{"id":27351,"date":"2025-08-23T16:01:41","date_gmt":"2025-08-23T14:01:41","guid":{"rendered":"https:\/\/spiritinprojects.com\/?p=27351"},"modified":"2025-12-03T13:26:14","modified_gmt":"2025-12-03T12:26:14","slug":"wichtige-anforderungskategorien-in-ki-projekten","status":"publish","type":"post","link":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/","title":{"rendered":"Key Requirement Categories in AI Projects"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">In AI project practice, specific requirement blocks often emerge that go beyond traditional functional, non-functional, or purely data-related categories. Key areas include\u00a0<strong>Data &amp; Data Quality<\/strong>,\u00a0<strong>Model &amp; Algorithms<\/strong>,\u00a0<strong>Integration &amp; Operations<\/strong>,\u00a0<strong>Users &amp; Domain<\/strong>, and\u00a0<strong>Security &amp; Ethics<\/strong>. Each of these categories brings unique challenges that should be addressed early in the project.<\/p>\n\n\n\n<figure class=\"wp-block-gallery has-nested-images columns-default is-cropped wp-block-gallery-1 is-layout-flex wp-block-gallery-is-layout-flex\">\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"845\" height=\"450\" data-id=\"26500\" src=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki.jpg\" alt=\"\" class=\"wp-image-26500\" srcset=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki.jpg 845w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki-300x160.jpg 300w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki-768x409.jpg 768w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki-705x375.jpg 705w\" sizes=\"auto, (max-width: 845px) 100vw, 845px\" \/><\/figure>\n<\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong><strong>Data &amp; Data Quality<\/strong><\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI thrives on data\u2014the foundation of every AI application. Unlike traditional software projects, the focus here is on data\u00a0<strong>quality, quantity, and diversity<\/strong>. Poor or biased data inevitably leads to incorrect predictions or distortions. In practice, key questions must be answered early: Where does the data come from?, Is it complete, up-to-date, and properly processed?, Are there enough representative training samples?, How will data be annotated and versioned?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">checklist:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Have all required data sources been identified, accessed, and documented?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Does the data structure and format meet the model\u2019s requirements?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Has data cleaning been performed (handling missing values, outliers, corrections), and are quality checks in place?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are data privacy and usage rights (e.g., GDPR, copyright) clarified and applied?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Model &amp; Algorithms<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Once the data foundation is established, the next step is selecting the right learning approach. This involves choosing the\u00a0<strong>algorithm and model architecture<\/strong>, as well as defining\u00a0<strong>performance and evaluation criteria<\/strong>. Key considerations include: Which algorithm fits the use case (e.g., classification, regression, clustering)?, What\u00a0<strong>target metrics<\/strong>\u00a0(e.g., accuracy, precision\/recall) must be achieved?, Are there requirements for\u00a0<strong>explainability<\/strong>\u00a0or\u00a0<strong>robustness<\/strong>\u00a0(e.g., against outliers or adversarial attacks)?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Checklist:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Which AI algorithm and model architecture are being used?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>What target values (e.g., accuracy) or benchmarks must be met?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are requirements for interpretability, transparency, or explainability defined?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How is\u00a0model drift\u00a0monitored, and how often is retraining performed?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Integration &amp; Operations (MLOps)<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Unlike conventional software, AI models require continuous integration and maintenance post-deployment. Critical aspects include: Which&nbsp;<strong>system and infrastructure<\/strong>&nbsp;(cloud vs. on-premise, GPU\/CPU) will be used?, How will deployment (e.g., CI\/CD pipelines) and release management be handled?, Are interfaces and data flows (APIs, databases, messaging systems) clearly defined?, Are service levels (e.g., response times, availability) secured?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Experts emphasize that AI solutions should not be standalone but&nbsp;<strong>seamlessly integrated into existing processes<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Checklist:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Is the target infrastructure (cloud\/on-premise, hardware requirements) defined and available?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are all interfaces (APIs, databases, authentication) specified and tested?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Is there monitoring (performance KPIs, data\/model drift) and alerting in live operations?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How are release processes and operational responsibilities (DevOps\/MLOps) structured?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Users, Domain &amp; Organization<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">An AI project\u2019s success depends on\u00a0<strong>user acceptance<\/strong>. Engaging\u00a0<strong>domain experts and end users<\/strong>\u00a0is essential. Key questions: Which business processes will be automated or supported?, What user roles (e.g., end users, admins, data scientists) exist, and how will they interact with the system (dashboards, alerts, reports)?, How will AI augment employees\u2019 work\u2014providing recommendations, making decisions, or offering suggestions?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Checklist:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are all relevant user roles and their requirements defined?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How are AI results presented (e.g., dashboards, reports, alerts) and interpreted?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are there interaction or feedback mechanisms for users (e.g., corrections, feedback loops)?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are training and change management measures planned for user adoption?<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Security, Ethics &amp; Compliance<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI projects often introduce additional legal and ethical requirements. For sensitive or personal data,\u00a0<strong>data protection<\/strong>\u00a0(e.g., GDPR) must be strictly enforced, including informed consent, data minimization, and secure storage.\u00a0<strong>Fairness<\/strong>\u00a0is also critical\u2014biases in data or models can lead to discriminatory outcomes (<strong>algorithmic bias<\/strong>). Other regulations (e.g., EU AI Act, industry-specific rules) may apply.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Checklist:<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are all data privacy requirements (consent, anonymization, GDPR compliance) addressed?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Have training data and models been checked for bias and fairness?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Are AI decisions traceable and explainable (audit trails, logging)?<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>How are models and data protected against attacks and manipulation?<\/li>\n<\/ul>\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 projects demand a&nbsp;<strong>holistic requirements analysis<\/strong>&nbsp;that combines technical, domain-specific, and regulatory aspects. The categories above\u2014derived from practical experience\u2014help project leaders systematically address often-overlooked points. Clear goal definitions and iterative approaches (MVP, prototypes) complete the framework, preventing unwanted surprises.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link has-black-color has-maximum-yellow-red-background-color has-text-color has-background has-link-color wp-element-button\">find our current AI-courses<\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>In AI project practice, specific requirement blocks often emerge that go beyond traditional functional, non-functional, or purely data-related categories. Key areas include\u00a0Data &amp; Data Quality,\u00a0Model &amp; Algorithms,\u00a0Integration &amp; Operations,\u00a0Users &amp; Domain, and\u00a0Security &amp; Ethics. Each of these categories brings unique challenges that should be addressed early in the project. Data &amp; Data Quality AI thrives&hellip; <a class=\"continue\" href=\"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/\">Continue Reading<span> Key Requirement Categories in AI Projects<\/span><\/a><\/p>\n","protected":false},"author":16,"featured_media":26502,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[5],"class_list":["post-27351","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-unkategorisiert","tag-requirements-engineering"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Key Requirement Categories in AI Projects - 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\/wichtige-anforderungskategorien-in-ki-projekten\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Key Requirement Categories in AI Projects - Spirit in Projects\" \/>\n<meta property=\"og:description\" content=\"In AI project practice, specific requirement blocks often emerge that go beyond traditional functional, non-functional, or purely data-related categories. Key areas include\u00a0Data &amp; Data Quality,\u00a0Model &amp; Algorithms,\u00a0Integration &amp; Operations,\u00a0Users &amp; Domain, and\u00a0Security &amp; Ethics. Each of these categories brings unique challenges that should be addressed early in the project. Data &amp; Data Quality AI thrives&hellip; Continue Reading Key Requirement Categories in AI Projects\" \/>\n<meta property=\"og:url\" content=\"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/\" \/>\n<meta property=\"og:site_name\" content=\"Spirit in Projects\" \/>\n<meta property=\"article:published_time\" content=\"2025-08-23T14:01:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-12-03T12:26:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"845\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Tanja Meszarits\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tanja Meszarits\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/\"},\"author\":{\"name\":\"Tanja Meszarits\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#\\\/schema\\\/person\\\/f29991d75910d95bb6bb602a4bc52276\"},\"headline\":\"Key Requirement Categories in AI Projects\",\"datePublished\":\"2025-08-23T14:01:41+00:00\",\"dateModified\":\"2025-12-03T12:26:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/\"},\"wordCount\":685,\"publisher\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/sip_anforderungen_ki_titel.jpg\",\"keywords\":[\"Requirements Engineering\"],\"articleSection\":[\"Unkategorisiert\"],\"inLanguage\":\"en-US\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/\",\"url\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/\",\"name\":\"Key Requirement Categories in AI Projects - Spirit in Projects\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/sip_anforderungen_ki_titel.jpg\",\"datePublished\":\"2025-08-23T14:01:41+00:00\",\"dateModified\":\"2025-12-03T12:26:14+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#primaryimage\",\"url\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/sip_anforderungen_ki_titel.jpg\",\"contentUrl\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2025\\\/08\\\/sip_anforderungen_ki_titel.jpg\",\"width\":845,\"height\":450,\"caption\":\"Anforderungen in KI Projekten lassen sich systematisch kategorisieren - die Experten von Spirit in Projects unterst\u00fctzen Sie dabei.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/wichtige-anforderungskategorien-in-ki-projekten\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Startseite\",\"item\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Key Requirement Categories in AI Projects\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#website\",\"url\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/\",\"name\":\"Spirit in Projects\",\"description\":\"Enabling digital innovation\",\"publisher\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#organization\",\"name\":\"Spirit in Projects\",\"url\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2019\\\/05\\\/sip_web.jpg\",\"contentUrl\":\"https:\\\/\\\/spiritinprojects.com\\\/wp-content\\\/uploads\\\/2019\\\/05\\\/sip_web.jpg\",\"width\":340,\"height\":80,\"caption\":\"Spirit in Projects\"},\"image\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#\\\/schema\\\/logo\\\/image\\\/\"},\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/company\\\/spirit-in-projects\\\/about\\\/\",\"https:\\\/\\\/www.xing.com\\\/companies\\\/spiritinprojectsgmbh\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#\\\/schema\\\/person\\\/f29991d75910d95bb6bb602a4bc52276\",\"name\":\"Tanja Meszarits\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g\",\"caption\":\"Tanja Meszarits\"},\"description\":\"Tanja Meszarits ist Marketing-managerin bei Spirit in Projects. Sie entwickelt Ideen, um die Marke sichtbarer zu machen und motiviert das Team zu mehr Sichtbarkeit auf LinkedIn.\",\"sameAs\":[\"https:\\\/\\\/www.linkedin.com\\\/in\\\/tanja-meszarits\\\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Key Requirement Categories in AI Projects - Spirit in Projects","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/","og_locale":"en_US","og_type":"article","og_title":"Key Requirement Categories in AI Projects - Spirit in Projects","og_description":"In AI project practice, specific requirement blocks often emerge that go beyond traditional functional, non-functional, or purely data-related categories. Key areas include\u00a0Data &amp; Data Quality,\u00a0Model &amp; Algorithms,\u00a0Integration &amp; Operations,\u00a0Users &amp; Domain, and\u00a0Security &amp; Ethics. Each of these categories brings unique challenges that should be addressed early in the project. Data &amp; Data Quality AI thrives&hellip; Continue Reading Key Requirement Categories in AI Projects","og_url":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/","og_site_name":"Spirit in Projects","article_published_time":"2025-08-23T14:01:41+00:00","article_modified_time":"2025-12-03T12:26:14+00:00","og_image":[{"width":845,"height":450,"url":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg","type":"image\/jpeg"}],"author":"Tanja Meszarits","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Tanja Meszarits","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#article","isPartOf":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/"},"author":{"name":"Tanja Meszarits","@id":"https:\/\/spiritinprojects.com\/en\/#\/schema\/person\/f29991d75910d95bb6bb602a4bc52276"},"headline":"Key Requirement Categories in AI Projects","datePublished":"2025-08-23T14:01:41+00:00","dateModified":"2025-12-03T12:26:14+00:00","mainEntityOfPage":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/"},"wordCount":685,"publisher":{"@id":"https:\/\/spiritinprojects.com\/en\/#organization"},"image":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#primaryimage"},"thumbnailUrl":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg","keywords":["Requirements Engineering"],"articleSection":["Unkategorisiert"],"inLanguage":"en-US"},{"@type":"WebPage","@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/","url":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/","name":"Key Requirement Categories in AI Projects - Spirit in Projects","isPartOf":{"@id":"https:\/\/spiritinprojects.com\/en\/#website"},"primaryImageOfPage":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#primaryimage"},"image":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#primaryimage"},"thumbnailUrl":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg","datePublished":"2025-08-23T14:01:41+00:00","dateModified":"2025-12-03T12:26:14+00:00","breadcrumb":{"@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#primaryimage","url":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg","contentUrl":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2025\/08\/sip_anforderungen_ki_titel.jpg","width":845,"height":450,"caption":"Anforderungen in KI Projekten lassen sich systematisch kategorisieren - die Experten von Spirit in Projects unterst\u00fctzen Sie dabei."},{"@type":"BreadcrumbList","@id":"https:\/\/spiritinprojects.com\/en\/wichtige-anforderungskategorien-in-ki-projekten\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Startseite","item":"https:\/\/spiritinprojects.com\/en\/"},{"@type":"ListItem","position":2,"name":"Key Requirement Categories in AI Projects"}]},{"@type":"WebSite","@id":"https:\/\/spiritinprojects.com\/en\/#website","url":"https:\/\/spiritinprojects.com\/en\/","name":"Spirit in Projects","description":"Enabling digital innovation","publisher":{"@id":"https:\/\/spiritinprojects.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/spiritinprojects.com\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/spiritinprojects.com\/en\/#organization","name":"Spirit in Projects","url":"https:\/\/spiritinprojects.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/spiritinprojects.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2019\/05\/sip_web.jpg","contentUrl":"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2019\/05\/sip_web.jpg","width":340,"height":80,"caption":"Spirit in Projects"},"image":{"@id":"https:\/\/spiritinprojects.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/spirit-in-projects\/about\/","https:\/\/www.xing.com\/companies\/spiritinprojectsgmbh"]},{"@type":"Person","@id":"https:\/\/spiritinprojects.com\/en\/#\/schema\/person\/f29991d75910d95bb6bb602a4bc52276","name":"Tanja Meszarits","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/4f1ffa87834dd98a85b176d7e3829df7bf724e2d62f5b687792a4023b2cc3252?s=96&d=mm&r=g","caption":"Tanja Meszarits"},"description":"Tanja Meszarits ist Marketing-managerin bei Spirit in Projects. Sie entwickelt Ideen, um die Marke sichtbarer zu machen und motiviert das Team zu mehr Sichtbarkeit auf LinkedIn.","sameAs":["https:\/\/www.linkedin.com\/in\/tanja-meszarits\/"]}]}},"_links":{"self":[{"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/posts\/27351","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/users\/16"}],"replies":[{"embeddable":true,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/comments?post=27351"}],"version-history":[{"count":2,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/posts\/27351\/revisions"}],"predecessor-version":[{"id":27353,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/posts\/27351\/revisions\/27353"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/media\/26502"}],"wp:attachment":[{"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/media?parent=27351"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/categories?post=27351"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/spiritinprojects.com\/en\/wp-json\/wp\/v2\/tags?post=27351"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}