{"id":27354,"date":"2025-07-12T20:53:16","date_gmt":"2025-07-12T18:53:16","guid":{"rendered":"https:\/\/spiritinprojects.com\/?p=27354"},"modified":"2026-01-19T16:18:02","modified_gmt":"2026-01-19T15:18:02","slug":"requirements-for-ai-systems-why-they-differ-from-classical-software-systems","status":"publish","type":"post","link":"https:\/\/spiritinprojects.com\/en\/requirements-for-ai-systems-why-they-differ-from-classical-software-systems\/","title":{"rendered":"Requirements for AI Systems: Why They Differ from Classical Software Systems"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">At&nbsp;<strong>Spirit in Projects<\/strong>, we have spent years helping companies define requirements for complex IT systems and professionally prepare tenders. In recent years, a clear trend has emerged:&nbsp;<strong>Artificial intelligence (AI) is being integrated into more and more projects\u2014and brings with it unique challenges.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">When it comes to&nbsp;<strong>AI systems<\/strong>, defining the right requirements from the outset is crucial. Many companies still rely on the same methods used for classical software projects\u2014and later struggle with poor quality, lack of explainability, or unrealistic expectations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>At Spirit in Projects<\/strong>, we specifically support our customers in formulating AI system requirements in a way that ensures they are robust for implementation, operation, and tendering.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Learning Instead of Programming<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Classical software systems follow clearly defined rules:&nbsp;<em>If input X, then output Y.<\/em>&nbsp;Their behavior is deterministic and predictable.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI systems work fundamentally differently:\u00a0They learn from data and develop a model.\u00a0The &#8220;rules&#8221; do not come from programming but from machine learning. This means:\u00a0<strong>Data is the key to success.<\/strong>\u00a0Even in the requirements definition phase, critical questions must be answered, such as:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What data is available?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What is its quality and volume?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How is the data currently maintained and made accessible?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Our experience shows:\u00a0This aspect is often underestimated in practice\u2014with dire consequences for the project.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Probabilities instead of Guarantees<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Another fundamental difference:&nbsp;<strong>AI systems deliver probabilistic results.<\/strong>&nbsp;For example, an image recognition system might report,&nbsp;<em>&#8220;This object is a cat with 95% probability.&#8221;<\/em>&nbsp;However, it does not guarantee flawless detection of every cat.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Requirements for&nbsp;<strong>result quality<\/strong>&nbsp;(accuracy, precision, recall, confidence intervals) must therefore be explicitly defined. In our AI tendering projects, we ensure these quality parameters are clearly specified\u2014to avoid later disappointment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Dynamic Behavior<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Classical software remains largely stable after deployment.&nbsp;<strong>AI models, however, often require regular retraining<\/strong>&nbsp;as data and environments change (<em>concept drift<\/em>).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This leads to specific requirements for:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Lifecycle management<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Model monitoring and maintenance<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Governance and responsibilities<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Spirit in Projects helps customers integrate these aspects into their requirements definitions and tender documents\u2014a critical point often neglected in many projects.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Explainability and Traceability<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Especially in regulated sectors (e.g., financial services, public sector, healthcare),&nbsp;<strong>explainability is crucial.<\/strong>&nbsp;AI systems must not be black boxes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Requirements must clearly define:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>To what extent must explainability be ensured?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>For whom must traceability be provided\u00a0(e.g., internal audits, external regulators)?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">In our practice, we ensure these aspects are structured in the requirements catalog\u2014balancing technical feasibility with regulatory demands.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AI system requirements are not just an extension of classical software requirements.\u00a0They must explicitly account for learning capabilities, probabilistic nature, and data dependency.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Spirit in Projects<\/strong>\u00a0brings extensive experience from numerous AI projects and tenders. We help companies formulate\u00a0sustainable and reliable requirements\u2014laying the foundation for successful AI initiatives.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>At&nbsp;Spirit in Projects, we have spent years helping companies define requirements for complex IT systems and professionally prepare tenders. In recent years, a clear trend has emerged:&nbsp;Artificial intelligence (AI) is being integrated into more and more projects\u2014and brings with it unique challenges. When it comes to&nbsp;AI systems, defining the right requirements from the outset is&hellip; <a class=\"continue\" href=\"https:\/\/spiritinprojects.com\/en\/requirements-for-ai-systems-why-they-differ-from-classical-software-systems\/\">Continue Reading<span> Requirements for AI Systems: Why They Differ from Classical Software Systems<\/span><\/a><\/p>\n","protected":false},"author":16,"featured_media":26472,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[81,119],"tags":[311,90],"class_list":["post-27354","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-consulting","category-innovation-en","tag-ai-en","tag-requirements-engineering-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Requirements for AI Systems: Why They Differ from Classical Software Systems - Spirit in Projects<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/spiritinprojects.com\/en\/requirements-for-ai-systems-why-they-differ-from-classical-software-systems\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Requirements for AI Systems: Why They Differ from Classical Software Systems - Spirit in Projects\" \/>\n<meta property=\"og:description\" content=\"At&nbsp;Spirit in Projects, we have spent years helping companies define requirements for complex IT systems and professionally prepare tenders. 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