{"id":198040,"date":"2025-10-06T06:53:00","date_gmt":"2025-10-06T05:53:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=198040"},"modified":"2025-09-23T17:52:24","modified_gmt":"2025-09-23T16:52:24","slug":"all-about-crew-ai","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/all-about-crew-ai","title":{"rendered":"Crew AI: the framework that transforms AIs into office colleagues"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"198040\" class=\"elementor elementor-198040\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7349f22 e-flex e-con-boxed e-con\" data-id=\"7349f22\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4ffb91f elementor-widget elementor-widget-text-editor\" data-id=\"4ffb91f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><b>Crew AI is an open-source framework that enables multiple artificial intelligences to collaborate like a genuine project team. Discover how this tool transforms AI agents into specialists capable of dialoguing, coordinating, and successfully carrying out missions!<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b68f251 elementor-widget elementor-widget-text-editor\" data-id=\"b68f251\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\"><span style=\"font-weight: 400;\">Artificial intelligence<\/span><\/a><span style=\"font-weight: 400;\"> has advanced tremendously. However, it is evident that an isolated agent, no matter how powerful, quickly reaches its limits. A chatbot, even one enhanced by OpenAI&#8217;s o3-pro, struggles to <\/span><b>manage a complex project<\/b><span style=\"font-weight: 400;\">, <\/span><b>code an entire website<\/b><span style=\"font-weight: 400;\">, or <\/span><b>perform a comprehensive analysis<\/b><span style=\"font-weight: 400;\"> without losing focus.<\/span><\/p><p><span style=\"font-weight: 400;\">Why? Because <\/span><b>true intelligence<\/b><span style=\"font-weight: 400;\">, the kind that progresses, delegates, verifies, and iterates, is rarely solitary. It is <\/span><b>collective<\/b><span style=\"font-weight: 400;\">. However, an <\/span><span style=\"font-weight: 400;\">open-source solution<\/span><span style=\"font-weight: 400;\"> might change the game by bringing together <\/span><b>multiple intelligent agents into a single virtual team<\/b><span style=\"font-weight: 400;\">: Crew AI.<\/span><\/p><p><span style=\"font-weight: 400;\">Much like a well-organized work group, each agent has a specific role, a clear objective, and <\/span><b>collaborates with others<\/b><span style=\"font-weight: 400;\"> to carry out the most complex missions. This innovative approach could potentially <\/span><b>transform our interactions with AI!<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-959ec61 e-flex e-con-boxed e-con\" data-id=\"959ec61\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f4f1f69 elementor-widget elementor-widget-heading\" data-id=\"f4f1f69\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-xl\">Why is a single AI no longer sufficient?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d7d4bf6 elementor-widget elementor-widget-text-editor\" data-id=\"d7d4bf6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">While we may be impressed by <a href=\"https:\/\/datascientest.com\/en\/chatgpt-how-does-this-nlp-algorithm-work\">ChatGPT<\/a>, <strong>Claude<\/strong>, or <a href=\"https:\/\/datascientest.com\/en\/what-is-google-gemini\">Gemini<\/a>, one truth remains: these AIs excel at ad-hoc tasks, <\/span><b>not at lengthy, multi-step projects<\/b><span style=\"font-weight: 400;\">. They are proficient at summarizing text, generating ideas, or explaining concepts&#8230; but <\/span><b>struggle when it comes to planning, prioritizing, coordinating, and maintaining working memory<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Attempt having them write a complete script. <\/span><a href=\"https:\/\/datascientest.com\/en\/github-course-mastering-the-platform-made-easy\"><span style=\"font-weight: 400;\">Test it, correct it, document it, and publish it on GitHub<\/span><\/a><span style=\"font-weight: 400;\">. You might soon find yourself stepping in as the human project manager. Why the bottleneck? Because these AIs, despite their power, are <\/span><b>solitary minds lacking structure and hierarchy<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">They lack a project framework, a shared workflow, a team dynamic. This is exactly what <\/span><b>multi-agent AI frameworks<\/b><span style=\"font-weight: 400;\"> like <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\"> seek to address! By combining multiple specialized intelligences, we recreate a type of <\/span><b>organization akin to a human team<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><b>Each AI has its role, responsibilities, and communicates with others<\/b><span style=\"font-weight: 400;\"> to advance the project. An <\/span><b>AI developer<\/b><span style=\"font-weight: 400;\"> codes, an <\/span><b>AI reviewer<\/b><span style=\"font-weight: 400;\"> verifies, an <\/span><b>AI manager<\/b><span style=\"font-weight: 400;\"> oversees. It&#8217;s straightforward, <\/span><b>inspired by how humans work<\/b><span style=\"font-weight: 400;\">, but remarkably effective.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b01acf2 elementor-widget elementor-widget-image\" data-id=\"b01acf2\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-1.webp\" class=\"attachment-full size-full wp-image-198043\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-1.webp 1536w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-1-300x200.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-1-1024x683.webp 1024w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-1-768x512.webp 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5e92d27 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5e92d27\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Taking a closer look at AI agents and Crew AI<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b73cd31 e-flex e-con-boxed e-con\" data-id=\"b73cd31\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e3bb126 elementor-widget elementor-widget-heading\" data-id=\"e3bb126\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">A framework to create an entire team of AI agents<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a1f0fde elementor-widget elementor-widget-text-editor\" data-id=\"a1f0fde\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Crew AI is <a href=\"https:\/\/datascientest.com\/en\/tpot-all-about-this-machine-learning-python-library\">an open-source library in Python<\/a>. It allows for <\/span><b>orchestrating multiple AI agents<\/b><span style=\"font-weight: 400;\"> like a real project team. Instead of relying on a single generalist assistant, you can create a <\/span><b>squad of specialized AIs<\/b><span style=\"font-weight: 400;\">, each with a role, a mission, and the ability to converse with teammates.<\/span><\/p><p><span style=\"font-weight: 400;\">You only need to <\/span><b>define a global objective<\/b><span style=\"font-weight: 400;\">, such as &#8220;create a showcase website for a pizzeria.&#8221; Then, assemble a team of agents: a <\/span><b>UX designer<\/b><span style=\"font-weight: 400;\">, a front-end developer, an SEO writer, a project manager&#8230;<\/span><\/p><p><span style=\"font-weight: 400;\">All are powered by <a href=\"https:\/\/datascientest.com\/en\/meta-goes-head-to-head-with-openai-and-gpt-4\">LLMs like GPT-4o<\/a> or <\/span><span style=\"font-weight: 400;\">Claude<\/span><span style=\"font-weight: 400;\">. Each agent works within its field, <\/span><b>collaborates with others<\/b><span style=\"font-weight: 400;\">, and contributes to driving the mission forward. All coordinated by an <\/span><b>agent manager<\/b><span style=\"font-weight: 400;\"> who organizes the team.<\/span><\/p><p><span style=\"font-weight: 400;\">The strength of Crew AI lies in its role-based logic, its shared contextual memory system, and its capacity to manage complex inter-agent communications. We are no longer talking about isolated prompts but structured dialogues between <\/span><b>intelligent entities<\/b><span style=\"font-weight: 400;\">. This is <\/span><b>collaboration between AIs<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8b23b99 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"8b23b99\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn how to create AI agents<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d56e11c e-flex e-con-boxed e-con\" data-id=\"d56e11c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2756489 elementor-widget elementor-widget-heading\" data-id=\"2756489\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">How does it work?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e153642 elementor-widget elementor-widget-text-editor\" data-id=\"e153642\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The mechanics of Crew AI are based on <\/span><b>role definition, workflow coordination, and agent interaction<\/b><span style=\"font-weight: 400;\">. Each agent is configured with <\/span><b>a specific role<\/b><span style=\"font-weight: 400;\"> (e.g., &#8220;React Developer&#8221;), an associated LLM (GPT-4, Claude, etc.), <\/span><b>a level of autonomy<\/b><span style=\"font-weight: 400;\">, and <\/span><b>specific tools<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">This specialization helps <\/span><b>avoid generic responses<\/b><span style=\"font-weight: 400;\"> and <\/span><b>foster targeted expertise<\/b><span style=\"font-weight: 400;\">. The operation is overseen by a <\/span><b>&#8220;manager&#8221; agent<\/b><span style=\"font-weight: 400;\">. It is the manager who <\/span><b>breaks down the main mission into sub-tasks<\/b><span style=\"font-weight: 400;\"> and <\/span><b>assigns work<\/b><span style=\"font-weight: 400;\"> to each agent.<\/span><\/p><p><span style=\"font-weight: 400;\">It then ensures that deliverables align with the final objective. Additionally, it can <\/span><b>recontextualize exchanges<\/b><span style=\"font-weight: 400;\"> if an agent deviates. But the real magic occurs when <\/span><b>agents communicate with each other<\/b><span style=\"font-weight: 400;\">. They don&#8217;t work in isolation but engage, question, and correct one another.<\/span><\/p><p><span style=\"font-weight: 400;\">A writer can ask for clarification from an <\/span><b>analyst<\/b><span style=\"font-weight: 400;\">, a developer can submit their code to the <\/span><b>AI reviewer<\/b><span style=\"font-weight: 400;\">, and the manager can restart discussions if a response is incomplete. This <\/span><b>mimetic collaboration system<\/b><span style=\"font-weight: 400;\"> empowers <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\"> to tackle complex, prolonged, and dynamic tasks that were previously beyond isolated AIs&#8217; capabilities.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0095a18 elementor-widget elementor-widget-image\" data-id=\"0095a18\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-2.webp\" class=\"attachment-full size-full wp-image-198044\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-2.webp 1536w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-2-300x200.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-2-1024x683.webp 1024w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-2-768x512.webp 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea5bb72 e-flex e-con-boxed e-con\" data-id=\"ea5bb72\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ae76127 elementor-widget elementor-widget-heading\" data-id=\"ae76127\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">A real advantage for businesses<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c5edbb elementor-widget elementor-widget-text-editor\" data-id=\"9c5edbb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Until now, utilizing an AI often involved juggling between prompts, self-correcting errors, and manually piecing things together. With Crew AI, this fragmented operation transforms into a <\/span><b>structured and collaborative approach<\/b><span style=\"font-weight: 400;\">. And that changes everything.<\/span><\/p><p><span style=\"font-weight: 400;\">First, there&#8217;s <\/span><b>an increase in efficiency<\/b><span style=\"font-weight: 400;\">. Each agent, being specialized, provides more precise answers, better suited to its field. <\/span><b>No more vague generalizations<\/b><span style=\"font-weight: 400;\">: the AI developer truly codes, the tester identifies bugs, the strategist proposes a coherent plan.<\/span><\/p><p><span style=\"font-weight: 400;\">Moreover, there&#8217;s a <\/span><b>reduction in mental load for the user<\/b><span style=\"font-weight: 400;\">: no need to manage each step, as the AI manager handles it. But most importantly, Crew AI enables the replication of <\/span><b>workflows<\/b><span style=\"font-weight: 400;\"> similar to those of a human team.<\/span><\/p><p><span style=\"font-weight: 400;\">We&#8217;re no longer talking about AI as an ad-hoc assistant but as a force of <\/span><b>coordinated production<\/b><span style=\"font-weight: 400;\">. Writing a market study, <a href=\"https:\/\/datascientest.com\/en\/data-marketing-course-content-and-opportunities\">designing a marketing strategy<\/a>, creating an application&#8230; everything becomes more fluid, more realistic, more autonomous.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-aab5a3e elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"aab5a3e\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Learn all about Crew AI<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ccd4a51 e-flex e-con-boxed e-con\" data-id=\"ccd4a51\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9b9c417 elementor-widget elementor-widget-heading\" data-id=\"9b9c417\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">The best multi-agent framework?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cebae5 elementor-widget elementor-widget-text-editor\" data-id=\"7cebae5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Other <\/span><b>multi-agent frameworks<\/b><span style=\"font-weight: 400;\"> are beginning to emerge, each with its own philosophy. Among the best known, <\/span><b>LangGraph<\/b><span style=\"font-weight: 400;\"> focuses on a graphical approach to conversational flows. Meanwhile, Microsoft offers <\/span><b>AutoGen<\/b><span style=\"font-weight: 400;\">, which emphasizes advanced agent customization, and <\/span><b>Autogen Studio<\/b><span style=\"font-weight: 400;\">, which provides a <a href=\"https:\/\/datascientest.com\/en\/no-code-digital-creation-rethought\">no-code<\/a> interface for orchestrating AI teams.<\/span><\/p><p><span style=\"font-weight: 400;\">But what sets <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\"> apart in this burgeoning landscape is its <\/span><b>ease of setup<\/b><span style=\"font-weight: 400;\">, its <\/span><b>modular logic<\/b><span style=\"font-weight: 400;\">, and its <\/span><b>immediate effectiveness<\/b><span style=\"font-weight: 400;\">. While some tools require substantial software engineering expertise or complex setups, <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\"> can be <\/span><b>launched with a few lines of code<\/b><span style=\"font-weight: 400;\"> and clearly defined roles.<\/span><\/p><p><span style=\"font-weight: 400;\">Another strong point is interoperability. <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\"> integrates seamlessly with <\/span><b>LangChain<\/b><span style=\"font-weight: 400;\">, OpenAI APIs, or in-house tools. Thus, you can <\/span><b>create agents<\/b><span style=\"font-weight: 400;\"> not only capable of communicating among themselves but also capable of acting on databases, generating code, or interacting with apps. While other frameworks are still solidifying their foundations, Crew AI is already standing out as <\/span><b>an operational toolbox<\/b><span style=\"font-weight: 400;\">, designed for a tangible productivity boost.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d89a9c7 elementor-widget elementor-widget-image\" data-id=\"d89a9c7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-3.webp\" class=\"attachment-full size-full wp-image-198045\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-3.webp 1536w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-3-300x200.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-3-1024x683.webp 1024w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-3-768x512.webp 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ae7d30c e-flex e-con-boxed e-con\" data-id=\"ae7d30c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dd29dac elementor-widget elementor-widget-heading\" data-id=\"dd29dac\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Several caveats to consider<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-284270b elementor-widget elementor-widget-text-editor\" data-id=\"284270b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">As promising as Crew AI is, its multi-agent model still has limitations. The first is <\/span><b>cost<\/b><span style=\"font-weight: 400;\">: running <\/span><b>multiple agents in parallel<\/b><span style=\"font-weight: 400;\"> with powerful LLMs (like GPT-4) can quickly become expensive.<\/span><\/p><p><span style=\"font-weight: 400;\">The second weak point is <\/span><b>the quality of interactions between agents<\/b><span style=\"font-weight: 400;\">. Although the system relies on communication, there are instances where agents misunderstand each other, run in circles, or contradict one another. It&#8217;s <\/span><b>the risk of &#8220;meetingitis&#8221;<\/b><span style=\"font-weight: 400;\"> in an AI version: lots of discussions, few decisions. By emulating human teams, agents also inherit their shortcomings&#8230;<\/span><\/p><p><span style=\"font-weight: 400;\">Effective coordination is thus crucial. But it heavily depends on <\/span><b>the quality of the initial prompt<\/b><span style=\"font-weight: 400;\">, <\/span><b>role definition<\/b><span style=\"font-weight: 400;\">, and the appropriate <\/span><b>model choice<\/b><span style=\"font-weight: 400;\">. There&#8217;s also the question of alignment: who oversees the final objective? Who decides in case of disagreement?<\/span><\/p><p><span style=\"font-weight: 400;\">The AI manager is there for that, but it remains an AI, lacking industry awareness. <\/span><b>Humans still serve a central role<\/b><span style=\"font-weight: 400;\"> to validate, arbitrate, and guide the entire process in the most intricate cases. However, over time, the framework will improve. In the foreseeable future, we can envision <\/span><b>fully autonomous teams<\/b><span style=\"font-weight: 400;\"> managing entire projects, from ideation to execution. A revolution is on the horizon.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd4f205 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"dd4f205\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">How to deploy Crew AI for your projects<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1702f67 e-flex e-con-boxed e-con\" data-id=\"1702f67\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f9ffcc3 elementor-widget elementor-widget-heading\" data-id=\"f9ffcc3\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">How to test Crew AI today?<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-21fc7f9 elementor-widget elementor-widget-text-editor\" data-id=\"21fc7f9\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">The good news: <\/span><b>Crew AI is open source<\/b><span style=\"font-weight: 400;\">, freely available on <\/span><a href=\"https:\/\/datascientest.com\/en\/github-what-is-it\"><span style=\"font-weight: 400;\">GitHub<\/span><\/a><span style=\"font-weight: 400;\">, and relatively easy to get started with <\/span><a href=\"https:\/\/datascientest.com\/en\/all-about-courses-on-python\"><span style=\"font-weight: 400;\">if you possess basic Python knowledge<\/span><\/a><span style=\"font-weight: 400;\">. Installation requires a few commands, and the supplied examples facilitate a quick start with a test project.<\/span><\/p><p><span style=\"font-weight: 400;\">You can <\/span><b>assemble a team of agents around a simple objective<\/b><span style=\"font-weight: 400;\"> (writing a blog post, generating a landing page, analyzing product data&#8230;) and observe how the roles interact. The framework offers templates for creating different agent types (writer, analyst, developer\u2026), each with its own personality, LLM model, and tools.<\/span><\/p><p><span style=\"font-weight: 400;\">Moreover, Crew AI is also compatible with <\/span><b>APIs like OpenAI,<\/b><span style=\"font-weight: 400;\"><a href=\"https:\/\/datascientest.com\/en\/all-about-anthropic\"> Anthropic<\/a>, and <\/span><b>Cohere<\/b><span style=\"font-weight: 400;\">. You can thus choose your models based on your needs (speed, cost, accuracy). And if you want to explore further, <\/span><b>integrations are possible with LangChain<\/b><span style=\"font-weight: 400;\">, vector databases, or even <\/span><b>business tools like Notion or GitHub<\/b><span style=\"font-weight: 400;\">! It&#8217;s a comprehensive sandbox to build your ideal AI team.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11f1099 elementor-widget elementor-widget-image\" data-id=\"11f1099\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"1536\" height=\"1024\" src=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-4.webp\" class=\"attachment-full size-full wp-image-198046\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-4.webp 1536w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-4-300x200.webp 300w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-4-1024x683.webp 1024w, https:\/\/datascientest.com\/en\/files\/2025\/07\/crew-ai-datascientest-4-768x512.webp 768w\" sizes=\"(max-width: 1536px) 100vw, 1536px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-db31b1a e-flex e-con-boxed e-con\" data-id=\"db31b1a\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a23e04c elementor-widget elementor-widget-heading\" data-id=\"a23e04c\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Crew AI, your AI agents now form a formidable team<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c92a536 elementor-widget elementor-widget-text-editor\" data-id=\"c92a536\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">With Crew AI, we ascend to a higher level in <a href=\"https:\/\/datascientest.com\/en\/all-about-fetch-ai\">our interaction with artificial intelligences<\/a>. Say goodbye to <\/span><a href=\"https:\/\/datascientest.com\/en\/all-about-chatbots\"><span style=\"font-weight: 400;\">the chatbot<\/span><\/a><span style=\"font-weight: 400;\"> that simply responds in a linear sequence: welcome <\/span><b>specialized, coordinated AI teams<\/b><span style=\"font-weight: 400;\">, capable of managing <\/span><b>complex projects<\/b><span style=\"font-weight: 400;\"> as a human team would.<\/span><\/p><p><span style=\"font-weight: 400;\">This marks a turning point in <a href=\"https:\/\/datascientest.com\/en\/n8n-an-overview-of-the-workflow-automation-tool\">how we conceive automation<\/a>. More <\/span><b>collaborative<\/b><span style=\"font-weight: 400;\">, more <\/span><b>fluid<\/b><span style=\"font-weight: 400;\">, more <\/span><b>intelligent<\/b><span style=\"font-weight: 400;\">. The limitations still exist, but the momentum is underway. To delve deeper and master AI technologies such as <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\">, <\/span><b>DataScientest<\/b><span style=\"font-weight: 400;\"> offers cutting-edge training accessible to all profiles, even <\/span><b>beginners<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Our courses will enable you to understand <\/span><a href=\"https:\/\/datascientest.com\/en\/large-language-models-llm-everything-you-need-to-know\"><span style=\"font-weight: 400;\">the basics of LLMs<\/span><\/a><span style=\"font-weight: 400;\">, explore <\/span><b>concrete uses<\/b><span style=\"font-weight: 400;\"> of generative AIs, learn to create your own agents, and experiment with advanced use cases. With a <\/span><b>project-oriented approach and personalized support<\/b><span style=\"font-weight: 400;\">, you will quickly be able to design <\/span><b>robust, performant, and ready-to-use AI solutions<\/b><span style=\"font-weight: 400;\">.<\/span><\/p><p><span style=\"font-weight: 400;\">Whether in bootcamp, <\/span><a href=\"https:\/\/datascientest.com\/en\/all-about-ai-internships\"><span style=\"font-weight: 400;\">in internships<\/span><\/a><span style=\"font-weight: 400;\"> or continuous training, <\/span><b>DataScientest<\/b><span style=\"font-weight: 400;\"> assists you in a <\/span><b>certifying and professionalizing skills advancement<\/b><span style=\"font-weight: 400;\">! Explore the multi-agent AI universe with method, ambition&#8230; and a good crew.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0d68c8c elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"0d68c8c\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/en\/data-courses\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Our artificial intelligence courses<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6015b34 elementor-widget elementor-widget-text-editor\" data-id=\"6015b34\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">You now know everything about <\/span><b>Crew AI<\/b><span style=\"font-weight: 400;\">. For more information on this topic, explore <\/span><span style=\"font-weight: 400;\">our comprehensive article on LangChain<\/span><span style=\"font-weight: 400;\">, and <\/span><a href=\"https:\/\/datascientest.com\/en\/all-about-ai-agents\"><span style=\"font-weight: 400;\">our article dedicated to AI agents<\/span><\/a><span style=\"font-weight: 400;\">!<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-06e29f9 e-flex e-con-boxed e-con\" data-id=\"06e29f9\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2640eac elementor-widget elementor-widget-html\" data-id=\"2640eac\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Why is a single AI no longer sufficient?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"While we may be impressed by ChatGPT, Claude, or Gemini, one truth remains: these AIs excel at ad-hoc tasks, not at lengthy, multi-step projects.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"A framework to create an entire team of AI agents\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Crew AI is an open-source library in Python. It allows for orchestrating multiple AI agents like a real project team.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"How does it work?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"The mechanics of Crew AI are based on role definition, workflow coordination, and agent interaction.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"A real advantage for businesses\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Until now, utilizing an AI often involved juggling between prompts, self-correcting errors, and manually piecing things together.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"The best multi-agent framework?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"Other multi-agent frameworks are beginning to emerge, each with its own philosophy.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Several caveats to consider\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"As promising as Crew AI is, its multi-agent model still has limitations.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"How to test Crew AI today?\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"The good news: Crew AI is open source, freely available on GitHub, and relatively easy to get started with if you possess basic Python knowledge.\"\r\n      }\r\n    },\r\n    {\r\n      \"@type\": \"Question\",\r\n      \"name\": \"Conclusion: Crew AI, your AI agents now form a formidable team\",\r\n      \"acceptedAnswer\": {\r\n        \"@type\": \"Answer\",\r\n        \"text\": \"With Crew AI, we ascend to a higher level in our interaction with artificial intelligences.\"\r\n      }\r\n    }\r\n  ]\r\n}\r\n<\/script>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Crew AI is an open-source framework that enables multiple artificial intelligences to collaborate like a genuine project team. Discover how this tool transforms AI agents into specialists capable of dialoguing, coordinating, and successfully carrying out missions! Artificial intelligence has advanced tremendously. However, it is evident that an isolated agent, no matter how powerful, quickly reaches [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":198042,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2427,2425],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Crew AI: the framework that transforms AIs into office colleagues<\/title>\n<meta name=\"description\" content=\"Discover Crew AI, the open-source framework that turns multiple artificial intelligences into a cohesive project team. Coordination, specialization, collaboration: a new era for AI agents.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/en\/all-about-crew-ai\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Crew AI: the framework that transforms AIs into office colleagues\" \/>\n<meta property=\"og:description\" content=\"Crew AI is an open-source framework that enables multiple artificial intelligences to collaborate like a genuine project team. Discover how this tool\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/en\/all-about-crew-ai\" \/>\n<meta property=\"og:site_name\" content=\"DataScientest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-06T05:53:00+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-09-23T16:52:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/en\/files\/2025\/07\/illustration-crew-ai-datascientest.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"1536\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"author\" content=\"Daniel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Daniel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/en\/all-about-crew-ai#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/all-about-crew-ai\"},\"author\":{\"name\":\"Daniel\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\"},\"headline\":\"Crew AI: the framework that transforms AIs into office colleagues\",\"datePublished\":\"2025-10-06T05:53:00+00:00\",\"dateModified\":\"2025-09-23T16:52:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/en\/all-about-crew-ai\"},\"wordCount\":1591,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"articleSection\":[\"Artificial Intelligence\",\"Data Science\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/en\/all-about-crew-ai#respond\"]}],\"copyrightYear\":\"2025\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/en\/all-about-crew-ai\",\"url\":\"https:\/\/datascientest.com\/en\/all-about-crew-ai\",\"name\":\"Crew AI: the framework that transforms AIs into office colleagues\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/#website\"},\"datePublished\":\"2025-10-06T05:53:00+00:00\",\"dateModified\":\"2025-09-23T16:52:24+00:00\",\"description\":\"Discover Crew AI, the open-source framework that turns multiple artificial intelligences into a cohesive project team. Coordination, specialization, collaboration: a new era for AI agents.\",\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/datascientest.com\/en\/all-about-crew-ai\"]}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/datascientest.com\/en\/#website\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"name\":\"DataScientest\",\"description\":\"Leader in Data Science Courses\",\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/datascientest.com\/en\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"en-GB\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/datascientest.com\/en\/#organization\",\"name\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/en\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"contentUrl\":\"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png\",\"width\":301,\"height\":301,\"caption\":\"DataScientest\"},\"image\":{\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/DataScientestEN\",\"https:\/\/twitter.com\/DataScientest__\",\"https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/\",\"https:\/\/www.tiktok.com\/@datascientest\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0\",\"name\":\"Daniel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-GB\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/837acad4f2dc47e85d81cce837261670?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/837acad4f2dc47e85d81cce837261670?s=96&d=mm&r=g\",\"caption\":\"Daniel\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/school\/datascientest\/\",\"user\"],\"jobTitle\":\"ing\u00e9nieur logiciel\",\"worksFor\":\"DataScientest\",\"url\":\"https:\/\/datascientest.com\/en\/author\/team-redac\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Crew AI: the framework that transforms AIs into office colleagues","description":"Discover Crew AI, the open-source framework that turns multiple artificial intelligences into a cohesive project team. Coordination, specialization, collaboration: a new era for AI agents.","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:\/\/datascientest.com\/en\/all-about-crew-ai","og_locale":"en_GB","og_type":"article","og_title":"Crew AI: the framework that transforms AIs into office colleagues","og_description":"Crew AI is an open-source framework that enables multiple artificial intelligences to collaborate like a genuine project team. Discover how this tool","og_url":"https:\/\/datascientest.com\/en\/all-about-crew-ai","og_site_name":"DataScientest","article_publisher":"https:\/\/www.facebook.com\/DataScientestEN","article_published_time":"2025-10-06T05:53:00+00:00","article_modified_time":"2025-09-23T16:52:24+00:00","og_image":[{"width":1536,"height":1024,"url":"https:\/\/datascientest.com\/en\/files\/2025\/07\/illustration-crew-ai-datascientest.webp","type":"image\/webp"}],"author":"Daniel","twitter_card":"summary_large_image","twitter_creator":"@DataScientest__","twitter_site":"@DataScientest__","twitter_misc":{"Written by":"Daniel","Estimated reading time":"8 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/datascientest.com\/en\/all-about-crew-ai#article","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/all-about-crew-ai"},"author":{"name":"Daniel","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0"},"headline":"Crew AI: the framework that transforms AIs into office colleagues","datePublished":"2025-10-06T05:53:00+00:00","dateModified":"2025-09-23T16:52:24+00:00","mainEntityOfPage":{"@id":"https:\/\/datascientest.com\/en\/all-about-crew-ai"},"wordCount":1591,"commentCount":0,"publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"articleSection":["Artificial Intelligence","Data Science"],"inLanguage":"en-GB","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/datascientest.com\/en\/all-about-crew-ai#respond"]}],"copyrightYear":"2025","copyrightHolder":{"@id":"https:\/\/datascientest.com\/#organization"}},{"@type":"WebPage","@id":"https:\/\/datascientest.com\/en\/all-about-crew-ai","url":"https:\/\/datascientest.com\/en\/all-about-crew-ai","name":"Crew AI: the framework that transforms AIs into office colleagues","isPartOf":{"@id":"https:\/\/datascientest.com\/en\/#website"},"datePublished":"2025-10-06T05:53:00+00:00","dateModified":"2025-09-23T16:52:24+00:00","description":"Discover Crew AI, the open-source framework that turns multiple artificial intelligences into a cohesive project team. Coordination, specialization, collaboration: a new era for AI agents.","inLanguage":"en-GB","potentialAction":[{"@type":"ReadAction","target":["https:\/\/datascientest.com\/en\/all-about-crew-ai"]}]},{"@type":"WebSite","@id":"https:\/\/datascientest.com\/en\/#website","url":"https:\/\/datascientest.com\/en\/","name":"DataScientest","description":"Leader in Data Science Courses","publisher":{"@id":"https:\/\/datascientest.com\/en\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/datascientest.com\/en\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"en-GB"},{"@type":"Organization","@id":"https:\/\/datascientest.com\/en\/#organization","name":"DataScientest","url":"https:\/\/datascientest.com\/en\/","logo":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/","url":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","contentUrl":"https:\/\/datascientest.com\/en\/wp-content\/blogs.dir\/9\/files\/2024\/02\/DataScientest_icon_blue-2.png","width":301,"height":301,"caption":"DataScientest"},"image":{"@id":"https:\/\/datascientest.com\/en\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/DataScientestEN","https:\/\/twitter.com\/DataScientest__","https:\/\/www.linkedin.com\/school\/datascientest\/mycompany\/","https:\/\/www.tiktok.com\/@datascientest"]},{"@type":"Person","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/5a86e30c5090234fb43dd8baa83c44b0","name":"Daniel","image":{"@type":"ImageObject","inLanguage":"en-GB","@id":"https:\/\/datascientest.com\/en\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/837acad4f2dc47e85d81cce837261670?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/837acad4f2dc47e85d81cce837261670?s=96&d=mm&r=g","caption":"Daniel"},"sameAs":["https:\/\/www.linkedin.com\/school\/datascientest\/","user"],"jobTitle":"ing\u00e9nieur logiciel","worksFor":"DataScientest","url":"https:\/\/datascientest.com\/en\/author\/team-redac"}]}},"_links":{"self":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/198040"}],"collection":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/users\/45"}],"replies":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/comments?post=198040"}],"version-history":[{"count":15,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/198040\/revisions"}],"predecessor-version":[{"id":199370,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/posts\/198040\/revisions\/199370"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media\/198042"}],"wp:attachment":[{"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/media?parent=198040"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/categories?post=198040"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/datascientest.com\/en\/wp-json\/wp\/v2\/tags?post=198040"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}