{"id":53982,"date":"2026-05-28T11:41:04","date_gmt":"2026-05-28T09:41:04","guid":{"rendered":"https:\/\/www.altares.be\/?p=53982"},"modified":"2026-05-28T15:29:58","modified_gmt":"2026-05-28T13:29:58","slug":"the-next-phase-of-ai-from-experiment-to-return-on-investment","status":"publish","type":"post","link":"https:\/\/www.altares.be\/en\/blog\/master-data-management\/de-volgende-fase-van-ai-van-experiment-naar-rendement\/","title":{"rendered":"The next phase of AI: from experimentation to ROI"},"content":{"rendered":"<p>AI is increasingly delivering measurable business results. New global research from Dun &amp; Bradstreet, conducted among 10,000 companies across 32 countries, shows that 60% of organizations are now achieving at least some measurable return on investment (ROI) from AI. At the same time, only 24% report broad or significant results, while 56% plan to increase their AI investments.&nbsp;<\/p>\n\n\n\n<p>These findings suggest that AI is entering a new phase. The focus is shifting from experimenting with possibilities to identifying where AI genuinely creates value. In this article, we explore what the D&amp;B research reveals about AI ROI, why scaling requires deliberate choices, and the role data plays as AI becomes embedded in business processes.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI Is moving from experiment to business process&nbsp;<\/h2>\n\n\n\n<p>For many organizations, AI is no longer limited to a pilot project or a single-team initiative. The research shows that 97% of organizations have active AI initiatives. In addition, 30% are now scaling AI into production environments, while 26% are operationally deploying AI across multiple core business processes.&nbsp;&nbsp;<\/p>\n\n\n\n<p>As a result, the role of AI is changing. What once served primarily as a tool for exploring new possibilities is increasingly becoming part of processes where information is handled daily and decisions are prepared. Examples include analyzing customer developments, gathering supplier intelligence, or identifying changes that require attention.&nbsp;<\/p>\n\n\n\n<p>At this stage, technical functionality alone is no longer enough. AI must fit seamlessly into the processes where employees use it. A fast result only becomes valuable when users understand what it means and how they should act on it.<\/p>\n\n\n\n<p><strong>Interesting read:<\/strong>&nbsp;<a href=\"https:\/\/www.altares.be\/en\/blog\/master-data-management\/agentic-ai-from-hype-to-practical-reality\/\" target=\"_blank\" rel=\"noreferrer noopener\">Agentic AI: from hype to practical reality<\/a>&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Not every successful AI application should be scaled&nbsp;<\/h2>\n\n\n\n<p>The fact that organizations are already seeing returns from AI is an important development. However, the gap between the 60% reporting some measurable ROI and the 24% achieving broad or significant results highlights that success does not automatically translate across the organization.&nbsp;<\/p>\n\n\n\n<p>An application that helps employees process documents more efficiently may deliver immediate time savings. However, AI systems used for customer selection, supplier monitoring, or risk assessment require a different level of reliability. In these cases, outcomes must not only be delivered quickly but also be accurate, relevant, and trustworthy enough to support decision-making.&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">As organizations increase their AI investments, it becomes increasingly important to define for each application:&nbsp;<\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which business process it improves.&nbsp;<\/li>\n\n\n\n<li>What outcome actually creates value.&nbsp;<\/li>\n\n\n\n<li>What information is needed to evaluate that outcome.&nbsp;<\/li>\n\n\n\n<li>When human oversight remains necessary.&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>This helps prevent organizations from scaling AI simply because an initial use case performed well, without understanding whether the same value can be achieved in other processes.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Scaling reveals the real challenges&nbsp;<\/h2>\n\n\n\n<p>Now that AI is increasingly being deployed in production, the conditions for successful implementation are also becoming clearer. Only 5% of organisations in the D&amp;B study indicate that their&nbsp;<a href=\"https:\/\/www.altares.be\/en\/learn\/ai-readiness\/\" target=\"_blank\" rel=\"noreferrer noopener\">own data is fully ready for AI.<\/a>&nbsp;<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">Organizations identified several barriers to further AI adoption:&nbsp;<\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>50%<\/strong>&nbsp;cite limited access to data.&nbsp;<\/li>\n\n\n\n<li><strong>44%<\/strong>&nbsp;see privacy and compliance risks as a major obstacle.&nbsp;<\/li>\n\n\n\n<li><strong>40%<\/strong>&nbsp;point to challenges related to data quality and data integrity.&nbsp;<\/li>\n\n\n\n<li><strong>38%<\/strong>&nbsp;experience insufficient integration between systems.&nbsp;<\/li>\n\n\n\n<li><strong>37%<\/strong>&nbsp;report a shortage of professionals with the necessary AI skills.&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>In addition, only 10% express a high level of confidence in their ability to identify and mitigate AI-related risks.<\/p>\n\n\n\n<p>These findings make it clear that scaling AI is not just about the technology itself. When AI is applied to processes involving customers, suppliers, and business relationships, employees need to understand how insights are generated and whether the underlying information is current, reliable, and actionable.<\/p>\n\n\n\n<p>For example, a customer-related signal only becomes valuable when it is clear which organization it refers to. Likewise, a supplier analysis becomes truly useful only when relevant changes and business relationships are visible. In these types of processes, the quality of available data determines whether AI produces an interesting signal\u2014or an insight that employees can confidently act upon.<\/p>\n\n\n\n<p><strong>Interesting read:<\/strong>\u00a0<a href=\"https:\/\/www.altares.be\/en\/blog\/master-data-management\/everyone-wants-to-do-something-with-ai-but-is-your-organization-ready-for-it\/\" target=\"_blank\" rel=\"noreferrer noopener\">Everyone wants to do something with AI, but is your organization ready for it?<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">From AI experiment to lasting value&nbsp;<\/h2>\n\n\n\n<p>The first measurable AI results are already visible. For organizations, this marks the beginning of the next phase: moving beyond discovering what AI can do and focusing on where it can deliver lasting business value.&nbsp;<\/p>\n\n\n\n<p>Organizations that embed AI into business processes will therefore look beyond speed and efficiency alone. The combination of a well-defined use case, clear governance, and reliable data ultimately determines whether an initial success can evolve into sustainable value over the long term.&nbsp;<\/p>\n\n\n\n<p>Want to learn more about how business information can support AI applications within your organization? Get in touch with&nbsp;<a href=\"https:\/\/www.altares.be\/en\/contact\/more-info\/\">our experts<\/a>.<\/p>","protected":false},"excerpt":{"rendered":"<p>AI is increasingly delivering measurable returns: 60% of organisations are already seeing results. As a result, the focus is shifting from experimentation to embedding AI in business processes where it adds real value. Successful scaling requires reliable data, clear objectives and effective oversight of outcomes.<\/p>","protected":false},"author":12,"featured_media":53991,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"categories":[19],"tags":[],"class_list":["post-53982","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-master-data-management"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>De volgende fase van AI: van experiment naar rendement - Altares<\/title>\n<meta name=\"description\" content=\"AI levert steeds vaker resultaat op, maar succesvol opschalen vraagt om betrouwbare data. 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