ce4e04\",\n\t\t\t\t\t\t\t\t\ttarget: \"#hbspt-form-1785826996000-5678352907\",\n\t\t\t\t\t\t\t\t\tregion: \"na1\",\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t})});\n\t\t\t\t\t\t<\/script>\n\t\t\t\t\t\t<div class=\"hbspt-form\" id=\"hbspt-form-1785826996000-5678352907\"><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>The agent helps business users clarify requirements, resolve open questions, and establish a solid foundation for detailed project planning.<\/p>\n","protected":false},"author":11,"featured_media":72619,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[673],"tags":[],"competence":[],"Industry":[],"line_of_business":[569],"resource":[657,491,645],"systems-and-technologies":[],"class_list":["post-71704","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-business-ai-2","line_of_business-rd-and-product-management-en","resource-agent-race","resource-use-cases-en","resource-sap-ai-bdc-use-cases-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.9 - 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