{"id":30572,"date":"2025-09-03T17:17:32","date_gmt":"2025-09-03T17:17:32","guid":{"rendered":"https:\/\/www.tenthrevolution.com\/?p=30215"},"modified":"2025-10-08T10:26:21","modified_gmt":"2025-10-08T10:26:21","slug":"levolution-de-lintelligence-artificielle-avec-finops-et-une-infrastructure-plus-intelligente","status":"publish","type":"post","link":"https:\/\/stage.tenthrevolution.com\/fr\/data-ai\/scaling-ai-with-finops-and-smarter-infrastructure\/","title":{"rendered":"Faire \u00e9voluer l'IA avec FinOps et une infrastructure plus intelligente"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"30572\" class=\"elementor elementor-30572\" data-elementor-settings=\"{&quot;ha_cmc_init_switcher&quot;:&quot;no&quot;}\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12ebe0e e-flex e-con-boxed e-con e-parent\" data-id=\"12ebe0e\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9ceedc2 elementor-widget elementor-widget-text-editor\" data-id=\"9ceedc2\" 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;\"><strong>Alors que les organisations s'efforcent d'int\u00e9grer l'intelligence artificielle dans leurs op\u00e9rations, nombre d'entre elles constatent que le plus grand obstacle n'est pas la conception du mod\u00e8le, mais l'infrastructure.<\/strong> <\/span><\/p><p><span style=\"font-weight: 400;\">Les charges de travail de formation et d'inf\u00e9rence n\u00e9cessitent du mat\u00e9riel sp\u00e9cialis\u00e9, un r\u00e9seau \u00e0 large bande passante et une gouvernance qui s'\u00e9tend sur plusieurs nuages. Sans discipline, les co\u00fbts augmentent, la capacit\u00e9 devient impr\u00e9visible et les projets perdent leur cr\u00e9dibilit\u00e9 aupr\u00e8s des parties prenantes.<\/span><\/p><h2><b>La nouvelle \u00e9conomie de l'IA<\/b><\/h2><p><span style=\"font-weight: 400;\">Les dirigeants se posent de plus en plus souvent trois questions : Pourquoi les co\u00fbts de l'UGP sont-ils si impr\u00e9visibles ? Comment les budgets doivent-ils prendre en compte la formation par rapport \u00e0 l'inf\u00e9rence ? Et quelles structures de gouvernance peuvent g\u00e9rer la complexit\u00e9 multi-cloud et les exigences r\u00e9glementaires ?<\/span><\/p><p><span style=\"font-weight: 400;\">Ces d\u00e9fis d\u00e9coulent de changements fondamentaux dans l'\u00e9conomie de l'informatique d\u00e9mat\u00e9rialis\u00e9e :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Raret\u00e9 et co\u00fbt des GPU.<\/b><span style=\"font-weight: 400;\"> La demande d'acc\u00e9l\u00e9rateurs de la part des entreprises a explos\u00e9, ce qui a fait grimper les prix. Le surprovisionnement fait perdre des millions, tandis que le sous-provisionnement risque d'interrompre des projets critiques.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Formation ou inf\u00e9rence.<\/b><span style=\"font-weight: 400;\"> La formation n\u00e9cessite de grandes quantit\u00e9s de calcul sur une p\u00e9riode limit\u00e9e, tandis que les charges de travail d'inf\u00e9rence sont continues et sensibles \u00e0 la latence. Chaque phase introduit une dynamique unique en termes de co\u00fbts et de performances.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Gravit\u00e9 des donn\u00e9es.<\/b><span style=\"font-weight: 400;\"> Le d\u00e9placement d'importants ensembles de donn\u00e9es de formation entre fournisseurs ou entre pays entra\u00eene des frais g\u00e9n\u00e9raux et des risques de non-conformit\u00e9.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Demande de pointe.<\/b><span style=\"font-weight: 400;\"> L'exp\u00e9rimentation de l'IA produit souvent des pics de charge de travail irr\u00e9guliers que les mod\u00e8les de budg\u00e9tisation traditionnels ne peuvent pas prendre en compte.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Pour de nombreuses entreprises, ces facteurs se combinent pour cr\u00e9er des co\u00fbts impr\u00e9visibles et des inefficacit\u00e9s op\u00e9rationnelles qui compromettent l'adoption de l'IA.<\/span><\/p><p>Les entreprises qui adoptent FinOps pour l'IA ont besoin de personnes qui comprennent \u00e0 la fois l'orchestration technique et la responsabilit\u00e9 financi\u00e8re. <strong>Le groupe Tenth Revolution vous aide \u00e0 embaucher des professionnels<\/strong> avec cette rare combinaison de comp\u00e9tences.<\/p><h2><b>La r\u00e9ponse FinOps<\/b><\/h2><p><span style=\"font-weight: 400;\">FinOps a longtemps consist\u00e9 \u00e0 r\u00e9unir la finance, l'ing\u00e9nierie et les op\u00e9rations pour cr\u00e9er de la responsabilit\u00e9. \u00c0 l'\u00e8re de l'IA, la discipline \u00e9volue pour r\u00e9pondre \u00e0 de nouvelles demandes :<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Strat\u00e9gies de r\u00e9partition de la charge de travail<\/b><span style=\"font-weight: 400;\"> qui \u00e9valuent les options de nuage public, de nuage souverain et sur site pour les charges de travail sensibles.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Attribution des co\u00fbts et r\u00e9trofacturation<\/b><span style=\"font-weight: 400;\"> de sorte que l'utilisation du GPU soit suivie par \u00e9quipe, par mod\u00e8le ou par produit, ce qui permet de relier les d\u00e9penses \u00e0 la valeur de l'entreprise.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Mesures de durabilit\u00e9<\/b><span style=\"font-weight: 400;\"> alors que les r\u00e9gulateurs et les investisseurs se concentrent sur la consommation d'\u00e9nergie et les rapports sur le carbone.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>S\u00e9curit\u00e9 et souverainet\u00e9 \u00e0 dessein<\/b><span style=\"font-weight: 400;\"> pour satisfaire aux r\u00e8gles de r\u00e9sidence sans sacrifier les performances.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Les entreprises qui adoptent ces pratiques peuvent aligner les d\u00e9cisions relatives \u00e0 l'infrastructure d'IA sur la strat\u00e9gie de l'entreprise au lieu de les consid\u00e9rer comme des choix purement techniques.<\/span><\/p><h2><b>Mesures pratiques pour les dirigeants<\/b><\/h2><p><span style=\"font-weight: 400;\">Les dirigeants qui veulent \u00e9viter que les projets d'IA ne soient bloqu\u00e9s doivent int\u00e9grer la discipline en mati\u00e8re d'infrastructure dans leur planification strat\u00e9gique. Les actions cl\u00e9s sont les suivantes :<\/span><\/p><ol><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cr\u00e9er une couche d'observabilit\u00e9 des co\u00fbts de l'IA.<\/b><span style=\"font-weight: 400;\"> Allez au-del\u00e0 des tableaux de bord de facturation et reliez directement les d\u00e9penses aux charges de travail et aux r\u00e9sultats.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Adopter une gouvernance multi-cloud.<\/b><span style=\"font-weight: 400;\"> \u00c9tablir des politiques claires pour le placement de la charge de travail, la sortie des donn\u00e9es et la redondance.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Repenser la construction par rapport \u00e0 l'achat.<\/b><span style=\"font-weight: 400;\"> D\u00e9cidez quand vous devez vous appuyer sur des GPU lou\u00e9s pour plus d'agilit\u00e9 et quand des clusters priv\u00e9s offrent la souverainet\u00e9 et le contr\u00f4le des co\u00fbts.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Aligner les incitations entre les \u00e9quipes.<\/b><span style=\"font-weight: 400;\"> Cr\u00e9er un conseil FinOps qui concilie le besoin de rapidit\u00e9 des data scientists avec le besoin de pr\u00e9visibilit\u00e9 de la finance et le r\u00f4le de contr\u00f4le de la conformit\u00e9.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Planifier la pr\u00e9paration \u00e0 la r\u00e9glementation.<\/b><span style=\"font-weight: 400;\"> Int\u00e9grer la souverainet\u00e9 et l'auditabilit\u00e9 dans l'architecture afin de se pr\u00e9parer \u00e0 la loi europ\u00e9enne sur l'IA, \u00e0 la loi sur les services num\u00e9riques et aux nouvelles lois am\u00e9ricaines.<\/span><\/li><\/ol><p>Si l'infrastructure est devenue le v\u00e9ritable goulot d'\u00e9tranglement de la mise \u00e0 l'\u00e9chelle de l'IA, <strong>Le groupe Tenth Revolution peut fournir les experts FinOps et cloud.<\/strong> qui transforment le contr\u00f4le des co\u00fbts en avantage concurrentiel.<\/p><h2><b>Exemples sur le terrain<\/b><\/h2><p><span style=\"font-weight: 400;\">Cette approche donne d\u00e9j\u00e0 des r\u00e9sultats dans plusieurs secteurs d'activit\u00e9.<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Services financiers<\/b><span style=\"font-weight: 400;\"> Les entreprises utilisent des cadres FinOps pour g\u00e9rer les co\u00fbts des GPU pour la d\u00e9tection des fraudes tout en r\u00e9pondant aux exigences d'audit.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Soins de sant\u00e9<\/b><span style=\"font-weight: 400;\"> s'appuient sur des grappes de nuages souverains pour prot\u00e9ger les donn\u00e9es des patients tout en permettant des diagnostics \u00e9volutifs.<\/span><p>\u00a0<\/p><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><b>Commerce de d\u00e9tail et logistique<\/b><span style=\"font-weight: 400;\"> Les organisations utilisent FinOps pour contr\u00f4ler les pics saisonniers dans les pr\u00e9visions de la demande aliment\u00e9es par l'IA.<\/span><p>\u00a0<\/p><\/li><\/ul><p><span style=\"font-weight: 400;\">Ces exemples montrent comment la gouvernance financi\u00e8re favorise l'innovation en assurant la pr\u00e9visibilit\u00e9 et le contr\u00f4le.<\/span><\/p><h2><b>De la ma\u00eetrise des co\u00fbts \u00e0 l'avantage concurrentiel<\/b><\/h2><p><span style=\"font-weight: 400;\">Certains consid\u00e8rent encore les FinOps comme un m\u00e9canisme de contr\u00f4le des co\u00fbts. En r\u00e9alit\u00e9, il s'agit d'un catalyseur strat\u00e9gique. Une infrastructure d'IA efficace acc\u00e9l\u00e8re l'exp\u00e9rimentation, r\u00e9duit les obstacles \u00e0 la mise \u00e0 l'\u00e9chelle g\u00e9ographique et renforce la r\u00e9silience face aux perturbations de la r\u00e9glementation ou de la cha\u00eene d'approvisionnement.<\/span><\/p><p><span style=\"font-weight: 400;\">Les entreprises qui seront en t\u00eate ne seront pas n\u00e9cessairement celles qui poss\u00e8dent les plus grandes grappes de GPU, mais celles qui g\u00e8rent leurs ressources avec le plus d'intelligence et de pr\u00e9voyance.<\/span><\/p>\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-2c3d331 e-flex e-con-boxed e-con e-parent\" data-id=\"2c3d331\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;_ha_eqh_enable&quot;:false}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6759831 elementor-widget elementor-widget-heading\" data-id=\"6759831\" 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\"><b>\u00a0Vous avez besoin de talents en mati\u00e8re de cloud et de donn\u00e9es capables d'optimiser les d\u00e9penses en GPU, de g\u00e9rer des strat\u00e9gies multi-cloud et de renforcer vos capacit\u00e9s FinOps ? <\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-754871f elementor-widget elementor-widget-text-editor\" data-id=\"754871f\" 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;\">Nous vous mettrons en contact avec des talents technologiques de confiance, capables de concilier innovation, rentabilit\u00e9 et conformit\u00e9.<\/span><\/p>\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-b3cd973 elementor-align-center elementor-widget elementor-widget-button\" data-id=\"b3cd973\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.tenthrevolution.com\/services\/finding-talent\/\" target=\"_blank\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Trouvez votre prochaine grande embauche<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\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\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>D\u00e9couvrez comment les FinOps, l'orchestration GPU et les strat\u00e9gies cloud aident les entreprises \u00e0 contr\u00f4ler les co\u00fbts de l'IA, \u00e0 atteindre les objectifs de conformit\u00e9 et \u00e0 mettre \u00e0 l'\u00e9chelle la formation et l'inf\u00e9rence.<\/p>","protected":false},"author":2,"featured_media":30678,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[74],"tags":[],"class_list":["post-30572","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Scaling AI with FinOps: Smarter infrastructure for enterprises<\/title>\n<meta name=\"description\" content=\"Learn how FinOps, GPU orchestration, and cloud strategies help enterprises control AI costs, meet compliance goals, and scale training and inference.\" 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