{"id":14831,"date":"2025-05-13T15:31:28","date_gmt":"2025-05-13T19:31:28","guid":{"rendered":"https:\/\/nventive.com\/?p=14831"},"modified":"2025-06-03T11:25:09","modified_gmt":"2025-06-03T15:25:09","slug":"guide-comment-integrer-chatgpt-dans-une-solution-numerique-sur-mesure","status":"publish","type":"post","link":"https:\/\/nventive.com\/fr\/articles\/guide-comment-integrer-chatgpt-dans-une-solution-numerique-sur-mesure\/","title":{"rendered":"Guide : Comment int\u00e9grer ChatGPT dans une solution num\u00e9rique sur mesure\u00a0"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14831\" class=\"elementor elementor-14831\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-737ed6bb e-flex e-con-boxed e-con e-parent\" data-id=\"737ed6bb\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6d84e3d elementor-widget elementor-widget-text-editor\" data-id=\"6d84e3d\" data-element_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 class=\"TextRun MacChromeBold SCXW90122169 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW90122169 BCX0\">L\u2019essor des intelligences artificielles conversationnelles a transform\u00e9 la mani\u00e8re dont les entreprises interagissent avec leurs clients et optimisent leurs op\u00e9rations. Parmi elles, <\/span><a href=\"https:\/\/chatgpt.com\/\"><span class=\"NormalTextRun SCXW90122169 BCX0\">ChatGPT<\/span><\/a><span class=\"NormalTextRun SCXW90122169 BCX0\"> suscite<\/span> <span class=\"NormalTextRun SCXW90122169 BCX0\">\u00e9videmment<\/span><span class=\"NormalTextRun SCXW90122169 BCX0\"> un int\u00e9r\u00eat croissant. <\/span><span class=\"NormalTextRun SCXW90122169 BCX0\">On pourrait imaginer<\/span><span class=\"NormalTextRun SCXW90122169 BCX0\"> qu\u2019il suffit de brancher l\u2019API de <\/span><span class=\"NormalTextRun SCXW90122169 BCX0\">ChatGPT<\/span><span class=\"NormalTextRun SCXW90122169 BCX0\"> pour obtenir une IA performante et pr\u00eate \u00e0 l\u2019emploi. <\/span><span class=\"NormalTextRun SCXW90122169 BCX0\">Mais<\/span><span class=\"NormalTextRun SCXW90122169 BCX0\"> la r\u00e9alit\u00e9 est plus complexe.<\/span> <span class=\"NormalTextRun SCXW90122169 BCX0\">D\u00e9couvrez le guide complet de l\u2019int\u00e9gration de <\/span><span class=\"NormalTextRun SCXW90122169 BCX0\">ChatGPT<\/span><span class=\"NormalTextRun SCXW90122169 BCX0\"> dans une solution sur mesure.\u00a0<\/span><\/span><span class=\"EOP SCXW90122169 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Dans ce guide:<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"1\" data-aria-level=\"1\"><span data-contrast=\"auto\">Le vocabulaire de ChatGPT<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><span data-contrast=\"auto\">Les b\u00e9n\u00e9fices de l\u2019int\u00e9gration de ChatGPT<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"3\" data-aria-level=\"1\"><span data-contrast=\"auto\">Personnaliser son int\u00e9gration<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\n<ul>\n<li data-leveltext=\"\uf0b7\" data-font=\"Symbol\" data-listid=\"8\" data-list-defn-props=\"{&quot;335552541&quot;:1,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769226&quot;:&quot;Symbol&quot;,&quot;469769242&quot;:[8226],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;\uf0b7&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"4\" data-aria-level=\"1\"><span data-contrast=\"auto\">Les \u00e9tapes cl\u00e9s d\u2019une int\u00e9gration de ChatGPT r\u00e9ussie<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/li>\n<\/ul>\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-6d016742 e-flex e-con-boxed e-con e-parent\" data-id=\"6d016742\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c1fc4a6 elementor-widget elementor-widget-heading\" data-id=\"5c1fc4a6\" data-element_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 vocabulaire de ChatGPT <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3eb61b42 elementor-widget elementor-widget-text-editor\" data-id=\"3eb61b42\" data-element_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 class=\"TextRun SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">Il serait imprudent de <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">consid\u00e9rer <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">l\u2019int\u00e9gration <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">de <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">\u201c<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">ChatGPT<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">\u201d<\/span> <span class=\"NormalTextRun SCXW214634794 BCX0\">d<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">ans son application <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">comme un service <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">cl\u00e9<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\"> en <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">main<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">, alors qu<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">e cet outil d\u2019intelligence artificielle<\/span> <span class=\"NormalTextRun SCXW214634794 BCX0\">est compos\u00e9 de plusieurs \u00e9l\u00e9me<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">nts <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">\u00e0<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\"> bien<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\"> d<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">iff\u00e9rencier<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">.<\/span> <span class=\"NormalTextRun SCXW214634794 BCX0\">ChatGPT<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\"> est un <\/span><\/span><strong><span class=\"TextRun MacChromeBold SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">produit <\/span><\/span><\/strong><span class=\"TextRun SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">et GPT-4o est son <\/span><\/span><strong><span class=\"TextRun MacChromeBold SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">mod\u00e8le de langage de base<\/span> <\/span><\/strong><span class=\"TextRun SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">auquel lui sont conf\u00e9r\u00e9 des instructions <\/span><span class=\"NormalTextRun SCXW214634794 BCX0\">pr\u00e9configur\u00e9es d\u00e9finies<\/span><span class=\"NormalTextRun SCXW214634794 BCX0\"> par la compagnie <\/span><span class=\"NormalTextRun SpellingErrorV2Themed SCXW214634794 BCX0\">OpenAI<\/span> <span class=\"NormalTextRun SCXW214634794 BCX0\">qu&rsquo;on appelle son <\/span><\/span><span class=\"TextRun MacChromeBold SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><strong><span class=\"NormalTextRun SCXW214634794 BCX0\">Master Prompt<\/span><\/strong><span class=\"NormalTextRun SCXW214634794 BCX0\">.<\/span><\/span><span class=\"TextRun SCXW214634794 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW214634794 BCX0\">\u00a0<\/span><\/span><span class=\"EOP SCXW214634794 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/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-dd13790 e-flex e-con-boxed e-con e-parent\" data-id=\"dd13790\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-214b64a elementor-widget elementor-widget-heading\" data-id=\"214b64a\" data-element_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 b\u00e9n\u00e9fices de l\u2019int\u00e9gration de ChatGPT <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-af49d4a elementor-widget elementor-widget-text-editor\" data-id=\"af49d4a\" data-element_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 data-contrast=\"auto\">Lorsqu\u2019un utilisateur interagit avec ChatGPT sur le site d\u2019OpenAI, il b\u00e9n\u00e9ficie d\u2019un produit complet qui int\u00e8gre un mod\u00e8le de langage, une couche de filtrage, une structuration pr\u00e9d\u00e9finie des r\u00e9ponses et un cadre conversationnel optimis\u00e9. C\u2019est une solution pr\u00eate \u00e0 l\u2019emploi, pens\u00e9e pour le grand public et pour offrir des \u00e9changes fluides et pertinents.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Au-del\u00e0 du produit ChatGPT, OpenAI rend ses mod\u00e8les, entre autres GPT-4o, accessible via API, pr\u00eat \u00e0 \u00eatre int\u00e9gr\u00e9 dans des solutions sur mesure. L\u2019API de ChatGPT permet aux entreprises de s\u2019appuyer sur cette m\u00eame intelligence conversationnelle tout en adaptant son comportement \u00e0 leurs besoins sp\u00e9cifiques. Il offre une base comportementale d\u00e9j\u00e0 configur\u00e9e, comme la gestion de l\u2019historique des conversations et la m\u00e9moire \u00e0 long terme (lorsqu\u2019activ\u00e9e), mais ne poss\u00e8de toutefois pas par d\u00e9faut les toutes les instructions de ChatGPT. Il est puissant, mais doit \u00eatre minutieusement configur\u00e9, puisqu\u2019il peut produire des r\u00e9ponses incoh\u00e9rentes ou non conformes aux attentes m\u00e9tier si aucune configuration sp\u00e9cifique n\u2019est appliqu\u00e9e.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/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-292b009 e-flex e-con-boxed e-con e-parent\" data-id=\"292b009\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-44453599 elementor-widget elementor-widget-image\" data-id=\"44453599\" data-element_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=\"2560\" height=\"1482\" src=\"https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-scaled.jpg\" class=\"attachment-full size-full wp-image-15479\" alt=\"Illustration - Configuration ChatGPT\" srcset=\"https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-scaled.jpg 2560w, https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-300x174.jpg 300w, https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-1024x593.jpg 1024w, https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-768x445.jpg 768w, https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-1536x889.jpg 1536w, https:\/\/nventive.com\/app\/uploads\/configuration-chatbot-API-chatGPT-2048x1186.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-eb50e1c e-flex e-con-boxed e-con e-parent\" data-id=\"eb50e1c\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c6a9951 elementor-widget elementor-widget-heading\" data-id=\"c6a9951\" data-element_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\">Personnaliser son int\u00e9gration <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7cc334a elementor-widget elementor-widget-text-editor\" data-id=\"7cc334a\" data-element_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 data-contrast=\"auto\">Int\u00e9grer un mod\u00e8le d\u2019Open AI comme GPT-4o dans son application signifie donc qu\u2019on devra recr\u00e9er une partie de son comportement. Ne pas anticiper cette distinction peut entra\u00eener des impl\u00e9mentations inefficaces, des r\u00e9sultats inattendus et des exp\u00e9riences utilisateurs d\u00e9cevantes.\u00a0<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Prenons un exemple : pour configurer l&rsquo;application de son club sportif, une organisation sportive s\u2019attend \u00e0 ce que l\u2019IA de GPT-4o int\u00e9gr\u00e9 \u00e0 son outil fournisse \u00e0 ses supporteurs des r\u00e9ponses pr\u00e9cises et format\u00e9es de mani\u00e8re coh\u00e9rente sur l&rsquo;actualit\u00e9 des matchs. Pourquoi alors l\u2019application de cette entreprise ne parvient pas \u00e0 r\u00e9pondre correctement \u00e0 la question \u201cQuel \u00e9tait le pointage final du match d\u2019hier\u201d?<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Parce que sans avoir configur\u00e9 le mod\u00e8le en lui donnant la date du jour et en demandant explicitement de suivre le calendrier, GPT-4o ne sait pas quelle est la date d\u2019aujourd\u2019hui. Avec ChatGPT tel qu\u2019il est propos\u00e9 sur OpenAI, ces r\u00e9glages sont d\u00e9j\u00e0 en place. Cet exemple peut sembler b\u00e9nin, mais il peut cr\u00e9er un r\u00e9el point de friction dans l\u2019exp\u00e9rience de l\u2019utilisateur, le poussant \u00e0 aller chercher sa r\u00e9ponse ailleurs.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Les m\u00e9canismes de filtrage et de mod\u00e9ration pr\u00e9sents dans ChatGPT ne sont pas non plus inclus automatiquement dans une version brute de l\u2019API GPT-4o. Une entreprise souhaitant d\u00e9ployer GPT-4o dans un environnement r\u00e9glement\u00e9, comme en finance, en sant\u00e9 ou en assurances, devra d\u00e9finir des r\u00e8gles strictes pour \u00e9viter les r\u00e9ponses inappropri\u00e9es, les biais ou les hallucinations.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Enfin, l&rsquo;outil int\u00e9gr\u00e9 pour \u00eatre offert comme fonctionnalit\u00e9 \u00e0 ses utilisateurs doit aussi parler le bon langage. Par exemple, une entreprise sp\u00e9cialis\u00e9e dans le droit devra s&rsquo;assurer que GPT-4o utilise le vocabulaire juridique appropri\u00e9, sans offrir des interpr\u00e9tations erron\u00e9es des textes l\u00e9gislatifs ni reformuler les r\u00e9ponses de mani\u00e8re \u00e0 d\u00e9roger \u00e0 un cadre juridique pr\u00e9cis.<\/span><span data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p><span data-contrast=\"auto\">Il faut ainsi consid\u00e9rer GPT-4o comme un composant produit \u00e0 part enti\u00e8re, \u00e0 formater consciencieusement selon les besoins r\u00e9els de ses utilisateurs.<\/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-3e073a74 e-flex e-con-boxed e-con e-parent\" data-id=\"3e073a74\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-463a5508 elementor-widget elementor-widget-testimonial\" data-id=\"463a5508\" data-element_type=\"widget\" data-widget_type=\"testimonial.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-wrapper\">\n\t\t\t\t\t\t\t<div class=\"elementor-testimonial-content\">\u201cL\u2019int\u00e9gration r\u00e9ussie d\u2019un mod\u00e8le d\u2019IA conversationnelle ne consiste pas seulement \u00e0 impl\u00e9menter une API, mais \u00e0 construire une exp\u00e9rience utilisateur optimis\u00e9e autour du mod\u00e8le\u201d<\/div>\n\t\t\t\n\t\t\t\t\t\t<div class=\"elementor-testimonial-meta\">\n\t\t\t\t<div class=\"elementor-testimonial-meta-inner\">\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-details\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-name\">David A. Hamel<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-testimonial-job\">Vice-pr\u00e9sident ex\u00e9cutif chez nventive.<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t<\/div>\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\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6f53e7a e-flex e-con-boxed e-con e-parent\" data-id=\"6f53e7a\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d85cd83 elementor-widget elementor-widget-image\" data-id=\"d85cd83\" data-element_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=\"2560\" height=\"1482\" src=\"https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-scaled.jpg\" class=\"attachment-full size-full wp-image-15481\" alt=\"\" srcset=\"https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-scaled.jpg 2560w, https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-300x174.jpg 300w, https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-1024x593.jpg 1024w, https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-768x445.jpg 768w, https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-1536x889.jpg 1536w, https:\/\/nventive.com\/app\/uploads\/Composantes-API-ChatGPT-2048x1186.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-01a8289 e-flex e-con-boxed e-con e-parent\" data-id=\"01a8289\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0ca81a7 elementor-widget elementor-widget-heading\" data-id=\"0ca81a7\" data-element_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 \u00e9tapes cl\u00e9s d\u2019une int\u00e9gration de ChatGPT r\u00e9ussie <\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4d7b008 elementor-widget elementor-widget-text-editor\" data-id=\"4d7b008\" data-element_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<ol>\n<li><b><span data-contrast=\"auto\">D\u00e9finir son propre Master Prompt<\/span><\/b><span data-contrast=\"auto\"> (intructions): Il s\u2019agit d\u2019un ensemble d\u2019instructions natives permettant d\u2019encadrer la fa\u00e7on dont le mod\u00e8le r\u00e9pond. Ce prompt de l\u2019utilisateur et doit pr\u00e9ciser le ton \u00e0 adopter, les types de r\u00e9ponses attendues, les informations \u00e0 \u00e9viter et les limites \u00e0 respecter.<\/span><span data-ccp-props=\"{&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Aptos\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Tester et affiner les interactions<\/span><\/b><span data-contrast=\"auto\"> : Une fois le mod\u00e8le int\u00e9gr\u00e9, il est essentiel de proc\u00e9der \u00e0 une phase des tests approfondis pour s\u2019assurer que les r\u00e9ponses soient align\u00e9es aux besoins des utilisateurs. Il faut anticiper les erreurs potentielles (ambigu\u00eft\u00e9s, confusions, hallucinations) et ajuster le mod\u00e8le en cons\u00e9quence.\u00a0<\/span><span data-ccp-props=\"{&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Aptos\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Concevoir l&rsquo;exp\u00e9rience :<\/span><\/b><span data-contrast=\"auto\"> Un mod\u00e8le d\u2019IA performant ne se limite pas \u00e0 un API ; il doit \u00eatre int\u00e9gr\u00e9 avec des m\u00e9canismes de validation, de mod\u00e9ration, et des options permettant de contr\u00f4ler les r\u00e9ponses. Par exemple, une interface utilisateur pourrait \u00eatre pens\u00e9e pour offrir des choix de r\u00e9ponse, r\u00e9duisant ainsi les risques d\u2019erreur tout en assurant une interaction fluide. Il faut aussi param\u00e9trer la longueur des r\u00e9ponses pour contr\u00f4ler les co\u00fbts engendr\u00e9s par l\u2019outils.<\/span><\/li>\n<li data-leveltext=\"%1.\" data-font=\"Aptos\" data-listid=\"4\" data-list-defn-props=\"{&quot;335552541&quot;:0,&quot;335559685&quot;:720,&quot;335559991&quot;:360,&quot;469769242&quot;:[65533,0],&quot;469777803&quot;:&quot;left&quot;,&quot;469777804&quot;:&quot;%1.&quot;,&quot;469777815&quot;:&quot;hybridMultilevel&quot;}\" aria-setsize=\"-1\" data-aria-posinset=\"2\" data-aria-level=\"1\"><b><span data-contrast=\"auto\">Effectuer un suivi des performances<\/span><\/b><span data-contrast=\"auto\"> : Le mod\u00e8le doit \u00eatre s\u00e9curis\u00e9, surveill\u00e9 et optimis\u00e9 en continu. Un compte-rendu des interactions permet d\u2019identifier les probl\u00e8mes r\u00e9currents et d\u2019affiner progressivement le mod\u00e8le et ses param\u00e8tres.<\/span><span data-ccp-props=\"{&quot;335559739&quot;:0}\">\u00a0<\/span><\/li>\n<\/ol>\n<p>\u00a0<\/p>\n<p><span class=\"TextRun SCXW228853583 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW228853583 BCX0\">L\u2019int\u00e9gration d\u2019un mod\u00e8le d\u2019IA conversationnelle comme GPT-4o offre une belle opportunit\u00e9 de diff\u00e9renciation pour les entreprises, \u00e0 condition de l&rsquo;aborder avec <\/span><span class=\"NormalTextRun ContextualSpellingAndGrammarErrorV2Themed SCXW228853583 BCX0\">une vision produit<\/span><span class=\"NormalTextRun SCXW228853583 BCX0\">. Une IA bien configur\u00e9e peut en effet am\u00e9liorer l\u2019efficacit\u00e9 du service \u00e0 la client\u00e8le, automatiser des t\u00e2ches r\u00e9p\u00e9titives et enrichir l\u2019exp\u00e9rience utilisateur. Cependant, une impl\u00e9mentation sans personnalisation ni encadrement adapt\u00e9<\/span><\/span> <span class=\"TextRun SCXW228853583 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW228853583 BCX0\">peut entra\u00eener des r\u00e9sultats contre-productifs<\/span><span class=\"NormalTextRun SCXW228853583 BCX0\">.<\/span><\/span><span class=\"EOP SCXW228853583 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/p>\n<p>\u00a0<\/p>\n<p><strong><span class=\"TextRun MacChromeBold SCXW126434670 BCX0\" lang=\"FR-FR\" xml:lang=\"FR-FR\" data-contrast=\"auto\"><span class=\"NormalTextRun SCXW126434670 BCX0\">Nous ne <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">voyons que le <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">d\u00e9but d<\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">u<\/span> <span class=\"NormalTextRun SCXW126434670 BCX0\">potentiel <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">de <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">ChatGPT<\/span><span class=\"NormalTextRun SCXW126434670 BCX0\"> et <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">des IA conversationnelles. <\/span><span class=\"NormalTextRun SCXW126434670 BCX0\">Pour les entreprises qui sauront l\u2019int\u00e9grer de mani\u00e8re r\u00e9fl\u00e9chie, en l\u2019adaptant \u00e0 leurs besoins sp\u00e9cifiques, cette technologie repr\u00e9sente un levier puissant d\u2019innovation et de performance.<\/span><\/span><span class=\"EOP SCXW126434670 BCX0\" data-ccp-props=\"{&quot;335559738&quot;:240,&quot;335559739&quot;:240}\">\u00a0<\/span><\/strong><\/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-461e03b8 e-con-full e-flex e-con e-parent\" data-id=\"461e03b8\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-72b122a2 elementor-widget elementor-widget-template\" data-id=\"72b122a2\" data-element_type=\"widget\" data-widget_type=\"template.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-template\">\n\t\t\t\t\t<div data-elementor-type=\"container\" data-elementor-id=\"12184\" class=\"elementor elementor-12184\" data-elementor-post-type=\"elementor_library\">\n\t\t\t\t<div class=\"elementor-element elementor-element-40d5957e e-flex e-con-boxed e-con e-parent\" data-id=\"40d5957e\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1b78efbf e-con-full e-flex e-con e-child\" data-id=\"1b78efbf\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7e14a4ef elementor-widget elementor-widget-heading\" data-id=\"7e14a4ef\" data-element_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\">Articles en vedette<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2902db16 elementor-widget elementor-widget-nv-button\" data-id=\"2902db16\" data-element_type=\"widget\" data-widget_type=\"nv-button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n                <a\n            class=\"nv-button  nv-button--style--desktop--outline-icon nv-button--style--laptop--outline-icon nv-button--style--tablet--outline-icon nv-button--style--mobile--outline-icon nv-button--theme--desktop--dark nv-button--theme--laptop--dark nv-button--theme--tablet--dark nv-button--theme--mobile--dark\" href=\"https:\/\/nventive.com\/fr\/blogue\/\" aria-label=\"Voir tous les articles\"        >\n            <span class=\"nv-button__text\">Voir tous les articles<\/span>\n            <span class=\"nv-button__icon\">\n                <i aria-hidden=\"true\" class=\"myemoji-icon my-emoji-iconarrow_right_alt\"><\/i>            <\/span>\n        <\/a>\n            \t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2e3d033e elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-widget elementor-widget-loop-grid\" data-id=\"2e3d033e\" data-element_type=\"widget\" data-settings=\"{&quot;template_id&quot;:5334,&quot;_skin&quot;:&quot;post&quot;,&quot;columns&quot;:&quot;3&quot;,&quot;columns_tablet&quot;:&quot;2&quot;,&quot;columns_mobile&quot;:&quot;1&quot;,&quot;edit_handle_selector&quot;:&quot;[data-elementor-type=\\&quot;loop-item\\&quot;]&quot;,&quot;row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_laptop&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"loop-grid.post\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"e-loop-nothing-found-message\">\n\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\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>L\u2019essor des intelligences artificielles conversationnelles a transform\u00e9 la mani\u00e8re dont les entreprises interagissent avec leurs clients et optimisent leurs op\u00e9rations. Parmi elles, ChatGPT suscite \u00e9videmment un int\u00e9r\u00eat croissant. On pourrait imaginer qu\u2019il suffit de brancher l\u2019API de ChatGPT pour obtenir une IA performante et pr\u00eate \u00e0 l\u2019emploi. Mais la r\u00e9alit\u00e9 est plus complexe. D\u00e9couvrez le [&hellip;]<\/p>\n","protected":false},"author":26,"featured_media":15473,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[31],"tags":[176],"main_article":[],"class_list":["post-14831","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-techno"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Comment int\u00e9grer GPT-4o dans une application sur mesure | nventive<\/title>\n<meta name=\"description\" content=\"D\u00e9couvrez comment \u00e9viter les erreurs courantes de l&#039;int\u00e9gration du mod\u00e8le GPT-4o pour optimiser l\u2019exp\u00e9rience utilisateur et la performance de votre solution.\" \/>\n<meta name=\"robots\" content=\"index, follow, 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