{"id":5271,"date":"2026-02-11T10:00:00","date_gmt":"2026-02-11T09:00:00","guid":{"rendered":"https:\/\/www.meltone.com\/ai-as-a-bridge-between-business-and-it-when-hybrid-agent-networks-reinvent-data-analysis\/"},"modified":"2026-08-04T14:57:02","modified_gmt":"2026-08-04T12:57:02","slug":"ai-as-a-bridge-between-business-and-it-when-hybrid-agent-networks-reinvent-data-analysis","status":"publish","type":"post","link":"https:\/\/www.meltone.com\/en\/ai-as-a-bridge-between-business-and-it-when-hybrid-agent-networks-reinvent-data-analysis\/","title":{"rendered":"AI as a Bridge Between Business and IT: When Hybrid Agent Networks Reinvent Data Analysis"},"content":{"rendered":"\n\n\n<section    \n        class=\"block-hero block-hero-article theme-dark deco-article align-left\"\n        data-halo\n        data-bg-dark=\"true\"\n        >\n                <div class=\"hero-deco\" aria-hidden=\"true\">\n                                            <svg viewBox=\"0 0 1440 738\" preserveAspectRatio=\"xMidYMid slice\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n  <defs>\n    <radialGradient id=\"articleGlow\" cx=\"0.5\" cy=\"0.5\" r=\"0.5\">\n      <stop stop-color=\"#11163A\"\/>\n      <stop offset=\"1\" stop-color=\"#404672\" stop-opacity=\"0\"\/>\n    <\/radialGradient>\n  <\/defs>\n  <!-- Glow navy centre-droite (Ellipse 57) -->\n  <circle cx=\"1233\" cy=\"615\" r=\"485\" fill=\"url(#articleGlow)\"\/>\n  <!-- Cercle jaune coin bas-droite (Ellipse 101) -->\n  <circle cx=\"1445.5\" cy=\"766.5\" r=\"250.5\" fill=\"#FCFDD5\"\/>\n  <!-- Ruban pastel (Vector 34, pivot\u00e9) -->\n  <g transform=\"translate(1394.08 447.89) rotate(-47.93) translate(-1109.87 -445.02)\">\n    <path d=\"M61.82 28.5275C194.533 316.12 578.292 46.9245 653.141 382.104C654.417 535.861 589.028 689.62 708.744 764.513C856.261 845.08 975.976 736.712 1020.8 616.429C1065.62 496.146 1153.49 283.658 1327.58 313.766C1503.1 344.122 1514.25 624.794 1765.03 775.716C1879.9 844.848 2032.71 839.997 2180.79 736.735\" stroke=\"#CED9FA\" stroke-width=\"136.17\"\/>\n  <\/g>\n<\/svg>\n\n                    <\/div>\n    \n    <span class=\"halo\"><\/span>\n    <div class=\"container\">\n                                <div class=\"breadcrumb\">\n            <ul class=\"breadcrumb-list\">\n                <li class=\"breadcrumb-list_item\">\n                    <a href=\"https:\/\/www.meltone.com\/en\/\">Accueil<\/a>\n                <\/li>\n\n                                                        \n                                                                                                                                                                                                                                                                                                \n                                                                                                    \n                                        <li class=\"breadcrumb-list_item\"><\/li>\n                            <\/ul>\n        <\/div>\n    \n                <div class=\"grid\">\n            <div class=\"grid_content\">\n                                \n                                \n                                        \n                        \n                    \n            <h1\n        class=\"title title-hero\"\n                        >AI as a Bridge Between Business and IT: When Hybrid Agent Networks Reinvent Data Analysis<\/h1>\n    \n                                                                \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p><em>How artificial intelligence finally enables business and IT teams to speak the same language, without compromising speed or security<\/em>?<\/p>\n\n        <\/div>\n    \n                                                    <span class=\"block-hero-article_tag\">Data<\/span>\n                                                    <div class=\"block-hero-article_meta\">\n                                                    <span class=\"author-by\">\n                                R\u00e9dig\u00e9 par\n                                                                    <a class=\"author\" href=\"https:\/\/www.meltone.com\/en\/author\/l-salmon\/\">St\u00e9phane Portier<\/a>\n                                                            <\/span>\n                                                <span class=\"date\">11 February 2026<\/span>                    <\/div>\n                            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n        \n<section    \n        class=\"block-content block-content-4-meltone\"\n        >\n    <div class=\"block-content-4-meltone_deco\" aria-hidden=\"true\">\n        <div class=\"block-content-4-meltone_glow block-content-4-meltone_glow--left\">\n            <svg preserveAspectRatio=\"none\" width=\"100%\" height=\"100%\" overflow=\"visible\" viewBox=\"0 0 970 970\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<circle cx=\"485\" cy=\"485\" r=\"485\" fill=\"url(#content4GlowLeft)\"\/>\n<defs>\n<radialGradient id=\"content4GlowLeft\" cx=\"0\" cy=\"0\" r=\"1\" gradientUnits=\"userSpaceOnUse\" gradientTransform=\"translate(485 485) rotate(90) scale(485)\">\n<stop stop-color=\"#9DD5D5\"\/>\n<stop offset=\"1\" stop-color=\"#9DD5D5\" stop-opacity=\"0\"\/>\n<\/radialGradient>\n<\/defs>\n<\/svg>\n\n        <\/div>\n        <div class=\"block-content-4-meltone_glow block-content-4-meltone_glow--right\">\n            <svg preserveAspectRatio=\"none\" width=\"100%\" height=\"100%\" overflow=\"visible\" viewBox=\"0 0 970 970\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n<circle cx=\"485\" cy=\"485\" r=\"485\" fill=\"url(#content4GlowRight)\"\/>\n<defs>\n<radialGradient id=\"content4GlowRight\" cx=\"0\" cy=\"0\" r=\"1\" gradientUnits=\"userSpaceOnUse\" gradientTransform=\"translate(485 485) rotate(90) scale(485)\">\n<stop stop-color=\"#CED9FA\"\/>\n<stop offset=\"1\" stop-color=\"#CED9FA\" stop-opacity=\"0\"\/>\n<\/radialGradient>\n<\/defs>\n<\/svg>\n\n        <\/div>\n    <\/div>\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_title\">\n                                \n                                \n                                        \n                        \n                    \n            <h2\n        class=\"title title-section\"\n                        >Discover how MCP works in practice in this video with Camille Maurice, D&#038;A Director at MeltOne<\/h2>\n    \n            <\/div>\n                                        <div class=\"grid_media grid_media-video\">\n                                <div class=\"plyr-player\">\n            <iframe loading=\"lazy\" class=\"plyr\" allow=\"autoplay\" title=\"MCP : d\u00e9couvrez comment r\u00e9concilier ses \u00e9quipes M\u00e9tiers et IT en 2026 ?\" width=\"640\" height=\"360\" src=\"https:\/\/www.youtube.com\/embed\/aD3fUM0NVjs?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n        <\/div>\n    \n                <\/div>\n                                <\/div>\n    <\/div>\n<\/section>\n\n\n\n<section    \n        class=\"block-content block-content-text-meltone is-dark\"\n        data-halo        >\n                    <span class=\"halo\" aria-hidden=\"true\"><\/span>\n        <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                                                    \n                                \n                                        \n                        \n                    \n            <h2\n        class=\"title title-section\"\n                        >The Challenge: Two Worlds Struggling to Understand Each Other<\/h2>\n    \n                                                            \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>On one side, <strong>business users<\/strong> face growing pressure. Decision cycles are accelerating, analysis requests are multiplying, and the ability to quickly answer an operational question has become a competitive advantage. But to get an answer, they often need to formulate a technical requirement, wait for a developer or BI analyst to translate it into a query, then validate the result. A process that can take days, even weeks.   <\/p>\n<p>On the other side, <strong>IT teams<\/strong> carry an equally critical responsibility: ensuring data security, model reliability, compliance with access policies, and semantic consistency of indicators. Every uncontrolled tool deployed by a business user (the infamous shadow IT) represents a risk: unreliable data, security vulnerabilities, loss of traceability. <\/p>\n\n        <\/div>\n    \n            <\/div>\n                    <\/div>\n    <\/div>\n<\/section>\n\n\n\n        \n<section     class=\"block-content block-content-image-2-meltone img-right media-standard\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                                \n                                \n                                        \n                        \n                    \n            <h2\n        class=\"title title-section\"\n                        >What AI Changes in Practice<\/h2>\n    \n                                                    \n                                \n                                        \n                                \n                    \n            <h3\n        class=\"subtitle\"\n                        >For Business Users<\/h3>\n    \n                                                            \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>Breaking free from technical constraints without sacrificing reliability. Business users no longer need to master SQL, DAX, or the intricacies of a data model to obtain relevant analysis. They express their need in natural language, and AI translates this request into technical actions\u2014queries, transformations, visualizations\u2014relying on business definitions validated by the organization.<\/p>\n<p>Connecting to multiple sources transparently. Through MCP (ModelContextProtocol) protocols and APIs, AI can simultaneously query structured databases, semi-structured files (Excel, CSV), and unstructured sources (emails, documents), all within a secure framework. Users don&#8217;t need to worry about the technical plumbing. <\/p>\n<p>Automatically generating documentation. Each analysis produced by AI can be accompanied by clear documentation: which data was used, which transformations were applied, which assumptions underpin the results. This ensures knowledge transfer and traceability.  <\/p>\n\n        <\/div>\n    \n                            <\/div>\n            <div class=\"grid_media grid_media-image fit-contain\">\n                            \n                                                                                                                                            \n                <picture >\n\n                                        <source media=\"(min-width: 1024px)\" srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-1200x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-2400x0-c-default.webp 2x\">\n\n                                        <source media=\"(min-width: 768px)\" srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-800x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-1600x0-c-default.webp 2x\">\n\n                                        <img src=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-400x0-c-default.webp\"\n                         srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-400x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-1-800x0-c-default.webp 2x\"                         alt=\"Img Meltone Demo 1\"\n                          width=\"512\"                           height=\"490\"                                                                                loading=\"lazy\" decoding=\"async\"\n                                             >\n                <\/picture>\n                        \n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n        \n<section     class=\"block-content block-content-image-2-meltone img-left media-standard\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                                \n                                \n                                        \n                        \n                    \n    \n                                                    \n                                \n                                        \n                                \n                    \n            <h3\n        class=\"subtitle\"\n                        >For IT Teams<\/h3>\n    \n                                                            \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>Preventing shadow IT risks. When business users have a fast and reliable channel to obtain their analyses, the temptation to create parallel Excel files or use unapproved tools decreases significantly. AI channels usage within a controlled ecosystem.  <\/p>\n\n        <\/div>\n    \n                            <\/div>\n            <div class=\"grid_media grid_media-image fit-contain\">\n                            \n                                                                                                                                            \n                <picture >\n\n                                        <source media=\"(min-width: 1024px)\" srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-1200x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-2400x0-c-default.webp 2x\">\n\n                                        <source media=\"(min-width: 768px)\" srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-800x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-1600x0-c-default.webp 2x\">\n\n                                        <img src=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-400x0-c-default.webp\"\n                         srcset=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-400x0-c-default.webp 1x, https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/img-meltone-demo-2-800x0-c-default.webp 2x\"                         alt=\"Img Meltone Demo 2\"\n                          width=\"512\"                           height=\"488\"                                                                                loading=\"lazy\" decoding=\"async\"\n                                             >\n                <\/picture>\n                        \n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n<section     class=\"block-listing block-listing-2\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_title\">\n                                \n                                \n                                        \n                        \n                    \n    \n            <\/div>\n            <div class=\"grid_content\">\n                                                            <div class=\"item\">\n                                                                            \n                                \n                                        \n                                \n                    \n            <h3\n        class=\"subtitle\"\n                        >Recovering Compliant Data Models<\/h3>\n    \n                                                                                    \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>AI relies on the semantic layer defined by IT. Indicators, dimensions, and calculation rules respect official definitions. No homemade KPIs whose formula nobody knows.  <\/p>\n\n        <\/div>\n    \n                        <\/div>\n                                            <div class=\"item\">\n                                                                            \n                                \n                                        \n                                \n                    \n            <h3\n        class=\"subtitle\"\n                        >Ensuring Enforcement of Security Policies<\/h3>\n    \n                                                                                    \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>Data access goes through existing roles and permissions. AI doesn&#8217;t open a backdoor: it operates within the framework of existing permissions. <\/p>\n\n        <\/div>\n    \n                        <\/div>\n                                            <div class=\"item\">\n                                                                            \n                                \n                                        \n                                \n                    \n            <h3\n        class=\"subtitle\"\n                        >Receiving Clearly Formulated and Documented Requirements<\/h3>\n    \n                                                                                    \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>When a business user interacts with AI to build an analysis, the process naturally produces a structured trace of the requirement. IT thus has an implicit specification, usable to industrialize or evolve the solution. <\/p>\n\n        <\/div>\n    \n                        <\/div>\n                                                <\/div>\n                    <\/div>\n    <\/div>\n<\/section>\n\n<section     class=\"block-editor\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                <div class=\"editor\"><h1 style=\"text-align: center;\">Overall diagram<\/h1>\n<p><img loading=\"lazy\" decoding=\"async\" class=\" wp-image-3690\" src=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/Capture-decran-2026-07-10-111959-scaled.png\" alt=\"Screenshot 2026 07 10 111959\" width=\"155\" height=\"87\"><\/p>\n<h1 style=\"text-align: center;\"><\/h1>\n<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n<section    \n        class=\"block-content block-content-text-meltone is-dark\"\n        data-halo        >\n                    <span class=\"halo\" aria-hidden=\"true\"><\/span>\n        <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                                                    \n                                \n                                        \n                        \n                    \n            <h2\n        class=\"title title-section\"\n                        >Concrete Illustration: Comparability Analysis of a Store Network<\/h2>\n    \n                                                            \n                                    \n                \n        <div class=\"editor\"\n        >\n        <p>Before: Manual Steps Involving Multiple Teams<\/p>\n<p>&nbsp;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/Capture-decran-2026-07-10-112029-scaled.png\" alt=\"Screenshot 2026 07 10 112029\"><\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n\n        <\/div>\n    \n            <\/div>\n                    <\/div>\n    <\/div>\n<\/section>\n\n\n\n<section    \n        class=\"block-content block-steps-meltone\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_title\">\n                                \n                                \n                                        \n                        \n                    \n            <h2\n        class=\"title title-section\"\n                        >After, with a Hybrid Agent Network: The Same Workflow in Minutes and Autonomously<\/h2>\n    \n            <\/div>\n                                        <div class=\"grid_content\">\n                    <ul class=\"steps-track\">\n                                                    <li class=\"card card-step\">\n                                                                    <h3 class=\"card-step_title\">Step 1\u2014Understanding the requirement and retrieving email data.<\/h3>\n                                                                                                    <div class=\"card-step_text\">The user provides Claude with the file received by email containing the list of stores under renovation. Claude reads and interprets the content, identifies the stores concerned, renovation dates, and associated information. <\/div>\n                                                            <\/li>\n                                                    <li class=\"card card-step\">\n                                                                    <h3 class=\"card-step_title\">Step 2\u2014Connecting to Snowflake via MCP.<\/h3>\n                                                                                                    <div class=\"card-step_text\">Claude queries Snowflake Cortex agents to retrieve sales data for the identified stores. It relies on the semantic layer to use the correct indicators (net revenue, comparable revenue, number of transactions\u2026) with their official definitions. Snowflake roles and permissions apply normally.   <\/div>\n                                                            <\/li>\n                                                    <li class=\"card card-step\">\n                                                                    <h3 class=\"card-step_title\">Step 3\u2014Cross-referencing and analysis.<\/h3>\n                                                                                                    <div class=\"card-step_text\">Claude cross-references renovation data with sales data, identifies comparability periods, and builds the requested analysis: comparison before\/during\/after renovations, by geographic area, by store type.<\/div>\n                                                            <\/li>\n                                                    <li class=\"card card-step\">\n                                                                    <h3 class=\"card-step_title\">Step 4\u2014Generating the Power BI workbook.<\/h3>\n                                                                                                    <div class=\"card-step_text\">Claude generates the data model and necessary DAX measures, then creates the Power BI workbook directly on the user&#8217;s workstation. Visualizations are ready to use. <\/div>\n                                                            <\/li>\n                                                    <li class=\"card card-step\">\n                                                                    <h3 class=\"card-step_title\">Step 5\u2014Automatic documentation.<\/h3>\n                                                                                                    <div class=\"card-step_text\">The entire process is documented: data sources used, transformations applied, comparability assumptions retained. This documentation is usable by both the user and the IT team. <\/div>\n                                                            <\/li>\n                                            <\/ul>\n                <\/div>\n                                <\/div>\n    <\/div>\n<\/section>\n\n\n<section     class=\"block-editor\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div class=\"grid_content\">\n                <div class=\"editor\"><p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-3694\" src=\"https:\/\/www.meltone.com\/wp-content\/uploads\/2026\/02\/Capture-decran-2026-07-10-112105-scaled.png\" alt=\"Screenshot 2026 07 10 112105\" width=\"2560\" height=\"543\"><\/p>\n<\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\n<section    \n        class=\"block-content block-cta-contact cta--variation-1\"\n        >\n    <div class=\"container\">\n        <div class=\"grid\">\n            <div 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