{"id":15998,"date":"2026-07-28T15:05:33","date_gmt":"2026-07-28T13:05:33","guid":{"rendered":"https:\/\/blog.outscale.com\/overcoming-the-challenges-of-implementing-agentic-ai\/"},"modified":"2026-07-28T15:05:35","modified_gmt":"2026-07-28T13:05:35","slug":"overcoming-the-challenges-of-implementing-agentic-ai","status":"publish","type":"post","link":"https:\/\/blog.outscale.com\/en\/overcoming-the-challenges-of-implementing-agentic-ai\/","title":{"rendered":"Overcoming the challenges of implementing agentic AI"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"15998\" class=\"elementor elementor-15998 elementor-15986\">\n\t\t\t\t\t\t<section class=\"penci-section penci-disSticky penci-structure-10 elementor-section elementor-top-section elementor-element elementor-element-188705ce elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"188705ce\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"penci-ercol-100 penci-ercol-order-1 penci-sticky-ct    elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2fa92090\" data-id=\"2fa92090\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-21113bcd elementor-widget elementor-widget-text-editor\" data-id=\"21113bcd\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">Intelligent automation is entering a new phase with agentic AI. By combining the execution capabilities of automation with the reasoning of generative AI, it enables autonomous agents to act directly at the core of business processes. Organizations expect three major benefits: cost reduction, faster turnaround times, and improved service quality.<\/span><\/p>\n\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-919f7e0 elementor-widget elementor-widget-text-editor\" data-id=\"919f7e0\" data-element_type=\"widget\" data-e-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\t\t<p><i><span style=\"font-weight: 400;\">Led by Simon LUSINCHI (Partner at<a href=\"https:\/\/www.artefact.com\/fr\/\"> Artefact<\/a>) and Marie-Astrid de Foucauld (AI Ecosystem Manager at OUTSCALE) during the OUTSCALE EXPERIENCES event, this session analyzes the major obstacles related to deploying agentic AI in companies. It highlights the importance of going beyond a purely technological vision to jointly orchestrate human, business, and technical levers, which are key to sustainable transformation.<\/span><\/i><\/p>\n<p><iframe title=\"YouTube video player\" src=\"https:\/\/www.youtube-nocookie.com\/embed\/uqA8yYY5PCY?si=u393UoljfOhVG5x_\" width=\"560\" height=\"315\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe><\/p>\n\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-5572de31 elementor-widget elementor-widget-heading\" data-id=\"5572de31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Understanding the stakes of agentic AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d9eebfe elementor-widget elementor-widget-text-editor\" data-id=\"2d9eebfe\" data-element_type=\"widget\" data-e-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\t\t<p>The emergence of agentic AI is part of the ongoing evolution of technological uses, following RPA automation, traditional analytical AI, and then generative AI. Characterized by its ability to reason and chain actions, this new form of AI marks a turning point: it no longer limits itself to content generation, but decides, acts, and adapts based on its context.<\/p>\n\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-7b5d976 elementor-widget elementor-widget-image\" data-id=\"7b5d976\" data-element_type=\"widget\" data-e-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 fetchpriority=\"high\" decoding=\"async\" width=\"904\" height=\"518\" src=\"https:\/\/blog.outscale.com\/wp-content\/uploads\/2026\/07\/De-lautomatisation-a\u0300-lautonomie.png\" class=\"attachment-large size-large wp-image-15991\" alt=\"\" srcset=\"https:\/\/blog.outscale.com\/wp-content\/uploads\/2026\/07\/De-lautomatisation-a\u0300-lautonomie.png 904w, https:\/\/blog.outscale.com\/wp-content\/uploads\/2026\/07\/De-lautomatisation-a\u0300-lautonomie-300x172.png 300w, https:\/\/blog.outscale.com\/wp-content\/uploads\/2026\/07\/De-lautomatisation-a\u0300-lautonomie-768x440.png 768w, https:\/\/blog.outscale.com\/wp-content\/uploads\/2026\/07\/De-lautomatisation-a\u0300-lautonomie-585x335.png 585w\" sizes=\"(max-width: 904px) 100vw, 904px\" \/>\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-5bff49ff elementor-widget elementor-widget-text-editor\" data-id=\"5bff49ff\" data-element_type=\"widget\" data-e-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\t\t<p>This technological shift fundamentally transforms how projects are approached. The objective is no longer simply to optimize the time allocated to an isolated task, but to rethink and transform the overall functioning of an entire process.<\/p>\n\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-2ccafa24 elementor-widget elementor-widget-heading\" data-id=\"2ccafa24\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Three methods to get started<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-105437fe elementor-widget elementor-widget-text-editor\" data-id=\"105437fe\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">To initiate an agentic transformation, organizations can choose between three methods:<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Global strategy<\/b><span style=\"font-weight: 400;\">: map all processes, quantify potential value, and prioritize use cases to build an enterprise-wide agentic roadmap.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Function-based approach<\/b><span style=\"font-weight: 400;\">: first target a cross-functional area (HR, legal, marketing, administrative) and identify processes to optimize with agents.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Targeted pilots (PoCs)<\/b><span style=\"font-weight: 400;\">: launch pilots on process fragments to build a methodology and quickly demonstrate value (e.g., commitment management).<\/span><\/li>\n<\/ol>\n\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-6957e31 elementor-widget elementor-widget-heading\" data-id=\"6957e31\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A progression of benefits<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e5b956e elementor-widget elementor-widget-text-editor\" data-id=\"e5b956e\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">The deployment of agentic AI can be understood across three levels of maturity: individual use, mutualization, and end-to-end autonomy. At each level, ROI becomes clearer, more collective, and more strategic.<\/span><\/p>\n<p><b>Individual level : <\/b><span style=\"font-weight: 400;\">An assistant automates specific tasks for a person or function. The gain is real but remains diffuse, as it mainly improves local productivity.<\/span><\/p>\n<p><b>Mutualization level : <\/b><span style=\"font-weight: 400;\">\u00a0An agent orchestrates multiple actions around a common objective, serving a team or shared workflow. The value created becomes collective and easier to measure in operations.<\/span><\/p>\n<p><b>Autonomous level :<\/b><span style=\"font-weight: 400;\">\u00a0The agent takes charge of an entire business process end-to-end. This is where the impact becomes systemic, with performance indicators focused on execution speed, quality, cost, and scalability.<\/span><\/p>\n\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-8aa9141 elementor-widget elementor-widget-heading\" data-id=\"8aa9141\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">A systemic approach to transformation<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-401fb37 elementor-widget elementor-widget-text-editor\" data-id=\"401fb37\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">To avoid the common mistake of trying to deploy artificial intelligence systematically, Artefact structures its approach around a global vision. Very often, the ideal solution does not lie in integrating an autonomous agent, but rather in simplifying automation or restructuring an existing process.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">This multidimensional approach is structured around three strategic axes:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>The human dimension<\/b><span style=\"font-weight: 400;\">: defining a global vision, building the internal narrative, setting appropriate safeguards, and continuously developing skills.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>The business dimension<\/b><span style=\"font-weight: 400;\">: relying on precise process mapping to determine whether the added value will truly come from AI, an RPA solution, or simple organizational optimization.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>The technological dimension<\/b><span style=\"font-weight: 400;\">: focusing on rigorous data management, robust architecture, and the establishment of clear governance.<\/span><\/li>\n<\/ul>\n\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-4052bd7 elementor-widget elementor-widget-heading\" data-id=\"4052bd7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Data governance and security requirements<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b8069c7 elementor-widget elementor-widget-text-editor\" data-id=\"b8069c7\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">The effectiveness of an AI agent is closely tied to the quality of its data architecture. To be fully usable, information must follow a rigorous process of collection, cleaning, structuring, and classification. However, it is crucial to avoid paralyzing the system through excessive classification into \u201cconfidential\u201d or \u201crestricted\u201d categories, which could block access to useful data and significantly degrade overall performance.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">At the same time, security is a fundamental pillar of the approach. Before considering the deployment of an agentic solution, any organization must anticipate and formalize its requirements in terms of network constraints, hosting conditions, integration protocols, and access rules. Beyond purely technical aspects, this reflection represents a true challenge of trust and overall governance.<\/span><\/p>\n\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-ab9ef18 elementor-widget elementor-widget-heading\" data-id=\"ab9ef18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Selecting the right solution<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ec29b9e elementor-widget elementor-widget-text-editor\" data-id=\"ec29b9e\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">To address different levels of maturity and organizational constraints, OUTSCALE offers three complementary approaches based on the desired level of autonomy.<\/span><\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">GPU as a Service is aimed at highly technical profiles seeking full control over infrastructure and models.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">LLM as a Service enables rapid deployment of a private API within a sovereign and secure framework.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">OUTSCALE offers a turnkey software solution designed to be accessible to non-technical users and to accelerate large-scale adoption.<\/span><\/li>\n<\/ol>\n<p><span style=\"font-weight: 400;\">OUTSCALE also relies on an ecosystem of cloud and consulting partners, including Artefact, to support clients at every stage of the project. This support covers initial assessment, use case scoping, deployment, and ongoing optimization of usage and performance.<\/span><\/p>\n\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-b2155f2 elementor-widget elementor-widget-heading\" data-id=\"b2155f2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Key Takeaways<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5237706 elementor-widget elementor-widget-text-editor\" data-id=\"5237706\" data-element_type=\"widget\" data-e-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\t\t<p><span style=\"font-weight: 400;\">1. <\/span><b>Agentic AI fundamentally changes how processes are executed.<\/b><span style=\"font-weight: 400;\"> It no longer simply assists users: it acts, orchestrates, and can make certain decisions within a defined framework. This requires organizations to rethink business processes as a whole, rather than automating only isolated tasks.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">2. <\/span><b>Success relies on a truly cross-functional approach.<\/b><span style=\"font-weight: 400;\"> Three complementary dimensions must be aligned: the human dimension, with adoption and upskilling; the business dimension, with the selection of the most relevant use cases; and the technological dimension, with data quality, architecture, and integration. The challenge is therefore not only technical, but also organizational and operational.<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\"><br \/>\n<\/span><span style=\"font-weight: 400;\">3. <\/span><b>The main obstacles relate to data and governance.<\/b><span style=\"font-weight: 400;\"> Data quality, accessibility, and security directly determine agent performance. Choosing solutions adapted to the organization\u2019s level of maturity is also critical to delivering reliable, measurable, and sustainable results.<\/span><\/p>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Intelligent automation is entering a new phase with agentic AI. By combining the execution capabilities of&hellip;<\/p>\n","protected":false},"author":1,"featured_media":15988,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[395,394,368],"tags":[],"class_list":["post-15998","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-cloud-experience","category-outscale-experiences"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"Discover the challenges of implementing agentic AI in enterprises : autonomous agents, business transformation, and the key drivers for successful deployment.\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"OUTSCALE\"\/>\n\t<link rel=\"canonical\" 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