{"id":31718,"date":"2026-06-18T22:04:23","date_gmt":"2026-06-18T22:04:23","guid":{"rendered":"https:\/\/thecloud.group\/?p=31718"},"modified":"2026-06-18T22:29:19","modified_gmt":"2026-06-18T22:29:19","slug":"observabilite-llms-la-metrique-que-personne-ne-mesure-et-qui-pourrait-sauver-votre-projet-dia","status":"publish","type":"post","link":"https:\/\/thecloud.group\/fr\/observabilidad-de-llms-la-metrica-que-nadie-esta-midiendo-y-que-podria-salvar-tu-proyecto-de-ia\/","title":{"rendered":"Observabilit\u00e9 LLM\u00a0: La m\u00e9trique que personne ne mesure et qui pourrait sauver votre projet d\u2019IA"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"31718\" class=\"elementor elementor-31718\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-cfd484e elementor-section-stretched elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"cfd484e\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;tilt&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M0,6V0h1000v100L0,6z\"\/>\n<\/svg>\t\t<\/div>\n\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-64f4c56\" data-id=\"64f4c56\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-72fca4b elementor-hidden-mobile elementor-widget elementor-widget-image\" data-id=\"72fca4b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/elementor\/thumbs\/logo-pd8scx7e21qrxkwrdlcuh7c8eeq4vmzqsjri81k6ps.png\" title=\"logo\" alt=\"logo\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-a76af51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a76af51\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-cf15d65\" data-id=\"cf15d65\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-e993978 elementor-widget elementor-widget-heading\" data-id=\"e993978\" 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<h1 class=\"elementor-heading-title elementor-size-default\">Observabilit\u00e9 LLM\u00a0: La m\u00e9trique que personne ne mesure et qui pourrait sauver votre projet d\u2019IA<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c047b73 elementor-widget elementor-widget-heading\" data-id=\"c047b73\" 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<h1 class=\"elementor-heading-title elementor-size-default\">18 juin 2026<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-5d61be3 e-flex e-con-boxed e-con e-parent\" data-id=\"5d61be3\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d8f7c5 elementor-widget elementor-widget-heading\" data-id=\"2d8f7c5\" 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\">Les entreprises mettent en \u0153uvre l&#039;IA plus vite qu&#039;elles ne peuvent la contr\u00f4ler.\n<\/h2>\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-43acffb e-flex e-con-boxed e-con e-parent\" data-id=\"43acffb\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5b2d83 elementor-widget elementor-widget-text-editor\" data-id=\"a5b2d83\" 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 data-start=\"627\" data-end=\"910\">L&#039;adoption de l&#039;intelligence artificielle progresse \u00e0 un rythme sans pr\u00e9c\u00e9dent. Chaque semaine, de nouvelles plateformes, des agents intelligents, des assistants m\u00e9tiers et des solutions bas\u00e9es sur des mod\u00e8les de langage font leur apparition, promettant de transformer la productivit\u00e9 des organisations.<\/p><p data-start=\"912\" data-end=\"1032\">La plupart des entreprises concentrent leurs efforts sur une seule question\u00a0: comment mettre en \u0153uvre l\u2019IA le plus rapidement possible\u00a0?<\/p><p data-start=\"1034\" data-end=\"1104\">Cependant, rares sont ceux qui posent une question bien plus importante\u00a0:<\/p><p data-start=\"1106\" data-end=\"1191\"><strong data-start=\"1106\" data-end=\"1191\">Comment saurons-nous si notre IA fonctionne correctement dans six mois ?<\/strong><\/p><p data-start=\"1193\" data-end=\"1310\">Cette question para\u00eet simple, mais elle repr\u00e9sente l&#039;un des plus grands d\u00e9fis auxquels est actuellement confront\u00e9e l&#039;industrie technologique.<\/p><p data-start=\"1312\" data-end=\"1579\">Depuis des ann\u00e9es, les entreprises ont appris \u00e0 surveiller les applications, les serveurs, les bases de donn\u00e9es et les syst\u00e8mes d&#039;entreprise. Elles savaient comment mesurer la disponibilit\u00e9, les performances, la consommation de ressources et les erreurs op\u00e9rationnelles. Mais les mod\u00e8les de langage fonctionnent diff\u00e9remment.<\/p><p data-start=\"1581\" data-end=\"1883\">Un expert en droit peut r\u00e9pondre correctement pendant des semaines, puis commencer \u00e0 faire des erreurs sans que personne ne s&#039;en aper\u00e7oive. Il peut fournir d&#039;excellentes r\u00e9ponses \u00e0 certains utilisateurs et de pi\u00e8tres r\u00e9sultats \u00e0 d&#039;autres. Il peut consommer plus de ressources que pr\u00e9vu ou produire des informations erron\u00e9es en toute confiance.<\/p><p data-start=\"1885\" data-end=\"2016\">C\u2019est l\u00e0 qu\u2019intervient un concept qui prend une importance croissante dans le monde des affaires\u00a0: l\u2019observabilit\u00e9 des LLM.<\/p><p data-start=\"2018\" data-end=\"2166\">Et pour de nombreuses organisations, cette capacit\u00e9 fera la diff\u00e9rence entre une mise en \u0153uvre r\u00e9ussie de l&#039;IA et un probl\u00e8me op\u00e9rationnel difficile \u00e0 ma\u00eetriser.<\/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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2f9856da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2f9856da\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-12b89ad8\" data-id=\"12b89ad8\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-30fd7bef elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"30fd7bef\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-54308f1a\" data-id=\"54308f1a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-561f661 elementor-widget elementor-widget-heading\" data-id=\"561f661\" 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\">Qu\u2019est-ce que l\u2019observabilit\u00e9 LLM et pourquoi est-elle devenue si importante\u00a0?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ec288ca elementor-widget elementor-widget-text-editor\" data-id=\"4ec288ca\" 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 data-start=\"2248\" data-end=\"2444\">L&#039;observabilit\u00e9 des LLM (Large Language Models) est la capacit\u00e9 de surveiller, d&#039;analyser et de comprendre le comportement des mod\u00e8les d&#039;intelligence artificielle lorsqu&#039;ils fonctionnent dans des environnements r\u00e9els.<\/p><p data-start=\"2446\" data-end=\"2508\">En termes simples, cela signifie \u00eatre capable de r\u00e9pondre \u00e0 des questions comme\u00a0:<\/p><ul data-start=\"2510\" data-end=\"2757\"><li data-section-id=\"bfbobw\" data-start=\"2510\" data-end=\"2556\">Que fait r\u00e9ellement notre mod\u00e8le ?<\/li><li data-section-id=\"1943gt6\" data-start=\"2557\" data-end=\"2600\">Pourquoi a-t-il r\u00e9agi de cette mani\u00e8re ?<\/li><li data-section-id=\"uhvylg\" data-start=\"2601\" data-end=\"2640\">Leurs r\u00e9ponses sont-elles exactes ?<\/li><li data-section-id=\"15wsyuy\" data-start=\"2641\" data-end=\"2667\">Est-ce que cela g\u00e9n\u00e8re des erreurs ?<\/li><li data-section-id=\"178t8en\" data-start=\"2668\" data-end=\"2708\">La consommation de jetons est-elle en augmentation\u00a0?<\/li><li data-section-id=\"1ftd1x5\" data-start=\"2709\" data-end=\"2757\">Ses performances se d\u00e9gradent-elles avec le temps\u00a0?<\/li><\/ul><p data-start=\"2759\" data-end=\"3042\">Pendant longtemps, les entreprises ont cru qu&#039;il suffisait de connecter un mod\u00e8le d&#039;IA \u00e0 leurs syst\u00e8mes et de l&#039;utiliser. Cependant, \u00e0 mesure que ces technologies ont commenc\u00e9 \u00e0 s&#039;int\u00e9grer aux processus critiques, il est devenu \u00e9vident que les mod\u00e8les n\u00e9cessitaient \u00e9galement une surveillance continue.<\/p><p data-start=\"3044\" data-end=\"3097\">Un syst\u00e8me financier n&#039;est pas mis en place pour ensuite \u00eatre abandonn\u00e9.<\/p><p data-start=\"3099\" data-end=\"3132\">Un syst\u00e8me ERP ne peut fonctionner sans surveillance.<\/p><p data-start=\"3134\" data-end=\"3176\">Et un mod\u00e8le d&#039;IA ne devrait pas non plus.<\/p><p data-start=\"3178\" data-end=\"3327\">L&#039;observabilit\u00e9 devient alors le m\u00e9canisme qui permet de transformer une technologie exp\u00e9rimentale en un outil commercial fiable.<\/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-a12c5d5 elementor-widget elementor-widget-heading\" data-id=\"a12c5d5\" 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\">Le probl\u00e8me des bo\u00eetes noires<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d93eac6 elementor-widget elementor-widget-text-editor\" data-id=\"d93eac6\" 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 data-start=\"3370\" data-end=\"3485\">L&#039;un des plus grands d\u00e9fis de l&#039;intelligence artificielle moderne est qu&#039;elle fonctionne souvent comme une bo\u00eete noire.<\/p><p data-start=\"3487\" data-end=\"3569\">Les utilisateurs constatent une r\u00e9ponse, mais ils ne comprennent pas toujours comment elle a \u00e9t\u00e9 g\u00e9n\u00e9r\u00e9e.<\/p><p data-start=\"3571\" data-end=\"3719\">Cela peut sembler acceptable pour des t\u00e2ches simples, mais cela devient un probl\u00e8me s\u00e9rieux lorsque l&#039;IA est impliqu\u00e9e dans des processus m\u00e9tier importants.<\/p><p data-start=\"3721\" data-end=\"3881\">Imaginez une organisation qui utilise l&#039;IA pour analyser des contrats, r\u00e9pondre \u00e0 des questions juridiques, g\u00e9n\u00e9rer des propositions commerciales ou appuyer des d\u00e9cisions financi\u00e8res.<\/p><p data-start=\"3883\" data-end=\"3975\">Si le mod\u00e8le produit une recommandation incorrecte, l&#039;entreprise doit comprendre ce qui s&#039;est pass\u00e9.<\/p><p data-start=\"3977\" data-end=\"4007\">S&#039;agissait-il d&#039;un probl\u00e8me li\u00e9 aux donn\u00e9es\u00a0?<\/p><p data-start=\"4009\" data-end=\"4052\">Y a-t-il eu une mauvaise interpr\u00e9tation du contexte ?<\/p><p data-start=\"4054\" data-end=\"4081\">Y a-t-il eu une hallucination ?<\/p><p data-start=\"4083\" data-end=\"4131\">Les informations utilis\u00e9es \u00e9taient-elles obsol\u00e8tes\u00a0?<\/p><p data-start=\"4133\" data-end=\"4234\">Sans m\u00e9canismes d&#039;observabilit\u00e9 ad\u00e9quats, r\u00e9pondre \u00e0 ces questions devient extr\u00eamement difficile.<\/p><p data-start=\"4236\" data-end=\"4356\">L&#039;organisation finit par utiliser une technologie puissante, mais sans r\u00e9elle capacit\u00e9 \u00e0 comprendre son fonctionnement.<\/p><p data-start=\"4358\" data-end=\"4398\">Et cela repr\u00e9sente un risque consid\u00e9rable.<\/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-c329f80 elementor-widget elementor-widget-heading\" data-id=\"c329f80\" 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\">Quand une IA semble bien fonctionner, mais ne fonctionne pas.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-e95d840 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e95d840\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-de87e3b\" data-id=\"de87e3b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4996ec1 elementor-widget elementor-widget-text-editor\" data-id=\"4996ec1\" 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 data-start=\"4471\" data-end=\"4611\">L&#039;un des aspects les plus trompeurs des mod\u00e8les de langage est qu&#039;ils peuvent para\u00eetre extr\u00eamement pr\u00e9cis m\u00eame lorsqu&#039;ils sont erron\u00e9s.<\/p><p data-start=\"4613\" data-end=\"4792\">Contrairement \u00e0 un syst\u00e8me traditionnel qui g\u00e9n\u00e8re g\u00e9n\u00e9ralement des erreurs visibles en cas de probl\u00e8me, les LLM peuvent produire des r\u00e9ponses convaincantes m\u00eame si l&#039;information est incorrecte.<\/p><p data-start=\"4794\" data-end=\"4885\">Cela signifie que de nombreuses entreprises peuvent rencontrer des probl\u00e8mes sans m\u00eame le savoir.<\/p><p data-start=\"4887\" data-end=\"4947\">Un chatbot peut fournir des r\u00e9ponses incoh\u00e9rentes.<\/p><p data-start=\"4949\" data-end=\"5025\">Un agent intelligent peut mal interpr\u00e9ter certains sc\u00e9narios.<\/p><p data-start=\"5027\" data-end=\"5094\">Il est possible qu&#039;un syst\u00e8me d&#039;assistance g\u00e9n\u00e8re des informations incompl\u00e8tes.<\/p><p data-start=\"5096\" data-end=\"5192\">Et tout cela peut se produire alors que les utilisateurs ont l&#039;impression que la plateforme fonctionne normalement.<\/p><p data-start=\"5194\" data-end=\"5299\">L&#039;observabilit\u00e9 nous permet de d\u00e9tecter ces comportements avant qu&#039;ils ne deviennent des probl\u00e8mes plus importants.<\/p><p data-start=\"5301\" data-end=\"5353\">Il ne s&#039;agit pas seulement de surveiller la disponibilit\u00e9.<\/p><p data-start=\"5355\" data-end=\"5386\">Il s&#039;agit de contr\u00f4ler la qualit\u00e9.<\/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-47dfa6f elementor-widget elementor-widget-heading\" data-id=\"47dfa6f\" 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\">Hallucinations\u00a0: l\u2019ennemi silencieux des projets d\u2019IA<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-62352b8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"62352b8\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-ed1a409\" data-id=\"ed1a409\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-31ba1ee elementor-widget elementor-widget-text-editor\" data-id=\"31ba1ee\" 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 data-start=\"5458\" data-end=\"5603\">L&#039;une des principales raisons pour lesquelles l&#039;observabilit\u00e9 devient une priorit\u00e9 est le ph\u00e9nom\u00e8ne connu sous le nom d&#039;hallucination.<\/p><p data-start=\"5605\" data-end=\"5752\">Les hallucinations surviennent lorsqu&#039;un mod\u00e8le g\u00e9n\u00e8re des informations incorrectes ou totalement invent\u00e9es tout en conservant un ton convaincant et assur\u00e9.<\/p><p data-start=\"5754\" data-end=\"5820\">Ce probl\u00e8me est particuli\u00e8rement d\u00e9licat dans le milieu des affaires.<\/p><p data-start=\"5822\" data-end=\"5867\">Une IA peut citer des r\u00e9glementations inexistantes.<\/p><p data-start=\"5869\" data-end=\"5896\">Vous pouvez inventer des r\u00e9f\u00e9rences.<\/p><p data-start=\"5898\" data-end=\"5950\">Vous risquez de mal interpr\u00e9ter les donn\u00e9es financi\u00e8res.<\/p><p data-start=\"5952\" data-end=\"6013\">Il peut g\u00e9n\u00e9rer des r\u00e9ponses incorrectes concernant les processus internes.<\/p><p data-start=\"6015\" data-end=\"6105\">Et le plus inqui\u00e9tant, c&#039;est qu&#039;il le fait souvent avec une apparence de cr\u00e9dibilit\u00e9 totale.<\/p><p data-start=\"6107\" data-end=\"6288\">Les organisations qui mettent en \u0153uvre l&#039;intelligence artificielle sans m\u00e9canismes de contr\u00f4le courent le risque de laisser ces erreurs passer inaper\u00e7ues pendant de longues p\u00e9riodes.<\/p><p data-start=\"6290\" data-end=\"6362\">C\u2019est pourquoi l\u2019observabilit\u00e9 n\u2019est pas simplement une pratique technique.<\/p><p data-start=\"6364\" data-end=\"6400\">Il s&#039;agit d&#039;une mesure de gestion des risques.<\/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-aee2830 elementor-widget elementor-widget-heading\" data-id=\"aee2830\" 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\">Le co\u00fbt cach\u00e9 de l&#039;absence de suivi des mod\u00e8les<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dc20c11 elementor-widget elementor-widget-text-editor\" data-id=\"dc20c11\" 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 data-start=\"6456\" data-end=\"6617\">De nombreuses entreprises commencent \u00e0 d\u00e9couvrir que le v\u00e9ritable co\u00fbt de l&#039;intelligence artificielle ne r\u00e9side pas uniquement dans le d\u00e9veloppement ou l&#039;acquisition de licences.<\/p><p data-start=\"6619\" data-end=\"6656\">Elle appara\u00eet \u00e9galement pendant l&#039;op\u00e9ration.<\/p><p data-start=\"6658\" data-end=\"6720\">Un mod\u00e8le peut augmenter progressivement sa consommation de jetons.<\/p><p data-start=\"6722\" data-end=\"6778\">Un agent peut passer plus d&#039;appels que n\u00e9cessaire.<\/p><p data-start=\"6780\" data-end=\"6825\">Les d\u00e9lais de r\u00e9ponse peuvent se d\u00e9t\u00e9riorer.<\/p><p data-start=\"6827\" data-end=\"6872\">La qualit\u00e9 des r\u00e9ponses risque de diminuer.<\/p><p data-start=\"6874\" data-end=\"6961\">Et si personne ne surveille ces indicateurs, les co\u00fbts peuvent augmenter silencieusement.<\/p><p data-start=\"6963\" data-end=\"7045\">Cela est particuli\u00e8rement pertinent pour les organisations qui utilisent l&#039;IA \u00e0 grande \u00e9chelle.<\/p><p data-start=\"7047\" data-end=\"7169\">Une petite inefficacit\u00e9 multipli\u00e9e par des milliers de requ\u00eates quotidiennes peut repr\u00e9senter un impact financier consid\u00e9rable.<\/p><p data-start=\"7171\" data-end=\"7298\">L&#039;observabilit\u00e9 permet d&#039;identifier ces comportements avant qu&#039;ils n&#039;affectent les performances ou le budget de l&#039;entreprise.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-75516cc elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"75516cc\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-8d03ff3\" data-id=\"8d03ff3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-90a088d elementor-widget elementor-widget-heading\" data-id=\"90a088d\" 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\">L&#039;observabilit\u00e9 sera aussi importante que la cybers\u00e9curit\u00e9.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f0654e elementor-widget elementor-widget-text-editor\" data-id=\"6f0654e\" 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 data-start=\"7370\" data-end=\"7474\">Il y a vingt ans, de nombreuses organisations consid\u00e9raient la cybers\u00e9curit\u00e9 comme une pr\u00e9occupation secondaire.<\/p><p data-start=\"7476\" data-end=\"7551\">Aujourd&#039;hui, il est impensable de fonctionner sans m\u00e9canismes de protection, de surveillance et de contr\u00f4le.<\/p><p data-start=\"7553\" data-end=\"7610\">Un ph\u00e9nom\u00e8ne similaire se produit avec l&#039;observabilit\u00e9 de l&#039;IA.<\/p><p data-start=\"7612\" data-end=\"7772\">\u00c0 mesure que les mod\u00e8les s&#039;int\u00e8grent davantage dans des processus plus vastes, les entreprises doivent veiller \u00e0 ce que leurs syst\u00e8mes soient transparents, auditables et fiables.<\/p><p data-start=\"7774\" data-end=\"7817\">Cela n&#039;est pas uniquement d\u00fb \u00e0 des raisons op\u00e9rationnelles.<\/p><p data-start=\"7819\" data-end=\"7862\">Elle r\u00e9pond \u00e9galement aux exigences r\u00e9glementaires.<\/p><p data-start=\"7864\" data-end=\"8052\">L&#039;int\u00e9r\u00eat croissant port\u00e9 \u00e0 la gouvernance de l&#039;IA, \u00e0 la conformit\u00e9 r\u00e9glementaire et \u00e0 la transparence engendre une nouvelle g\u00e9n\u00e9ration de pratiques commerciales ax\u00e9es sur la supervision des mod\u00e8les.<\/p><p data-start=\"8054\" data-end=\"8142\">L&#039;observabilit\u00e9 devient un \u00e9l\u00e9ment essentiel de la gouvernance de l&#039;IA<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-6888c8c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6888c8c\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-3b7714b\" data-id=\"3b7714b\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1fcee31 elementor-widget elementor-widget-heading\" data-id=\"1fcee31\" 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\">Quels indicateurs les entreprises doivent-elles surveiller\u00a0?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-fd0ed44 elementor-widget elementor-widget-text-editor\" data-id=\"fd0ed44\" 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 data-start=\"8199\" data-end=\"8353\">Les organisations qui mettent en \u0153uvre l&#039;intelligence artificielle doivent commencer \u00e0 mesurer des indicateurs qui n&#039;existaient traditionnellement pas dans leurs syst\u00e8mes.<\/p><p data-start=\"8355\" data-end=\"8417\">Le simple fait de surveiller la disponibilit\u00e9 ou les temps de r\u00e9ponse ne suffit pas.<\/p><p data-start=\"8419\" data-end=\"8506\">Il est \u00e9galement n\u00e9cessaire d&#039;\u00e9valuer l&#039;exactitude, la qualit\u00e9, la coh\u00e9rence, les co\u00fbts et les performances.<\/p><p data-start=\"8508\" data-end=\"8719\">Les entreprises les plus avanc\u00e9es d\u00e9veloppent des m\u00e9canismes pour analyser la qualit\u00e9 des r\u00e9ponses, d\u00e9tecter les \u00e9carts, identifier les sch\u00e9mas anormaux et comprendre comment leurs mod\u00e8les \u00e9voluent au fil du temps.<\/p><p data-start=\"8721\" data-end=\"8831\">Cette approche permet de transformer l&#039;IA d&#039;une technologie exp\u00e9rimentale en une capacit\u00e9 commerciale durable.<\/p><p data-start=\"8833\" data-end=\"8893\">Car ce qui n&#039;est pas mesur\u00e9 ne peut gu\u00e8re \u00eatre am\u00e9lior\u00e9.<\/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-8efa6ff elementor-widget elementor-widget-heading\" data-id=\"8efa6ff\" 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\">L&#039;avenir de l&#039;IA en entreprise sera observable.<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4a6c3f3 elementor-widget elementor-widget-text-editor\" data-id=\"4a6c3f3\" 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 data-start=\"8951\" data-end=\"9085\">Au cours des prochaines ann\u00e9es, nous assisterons \u00e0 une \u00e9volution significative dans la mani\u00e8re dont les organisations g\u00e8rent l&#039;intelligence artificielle.<\/p><p data-start=\"9087\" data-end=\"9203\">Les mod\u00e8les cesseront d&#039;\u00eatre des composants isol\u00e9s et deviendront des \u00e9l\u00e9ments centraux des op\u00e9rations commerciales.<\/p><p data-start=\"9205\" data-end=\"9312\">Et lorsque cela se produira, la capacit\u00e9 de les surveiller sera tout aussi importante que la capacit\u00e9 de les mettre en \u0153uvre.<\/p><p data-start=\"9314\" data-end=\"9491\">Les entreprises qui d\u00e9veloppent des pratiques d&#039;observabilit\u00e9 robustes seront en mesure d&#039;identifier les probl\u00e8mes avant leurs concurrents, d&#039;optimiser leurs co\u00fbts, d&#039;am\u00e9liorer leurs r\u00e9sultats et de r\u00e9duire les risques.<\/p><p data-start=\"9493\" data-end=\"9583\">Ceux qui ne le feront pas \u00e9volueront \u00e0 l&#039;aveuglette au sein d&#039;une infrastructure de plus en plus complexe.<\/p><p data-start=\"9585\" data-end=\"9623\">La diff\u00e9rence entre les deux sera \u00e9norme.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-24fe1b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"24fe1b0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-b81fa6f\" data-id=\"b81fa6f\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-df7a6e8 elementor-widget elementor-widget-heading\" data-id=\"df7a6e8\" 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\">Comment The Cloud Group contribue \u00e0 la construction d&#039;\u00e9cosyst\u00e8mes d&#039;IA observables<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f71f5fd elementor-widget elementor-widget-text-editor\" data-id=\"f71f5fd\" 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 data-start=\"9703\" data-end=\"9844\">Au <span class=\"\" data-state=\"closed\"><a class=\"decorated-link\" href=\"https:\/\/thecloud.group\/fr\/?utm_source=chatgpt.com\" target=\"_blank\" rel=\"noopener\">Le groupe Cloud<\/a><\/span> Nous aidons les organisations \u00e0 mettre en \u0153uvre l&#039;intelligence artificielle en int\u00e9grant une vision commerciale globale.<\/p><p data-start=\"9846\" data-end=\"10052\">Notre approche combine architecture technologique, gouvernance de l&#039;IA, int\u00e9gration des syst\u00e8mes, automatisation avanc\u00e9e et observabilit\u00e9 pour construire des solutions capables de fonctionner de mani\u00e8re s\u00fbre et \u00e9volutive.<\/p><p data-start=\"10054\" data-end=\"10099\">Nous ne pensons pas que la mise en \u0153uvre de l&#039;IA soit suffisante.<\/p><p data-start=\"10101\" data-end=\"10262\">Nous pensons que le v\u00e9ritable avantage concurrentiel appara\u00eet lorsque les organisations sont capables de comprendre, de surveiller et d&#039;optimiser en permanence leurs syst\u00e8mes intelligents.<\/p><p data-start=\"10264\" data-end=\"10325\">Car l&#039;IA la plus puissante n&#039;est pas forc\u00e9ment celle qui g\u00e9n\u00e8re le plus de r\u00e9ponses.<\/p><p data-start=\"10327\" data-end=\"10389\">C&#039;est celle qui peut \u00eatre mesur\u00e9e, audit\u00e9e et constamment am\u00e9lior\u00e9e.<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4ff5ad6 elementor-widget elementor-widget-heading\" data-id=\"4ff5ad6\" 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\">Foire aux questions<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dd053ca elementor-widget elementor-widget-n-accordion\" data-id=\"dd053ca\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;default_state&quot;:&quot;expanded&quot;,&quot;max_items_expended&quot;:&quot;one&quot;,&quot;n_accordion_animation_duration&quot;:{&quot;unit&quot;:&quot;ms&quot;,&quot;size&quot;:400,&quot;sizes&quot;:[]}}\" data-widget_type=\"nested-accordion.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-n-accordion\" aria-label=\"Accord\u00e9on. Ouvrez les liens avec Entr\u00e9e ou Espace, fermez-les avec \u00c9chap et naviguez avec les fl\u00e8ches directionnelles.\">\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2310\" class=\"e-n-accordion-item\" open>\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"1\" tabindex=\"0\" aria-expanded=\"true\" aria-controls=\"e-n-accordion-item-2310\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Qu\u2019est-ce que l\u2019observabilit\u00e9 LLM\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2310\" class=\"elementor-element elementor-element-d54de88 e-con-full e-flex e-con e-child\" data-id=\"d54de88\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a47a43e elementor-widget elementor-widget-text-editor\" data-id=\"a47a43e\" 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 data-start=\"8397\" data-end=\"8547\">Il s&#039;agit de la capacit\u00e9 \u00e0 surveiller, analyser et comprendre le comportement des mod\u00e8les de langage lorsqu&#039;ils fonctionnent dans des environnements r\u00e9els.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2311\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"2\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2311\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Pourquoi est-ce important pour les entreprises ? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2311\" class=\"elementor-element elementor-element-9bfc2b4 e-con-full e-flex e-con e-child\" data-id=\"9bfc2b4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb0a73a elementor-widget elementor-widget-text-editor\" data-id=\"cb0a73a\" 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 data-start=\"10915\" data-end=\"11018\">Car elle permet de d\u00e9tecter les erreurs, de contr\u00f4ler les co\u00fbts, d&#039;am\u00e9liorer la qualit\u00e9 des r\u00e9ponses et de r\u00e9duire les risques li\u00e9s \u00e0 l&#039;utilisation de l&#039;intelligence artificielle.<\/p><h2 data-section-id=\"1g8qvxu\" data-start=\"11020\" data-end=\"11082\">\u00a0<\/h2>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2312\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"3\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2312\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> L&#039;observabilit\u00e9 contribue-t-elle \u00e0 pr\u00e9venir les hallucinations\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2312\" class=\"elementor-element elementor-element-063bd68 e-con-full e-flex e-con e-child\" data-id=\"063bd68\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-611b11c elementor-widget elementor-widget-text-editor\" data-id=\"611b11c\" 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 data-start=\"8730\" data-end=\"8832\">Oui. Cela facilite l&#039;identification des r\u00e9ponses et des sch\u00e9mas incorrects qui pourraient affecter la fiabilit\u00e9 du syst\u00e8me.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2313\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"4\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2313\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> Quels indicateurs faut-il surveiller\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2313\" class=\"elementor-element elementor-element-b534740 e-flex e-con-boxed e-con e-child\" data-id=\"b534740\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-df8b1d7 elementor-widget elementor-widget-text-editor\" data-id=\"df8b1d7\" 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 data-start=\"11262\" data-end=\"11420\">Pr\u00e9cision, qualit\u00e9 de la r\u00e9ponse, consommation de jetons, temps de r\u00e9ponse, coh\u00e9rence et comportement global du mod\u00e8le.<\/p><h2 data-section-id=\"1uftmkf\" data-start=\"11422\" data-end=\"11477\">\u00a0<\/h2>\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\t<\/details>\n\t\t\t\t\t\t<details id=\"e-n-accordion-item-2314\" class=\"e-n-accordion-item\" >\n\t\t\t\t<summary class=\"e-n-accordion-item-title\" data-accordion-index=\"5\" tabindex=\"-1\" aria-expanded=\"false\" aria-controls=\"e-n-accordion-item-2314\" >\n\t\t\t\t\t<span class='e-n-accordion-item-title-header'><div class=\"e-n-accordion-item-title-text\"> L&#039;observabilit\u00e9 remplace-t-elle la supervision humaine\u00a0? <\/div><\/span>\n\t\t\t\t\t\t\t<span class='e-n-accordion-item-title-icon'>\n\t\t\t<span class='e-opened' ><i aria-hidden=\"true\" class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t<span class='e-closed'><i aria-hidden=\"true\" class=\"fas fa-plus\"><\/i><\/span>\n\t\t<\/span>\n\n\t\t\t\t\t\t<\/summary>\n\t\t\t\t<div role=\"region\" aria-labelledby=\"e-n-accordion-item-2314\" class=\"elementor-element elementor-element-f508092 e-flex e-con-boxed e-con e-child\" data-id=\"f508092\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3a782ad elementor-widget elementor-widget-text-editor\" data-id=\"3a782ad\" 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>Non. Elle compl\u00e8te la supervision humaine en offrant une visibilit\u00e9 sur le comportement des mod\u00e8les.<\/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\t\t\t<\/details>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-4ec25a0 e-flex e-con-boxed e-con e-parent\" data-id=\"4ec25a0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ca71b17 elementor-widget elementor-widget-text-editor\" data-id=\"ca71b17\" 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 data-start=\"11315\" data-end=\"11461\">L&#039;intelligence artificielle cesse d&#039;\u00eatre un outil exp\u00e9rimental et devient un \u00e9l\u00e9ment fondamental des op\u00e9rations commerciales.<\/p><p data-start=\"11463\" data-end=\"11614\">Cependant, la mise en \u0153uvre de mod\u00e8les de langage sans m\u00e9canismes de surveillance ad\u00e9quats \u00e9quivaut \u00e0 conduire un v\u00e9hicule sans tableau de bord.<\/p><p data-start=\"11616\" data-end=\"11650\">Cela peut fonctionner pendant un certain temps.<\/p><p data-start=\"11652\" data-end=\"11716\">Mais t\u00f4t ou tard, des probl\u00e8mes impr\u00e9vus surgiront.<\/p><p data-start=\"11718\" data-end=\"11822\">L&#039;observabilit\u00e9 permet de transformer l&#039;IA en une capacit\u00e9 commerciale fiable, mesurable et \u00e9volutive.<\/p><p data-start=\"11824\" data-end=\"12005\">Et \u00e0 mesure que les organisations d\u00e9pendent de plus en plus des syst\u00e8mes intelligents, cette capacit\u00e9 cessera d&#039;\u00eatre un avantage concurrentiel et deviendra une n\u00e9cessit\u00e9 fondamentale.<\/p><p data-start=\"12007\" data-end=\"12108\">Car dans la prochaine g\u00e9n\u00e9ration d&#039;entreprises pilot\u00e9es par l&#039;IA, ce ne seront pas celles qui poss\u00e9deront le plus de mod\u00e8les qui gagneront.<\/p><p data-start=\"12110\" data-end=\"12157\" data-is-last-node=\"\" data-is-only-node=\"\">Ceux qui comprendront le mieux leur fonctionnement l&#039;emporteront.<\/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-0bafad2 e-flex e-con-boxed e-con e-parent\" data-id=\"0bafad2\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-2776e2f e-con-full e-flex e-con e-child\" data-id=\"2776e2f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-313fb2f elementor-widget elementor-widget-image\" data-id=\"313fb2f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-31721\" alt=\"Suivi des indicateurs de performance, de l&#039;observabilit\u00e9 et de la qualit\u00e9 des mod\u00e8les LLM par l&#039;\u00e9quipe commerciale dans un environnement d&#039;intelligence artificielle d&#039;entreprise.\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Equipo_analizando_metricas_IA_202606181703-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5d096db elementor-widget elementor-widget-image\" data-id=\"5d096db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-31682\" alt=\"\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Demotivated_team_vs_successful_team_202606162206-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f22134d elementor-widget elementor-widget-image\" data-id=\"f22134d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"800\" src=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206.jpeg\" class=\"elementor-animation-hang attachment-large size-large wp-image-31681\" alt=\"\" srcset=\"https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206.jpeg 1024w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-300x300.jpeg 300w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-150x150.jpeg 150w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-768x768.jpeg 768w, https:\/\/thecloud.group\/wp-content\/uploads\/2026\/06\/Executives_observing_holographic\u2026_202606162206-12x12.jpeg 12w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Dans le vaste paysage num\u00e9rique du XXIe si\u00e8cle, la s\u00e9curit\u00e9 est la pierre angulaire de toute entreprise. Les vuln\u00e9rabilit\u00e9s en mati\u00e8re de cybers\u00e9curit\u00e9 ne font aucune distinction entre les grandes entreprises et les jeunes pousses prometteuses.<\/p>","protected":false},"author":20,"featured_media":31721,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"footnotes":""},"categories":[859],"tags":[897,896,883],"class_list":["post-31718","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-ia","tag-erp-a-la-medida","tag-producto-digital","tag-sistemas-empresariales"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.7) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Observabilidad de LLMs: La M\u00e9trica que Nadie Est\u00e1 Midiendo y que Podr\u00eda Salvar tu Proyecto de IA | The Cloud Group<\/title>\n<meta name=\"description\" content=\"C\u00f3mo digitalizamos el archivo del Parlamentode Guinea Ecuatorial: alcance, retost\u00e9cnicos, soluci\u00f3n y resultado. 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