{"id":8227,"date":"2026-03-26T02:12:48","date_gmt":"2026-03-26T07:12:48","guid":{"rendered":"https:\/\/www.emagia.com\/blog\/?p=8227"},"modified":"2026-03-26T04:38:46","modified_gmt":"2026-03-26T09:38:46","slug":"o2c-for-global-business","status":"publish","type":"post","link":"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/","title":{"rendered":"Defining the Next Phase of O2C for Global Business &#8211; Three Conditions That Will Unlock AI at Scale","gt_translate_keys":[{"key":"rendered","format":"text"}]},"content":{"rendered":"<p>Global Business Services (GBS) and shared services organizations are entering a critical phase in their AI transformation journey\u2014one defined less by technological capability and more by trust, governance, and operational readiness.<\/p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-flat ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#the-mandate-has-shifted-from-automation-to-intelligent-orchestration\" >The Mandate Has Shifted: From Automation to Intelligent Orchestration<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#the-reality-of-adoption-progress-is-real-but-uneven\" >The Reality of Adoption: Progress Is Real, But Uneven<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#three-conditions-that-will-unlock-ai-at-scale\" >Three Conditions That Will Unlock AI at Scale<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#the-workforce-factor-the-most-overlooked-constraint\" >The Workforce Factor: The Most Overlooked Constraint<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#the-tipping-point-when-ai-becomes-%e2%80%9cboring%e2%80%9d\" >The Tipping Point: When AI Becomes \u201cBoring\u201d<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#final-perspective\" >Final Perspective<\/a><\/li><li class='ez-toc-page-1'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/#frequently-asked-questions-faq\" >Frequently Asked Questions (FAQ)<\/a><\/li><\/ul><\/nav><\/div>\n\n<p>While adoption of AI has accelerated rapidly in recent years, particularly with the rise of generative AI, most organizations remain in transition. As highlighted in a recent episode of the Emagia AI for Finance Podcast featuring guest Stephan Glismann-Bringmann, Credit Control Ambassador at Callisto Grand, many GBS environments are still trying to evolve from rules-based <a href=\"\/blog\/how-intelligent-automation-helps-cfos-navigate-multiple-challenges\/\">automation toward intelligent<\/a>, decision-driven operations.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-mandate-has-shifted-from-automation-to-intelligent-orchestration\"><\/span><b>The Mandate Has Shifted: From Automation to Intelligent Orchestration<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The evolution of AI in finance is not a linear progression\u2014it is a structural shift in how work gets done, says Glismann-Bringmann, who is prepping for Callisto <strong>Grand\u2019s Credit Matters Conference in Budapest this May:<\/strong><\/p>\n<ul>\n<li>From rules-based execution (RPA) \u2192 to context-aware decision support (Generative AI)<\/li>\n<li>From task automation \u2192 to intelligent orchestration of workflows (Agentic AI)<\/li>\n<li>From process efficiency \u2192 to real-time, outcome-driven decisioning<\/li>\n<\/ul>\n<p>Traditional RPA environments excel in stable, predictable processes. But as <a href=\"\/blog\/10-basics-of-data-analytics-every-modern-finance-leader-must-know\/\">finance leaders know<\/a>, Order-to-Cash (O2C) is rarely predictable. Exceptions, disputes, and customer variability quickly expose the limits of static automation.<\/p>\n<p>Generative AI started address this gap\u2014adding the ability to interpret unstructured data, summarize cases, and support human decision-making. But the next leap is already underway.<\/p>\n<p>Agentic AI now introduces a fundamentally new capability: the ability to determine and execute the next best action\u2014within defined guardrails\u2014across systems and workflows.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-reality-of-adoption-progress-is-real-but-uneven\"><\/span><b>The Reality of Adoption: Progress Is Real, But Uneven<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Despite widespread awareness and experimentation, most <a href=\"\/blog\/ai-transformation-global-business-services\/\">GBS and shared services<\/a> organizations remain in early to mid-stage AI adoption, looking for a breakout or breakthrough in 2026, as noted in the AI For Finance Podcast Episode.<\/p>\n<p>The conversation, however, has clearly evolved from <i>\u201cShould we explore AI?\u201d<\/i> to <i>\u201cWhere can AI deliver value without increasing risk?\u201d.<\/i> This shift is particularly evident among CFOs, controllers, and GBS leaders. Confidence in AI\u2019s potential is high\u2014but confidence in execution remains selective.<\/p>\n<p><strong>Glismann-Bringmann notes finance leaders are most comfortable with AI when it:<\/strong><\/p>\n<ul>\n<li>Enhances visibility<\/li>\n<li>Supports decision-making<\/li>\n<li>Reduces manual effort<\/li>\n<\/ul>\n<p>In finance, where accountability, compliance, and customer trust intersect, \u201csmarter AI\u201d is not enough\u2014Leaders demand safer, auditable outcomes.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"three-conditions-that-will-unlock-ai-at-scale\"><\/span><b>Three Conditions That Will Unlock AI at Scale<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Across GBS environments, three critical enablers consistently emerge as prerequisites for scaling AI beyond pilots:<\/p>\n<h3><b>Proven Results in Production<\/b><\/h3>\n<p><strong>Pilot programs and demos are no longer sufficient. Finance leaders require measurable impact in:<\/strong><\/p>\n<ul>\n<li><a href=\"\/blog\/what-is-dso\/\">Days Sales Outstanding<\/a> (DSO)<\/li>\n<li>Cash predictability<\/li>\n<li>Workload reduction<\/li>\n<li>Customer experience<\/li>\n<\/ul>\n<h3><b>Explainability and Control<\/b><\/h3>\n<p><strong>Leaders need clear answers to fundamental questions:<\/strong><\/p>\n<ul>\n<li>Why was a recommendation made?<\/li>\n<li>Who is accountable?<\/li>\n<li>When can decisions be overridden?<\/li>\n<\/ul>\n<p>Transparency is not optional\u2014it is foundational, Glismann-Bringmann argues.<\/p>\n<h3><b>Governance by Design<\/b><\/h3>\n<p><strong>Successful organizations embed governance into the architecture itself:<\/strong><\/p>\n<ul>\n<li>Defined risk thresholds<\/li>\n<li>Auditable decision trails<\/li>\n<li>Cross-functional ownership (Finance, IT, Legal\/Compliance)<\/li>\n<\/ul>\n<p>Without these elements, AI risks amplifying operational weaknesses rather than resolving them.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-workforce-factor-the-most-overlooked-constraint\"><\/span><b>The Workforce Factor: The Most Overlooked Constraint<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>While much of the AI conversation focuses on technology, the primary barrier to adoption is operational understanding\u2014not capability.<\/p>\n<p><strong>Most organizations already have access to sufficient AI technology. The challenge lies in:<\/strong><\/p>\n<ul>\n<li>Understanding how AI makes recommendations<\/li>\n<li>Defining decision boundaries<\/li>\n<li>Building confidence in new roles and responsibilities<\/li>\n<\/ul>\n<p><strong>This shift fundamentally changes how finance teams operate:<\/strong><\/p>\n<ul>\n<li>From execution to supervision and exception handling<\/li>\n<li>From <a href=\"\/blog\/uncovering-the-hidden-costs-of-manual-processes\/\">manual processing<\/a> to decision oversight and orchestration<\/li>\n<\/ul>\n<p><strong>Leading organizations must address this through:<\/strong><\/p>\n<ul>\n<li>Role-based upskilling (not generic AI training)<\/li>\n<li>Early involvement of process owners and power users<\/li>\n<li>Gradual scaling of adoption across teams<\/li>\n<\/ul>\n<p>Without workforce alignment, even the most advanced AI initiatives will stall.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"the-tipping-point-when-ai-becomes-%e2%80%9cboring%e2%80%9d\"><\/span><b>The Tipping Point: When AI Becomes \u201cBoring\u201d<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>The ultimate indicator of AI maturity in <a href=\"shared services is not perceived sophistication\u2014it is normalization\">shared services is not perceived sophistication\u2014it is normalization<\/a>.<\/p>\n<p><strong>AI reaches its tipping point when:<\/strong><\/p>\n<ul>\n<li>It is embedded into daily workflows<\/li>\n<li>Governed like any other <a href=\"\/blog\/why-finance-controllers-should-use-ai-for-finance-documents-processing\/\">financial control<\/a><\/li>\n<li>Measured purely on outcomes<\/li>\n<li>No longer perceived as \u201cnew\u201d or experimental<\/li>\n<\/ul>\n<p>At that point, leaders stop asking <i>\u201cCan we use AI here?\u201d<\/i> and start asking <i>\u201cWhy isn\u2019t this <a href=\"\/blog\/what-is-cash-application\/\">process<\/a> already automated?\u201d<\/i><\/p>\n<h2><span class=\"ez-toc-section\" id=\"final-perspective\"><\/span><b>Final Perspective<\/b><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI in GBS and <a href=\"\/blog\/the-new-normal-putting-ai-at-the-core-of-your-order-to-cash-shared-services-strategy\/\">shared services<\/a> is not constrained by technological innovation. It is constrained by trust, governance, and readiness.<\/p>\n<p>For CFOs and GBS leaders, the question is no longer whether AI will <a href=\"\/blog\/order-to-cash-transformation-for-global-shared-service-centers\/\">transform Order-to-Cash<\/a>.<\/p>\n<p>It is whether their operating model is prepared to follow through with implementation and trust it.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"frequently-asked-questions-faq\"><\/span>Frequently Asked Questions (FAQ)<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><strong> What is the difference between Generative AI and Agentic AI in O2C?<\/strong><\/h3>\n<p>Generative AI provides insights and supports decisions, while Agentic AI takes action\u2014executing workflows and decisions within defined governance frameworks.<\/p>\n<h3><strong> What is the biggest barrier to AI adoption in GBS?<\/strong><\/h3>\n<p>According to Glismann-Bringmann, there are gaps in governance, explainability, and operational understanding\u2026 not the technology.<\/p>\n<h3><strong>Where should finance leaders start with Agentic AI?<\/strong><\/h3>\n<p>High-impact, structured use cases such as collections prioritization, dispute workflows, inbound communication handling, and customer segmentation offer strong early ROI. <\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"excerpt":{"rendered":"<p>Global Business Services (GBS) and shared services organizations are entering a critical phase in their AI transformation journey\u2014one defined less by technological capability and more by trust, governance, and operational readiness. While adoption of AI has accelerated rapidly in recent years, particularly with the rise of generative AI, most organizations remain in transition. As highlighted &hellip;<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.emagia.com\/blog\/o2c-for-global-business\/\"> <span class=\"screen-reader-text\">Defining the Next Phase of O2C for Global Business &#8211; Three Conditions That Will Unlock AI at Scale<\/span> Read More &raquo;<\/a><\/p>\n","protected":false,"gt_translate_keys":[{"key":"rendered","format":"html"}]},"author":1,"featured_media":8226,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[12],"tags":[],"class_list":["post-8227","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-order-to-cash-analytics"],"acf":[],"gt_translate_keys":[{"key":"link","format":"url"}],"_links":{"self":[{"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/posts\/8227","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/comments?post=8227"}],"version-history":[{"count":8,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/posts\/8227\/revisions"}],"predecessor-version":[{"id":8237,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/posts\/8227\/revisions\/8237"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/media\/8226"}],"wp:attachment":[{"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/media?parent=8227"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/categories?post=8227"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.emagia.com\/blog\/wp-json\/wp\/v2\/tags?post=8227"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}