{"id":220106,"date":"2025-04-30T10:20:32","date_gmt":"2025-04-30T15:20:32","guid":{"rendered":"https:\/\/caroli.org\/en\/?p=220106"},"modified":"2025-04-30T10:30:07","modified_gmt":"2025-04-30T15:30:07","slug":"lean-inception-for-ai-agents","status":"publish","type":"post","link":"https:\/\/caroli.org\/en\/lean-inception-for-ai-agents\/","title":{"rendered":"Top 5 Ways to Use Lean Inception for AI Agents: Build the Right MVP in the Agentic Era"},"content":{"rendered":"<p class=\"\" data-start=\"1257\" data-end=\"1576\"><strong data-start=\"1257\" data-end=\"1289\">Lean Inception for AI agents<\/strong> is emerging as a critical practice for teams navigating the fast-changing world of autonomous software. As AI agents move from novelty to necessity \u2014 acting with autonomy to complete tasks, learn from interactions, and even generate value \u2014 traditional product planning no longer works.<\/p>\n<p class=\"\" data-start=\"1578\" data-end=\"1870\">You can&#8217;t predict everything an agent will do in production. But you <em data-start=\"1647\" data-end=\"1652\">can<\/em> set your team up for success by aligning on the right MVP and strategy. That\u2019s where <a href=\"https:\/\/caroli.org\/en\/lean-inception-4\/\" target=\"_blank\" rel=\"noopener\">Lean Inception<\/a> becomes your advantage: a proven method to align, learn fast, and build the right thing \u2014 now with agents in the mix.<\/p>\n<h2 class=\"\" data-start=\"1877\" data-end=\"1938\">1. Why Build-Measure-Learn Is Non-Negotiable for AI Agents<\/h2>\n<p class=\"\" data-start=\"1940\" data-end=\"2161\">In an agentic world, the Lean Startup loop of <strong data-start=\"1986\" data-end=\"2009\">build-measure-learn<\/strong> is essential. Your AI agent might be trained on the right data and prompted well \u2014 but once it&#8217;s live, behavior varies by context, inputs, and updates.<\/p>\n<p data-start=\"1940\" data-end=\"2161\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium wp-image-213785\" src=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2023\/12\/build-measure-leanr-lean-inception-300x300-1-300x300.jpg\" alt=\"\" width=\"300\" height=\"300\" \/><\/p>\n<p class=\"\" data-start=\"2163\" data-end=\"2323\">That\u2019s why MVPs matter. A <a href=\"https:\/\/caroli.org\/en\/mvp-minimum-viable-product\/\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"2189\" data-end=\"2215\">Minimum Viable Product<\/strong><\/a> lets you validate whether your assumptions hold up in reality. Lean Inception helps your team align around:<\/p>\n<ul data-start=\"2324\" data-end=\"2431\">\n<li class=\"\" data-start=\"2324\" data-end=\"2354\">\n<p class=\"\" data-start=\"2326\" data-end=\"2354\">What you&#8217;re trying to learn.<\/p>\n<\/li>\n<li class=\"\" data-start=\"2355\" data-end=\"2379\">\n<p class=\"\" data-start=\"2357\" data-end=\"2379\">How you\u2019ll measure it.<\/p>\n<\/li>\n<li class=\"\" data-start=\"2380\" data-end=\"2431\">\n<p class=\"\" data-start=\"2382\" data-end=\"2431\">The minimum slice of product that gets you there.<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"2433\" data-end=\"2505\">The faster you learn, the faster your AI product evolves \u2014 and survives.<\/p>\n<h2 data-start=\"2512\" data-end=\"2576\"><\/h2>\n<h2 class=\"\" data-start=\"2512\" data-end=\"2576\">2. Think Big, Start Small: Thin Slices Lead to Smart Products<\/h2>\n<p class=\"\" data-start=\"2578\" data-end=\"2726\">It\u2019s tempting to launch an agent with a full set of features \u2014 but that\u2019s risky. AI agents introduce complexity, uncertainty, and ongoing evolution.<\/p>\n<p class=\"\" data-start=\"2728\" data-end=\"2855\"><strong data-start=\"2728\" data-end=\"2785\">Lean Inception focuses your efforts on a &#8220;thin slice&#8221;<\/strong> \u2014 a small yet valuable version of your product vision. This slice is:<\/p>\n<ul data-start=\"2856\" data-end=\"2960\">\n<li class=\"\" data-start=\"2856\" data-end=\"2890\">\n<p class=\"\" data-start=\"2858\" data-end=\"2890\">Valuable for users (and agents).<\/p>\n<\/li>\n<li class=\"\" data-start=\"2891\" data-end=\"2918\">\n<p class=\"\" data-start=\"2893\" data-end=\"2918\">Usable in the real world.<\/p>\n<\/li>\n<li class=\"\" data-start=\"2919\" data-end=\"2960\">\n<p class=\"\" data-start=\"2921\" data-end=\"2960\">Feasible for the team to build quickly.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"2962\" data-end=\"3098\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-10853 size-medium\" src=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2020\/10\/mvp-wow-factor-300x174.jpg\" alt=\"\" width=\"300\" height=\"174\" srcset=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2020\/10\/mvp-wow-factor-300x174.jpg 300w, https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2020\/10\/mvp-wow-factor-1024x593.jpg 1024w, https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2020\/10\/mvp-wow-factor.jpg 1122w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/p>\n<p class=\"\" data-start=\"2962\" data-end=\"3098\">You can always expand later. But starting small gives you speed, clarity, and data \u2014 exactly what you need when building in the unknown.<\/p>\n<h2 class=\"\" data-start=\"3105\" data-end=\"3152\">3. Including Agents in Personas and Journeys<\/h2>\n<p class=\"\" data-start=\"3154\" data-end=\"3316\">Lean Inception traditionally helps teams understand users via <strong data-start=\"3216\" data-end=\"3228\">personas<\/strong> and their <strong data-start=\"3239\" data-end=\"3256\">user journeys<\/strong>. With AI agents, some of those &#8220;users&#8221; are no longer human.<\/p>\n<p class=\"\" data-start=\"3318\" data-end=\"3358\">Now, your Lean Inception should include:<\/p>\n<ul data-start=\"3359\" data-end=\"3685\">\n<li class=\"\" data-start=\"3359\" data-end=\"3463\">\n<p class=\"\" data-start=\"3361\" data-end=\"3463\"><strong data-start=\"3361\" data-end=\"3383\">Agents as personas<\/strong> \u2013 think of a sales agent or scheduling agent as an actor with goals and limits.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3464\" data-end=\"3590\">\n<p class=\"\" data-start=\"3466\" data-end=\"3590\"><strong data-start=\"3466\" data-end=\"3498\">Agent steps in user journeys<\/strong> \u2013 include moments where agents perform tasks, initiate actions, or collaborate with humans.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3591\" data-end=\"3685\">\n<p class=\"\" data-start=\"3593\" data-end=\"3685\"><strong data-start=\"3593\" data-end=\"3621\">Hybrid interaction flows<\/strong> \u2013 understand how people and agents interact across touchpoints.<\/p>\n<\/li>\n<\/ul>\n<p data-start=\"3687\" data-end=\"3745\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-220108 size-large\" src=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2025\/04\/persona-user-journey-1024x553.png\" alt=\"\" width=\"1024\" height=\"553\" srcset=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2025\/04\/persona-user-journey-980x529.png 980w, https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2025\/04\/persona-user-journey-480x259.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1024px, 100vw\" \/><\/p>\n<p class=\"\" data-start=\"3687\" data-end=\"3745\">Designing for humans and agents ensures a more robust flow.<\/p>\n<h2 class=\"\" data-start=\"3752\" data-end=\"3795\">4. Add AX to the UX-Business-Tech Review<\/h2>\n<p class=\"\" data-start=\"3797\" data-end=\"3882\">One of the key moments in Lean Inception is reviewing features through the lenses of:<\/p>\n<ul data-start=\"3883\" data-end=\"3944\">\n<li class=\"\" data-start=\"3883\" data-end=\"3900\">\n<p class=\"\" data-start=\"3885\" data-end=\"3900\">Business value.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3901\" data-end=\"3925\">\n<p class=\"\" data-start=\"3903\" data-end=\"3925\">Technical feasibility.<\/p>\n<\/li>\n<li class=\"\" data-start=\"3926\" data-end=\"3944\">\n<p class=\"\" data-start=\"3928\" data-end=\"3944\">User experience.<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"3946\" data-end=\"3991\">Now, consider adding a fourth: <strong data-start=\"3965\" data-end=\"3990\">AX \u2013 Agent Experience<\/strong>.<\/p>\n<p data-start=\"3946\" data-end=\"3991\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-220109 size-medium\" src=\"https:\/\/caroli.org\/en\/wp-content\/uploads\/sites\/5\/2025\/04\/tech-ux-business-review-239x300.png\" alt=\"\" width=\"239\" height=\"300\" \/><\/p>\n<p class=\"\" data-start=\"3993\" data-end=\"3997\">Ask:<\/p>\n<ul data-start=\"3998\" data-end=\"4162\">\n<li class=\"\" data-start=\"3998\" data-end=\"4050\">\n<p class=\"\" data-start=\"4000\" data-end=\"4050\">Is the agent\u2019s environment stable and predictable?<\/p>\n<\/li>\n<li class=\"\" data-start=\"4051\" data-end=\"4096\">\n<p class=\"\" data-start=\"4053\" data-end=\"4096\">Are prompts and context engineered clearly?<\/p>\n<\/li>\n<li class=\"\" data-start=\"4097\" data-end=\"4162\">\n<p class=\"\" data-start=\"4099\" data-end=\"4162\">Will the agent be able to operate reliably in real-world usage?<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"4164\" data-end=\"4268\">Poor AX leads to agent failure \u2014 just like bad UX turns users away. In the AI era, they\u2019re both crucial.<\/p>\n<h2 class=\"\" data-start=\"4275\" data-end=\"4344\">5. Human-Agent Co-Creation: How I Use Agents During Lean Inception<\/h2>\n<p class=\"\" data-start=\"4346\" data-end=\"4438\">AI agents aren\u2019t just inside the product \u2014 they\u2019re now part of the <em data-start=\"4413\" data-end=\"4437\">product design process<\/em>.<\/p>\n<p class=\"\" data-start=\"4440\" data-end=\"4462\">Here\u2019s how I use them:<\/p>\n<ul data-start=\"4464\" data-end=\"4850\">\n<li class=\"\" data-start=\"4464\" data-end=\"4617\">\n<p class=\"\" data-start=\"4466\" data-end=\"4617\"><a href=\"https:\/\/chatmvp.ai\/\" target=\"_blank\" rel=\"noopener\"><strong data-start=\"4466\" data-end=\"4480\">ChatMVP.ai<\/strong><\/a> helps during MVP Canvas discussions. It reviews hypotheses, suggests improvements, and prompts questions to refine the product proposal.<\/p>\n<\/li>\n<li class=\"\" data-start=\"4618\" data-end=\"4850\">\n<p class=\"\" data-start=\"4620\" data-end=\"4850\">FeatureCraft \u2014 Lean Inception Feature Refiner is a tool I created to help me during Lean Inception workshops. As a facilitator, one of the biggest challenges I face is turning vague feature ideas into clear, actionable items. Writing strong features is fundamental \u2014 they\u2019re the LEGO bricks of your product. If the features are ambiguous or misaligned, you\u2019ll struggle to define the MVP or plan product increments effectively. FeatureCraft helps refine those initial ideas, making them concrete, specific, and aligned with business goals, user needs, and technical feasibility.<\/p>\n<\/li>\n<\/ul>\n<p class=\"\" data-start=\"4852\" data-end=\"5004\">These agents act like co-facilitators. They don\u2019t replace the team \u2014 they enhance it. They offer clarity, challenge assumptions, and keep momentum high.<\/p>\n<h2 class=\"\" data-start=\"596\" data-end=\"659\">Why Lean Inception Is Your Superpower in the Agentic Era<\/h2>\n<p class=\"\" data-start=\"661\" data-end=\"776\">AI agents are changing how we live, work, and build. But with that transformation comes complexity and uncertainty.<\/p>\n<p class=\"\" data-start=\"778\" data-end=\"954\"><strong data-start=\"778\" data-end=\"954\">Lean Inception equips teams with the clarity and structure they need to reduce risk, validate faster, and co-create products that merge human insight with machine autonomy.<\/strong><\/p>\n<p class=\"\" data-start=\"956\" data-end=\"1199\">If you&#8217;re building <em data-start=\"975\" data-end=\"981\">with<\/em> or <em data-start=\"985\" data-end=\"990\">for<\/em> AI agents, you need a process that\u2019s as agile as the technology you\u2019re using. Lean Inception helps you define a shared vision, align stakeholders, and identify the thin slice to build, test, and learn \u2014 fast.<\/p>\n<p class=\"\" data-start=\"1201\" data-end=\"1284\">This is not just a methodology for agile teams. It\u2019s a mindset for the agentic era.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Learn how to apply Lean Inception for AI agents to define effective MVPs, align hybrid teams, and integrate agent experience (AX) into your product strategy.<\/p>\n","protected":false},"author":1,"featured_media":220112,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[1925],"tags":[],"inception_activities":[],"colaboradores":[],"class_list":["post-220106","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-lean-inception-en"],"_links":{"self":[{"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/posts\/220106","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/comments?post=220106"}],"version-history":[{"count":2,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/posts\/220106\/revisions"}],"predecessor-version":[{"id":220111,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/posts\/220106\/revisions\/220111"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/media\/220112"}],"wp:attachment":[{"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/media?parent=220106"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/categories?post=220106"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/tags?post=220106"},{"taxonomy":"inception_activities","embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/inception_activities?post=220106"},{"taxonomy":"colaboradores","embeddable":true,"href":"https:\/\/caroli.org\/en\/wp-json\/wp\/v2\/colaboradores?post=220106"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}