{"id":3361,"date":"2026-10-22T06:59:07","date_gmt":"2026-10-22T11:59:07","guid":{"rendered":"https:\/\/accendoassociates.com\/?p=3361"},"modified":"2026-10-22T07:00:46","modified_gmt":"2026-10-22T12:00:46","slug":"lowering-the-cost-of-serving-clients-with-shared-ai-infrastructure","status":"publish","type":"post","link":"https:\/\/accendoassociates.com\/fr\/lowering-the-cost-of-serving-clients-with-shared-ai-infrastructure\/","title":{"rendered":"R\u00e9duire les co\u00fbts de la prestation de services aux clients gr\u00e2ce \u00e0 une infrastructure d'IA partag\u00e9e"},"content":{"rendered":"<p class=\"wp-block-paragraph\"><em>Les pr\u00eateurs, les assureurs et les entreprises agricoles du m\u00eame pays d\u00e9pensent tous les m\u00eames sommes pour cr\u00e9er des bases d\u2019IA similaires. La construction de ces \u00e9l\u00e9ments communs permettra \u00e0 ces derniers de mieux servir les petits agriculteurs et les petites entreprises, \u00e0 moindre co\u00fbt, tout en conservant le contr\u00f4le de leurs clients, de leurs donn\u00e9es et de leurs d\u00e9cisions.<\/em><\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Premier \u00e9pisode d'une s\u00e9rie de quatre parties <a href=\"https:\/\/accendoassociates.com\/fr\/\">Accendo Associates<\/a> et les <a href=\"https:\/\/www.microsave.net\/\">MSC (MicroSave Consulting)<\/a>, tous deux cofondateurs de <a href=\"https:\/\/allianceforinclusive.ai\">Alliance de l\u2019IA inclusive<\/a>.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">Prenez Malti, une vendeuse de l\u00e9gumes dans une ville du march\u00e9 en Inde. Elle a besoin d\u2019un petit pr\u00eat pour acheter des produits avant la saison de pointe. Elle tient ses comptes dans un carnet, est pay\u00e9e principalement en esp\u00e8ces et parle une langue que les syst\u00e8mes de ses pr\u00eateurs ne peuvent pas lire. Les visites sur place pour la servir lui ajoutent des frais que l\u2019int\u00e9r\u00eat de son pr\u00eat ne peut pas couvrir, donc elle est refus\u00e9e ou elle re\u00e7oit un cr\u00e9dit \u00e0 des conditions plus strictes.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Un agriculteur laitier au Kenya, un producteur de caf\u00e9 en Colombie et un propri\u00e9taire d\u2019un magasin de sari-sari aux Philippines rencontrent le m\u00eame obstacle. L\u2019intelligence artificielle (IA) peut le r\u00e9duire en lisant un livre comptable manuscrit \u00e0 partir d\u2019une photo, en r\u00e9pondant dans les langues locales et en donnant au pr\u00eateur une vision plus claire du risque. Pour faire cela correctement, il faut que quatre types d\u2019IA travaillent ensemble ; aucun fournisseur ne propose tous ces types. Nous proposons de construire cette base une fois, en tant que bien commun ouvert, et de rechercher des partenaires pour la financer.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">L'IA peut aider les clients \u00e0 mieux g\u00e9rer, acheter et vendre leurs actifs.<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Seuls 56% adultes dans les pays \u00e0 faible et moyen revenu sont capables de collecter des fonds d'urgence dans un d\u00e9lai de 30 jours, selon les donn\u00e9es de l'organisation. <a href=\"https:\/\/www.cgap.org\/blog\/findex-2025-why-financial-inclusion-needs-to-be-more-responsible\">Global Findex 2025<\/a>, et les petites entreprises des march\u00e9s \u00e9mergents sont confront\u00e9es \u00e0 <a href=\"https:\/\/www.ifc.org\/en\/insights-reports\/2025\/gpfi-action-plan-for-msme-financing\">Forte lacune de cr\u00e9dit de 5,7 trillions de dollars am\u00e9ricains<\/a> (Estimation de SME Finance Forum et de la IFC, 2019). En plus de la d\u00e9cision de pr\u00eat, l\u2019IA peut aider ces entreprises \u00e0 fonctionner mieux, \u00e0 acheter mieux et \u00e0 vendre mieux en identifiant des fournisseurs moins co\u00fbteux, en tirant profit d\u2019incitations gouvernementales et en attirant de nouveaux acheteurs. La r\u00e9ussite de chaque outil d\u00e9pend de l\u2019am\u00e9lioration de la sant\u00e9 financi\u00e8re, des revenus et de la r\u00e9silience du client.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Quatre capacit\u00e9s d\u2019IA doivent collaborer pour servir les clients de mani\u00e8re efficace.<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li class=\"\"><strong>Raisonnement g\u00e9n\u00e9ral pour prendre des d\u00e9cisions \u00e9clair\u00e9es :<\/strong> Le client re\u00e7oit des conseils pour g\u00e9rer son entreprise et des r\u00e9ponses claires \u00e0 ses questions. Le personnel du prestataire traite les demandes et fournit des r\u00e9ponses en quelques secondes.<\/li>\n\n\n\n<li class=\"\"><strong>Langue locale et documents pour surmonter les barri\u00e8res linguistiques :<\/strong> Le client re\u00e7oit des conseils dans sa propre langue, par message texte ou voix, m\u00eame sur un t\u00e9l\u00e9phone de base avec un signal faible. Le prestataire lit un formulaire manuscrit sans le r\u00e9\u00e9crire.<\/li>\n\n\n\n<li class=\"\"><strong>Analyse du domaine, pour une compr\u00e9hension pratique :<\/strong> Les mod\u00e8les plus petits et sp\u00e9cifiques au domaine analysent les cha\u00eenes d\u2019approvisionnement, les prix du march\u00e9 ou les pr\u00e9cipitations et le sol. Le client apprend ce qu\u2019il faut planter, et quand et o\u00f9 vendre. Le fournisseur voit les risques de mani\u00e8re plus claire.<\/li>\n\n\n\n<li class=\"\"><strong>Des d\u00e9cisions tra\u00e7ables pour la transparence et la responsabilit\u00e9<\/strong>Le client obtient une raison qu'elle peut comprendre et une mani\u00e8re de contester une d\u00e9cision qu'elle juge erron\u00e9e. Le prestataire tient un registre que son superviseur peut v\u00e9rifier.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">Aucun fournisseur ne propose tous ces outils. Les outils de raisonnement les plus performants sont lou\u00e9s aupr\u00e8s d'entreprises mondiales, sont d\u00e9velopp\u00e9s \u00e0 l'ext\u00e9rieur de la plupart de ces pays et fonctionnent le mieux en anglais. Les outils linguistiques locaux s'am\u00e9liorent gr\u00e2ce \u00e0 des efforts r\u00e9gionaux tels que <a href=\"https:\/\/www.sarvam.ai\/blogs\/sarvam-30b-105b\">Sarvam<\/a> En Inde, <a href=\"https:\/\/sea-lion.ai\/\">SEA-LION<\/a> dans toute l\u2019Asie du Sud-Est, et <a href=\"https:\/\/www.latamgpt.org\/en\">Latam-GPT<\/a> du Chili. Pourtant, comme le montrent les travaux de terrain de MSC, lire l\u2019\u00e9criture manuscrite dans une \u00e9criture locale ou r\u00e9pondre \u00e0 une question par la voix dans la plupart des langues africaines n\u2019est pas encore fiable. Les mod\u00e8les sp\u00e9cifiques \u00e0 un domaine ou les \u201c petits mod\u00e8les d\u2019intelligence artificielle \u201d con\u00e7us pour une utilisation particuli\u00e8re n\u00e9cessitent des donn\u00e9es locales. Les d\u00e9cisions tracables exigent que le fournisseur conserve les preuves, les r\u00e8gles et les versions du mod\u00e8le qui sous-tendent une d\u00e9cision, afin que le client ou le r\u00e9gulateur puissent comprendre comment cette d\u00e9cision a \u00e9t\u00e9 prise.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Tr\u00e8s peu de fournisseurs disposent du personnel n\u00e9cessaire pour g\u00e9rer et maintenir ces syst\u00e8mes en interne.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Une couche de confiance permet \u00e0 un fournisseur de combiner des fournisseurs et de conserver le contr\u00f4le.<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Notre conception place une couche de routage et de contr\u00f4le IA entre le fournisseur et chaque syst\u00e8me IA qu\u2019il utilise ; chaque fournisseur poss\u00e8de sa propre couche. Imaginez-le comme un tableau de bord dot\u00e9 d\u2019un code de r\u00e8gles. Chaque appel provenant du personnel, des syst\u00e8mes et des applications passe par cette couche ; de m\u00eame que toutes les demandes provenant d\u2019un t\u00e9l\u00e9phone que le dispositif ne peut pas traiter. Pour chaque demande, la couche d\u00e9cide de deux choses : ce que le syst\u00e8me IA peut voir et ce qu\u2019il peut faire.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Lorsque un mod\u00e8le n\u00e9cessite des contextes, tels que les informations d\u2019un client, la politique de cr\u00e9dit du fournisseur ou un formulaire num\u00e9ris\u00e9, la couche les r\u00e9cup\u00e8re sous les autorisations du fournisseur. Les donn\u00e9es identifiantes des clients ne sont transmises qu\u2019aux mod\u00e8les ex\u00e9cut\u00e9s dans le pays, et les identifiants sont supprim\u00e9s avant que quelque chose ne soit envoy\u00e9 \u00e0 l\u2019\u00e9tranger. Lorsqu\u2019un mod\u00e8le doit agir, comme v\u00e9rifier un solde ou consulter un score aupr\u00e8s d\u2019un bureau d\u2019information, il le fait via la couche, jamais directement. Le fournisseur r\u00e9dige les r\u00e8gles de mani\u00e8re que leur interpr\u00e9tation soit possible par son superviseur, et la couche enregistre toutes les questions, r\u00e9ponses et actions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les mod\u00e8les utilis\u00e9s pour les d\u00e9cisions commerciales, tels que le scoring de cr\u00e9dit, restent dans l\u2019environnement du fournisseur et alimentent ses propres moteurs d\u00e9cisionnels. Sur les t\u00e9l\u00e9phones des agents et des clients, le travail se d\u00e9roule sur le dispositif o\u00f9 cela est possible, m\u00eame hors ligne, comme le fait d\u00e9j\u00e0 la plateforme x-VOX de MSC. Seul ce que le dispositif ne peut pas faire atteint la couche sup\u00e9rieure.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"4371\" height=\"3237\" loading=\"lazy\" src=\"https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?fit=1024%2C758&amp;ssl=1\" alt=\"\" class=\"wp-image-3383\" srcset=\"https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?w=4371&amp;ssl=1 4371w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?resize=300%2C222&amp;ssl=1 300w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?resize=767%2C568&amp;ssl=1 767w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?resize=1536%2C1138&amp;ssl=1 1536w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?resize=1024%2C758&amp;ssl=1 1024w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?w=16&amp;ssl=1 16w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?w=2600&amp;ssl=1 2600w, https:\/\/i0.wp.com\/accendoassociates.com\/wp-content\/uploads\/2026\/10\/Graphics_MSC_Accendo_high_resolution.png?w=3900&amp;ssl=1 3900w\" sizes=\"auto, (max-width: 1300px) 100vw, 1300px\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Comme toutes les communications passent par un seul endroit, le fournisseur peut changer de fournisseur \u00e0 mesure que la technologie, les prix et les r\u00e9glementations \u00e9voluent, \u00e0 condition que la licence du nouveau syst\u00e8me permette une utilisation commerciale, ce qui n\u2019est pas le cas pour certains mod\u00e8les ouverts, comme <a href=\"https:\/\/huggingface.co\/lelapa\/InkubaLM-0.4B\">InkubaLM<\/a>, Ne pas le faire. Bien que construire ce mod\u00e8le soit une chose, le faire fonctionner est l\u00e0 o\u00f9 de nombreux fournisseurs auront des difficult\u00e9s.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Cr\u00e9ez les parties communes une fois.<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">Prenons 12 fournisseurs de services financiers dans un seul pays. Ils partagent un superviseur, un syst\u00e8me d\u2019identit\u00e9, un r\u00e9seau de paiement et un ensemble de langues, mais chacun construit les m\u00eames connexions, les m\u00eames outils linguistiques et les m\u00eames tests en toute ind\u00e9pendance. Chaque entreprise finance toujours ses activit\u00e9s en tirant profit de ses propres ressources financi\u00e8res, et sans preuves concr\u00e8tes de rentabilit\u00e9, la plupart des conseils d\u2019administration attendent. Peu de capitaux ext\u00e9rieurs comblent le d\u00e9ficit. En septembre 2026, l\u2019inclusion financi\u00e8re et l\u2019agriculture ont re\u00e7u 445 millions de dollars dans 12 pays, sur un total de 90 milliards de dollars en capitaux d\u2019IA recens\u00e9s par <a href=\"https:\/\/accendoassociates.com\/fr\/capital-flows-map\/\">Carte des flux de capitaux d'Accendo<\/a> sur les march\u00e9s \u00e9mergents. Cela repr\u00e9sente une demi-centime sur chaque dollar, et presque tout cela est all\u00e9 \u00e0 des entreprises individuelles.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Nous proposons de cr\u00e9er un espace public ouvert, d\u00e9tenu par une organisation \u00e0 but non lucratif, qui publie trois \u00e9l\u00e9ments : un mod\u00e8le de conception ouvert pour la couche, des outils dans des langues locales, et des mod\u00e8les sp\u00e9cifiques au domaine avec des poids ouverts que tout le monde peut inspecter. Chaque fournisseur les impl\u00e9mente localement sur ses propres syst\u00e8mes, selon ses propres r\u00e8gles, et les adapte \u00e0 son propre march\u00e9. Les fournisseurs obtiennent ainsi des co\u00fbts plus faibles, des r\u00e9sultats comparables avant de s\u2019engager, et des normes communes qui leur permettent de changer de fournisseur sans compromettre leur responsabilit\u00e9 vis-\u00e0-vis de leur superviseur.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Les subventions permettraient de construire les infrastructures communes, et les frais d\u2019adh\u00e9sion permetteraient de les maintenir. Nous recherchons des partenaires financiers qui soutiennent l\u2019infrastructure partag\u00e9e et nous souhaitons entendre des fournisseurs, des vendeurs et des responsables qui per\u00e7oivent le probl\u00e8me diff\u00e9remment.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Malti, la vendeuse de l\u00e9gumes, ne verra jamais la couche de routage et de contr\u00f4le de l\u2019IA. Elle verra un pr\u00eateur qui pourra lire son carnet de notes, r\u00e9pondre \u00e0 ses questions dans sa propre langue et proposer des conditions adapt\u00e9es \u00e0 son activit\u00e9. Une base commune rend cela abordable pour tous les prestataires dans son pays.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">C\u2019est la premi\u00e8re de quatre parties. La deuxi\u00e8me partie approfondit l\u2019architecture : le jardin clos et d\u00e9fendu qui d\u00e9termine ce que poss\u00e8de un fournisseur et ce qu\u2019il loue, comment le syst\u00e8me fonctionne sur les appareils et comment les biens communs sont g\u00e9r\u00e9s et financ\u00e9s. La troisi\u00e8me partie examine les risques, notamment les mod\u00e8les partag\u00e9s qui \u00e9chouent ensemble, et comment la conception r\u00e9pond \u00e0 ces probl\u00e8mes. La quatri\u00e8me partie pr\u00e9sente des questions sp\u00e9cifiques aux bailleurs de fonds, aux superviseurs et aux fournisseurs, ainsi qu\u2019\u00e0 un premier groupe de fournisseurs dans un seul pays.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Plus d'informations \u00e0 venir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><a id=\"_msocom_1\"><\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>Une infrastructure commune en mati\u00e8re d'IA, une \u00ab AI Commons \u00bb, pourrait aider les pr\u00eateurs, les assureurs et les entreprises agricoles \u00e0 r\u00e9duire leurs co\u00fbts et \u00e0 mieux servir les petites entreprises et les agriculteurs.<\/p>","protected":false},"author":2,"featured_media":3382,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"nf_dc_page":"","_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","_EventAllDay":false,"_EventTimezone":"","_EventStartDate":"","_EventEndDate":"","_EventStartDateUTC":"","_EventEndDateUTC":"","_EventShowMap":false,"_EventShowMapLink":false,"_EventURL":"","_EventCost":"","_EventCostDescription":"","_EventCurrencySymbol":"","_EventCurrencyCode":"","_EventCurrencyPosition":"","_EventDateTimeSeparator":"","_EventTimeRangeSeparator":"","_EventOrganizerID":[],"_EventVenueID":[],"_OrganizerEmail":"","_OrganizerPhone":"","_OrganizerWebsite":"","_VenueAddress":"","_VenueCity":"","_VenueCountry":"","_VenueProvince":"","_VenueState":"","_VenueZip":"","_VenuePhone":"","_VenueURL":"","_VenueStateProvince":"","_VenueLat":"","_VenueLng":"","_VenueShowMap":false,"_VenueShowMapLink":false,"_kadence_starter_templates_imported_post":false,"_swpsp_post_exclude":false,"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","nfd_image_url":"","nfd_onboarding_generated":"","footnotes":""},"categories":[36],"tags":[59,67,64,68,66],"class_list":["post-3361","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insights","tag-artificial-intelligence","tag-local-llms","tag-responsible-ai","tag-shared-ai","tag-small-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Lowering the Cost of Serving Clients with Shared AI Infrastructure - accendo associates<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/accendoassociates.com\/fr\/lowering-the-cost-of-serving-clients-with-shared-ai-infrastructure\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Lowering the Cost of Serving Clients with Shared AI Infrastructure - accendo associates\" \/>\n<meta property=\"og:description\" content=\"A shared AI infrastructure, an AI Commons, could help lenders, insurers, and agricultural businesses lower costs and serve small businesses and farmers better.\" \/>\n<meta property=\"og:url\" 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