{"id":96878,"date":"2025-03-07T14:59:00","date_gmt":"2025-03-07T14:59:00","guid":{"rendered":"https:\/\/roboyo.global\/?post_type=case_study&#038;p=96878"},"modified":"2025-11-20T15:01:15","modified_gmt":"2025-11-20T15:01:15","slug":"lia-agentique-ameliore-la-prevision-des-comptes-fournisseurs-une-intelligence-evolutive-pour-la-finance","status":"publish","type":"case_study","link":"https:\/\/roboyo.global\/fr\/case-study\/lia-agentique-ameliore-la-prevision-des-comptes-fournisseurs-une-intelligence-evolutive-pour-la-finance\/","title":{"rendered":"L\u2019IA agentique am\u00e9liore la pr\u00e9vision des comptes fournisseurs : une intelligence \u00e9volutive pour la finance"},"content":{"rendered":"\n\n<section  data-loaded data-nav-transparent\n    class=\"hero-header-3 hero-header-3--left hero-header-3--no-cat \">\n    <div class=\"hero-header-3__wrapper\">\n        <div class=\"hero-header-3__video hero-header-3__video--overlay\">\n                                    \n    \n            <div class=\"hero-header-3__image\" data-lazy=\"1\">\n            <img decoding=\"async\" src=\"https:\/\/roboyo.global\/app\/uploads\/2025\/05\/fmcg-agentic-ai-case-study.jpg\" alt=\"\" loading=\"eager\" fetchpriority=\"high\">\n        <\/div>\n                                                            <\/div>\n        <div class=\"hero-header-3__container\">\n            <div class=\"hero-header-3__content\">\n                                <p class=\"hero-header-3__title\">LEADER MONDIAL FMCG X Roboyo<\/p>\n                \n                                                <h1 class=\"hero-header-3__subtitle\">\n                    <span>L\u2019IA agentique am\u00e9liore la pr\u00e9vision des comptes fournisseurs : une intelligence \u00e9volutive pour l\u2019ensemble de la fonction finance<\/span>\n                <\/h1>\n                \n                                <div class=\"hero-header-3__reading\">\n                    <span>\n                        Mar 7, 2025 |\n                    <\/span>\n                                        <span class=\"span-reading-time rt-reading-time\"><span class=\"rt-label rt-prefix\"><\/span> <span class=\"rt-time\"> &lt; 1<\/span> <span class=\"rt-label rt-postfix\">min lire<\/span><\/span>                                    <\/div>\n                            <\/div>\n                    <\/div>\n                <div class=\"hero-header-3__gradient hero-header-3__gradient--overall\"\n            style=\"background: linear-gradient(, rgba(,.6) 0%, rgba(,.1) 100%)\">\n        <\/div>\n            <\/div>\n<\/section>\n\n<div class=\"post-info\">\n    <div class=\"post-info__container\">\n                \r\n<div class=\"share share--cpt\">\r\n    <p class=\"share__title\">Share Insight:<\/p>\r\n    <ul class=\"share__socials share--cpt\">\r\n                                <li target=\"_blank\" class=\"share__social share__social--linkedin\">\r\n                <a 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                  <\/ul>\r\n<\/div>    <\/div>\n    <div class=\"post-info__progress\"><\/div>\n<\/div>\n\n\n<div aria-hidden=\"true\" class=\"appeal-spacer appeal-spacer--69e9fd3c9c676  appeal-spacer--transparent\">\r\n<style>\r\n\/* Ultrawide *\/\r\n.appeal-spacer--69e9fd3c9c676 {\r\n    height: 50px;\r\n}\r\n\r\n\/* Desktop *\/\r\n@media (max-width: 1920px) {\r\n    .appeal-spacer--69e9fd3c9c676 {\r\n        height: 50px;\r\n    }\r\n}\r\n\r\n\/* Laptop *\/\r\n@media (max-width: 1024px) {\r\n    .appeal-spacer--69e9fd3c9c676 {\r\n        height: 25px;\r\n    }\r\n}\r\n\r\n\/* Mobile *\/\r\n@media (max-width: 767px) {\r\n    .appeal-spacer--69e9fd3c9c676 {\r\n        height: 25px;\r\n    }\r\n}\r\n<\/style>\r\n<\/div>\r\n\n\n\r\n\r\n<section  class=\"case-study-intro\" data-block=\"appeal\/case-study-intro\">\r\n  <div class=\"case-study-intro__container container--1372\">\r\n    <div class=\"case-study-intro__columns\">\r\n      <div class=\"case-study-intro__col case-study-intro__col--lg\">\r\n        <h4>Am\u00e9liorer la pr\u00e9vision des flux de tr\u00e9sorerie et l\u2019efficacit\u00e9 financi\u00e8re \u00e0 grande \u00e9chelle<\/h4>\r\n        <p>Pour renforcer la pr\u00e9cision des pr\u00e9visions et l\u2019agilit\u00e9 op\u00e9rationnelle, un leader mondial du secteur FMCG s\u2019est associ\u00e9 \u00e0 Roboyo pour transformer ses op\u00e9rations financi\u00e8res gr\u00e2ce \u00e0 l\u2019IA agentique. Cette collaboration a apport\u00e9 bien plus que de simples am\u00e9liorations de processus : elle a marqu\u00e9 une \u00e9tape strat\u00e9gique dans la trajectoire de transformation num\u00e9rique globale du client.<\/p>\n      <\/div>\r\n      <div class=\"case-study-intro__col case-study-intro__col--sml\">\r\n        <p><strong>\u00c0 propos du client<\/strong><br \/>\nUn fabricant multinational de produits alimentaires et de boissons, pr\u00e9sent dans plus de 30 pays et comptant plus de 10 000 employ\u00e9s dans le monde. Le client est sp\u00e9cialis\u00e9 dans les biens de grande consommation et g\u00e8re une cha\u00eene d\u2019approvisionnement \u00e0 fort volume et \u00e0 grande vitesse, n\u00e9cessitant une pr\u00e9cision rigoureuse dans la pr\u00e9vision financi\u00e8re et la gestion des flux de tr\u00e9sorerie.<\/p>\n      <\/div>\r\n    <\/div>\r\n  <\/div>\r\n<\/section>\n\n<div aria-hidden=\"true\" class=\"appeal-spacer appeal-spacer--69e9fd3c9d1dc  appeal-spacer--transparent\">\r\n<style>\r\n\/* Ultrawide *\/\r\n.appeal-spacer--69e9fd3c9d1dc {\r\n    height: 50px;\r\n}\r\n\r\n\/* Desktop *\/\r\n@media (max-width: 1920px) {\r\n    .appeal-spacer--69e9fd3c9d1dc {\r\n        height: 50px;\r\n    }\r\n}\r\n\r\n\/* Laptop *\/\r\n@media (max-width: 1024px) {\r\n    .appeal-spacer--69e9fd3c9d1dc {\r\n        height: 25px;\r\n    }\r\n}\r\n\r\n\/* Mobile *\/\r\n@media (max-width: 767px) {\r\n    .appeal-spacer--69e9fd3c9d1dc {\r\n        height: 25px;\r\n    }\r\n}\r\n<\/style>\r\n<\/div>\r\n\n\n\r\n\r\n<section data-loaded class=\"three-stats three-stats--very-light-grey\" data-block=\"appeal\/three-stats\" data-total-stats=\"3\">\r\n    <div class=\"three-stats__container\">\r\n        <div class=\"three-stats__inner container--1644--desktop\">\r\n                            <h3 class=\"three-stats__title\">Impact<\/h3>\r\n                        <div class=\"three-stats__stats\">\r\n                                                        <div class=\"three-stats__stat\">\r\n                                                    <div class=\"three-stats__item-title\">Pr\u00e9cision des pr\u00e9visions<\/div>\r\n                                                                            <div class=\"three-stats__text-stats  \">\r\n                                                                    <span class=\"three-stats__main-stat\">7<\/span>\r\n                                                                                                    <span class=\"three-stats__suffix-text\">%<\/span>\r\n                                                            <\/div>\r\n\r\n                                                <div class=\"three-stats__description\">\r\n                                                            <p>La variance a \u00e9t\u00e9 r\u00e9duite de 35 % \u00e0 7 %, offrant des informations fiables sur les flux de tr\u00e9sorerie.<\/p>\r\n                                                    <\/div>\r\n                    <\/div>\r\n                                                        <div class=\"three-stats__stat\">\r\n                                                    <div class=\"three-stats__item-title\">Pr\u00e9vision manuelle<\/div>\r\n                                                                            <div class=\"three-stats__text-stats  \">\r\n                                                                    <span class=\"three-stats__main-stat\">85<\/span>\r\n                                                                                                    <span class=\"three-stats__suffix-text\">%<\/span>\r\n                                                            <\/div>\r\n\r\n                                                <div class=\"three-stats__description\">\r\n                                                            <p>R\u00e9duction de la pr\u00e9vision manuelle, permettant d\u2019\u00e9conomiser plus de 20 heures par semaine.<\/p>\r\n                                                    <\/div>\r\n                    <\/div>\r\n                                                        <div class=\"three-stats__stat\">\r\n                                                    <div class=\"three-stats__item-title\">Int\u00e9gration transparente<\/div>\r\n                                                                            <div class=\"three-stats__text-stats  \">\r\n                                                                    <span class=\"three-stats__main-stat\">SAP<\/span>\r\n                                                                                                    <span class=\"three-stats__suffix-text\"> <\/span>\r\n                                                            <\/div>\r\n\r\n                                                <div class=\"three-stats__description\">\r\n                                                            <p>Une solution enti\u00e8rement int\u00e9gr\u00e9e \u00e0 l\u2019\u00e9cosyst\u00e8me SAP et ERP.<\/p>\r\n                                                    <\/div>\r\n                    <\/div>\r\n                            <\/div>\r\n        <\/div>\r\n    <\/div>\r\n<\/section>\n\n<div aria-hidden=\"true\" class=\"appeal-spacer appeal-spacer--69e9fd3c9f564  appeal-spacer--transparent\">\r\n<style>\r\n\/* Ultrawide *\/\r\n.appeal-spacer--69e9fd3c9f564 {\r\n    height: 50px;\r\n}\r\n\r\n\/* Desktop *\/\r\n@media (max-width: 1920px) {\r\n    .appeal-spacer--69e9fd3c9f564 {\r\n        height: 50px;\r\n    }\r\n}\r\n\r\n\/* Laptop *\/\r\n@media (max-width: 1024px) {\r\n    .appeal-spacer--69e9fd3c9f564 {\r\n        height: 25px;\r\n    }\r\n}\r\n\r\n\/* Mobile *\/\r\n@media (max-width: 767px) {\r\n    .appeal-spacer--69e9fd3c9f564 {\r\n        height: 25px;\r\n    }\r\n}\r\n<\/style>\r\n<\/div>\r\n\n\n\r\n\r\n<section data-loaded class=\"testimonial container--default  \" data-block=\"appeal\/testimonial\">\r\n    <div class=\"testimonial__container\">\r\n        <div class=\"testimonial__icon\"><\/div>\r\n        <div class=\"testimonial__wysiwyg\">\r\n                            <p><em>\u201cAvant de travailler avec Roboyo, notre processus de pr\u00e9vision \u00e9tait bas\u00e9 sur des tableurs et r\u00e9actif. D\u00e9sormais, il est intelligent, adaptatif et autonome. Les gains de temps sont importants, mais la vraie valeur r\u00e9side dans la confiance que nous avons d\u00e9sormais dans nos chiffres.\u201d<\/em><\/p>\n                    <\/div>\r\n                    <p class=\"testimonial__author\">Directeur de la Tr\u00e9sorerie, D\u00e9partement Finance, Fabricant FMCG mondial<\/p>\r\n            <\/div>\r\n    <div class=\"testimonial__source\">\r\n        <\/div>\r\n<\/section>\n\n<div aria-hidden=\"true\" class=\"appeal-spacer appeal-spacer--69e9fd3ca0577  appeal-spacer--transparent\">\r\n<style>\r\n\/* Ultrawide *\/\r\n.appeal-spacer--69e9fd3ca0577 {\r\n    height: 50px;\r\n}\r\n\r\n\/* Desktop *\/\r\n@media (max-width: 1920px) {\r\n    .appeal-spacer--69e9fd3ca0577 {\r\n        height: 50px;\r\n    }\r\n}\r\n\r\n\/* Laptop *\/\r\n@media (max-width: 1024px) {\r\n    .appeal-spacer--69e9fd3ca0577 {\r\n        height: 25px;\r\n    }\r\n}\r\n\r\n\/* Mobile *\/\r\n@media (max-width: 767px) {\r\n    .appeal-spacer--69e9fd3ca0577 {\r\n        height: 25px;\r\n    }\r\n}\r\n<\/style>\r\n<\/div>\r\n\n\n\r\n\r\n<section data-loaded class=\"num-two-col container--1372\" data-block=\"appeal\/numbered-two-column-text\">\r\n    <div class=\"num-two-col__container container--1644\">\r\n        <div class=\"num-two-col__tiles\">\r\n                                            <div class=\"num-two-col__tile\">\r\n                                            <div class=\"num-two-col__number  num-two-col__number--rtl\">\r\n                            <h5>01<\/h5>\r\n                        <\/div>\r\n                                        <div class=\"num-two-col__content  num-two-col__content--rtl\">\r\n                        <div class=\"num-two-col__title\">\r\n                                                            <h3>D\u00c9FI<\/h3>\r\n                                                    <\/div>\r\n                        <div class=\"num-two-col__text num-two-col__wysiwyg wysiwyg\">\r\n                                                            <p>Ce leader mondial du secteur FMCG faisait face \u00e0 des \u00e9carts persistants entre les flux de tr\u00e9sorerie pr\u00e9vus et r\u00e9els. Les \u00e9quipes financi\u00e8res s\u2019appuyaient sur des tableurs et des validations manuelles pour g\u00e9rer les paiements fournisseurs, ce qui g\u00e9n\u00e9rait d\u2019importantes impr\u00e9cisions dans les pr\u00e9visions. Des comportements de paiement impr\u00e9visibles et des sources de donn\u00e9es d\u00e9connect\u00e9es compliquaient encore davantage le processus. Les pr\u00e9visions de tr\u00e9sorerie \u00e9taient donc peu fiables en raison des workflows manuels li\u00e9s aux comptes fournisseurs, des \u00e9carts fr\u00e9quents entre factures et commandes, et de la fragmentation des donn\u00e9es financi\u00e8res.<\/p>\n<p>Ces inefficiences n\u2019\u00e9taient pas seulement op\u00e9rationnelles. Elles mettaient en p\u00e9ril la capacit\u00e9 de l\u2019entreprise \u00e0 planifier sereinement, \u00e0 maintenir des relations fournisseurs solides et \u00e0 prot\u00e9ger sa r\u00e9putation de fiabilit\u00e9. Dans un secteur o\u00f9 les flux de tr\u00e9sorerie influencent la disponibilit\u00e9 en rayon, la confiance des fournisseurs et l\u2019exp\u00e9rience client, des pr\u00e9visions inexactes mena\u00e7aient directement la cr\u00e9dibilit\u00e9 de la marque et son agilit\u00e9 commerciale.<\/p>\n<p>L\u2019absence d\u2019une intelligence \u00e9volutive ne constituait pas seulement un d\u00e9fi financier ; elle repr\u00e9sentait un frein \u00e0 la transformation num\u00e9rique \u00e0 l\u2019\u00e9chelle de l\u2019entreprise. Les m\u00e9thodes de pr\u00e9vision manuelle rendaient difficile pour la direction de prendre des d\u00e9cisions rapides et fond\u00e9es sur les donn\u00e9es, compromettant la rapidit\u00e9 et l\u2019adaptabilit\u00e9 attendues d\u2019une entreprise moderne, pilot\u00e9e par l\u2019IA.<\/p>\n                                                    <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n                                            <div class=\"num-two-col__tile\">\r\n                                            <div class=\"num-two-col__number  num-two-col__number--rtl\">\r\n                            <h5>02<\/h5>\r\n                        <\/div>\r\n                                        <div class=\"num-two-col__content  num-two-col__content--rtl\">\r\n                        <div class=\"num-two-col__title\">\r\n                                                            <h3>SOLUTION<\/h3>\r\n                                                    <\/div>\r\n                        <div class=\"num-two-col__text num-two-col__wysiwyg wysiwyg\">\r\n                                                            <p>Pour moderniser son processus de pr\u00e9vision sans remanier ses syst\u00e8mes existants, le client avait besoin d\u2019une solution p\u00e9renne alliant pr\u00e9cision, adaptabilit\u00e9 et facilit\u00e9 d\u2019int\u00e9gration. Roboyo a r\u00e9pondu avec une approche duale, proposant \u00e0 la fois des mod\u00e8les d\u2019IA fondamentaux et une pr\u00e9vision dynamique en temps r\u00e9el gr\u00e2ce \u00e0 l\u2019IA agentique.<\/p>\n<p data-start=\"407\" data-end=\"793\">Cette solution n\u2019avait pas uniquement pour objectif de r\u00e9soudre un probl\u00e8me propre \u00e0 la finance, mais aussi de valider un cadre d\u2019IA reproductible, capable de s\u2019\u00e9tendre \u00e0 d\u2019autres fonctions. En combinant une conception modulaire de l\u2019IA avec une int\u00e9gration SAP robuste, Roboyo a assur\u00e9 que le mod\u00e8le puisse \u00e9voluer pour soutenir des cas d\u2019usage plus larges au sein de l\u2019entreprise.<\/p>\n<p data-start=\"795\" data-end=\"1259\">Nous avons d\u00e9ploy\u00e9 un agent IA intelligent de bout en bout s\u2019appuyant sur UiPath Agent Builder et AI Center pour rationaliser le traitement des factures et la pr\u00e9vision. L\u2019agent a r\u00e9alis\u00e9 l\u2019extraction OCR de donn\u00e9es de factures non structur\u00e9es tout en \u00e9vitant le bruit li\u00e9 aux sch\u00e9mas, appliqu\u00e9 une correspondance dynamique en 3 points (tol\u00e9rance \u00b15 %) pour la validation, et rout\u00e9 les exceptions (par exemple, commande manquante \u2192 approbation du responsable).<\/p>\n<p data-start=\"1261\" data-end=\"1701\">Connect\u00e9 \u00e0 SAP, il a ing\u00e9r\u00e9 les donn\u00e9es au niveau des factures afin d\u2019alimenter des mod\u00e8les de s\u00e9ries temporelles tenant compte du comportement des fournisseurs, de la saisonnalit\u00e9 et des tendances. Des invites adapt\u00e9es ont permis une pr\u00e9vision en temps r\u00e9el et auto-ajust\u00e9e en fonction des variations des cycles de paiement \u2014 \u00e9liminant les mises \u00e0 jour manuelles et am\u00e9liorant la pr\u00e9cision de la planification des comptes fournisseurs.<\/p>\n<p data-start=\"1703\" data-end=\"2062\">Roboyo a \u00e9galement int\u00e9gr\u00e9 ces pr\u00e9visions dans les cycles hebdomadaires de revue financi\u00e8re du client, permettant aux \u00e9quipes de valider les r\u00e9sultats en temps r\u00e9el et de renforcer la prise de d\u00e9cision. Cela s\u2019est accompagn\u00e9 d\u2019un accompagnement op\u00e9rationnel pour garantir l\u2019adoption interne au sein des \u00e9quipes finance, tr\u00e9sorerie et comptes fournisseurs.<\/p>\n                                                    <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n                    <\/div>\r\n    <\/div>\r\n<\/section>\n\n\n<section class=\"three-column-tiles js-three-column-tiles three-column-tiles--\">\n    <div class=\"three-column-tiles__wrapper\">\n                <div class=\"container\">\n            <p class=\"three-column-tiles__title\">Technologies et m\u00e9thodologie utilis\u00e9es<\/p>\n        <\/div>\n\n        \n        <div class=\"three-column-tiles__container container\">\n            <div class=\"three-column-tiles__items js-three-column-tiles-flickity\">\n                                <div class=\"three-column-tiles__item flickity-slide\">\n                    <div class=\"three-column-tiles__icon\">\n                        \n    \n            <div class=\"three-column-tiles__icon-img\" data-lazy >\n                            <img decoding=\"async\" loading=\"lazy\" data-lazy-placeholder src=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Engineering-flow-2.svg\" alt=\"\">\n                                        <img loading=\"lazy\" data-lazy-full=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Engineering-flow-2.svg\" alt=\"\">\n                    <\/div>\n                        <\/div>\n                    <div class=\"three-column-tiles__description\"><p><strong>Plateforme d\u2019automatisation:<\/strong><\/p>\n<ul>\n<li>UiPath<\/li>\n<\/ul>\n<\/div>\n                <\/div>\n                                <div class=\"three-column-tiles__item flickity-slide\">\n                    <div class=\"three-column-tiles__icon\">\n                        \n    \n            <div class=\"three-column-tiles__icon-img\" data-lazy >\n                            <img decoding=\"async\" loading=\"lazy\" data-lazy-placeholder src=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Cursor-2.svg\" alt=\"\">\n                                        <img loading=\"lazy\" data-lazy-full=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Cursor-2.svg\" alt=\"\">\n                    <\/div>\n                        <\/div>\n                    <div class=\"three-column-tiles__description\"><p><strong>Stack technologique:<\/strong><\/p>\n<ul>\n<li>UiPath\u2019s AI Center<\/li>\n<li>UiPath G\u00e9n\u00e9rateur d\u2019agents<\/li>\n<li>Meta Prophet<\/li>\n<\/ul>\n<\/div>\n                <\/div>\n                                <div class=\"three-column-tiles__item flickity-slide\">\n                    <div class=\"three-column-tiles__icon\">\n                        \n    \n            <div class=\"three-column-tiles__icon-img\" data-lazy >\n                            <img decoding=\"async\" loading=\"lazy\" data-lazy-placeholder src=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_AI-2.svg\" alt=\"\">\n                                        <img loading=\"lazy\" data-lazy-full=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_AI-2.svg\" alt=\"\">\n                    <\/div>\n                        <\/div>\n                    <div class=\"three-column-tiles__description\"><p><strong>Techniques d\u2019IA utilis\u00e9es:<\/strong><\/p>\n<ul>\n<li>Automatisation des pr\u00e9visions<\/li>\n<li>D\u00e9ploiement d\u2019IA agentique<\/li>\n<li>Optimisation des processus financiers<\/li>\n<li>Ingestion des factures int\u00e9gr\u00e9e \u00e0 SAP<\/li>\n<\/ul>\n<\/div>\n                <\/div>\n                                <div class=\"three-column-tiles__item flickity-slide\">\n                    <div class=\"three-column-tiles__icon\">\n                        \n    \n            <div class=\"three-column-tiles__icon-img\" data-lazy >\n                            <img decoding=\"async\" loading=\"lazy\" data-lazy-placeholder src=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Hybrid-workforce-2.svg\" alt=\"\">\n                                        <img loading=\"lazy\" data-lazy-full=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Hybrid-workforce-2.svg\" alt=\"\">\n                    <\/div>\n                        <\/div>\n                    <div class=\"three-column-tiles__description\"><article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto [content-visibility:auto] supports-[content-visibility:auto]:[contain-intrinsic-size:auto_100lvh] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:200d432a-c67c-47c8-bb5d-44890f70b769-32\" data-testid=\"conversation-turn-66\" data-scroll-anchor=\"true\" data-turn=\"assistant\">\n<div class=\"\">\n<div class=\"text-base my-auto mx-auto [--thread-content-margin:--spacing(4)] thread-sm:[--thread-content-margin:--spacing(6)] thread-lg:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:100%] mx-auto flex-1 w-full max-w-full group\/turn-messages focus-visible:outline-hidden pb-[40px] relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\">\n<div class=\"flex max-w-full flex-col grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"f35caee6-0e9f-4bc8-8e6f-06a98224fe14\" data-message-model-slug=\"gpt-5-1\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\">\n<div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\">\n<p data-start=\"0\" data-end=\"51\" data-is-last-node=\"\" data-is-only-node=\"\"><strong data-start=\"26\" data-end=\"51\" data-is-last-node=\"\">M\u00e9thodologie utilis\u00e9e:<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<ul>\n<li>Entra\u00eenement des mod\u00e8les d\u2019IA \u00e0 partir des donn\u00e9es historiques de factures<\/li>\n<li>Conception d\u2019invites sur mesure pour une pr\u00e9vision adaptative<\/li>\n<li>Gestion du changement int\u00e9gr\u00e9e et accompagnement des parties prenantes<\/li>\n<li>Cycles hebdomadaires de validation et d\u2019am\u00e9lioration des performances<\/li>\n<li>Cadre con\u00e7u pour une r\u00e9utilisation interfonctionnelle de l\u2019IA au-del\u00e0 des comptes fournisseurs (AP)<\/li>\n<\/ul>\n<\/div>\n                <\/div>\n                                <div class=\"three-column-tiles__item flickity-slide\">\n                    <div class=\"three-column-tiles__icon\">\n                        \n    \n            <div class=\"three-column-tiles__icon-img\" data-lazy >\n                            <img decoding=\"async\" loading=\"lazy\" data-lazy-placeholder src=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Direction-sign-2.svg\" alt=\"\">\n                                        <img loading=\"lazy\" data-lazy-full=\"https:\/\/roboyo.global\/app\/uploads\/2024\/08\/Icon_Direction-sign-2.svg\" alt=\"\">\n                    <\/div>\n                        <\/div>\n                    <div class=\"three-column-tiles__description\"><p><strong>Techniques d\u2019IA utilis\u00e9es :<\/strong><\/p>\n<ul>\n<li>Pr\u00e9vision bas\u00e9e sur le machine learning<\/li>\n<li>IA agentique<\/li>\n<li>IA g\u00e9n\u00e9rative<\/li>\n<li>Traitement du langage naturel (NLP)<\/li>\n<\/ul>\n<\/div>\n                <\/div>\n                            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n\r\n\r\n<section data-loaded class=\"num-two-col container--1372\" data-block=\"appeal\/numbered-two-column-text\">\r\n    <div class=\"num-two-col__container container--1644\">\r\n        <div class=\"num-two-col__tiles\">\r\n                                            <div class=\"num-two-col__tile\">\r\n                                            <div class=\"num-two-col__number  num-two-col__number--rtl\">\r\n                            <h5>03<\/h5>\r\n                        <\/div>\r\n                                        <div class=\"num-two-col__content  num-two-col__content--rtl\">\r\n                        <div class=\"num-two-col__title\">\r\n                                                            <h3>R\u00c9SULTAT<\/h3>\r\n                                                    <\/div>\r\n                        <div class=\"num-two-col__text num-two-col__wysiwyg wysiwyg\">\r\n                                                            <p><strong>R<\/strong><strong data-start=\"53\" data-end=\"65\" data-is-last-node=\"\">\u00e9sultat<\/strong><\/p>\n<p>Les r\u00e9sultats ont d\u00e9pass\u00e9 le seul p\u00e9rim\u00e8tre financier. Ils ont pos\u00e9 les bases d\u2019une adoption de l\u2019IA \u00e0 l\u2019\u00e9chelle de l\u2019entreprise. Ce qui avait commenc\u00e9 comme une initiative tactique s\u2019est transform\u00e9 en un mod\u00e8le d\u2019intelligence int\u00e9gr\u00e9e et \u00e9volutive pour l\u2019ensemble de l\u2019organisation.<\/p>\n<ul>\n<li>R\u00e9duction de la variance des pr\u00e9visions de 35 % \u00e0 7 %<\/li>\n<li>\u00c9limination de 85 % des t\u00e2ches manuelles de pr\u00e9vision<\/li>\n<li>Plus de 20 heures \u00e9conomis\u00e9es chaque semaine au sein des \u00e9quipes AP et Tr\u00e9sorerie<\/li>\n<li>Des d\u00e9cisions plus rapides et plus fiables<\/li>\n<li>Int\u00e9gration fluide dans les environnements SAP et ERP<\/li>\n<li>Renforcement de la confiance dans les donn\u00e9es financi\u00e8res utilis\u00e9es pour la planification et les n\u00e9gociations fournisseurs<\/li>\n<li>Validation d\u2019un mod\u00e8le \u00e9volutif pour l\u2019op\u00e9rationnalisation de l\u2019IA \u00e0 travers les diff\u00e9rentes unit\u00e9s m\u00e9tier<\/li>\n<\/ul>\n                                                    <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n                                            <div class=\"num-two-col__tile\">\r\n                                            <div class=\"num-two-col__number  num-two-col__number--rtl\">\r\n                            <h5>04<\/h5>\r\n                        <\/div>\r\n                                        <div class=\"num-two-col__content  num-two-col__content--rtl\">\r\n                        <div class=\"num-two-col__title\">\r\n                                                            <h3>Pourquoi Roboyo<\/h3>\r\n                                                    <\/div>\r\n                        <div class=\"num-two-col__text num-two-col__wysiwyg wysiwyg\">\r\n                                                            <p>Roboyo a \u00e9t\u00e9 choisi non seulement pour ses capacit\u00e9s techniques, mais aussi pour sa capacit\u00e9 \u00e0 traduire les ambitions de transformation des dirigeants en r\u00e9sultats op\u00e9rationnels \u00e9volutifs. D\u00e8s le premier jour, notre priorit\u00e9 a \u00e9t\u00e9 d\u2019int\u00e9grer l\u2019IA de mani\u00e8re \u00e0 g\u00e9n\u00e9rer une valeur imm\u00e9diate tout en posant les bases d\u2019une innovation durable.<\/p>\n<article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto [content-visibility:auto] supports-[content-visibility:auto]:[contain-intrinsic-size:auto_100lvh] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:200d432a-c67c-47c8-bb5d-44890f70b769-42\" data-testid=\"conversation-turn-86\" data-scroll-anchor=\"true\" data-turn=\"assistant\">\n<div class=\"\">\n<div class=\"text-base my-auto mx-auto [--thread-content-margin:--spacing(4)] thread-sm:[--thread-content-margin:--spacing(6)] thread-lg:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:100%] mx-auto flex-1 w-full max-w-full group\/turn-messages focus-visible:outline-hidden pb-[40px] relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\">\n<div class=\"flex max-w-full flex-col grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"28d406b2-77fa-46b7-b7df-0503055b5155\" data-message-model-slug=\"gpt-5-1\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\">\n<div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\">\n<p data-start=\"0\" data-end=\"55\" data-is-last-node=\"\" data-is-only-node=\"\"><strong data-start=\"26\" data-end=\"55\" data-is-last-node=\"\">Ce que nous avons livr\u00e9 :<\/strong><\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n<ul>\n<li><strong>Mod\u00e8les de pr\u00e9vision autonomes \u2013 <\/strong>Construits avec de l\u2019IA agentique et adapt\u00e9s aux \u00e9quipes financi\u00e8res<\/li>\n<li><strong>Expertise en ing\u00e9nierie d\u2019invites \u2013 <\/strong>Traduction de la logique m\u00e9tier r\u00e9elle en actions d\u2019IA adaptables<\/li>\n<li><strong>Int\u00e9gration native SAP \u2013 <\/strong>Alignement fluide avec l\u2019infrastructure financi\u00e8re existante<\/li>\n<li><strong>Gestion du changement et formation \u2013 <\/strong>Accompagnement int\u00e9gr\u00e9 des \u00e9quipes AP, Tr\u00e9sorerie et FP&amp;A<\/li>\n<li><strong>Optimisation continue \u2013 <\/strong>Am\u00e9liorations des pr\u00e9visions valid\u00e9es semaine apr\u00e8s semaine<\/li>\n<\/ul>\n<p data-start=\"50\" data-end=\"360\">Pour les dirigeants C-suite engag\u00e9s dans la transformation num\u00e9rique, cette initiative d\u00e9montre que l\u2019IA n\u2019a pas besoin d\u2019\u00eatre un projet d\u00e9mesur\u00e9. Elle peut \u00eatre op\u00e9rationnelle d\u00e8s aujourd\u2019hui, en commen\u00e7ant par des processus \u00e0 fort impact et en se d\u00e9ployant en toute confiance \u00e0 l\u2019\u00e9chelle de l\u2019entreprise.<\/p>\n<p data-start=\"362\" data-end=\"507\">Chez Roboyo, nous ne nous contentons pas de mettre en \u0153uvre l\u2019IA. Nous l\u2019op\u00e9rationnalisons pour g\u00e9n\u00e9rer un impact concret dans le monde r\u00e9el.<\/p>\n<p data-start=\"91\" data-end=\"146\"><strong data-start=\"91\" data-end=\"146\">Faisons de l\u2019automatisation un avantage strat\u00e9gique<\/strong><\/p>\n<article class=\"text-token-text-primary w-full focus:outline-none [--shadow-height:45px] has-data-writing-block:pointer-events-none has-data-writing-block:-mt-(--shadow-height) has-data-writing-block:pt-(--shadow-height) [&amp;:has([data-writing-block])&gt;*]:pointer-events-auto [content-visibility:auto] supports-[content-visibility:auto]:[contain-intrinsic-size:auto_100lvh] scroll-mt-[calc(var(--header-height)+min(200px,max(70px,20svh)))]\" dir=\"auto\" tabindex=\"-1\" data-turn-id=\"request-WEB:200d432a-c67c-47c8-bb5d-44890f70b769-48\" data-testid=\"conversation-turn-98\" data-scroll-anchor=\"true\" data-turn=\"assistant\">\n<div class=\"\">\n<div class=\"text-base my-auto mx-auto [--thread-content-margin:--spacing(4)] thread-sm:[--thread-content-margin:--spacing(6)] thread-lg:[--thread-content-margin:--spacing(16)] px-(--thread-content-margin)\">\n<div class=\"[--thread-content-max-width:100%] mx-auto flex-1 w-full max-w-full group\/turn-messages focus-visible:outline-hidden pb-[40px] relative flex w-full min-w-0 flex-col agent-turn\" tabindex=\"-1\">\n<div class=\"flex max-w-full flex-col grow\">\n<div class=\"min-h-8 text-message relative flex w-full flex-col items-end gap-2 text-start break-words whitespace-normal [.text-message+&amp;]:mt-1\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"e8d8a2c2-a1cf-45dc-ad65-4e4ac00a5427\" data-message-model-slug=\"gpt-5-1\">\n<div class=\"flex w-full flex-col gap-1 empty:hidden first:pt-[1px]\">\n<div class=\"markdown prose dark:prose-invert w-full break-words light markdown-new-styling\">\n<p data-start=\"148\" data-end=\"506\" data-is-last-node=\"\" data-is-only-node=\"\">D\u00e9ployer l\u2019automatisation \u00e0 grande \u00e9chelle demande plus que des outils. Il faut un partenaire capable de transformer une strat\u00e9gie de transformation en ex\u00e9cution concr\u00e8te. Si vous \u00eates pr\u00eat \u00e0 passer \u00e0 l\u2019\u00e9tape suivante, contactez-nous et d\u00e9couvrez comment l\u2019expertise de Roboyo en IA agentique et en automatisation peut vous aider \u00e0 g\u00e9n\u00e9rer un impact durable.<\/p>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/div>\n<\/article>\n                                                    <\/div>\r\n                    <\/div>\r\n                <\/div>\r\n                    <\/div>\r\n    <\/div>\r\n<\/section>\n\n<div aria-hidden=\"true\" class=\"appeal-spacer appeal-spacer--69e9fd3ca9bfb  appeal-spacer--transparent\">\r\n<style>\r\n\/* Ultrawide *\/\r\n.appeal-spacer--69e9fd3ca9bfb {\r\n    height: 50px;\r\n}\r\n\r\n\/* Desktop *\/\r\n@media (max-width: 1920px) {\r\n    .appeal-spacer--69e9fd3ca9bfb {\r\n        height: 50px;\r\n    }\r\n}\r\n\r\n\/* Laptop *\/\r\n@media (max-width: 1024px) {\r\n    .appeal-spacer--69e9fd3ca9bfb {\r\n        height: 25px;\r\n    }\r\n}\r\n\r\n\/* Mobile *\/\r\n@media (max-width: 767px) {\r\n    .appeal-spacer--69e9fd3ca9bfb {\r\n        height: 25px;\r\n    }\r\n}\r\n<\/style>\r\n<\/div>\r\n\n\n\r\n\r\n<section  data-horizontal-hide data-loaded class=\"cta cta--none cta--  async-load\" data-block=\"appeal\/cta\">\r\n    \r\n    <div class=\"cta__container container--edge-to-edge\">\r\n                    <h2 class=\"cta__title\">Passez au niveau sup\u00e9rieur. Maintenant.<\/h2>\r\n                        <div class=\"cta__button\">\r\n                            \n<a\n    class=\"cta__link modal-button link--dark link--dark-blue  link link--primary link--internal\"\n    href=\"#\"     aria-label=\"Contact Us: Contactez-nous\"    data-loaded\n>\n  <div>\n          <i><\/i>\n        <span>Contactez-nous<\/span>\n      <\/div>\n<\/a>                    <\/div>\r\n    <\/div>\r\n    <div class=\"cta__modal\">\r\n        \r\n    <\/div>\r\n<\/section>\n\n\n\n<section class=\"faqs-block faqs-block--small js-faqs-block-accordion\">\n  <div class=\"faqs-block__container container--1644\">\n        <h2 class=\"faqs-block__heading\">FAQs<\/h2>\n\n        <div class=\"faqs-block__faqs-items\">\n        <div class=\"faqs-block__item faqs faqs-block--small\" data-faqs-row=\"0\">\n        <h4 class=\"faqs__title\" data-faqs=\"0\"><span class=\"title\">Q: Cette solution peut-elle s\u2019int\u00e9grer \u00e0 notre syst\u00e8me SAP ou ERP actuel ?<\/span><\/h4>\n        \n        <div class=\"faqs__content\">\n            <div class=\"faqs__wrapper wysiwyg\">\n                <p>A: Oui, l\u2019agent est con\u00e7u pour s\u2019int\u00e9grer de mani\u00e8re fluide aux principaux syst\u00e8mes ERP tels que SAP, Oracle et Dynamics, sans perturber les workflows existants.<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n        <div class=\"faqs-block__item faqs faqs-block--small\" data-faqs-row=\"1\">\n        <h4 class=\"faqs__title\" data-faqs=\"1\"><span class=\"title\">Q: Quel type de donn\u00e9es l\u2019agent IA utilise-t-il pour \u00e9tablir ses pr\u00e9visions ?<\/span><\/h4>\n        \n        <div class=\"faqs__content\">\n            <div class=\"faqs__wrapper wysiwyg\">\n                <p>A: Il analyse les donn\u00e9es de factures, le comportement de paiement des fournisseurs et les cycles de paiement historiques afin de g\u00e9n\u00e9rer des pr\u00e9visions de flux de tr\u00e9sorerie en temps r\u00e9el, hautement pr\u00e9cises.<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n        <div class=\"faqs-block__item faqs faqs-block--small\" data-faqs-row=\"2\">\n        <h4 class=\"faqs__title\" data-faqs=\"2\"><span class=\"title\">Q: Quel est le niveau de pr\u00e9cision des pr\u00e9visions de sorties de tr\u00e9sorerie ?<\/span><\/h4>\n        \n        <div class=\"faqs__content\">\n            <div class=\"faqs__wrapper wysiwyg\">\n                <p>A: Nos mod\u00e8les d\u2019IA, construits sur la pr\u00e9vision de s\u00e9ries temporelles et des agents adaptatifs, r\u00e9duisent significativement la variance des pr\u00e9visions par rapport aux processus manuels bas\u00e9s sur des tableurs.<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n        <div class=\"faqs-block__item faqs faqs-block--small\" data-faqs-row=\"3\">\n        <h4 class=\"faqs__title\" data-faqs=\"3\"><span class=\"title\">Q: Comment cette solution am\u00e9liore-t-elle l\u2019efficacit\u00e9 op\u00e9rationnelle de l\u2019\u00e9quipe finance ?<\/span><\/h4>\n        \n        <div class=\"faqs__content\">\n            <div class=\"faqs__wrapper wysiwyg\">\n                <p>A: Elle \u00e9limine la pr\u00e9vision manuelle, r\u00e9duit la d\u00e9pendance aux tableurs sujets aux erreurs et lib\u00e8re les \u00e9quipes financi\u00e8res pour qu\u2019elles puissent se concentrer sur l\u2019optimisation strat\u00e9gique des flux de tr\u00e9sorerie.<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n        <div class=\"faqs-block__item faqs faqs-block--small\" data-faqs-row=\"4\">\n        <h4 class=\"faqs__title\" data-faqs=\"4\"><span class=\"title\">Q: En combien de temps cet agent de pr\u00e9vision peut-il \u00eatre d\u00e9ploy\u00e9 ?<\/span><\/h4>\n        \n        <div class=\"faqs__content\">\n            <div class=\"faqs__wrapper wysiwyg\">\n                <p>A: Nous pouvons d\u00e9ployer la solution en seulement quelques semaines, offrant imm\u00e9diatement des am\u00e9liorations de pr\u00e9vision et des gains d\u2019efficacit\u00e9 op\u00e9rationnelle.<\/p>\n            <\/div>\n        <\/div>\n    <\/div>\n    <\/div>  <\/div>\n<\/section>","protected":false},"featured_media":94666,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"case_study-category":[],"topic":[1116],"industry":[913],"function":[919],"class_list":["post-96878","case_study","type-case_study","status-publish","format-standard","has-post-thumbnail","hentry","topic-ai-fr","industry-biens-de-consommation-vente-au-detail","function-finances"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.8) - 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