{"id":15436,"date":"2026-04-23T12:49:06","date_gmt":"2026-04-23T12:49:06","guid":{"rendered":"https:\/\/reflector.fi\/the-secret-of-ai-optimized-requirements-specification\/"},"modified":"2026-06-16T08:31:00","modified_gmt":"2026-06-16T08:31:00","slug":"the-secret-of-ai-optimized-requirements-specification","status":"publish","type":"post","link":"https:\/\/reflector.fi\/en\/blog\/the-secret-of-ai-optimized-requirements-specification\/","title":{"rendered":"The Secret of AI-Optimized Requirements Specification"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\" style=\"font-style:normal;font-weight:500\">Requirements specification has seemed to be forgotten and has lost its significance over the past decade. Agile culture shifted the focus to stories and sprints, and &#8220;requirements specification&#8221; began to sound like the waterfall model.  <\/p>\n\n<p class=\"wp-block-paragraph\">The paradox is that writing backlog content <em>is<\/em> specification work; it simply was no longer called by that name. Requirements specification as a distinct skill fell into the shadows, but over the past year, it has been discussed more than ever. In software development, spec-driven development has emerged, where AI-assisted coding relies on carefully written specifications.   <\/p>\n\n<p class=\"wp-block-paragraph\">Requirements specification is on the agenda because, with increased efficiency, the bottleneck in IT projects has shifted from implementation to specification and, on the other hand, to quality assurance. <\/p>\n\n<p class=\"wp-block-paragraph\">Two different questions are at the forefront of discussions: <\/p>\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>How can AI accelerate requirements specification work? <\/li>\n<\/ol>\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>How can specifications be created in an &#8220;AI-optimized&#8221; manner so that AI-assisted coding succeeds as effectively as possible? <\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<h2 class=\"wp-block-heading\"><strong>How can AI accelerate requirements specification work?<\/strong> <\/h2>\n\n<p class=\"wp-block-paragraph\">When defining information system requirements (or writing features and stories, i.e., backlog content), in this blog I am referring to describing new specifications: new functionalities, business rules, or requirements related to new legislation.  <\/p>\n\n<p class=\"wp-block-paragraph\">Defining something new is essentially different from copying an existing system, where the system is renewed by only changing the technical platform. In changing the technical platform, requirements specification work is not done in the true sense of the word; instead, specification is done by copying the requirements of the existing system.  <\/p>\n\n<p class=\"wp-block-paragraph\">AI is a significant help in copying the requirements of an existing system: a foundation for requirements can be obtained relatively effortlessly from the code of an existing system, or the code can be directly translated to a new programming language. However, old code is practically always incomplete and contains errors, so a person must review the foundation produced by AI, supplement it, and correct logical errors.  <\/p>\n\n<p class=\"wp-block-paragraph\">In the specification work of a functionally new system, the possibilities of AI are also diverse: <\/p>\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>Text processing.<\/strong> Specifications are mostly text. It can therefore be summarized, streamlined, forced into a specific structure, or translated into another language with the help of AI.  <br\/><br\/>Ticketing systems have built-in writing assistants that help, for example, with the consistency of requirements in terms of structure and vocabulary, or help by generating new requirement drafts and candidates based on the language model&#8217;s &#8220;own&#8221; knowledge.<\/li>\n<\/ol>\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li><strong>Transcribing and converting the outputs of group work or interviews into requirements.<\/strong> Creating requirements specifications almost always requires group work: workshops or interviews. These meetings or interviews can be transcribed, and AI can extract the requirements\u2014features and stories\u2014from the discussion.  <\/li>\n<\/ol>\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li><strong>Generating requirements from existing documentation.<\/strong> Specifications can also be derived with the help of AI from a large amount of existing documentation: for example, from process documents, legal or contractual documents, internal operating instructions, integration descriptions, and data models. <\/li>\n<\/ol>\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li><strong>Conducting requirements specification work under AI guidance.<\/strong> Specification work can be done together as a team by allowing AI to facilitate and lead the discussion, asking good questions. Questions are answered together as a team, and the answer is given to AI for analysis.  <\/li>\n<\/ol>\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li><strong>Using the team&#8217;s shared prompts, agents, and skills:<\/strong> For example <\/li>\n<\/ol>\n\n<div class=\"wp-block-group is-layout-constrained wp-container-core-group-is-layout-5d4481e5 wp-block-group-is-layout-constrained\" style=\"padding-left:20px\">\n<ol start=\"1\" style=\"list-style-type:lower-alpha\" class=\"wp-block-list\">\n<li>An agent that checks features against definition of ready criteria and validates, for example, the unambiguity, testability, and measurability of a requirement. <\/li>\n<\/ol>\n\n\n\n<ol start=\"2\" style=\"list-style-type:lower-alpha\" class=\"wp-block-list\">\n<li>An agent that converts interconnected requirements or stories into a process description. <\/li>\n<\/ol>\n\n\n\n<ol start=\"3\" style=\"list-style-type:lower-alpha\" class=\"wp-block-list\">\n<li>An agent that organizes features or stories in priority order using defined criteria, such as SAFe&#8217;s WSJF (Weighted Shortest Job First). <\/li>\n<\/ol>\n\n\n\n<ol start=\"4\" style=\"list-style-type:lower-alpha\" class=\"wp-block-list\">\n<li>An agent that compares a requirement to different sources, such as a data model, and based on this, asks follow-up questions or provides coaching. <\/li>\n<\/ol>\n<\/div>\n\n<p class=\"wp-block-paragraph\">I would like to emphasize that producing requirements still requires discussion between different parties. A cable cannot (at least yet) be pulled directly from one party&#8217;s brain to another and allow shared brain chemistry to produce, for example, new business rules.  <\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<h2 class=\"wp-block-heading\"><strong>How to create requirements specifications in an AI-optimized manner?<\/strong> <\/h2>\n\n<p class=\"wp-block-paragraph\">Specification is followed by solution implementation, coding, or configuration. <\/p>\n\n<p class=\"wp-block-paragraph\">In AI-assisted coding, AI is given a prompt, which can be directly well-prepared specification documentation. The higher the quality of the specifications, the better the AI-generated code.  <\/p>\n\n<p class=\"wp-block-paragraph\">However, universally applicable, precise format guidelines for AI-optimized specification documentation cannot yet be provided. The answer depends on the platform and language model used in coding, the functionalities being implemented, and even the coder&#8217;s working methods. It cannot be stated that precisely this structure, format, or Definition of Done always produces code that fully meets the needs.   <\/p>\n\n<p class=\"wp-block-paragraph\">AI-optimized specification sounds like a new question, but the answer is surprisingly familiar: high-quality specification produces good code regardless of whether the programmer is a human or AI. <\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<h2 class=\"wp-block-heading\"><strong>AI-assisted coding requires extremely high quality from specifications <\/strong> <\/h2>\n\n<p class=\"wp-block-paragraph\">The requirement for high quality in specifications stems from the fact that a human coder knows to ask if something in the requirements remains unclear. AI does not necessarily ask; instead, it guesses. The guess may sound plausible but be wrong. This raises the requirement for unambiguity: the less room for interpretation in the specification, the less AI can fill gaps with its own assumptions.    <\/p>\n\n<p class=\"wp-block-paragraph\">Before reaching well-prepared, prompt-ready specification, a long journey has already been traveled from the customer&#8217;s, business&#8217;s, and other stakeholders&#8217; needs, problems, and objectives. Along the way, the we have to remember the basics \u2014 the old, almost timeless requirements specification guidelines:  <\/p>\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>A requirement is derived from the needs and objectives of different stakeholders <\/li>\n<\/ol>\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>A requirement solves an identified problem <\/li>\n<\/ol>\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li>A requirement is an unambiguous description of <strong>what<\/strong> is wanted from the information system and <strong>why<\/strong> <\/li>\n<\/ol>\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>One requirement contains only one thing <\/li>\n<\/ol>\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li>A requirement is written in plain language and is understandable <\/li>\n<\/ol>\n\n<ol start=\"6\" class=\"wp-block-list\">\n<li>A requirement is testable or verifiable <\/li>\n<\/ol>\n\n<ol start=\"7\" class=\"wp-block-list\">\n<li>A requirement is realistic and feasible <\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<p class=\"wp-block-paragraph\">Test cases also work well in AI-assisted coding: AI is guided to produce code that passes the given tests. This follows the familiar principle of test-driven development (TDD), which fits particularly well with language models.  <\/p>\n\n<p class=\"wp-block-paragraph\">Good specifications can easily be turned into test cases with the help of AI, and the key here is also, above all, exceptionally high-quality specifications. There is also a risk here: code produced by AI may pass tests but not work correctly outside the test cases.  <\/p>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<h2 class=\"wp-block-heading\"><strong>Human in the driver&#8217;s seat<\/strong> <\/h2>\n\n<p class=\"wp-block-paragraph\">Although AI can offer extensive help with specification, the human role does not disappear. Specifications cannot and should not be created in a fully automated manner.  <\/p>\n\n<p class=\"wp-block-paragraph\">Being a good business analyst requires experience and professional competence. AI can help a less experienced business analyst produce more structured and clearer requirements. However, AI does not replace experience. A beginner easily overlooks, for example, non-functional requirements and other constraints that AI does not know to ask about on its own.    <\/p>\n\n<p class=\"wp-block-paragraph\">Humans, and especially human interaction, are still essential in cases such as the following: <\/p>\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>Inventing competitive advantage and differentiating factors. AI repeats things from training material; it does not produce something new.  <\/li>\n<\/ol>\n\n<ol start=\"2\" class=\"wp-block-list\">\n<li>Final interpretation of regulation. Regulation can be interpreted in many different ways, and only time will tell how the interpretation becomes established. Especially with new legislation, the training material required by AI simply does not yet exist.   <\/li>\n<\/ol>\n\n<ol start=\"3\" class=\"wp-block-list\">\n<li>Final prioritization between alternative solutions or features. AI can suggest, but the prioritization decision and approval must be made by a human.  <\/li>\n<\/ol>\n\n<ol start=\"4\" class=\"wp-block-list\">\n<li>Resolving conflicts between different parties. AI can indeed suggest a compromise and show empathy. However, it does not understand non-verbal communication or know how to mediate.   <\/li>\n<\/ol>\n\n<ol start=\"5\" class=\"wp-block-list\">\n<li>Interpreting tacit knowledge. If things are not documented, AI is powerless.  <\/li>\n<\/ol>\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n<p class=\"wp-block-paragraph\">Resolving these questions requires human interaction, not AI. <\/p>\n\n<p class=\"wp-block-paragraph\">AI is an excellent tool in specification work. It makes specification routine work easier, but at the same time, it makes the human role more demanding.  <strong>The most important thing is investment in specification competence, not AI tools.<\/strong> <\/p>\n","protected":false},"excerpt":{"rendered":"<p>Requirements specification has seemed to be forgotten and has lost its significance over the past decade. Agile culture shifted the focus to stories and sprints, and &#8220;requirements specification&#8221; began to sound like the waterfall model. The paradox is that writing backlog content is specification work; it simply was no longer called by that name. Requirements [&hellip;]<\/p>\n","protected":false},"author":18,"featured_media":15435,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[304],"tags":[],"class_list":["post-15436","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-requirements-specification"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.8 (Yoast SEO v27.8) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>The Secret of AI-Optimized Requirements Specification - Reflector Oy<\/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:\/\/reflector.fi\/en\/blog\/the-secret-of-ai-optimized-requirements-specification\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The Secret of AI-Optimized Requirements Specification\" \/>\n<meta property=\"og:description\" content=\"Requirements specification has seemed to be forgotten and has lost its significance over the past decade. 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Agile culture shifted the focus to stories and sprints, and &#8220;requirements specification&#8221; began to sound like the waterfall model. The paradox is that writing backlog content is specification work; it simply was no longer called by that name. 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