{"id":310,"date":"2022-09-01T17:27:06","date_gmt":"2022-09-01T16:27:06","guid":{"rendered":"https:\/\/support.botnation.ai\/?p=310"},"modified":"2023-03-07T11:52:33","modified_gmt":"2023-03-07T10:52:33","slug":"a-b-testing-et-machine-learning","status":"publish","type":"post","link":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/","title":{"rendered":"A\/B Testing et Machine Learning"},"content":{"rendered":"\n<p>Avec l&rsquo;A\/B Testing mesurez et optimisez les actions de votre chatbot<\/p>\n\n\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-transparent ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Sommaire<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#1_Quest-ce-que_lAB_Testing\" >1. Qu&rsquo;est-ce-que l&rsquo;A\/B Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#2_Quels_elements_utiliser_en_AB_testing\" >2. Quels \u00e9l\u00e9ments utiliser en A\/B testing ?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#3_Profitez_du_Machine_Learning_sur_votre_AB_Testing\" >3. Profitez du Machine Learning sur votre A\/B Testing<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#4_Reinitialisez_lAB_Testing\" >4. R\u00e9initialisez l&rsquo;A\/B Testing<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"1_Quest-ce-que_lAB_Testing\"><\/span>1. Qu&rsquo;est-ce-que l&rsquo;A\/B Testing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>L\u2019A\/B testing consiste \u00e0 comparer plusieurs versions d\u2019une image, d&rsquo;une vid\u00e9o, d&rsquo;un texte, d&rsquo;un libell\u00e9 de bouton afin de v\u00e9rifier laquelle est la plus performante. Ces variations sont pr\u00e9sent\u00e9es de mani\u00e8res lin\u00e9aires ou al\u00e9atoires aux utilisateurs de votre chatbot.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png\" alt=\"AB Testing\" class=\"wp-image-96\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png 1024w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-300x177.png 300w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-768x453.png 768w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1536x907.png 1536w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1.png 1584w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>Botnation propose 3 modes de rotation :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Lin\u00e9aire <\/strong>: les \u00e9l\u00e9ments tournent en boucle toujours dans le m\u00eame ordre. Recommand\u00e9 \u00e0 partir de 2 \u00e9l\u00e9ments.<\/li>\n\n\n\n<li><strong>Al\u00e9atoire<\/strong> : les \u00e9l\u00e9ments s&rsquo;affichent au hasard. Recommand\u00e9 \u00e0 partir de 3 \u00e9l\u00e9ments.<\/li>\n\n\n\n<li><strong>Optimis\u00e9e AI<\/strong> : Le Machine Learning de Botnation affiche automatiquement l&rsquo;\u00e9l\u00e9ment le plus performant en fonction de son puissant algorithme d&rsquo;apprentissage afin de maximiser les actions de vos boutons.<\/li>\n<\/ul>\n\n\n\n<p>Une analyse statistique en temps r\u00e9el permet de consulter l\u2019efficacit\u00e9 des diff\u00e9rentes versions en fonction du taux de clic sur des actions (boutons). En d\u2019autres termes, vous pouvez v\u00e9rifier quelle version d\u00e9clenche le plus de clics, d\u2019abonnements, d\u2019achats, etc\u2026 Les r\u00e9sultats permettent alors de d\u00e9terminer la meilleure strat\u00e9gie \u00e0 adopter.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"330\" height=\"404\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-28.png\" alt=\"\" class=\"wp-image-311\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-28.png 330w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-28-245x300.png 245w\" sizes=\"auto, (max-width: 330px) 100vw, 330px\" \/><figcaption class=\"wp-element-caption\">Exemple d&rsquo;affichage des statistiques A\/B Testing<\/figcaption><\/figure>\n<\/div>\n\n\n<p>Dans cet exemple on constate que :&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>le menu a \u00e9t\u00e9 affich\u00e9 10 fois dans votre chatbot<\/li>\n\n\n\n<li>les boutons ont \u00e9t\u00e9 cliqu\u00e9s 6 fois (donc dans 60% des cas)<\/li>\n\n\n\n<li>le bouton \u00ab\u00a0Choix 1\u00a0\u00bb a \u00e9t\u00e9 cliqu\u00e9 dans 10% des cas<\/li>\n\n\n\n<li>le bouton \u00ab\u00a0Choix 2\u00a0\u00bb a lui \u00e9t\u00e9 cliqu\u00e9 dans 50% des cas<\/li>\n<\/ul>\n\n\n\n<p>Nous pouvons donc en d\u00e9duire tr\u00e8s facilement que le bouton \u00ab\u00a0Choix 2\u00a0\u00bb a de bien meilleures performances que le premier bouton, il m\u00e9riterait d&rsquo;\u00eatre plus en avant ou le premier bouton m\u00e9riterait un nouvel intitul\u00e9 plus \u00ab\u00a0accrocheur\u00a0\u00bb.<br><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"2_Quels_elements_utiliser_en_AB_testing\"><\/span>2. Quels \u00e9l\u00e9ments utiliser en A\/B testing ?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Les textes<\/li>\n\n\n\n<li>Les images<\/li>\n\n\n\n<li>Les vid\u00e9os<\/li>\n\n\n\n<li>et surtout les libell\u00e9s des boutons et quick replies (r\u00e9ponses rapide) car ceux sont eux qui permettent de mesurer le taux d&rsquo;action.<\/li>\n<\/ul>\n\n\n\n<p>Cependant l\u2019A\/B testing de Botnation permet de tester un nombre bien plus important de combinaisons, pour cela il faut coupler les statistiques AB Testing aux rotations.<br><br>Les rotations vous permettent d&rsquo;ajouter plusieurs \u00e9l\u00e9ments de m\u00eame type (texte, image, vid\u00e9o, etc.) en alternance. Botnation choisira en fonction du type de la rotation (lin\u00e9aire, al\u00e9atoire ou optimis\u00e9e automatiquement) un des \u00e9l\u00e9ments \u00e0 envoyer l&rsquo;utilisateur de votre chatbot.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"586\" height=\"445\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-29.png\" alt=\"\" class=\"wp-image-313\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-29.png 586w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-29-300x228.png 300w\" sizes=\"auto, (max-width: 586px) 100vw, 586px\" \/><figcaption class=\"wp-element-caption\">Exemple de statistiques d&rsquo;une rotation lin\u00e9aire sur 2 versions d&rsquo;un menu<\/figcaption><\/figure>\n<\/div>\n\n\n<p>On constate dans cet exemple que :<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Botnation affichera 1 fois sur 2 de fa\u00e7on lin\u00e9aire chaque version de ce menu<\/li>\n\n\n\n<li>Que la premiere version g\u00e9n\u00e8re toujours 60% d&rsquo;actions (clics) sur les boutons<\/li>\n\n\n\n<li>Que la seconde version g\u00e9n\u00e8re elle par contre 75% d&rsquo;actions !<\/li>\n\n\n\n<li>Que le libell\u00e9 \u00ab\u00a0Par ici\u00a0\u00bb du premier bouton de la second version g\u00e9n\u00e8re \u00e9galement 50 d&rsquo;actions<\/li>\n<\/ul>\n\n\n\n<p>Nous pouvons donc en conclure qu&rsquo;une 3\u00e8me version int\u00e9grant le libell\u00e9 \u00ab\u00a0Par ici\u00a0\u00bb sur le premier bouton et le libell\u00e9 \u00ab\u00a0Choix 2\u00a0\u00bb sur le second bouton serait \u00e9ventuellement g\u00e9n\u00e9ratrice de bien plus d&rsquo;actions.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"341\" height=\"387\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-30.png\" alt=\"\" class=\"wp-image-315\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-30.png 341w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-30-264x300.png 264w\" sizes=\"auto, (max-width: 341px) 100vw, 341px\" \/><\/figure>\n<\/div>\n\n\n<p>Et effectivement cela se confirme cette 3\u00e8me version du menu g\u00e9n\u00e8re \u00e0 pr\u00e9sent 88% d&rsquo;actions sur les boutons grace \u00e0 une optimisation li\u00e9e aux statistiques A\/B Testing en temps r\u00e9el de Botnation et la possibilit\u00e9 de mettre plusieurs \u00e9l\u00e9ments en rotation.<\/p>\n\n\n\n<figure class=\"wp-block-embed is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"G\u00e9n\u00e9rez votre A\/B Testing des Textes et Images par l&#039;IA ChatGPT d&#039;OpenAI sur votre chatbot Botnation\" width=\"930\" height=\"523\" src=\"https:\/\/www.youtube.com\/embed\/BHLUnluYNtc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"3_Profitez_du_Machine_Learning_sur_votre_AB_Testing\"><\/span>3. Profitez du Machine Learning sur votre A\/B Testing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Le Machine Learning de Botnation affiche automatiquement l&rsquo;\u00e9l\u00e9ment le plus performant en fonction de son puissant algorithme d&rsquo;apprentissage afin de maximiser les actions de vos boutons.<br><br>L&rsquo;Optimizer AI affichera <strong>en priorit\u00e9<\/strong> la version d\u00e9clenchant le plus de clics, d\u2019abonnements, d\u2019achats, etc\u2026 L&rsquo;Optimizer d\u00e9termine en temps r\u00e9el la <strong>meilleure strat\u00e9gie<\/strong> \u00e0 adopter au lieu de s\u00e9lectionner un \u00e9l\u00e9ment au hasard.<\/p>\n\n\n\n<p>Il vous suffit pour cela d&rsquo;activer l&rsquo;option \u00ab\u00a0Optimis\u00e9e\u00a0\u00bb en rotation de vous \u00e9l\u00e9ments.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"600\" height=\"420\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-31.png\" alt=\"\" class=\"wp-image-317\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-31.png 600w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-31-300x210.png 300w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-31-120x85.png 120w\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" \/><\/figure>\n<\/div>\n\n\n<p>L&rsquo;objectif de <strong>BOTNATION<\/strong> est de vous aider \u00e0 rendre votre chatbot toujours plus performant. l&rsquo;<strong>Optimizer AI<\/strong> sera efficace d\u00e8s la premi\u00e8re seconde car il s&rsquo;est d\u00e9j\u00e0 entrain\u00e9 sur les chatbots les plus populaire r\u00e9alis\u00e9s sur Botnation ayant g\u00e9n\u00e9r\u00e9 plus de 50 Millions de clics sur des boutons d&rsquo;action !<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"204\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-39.png\" alt=\"\" class=\"wp-image-344\"\/><\/figure>\n<\/div>\n\n\n<p>N&rsquo;h\u00e9sitez donc pas \u00e0 cr\u00e9er de nombreuses variantes de vos \u00e9l\u00e9ments Boutons, Quickreplies, et Carrousels.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"4_Reinitialisez_lAB_Testing\"><\/span>4. R\u00e9initialisez l&rsquo;A\/B Testing<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Une fois vos mesures enregistr\u00e9es, vous aurez peut-\u00eatre besoin de les r\u00e9initialiser. Par exemple, si vous modifiez totalement votre chatbot apr\u00e8s les premiers retours, les anciens r\u00e9sultats ne sont plus forc\u00e9ment pertinents.<\/p>\n\n\n\n<p>Dans ce cas, rendez-vous dans Param\u00e8tres puis Param\u00e8tres avanc\u00e9s, en bas \u00e0 droite, le bloc \u00ab\u00a0R\u00e9initialisation de l&rsquo;AB testing\u00a0\u00bb vous permet de remettre les compteurs \u00e0 z\u00e9ro. Pour cela, cliquez sur \u00ab\u00a0Supprimer d\u00e9finitivement les donn\u00e9es d&rsquo;AB Testing\u00a0\u00bb.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-32-1024x310.png\" alt=\"\" class=\"wp-image-319\" width=\"617\" height=\"186\" srcset=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-32-1024x310.png 1024w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-32-300x91.png 300w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-32-768x232.png 768w, https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/09\/image-32.png 1250w\" sizes=\"auto, (max-width: 617px) 100vw, 617px\" \/><\/figure>\n<\/div>\n\n\n<p>\u26a0\ufe0f Attention, cela est irr\u00e9versible !<\/p>\n\n\n\n<p><strong>Nous vous souhaitons de bonnes optimisations de votre chatbot sur Botnation !&nbsp;<\/strong><\/p>\n\n\n","protected":false},"excerpt":{"rendered":"<p>Avec l&rsquo;A\/B Testing mesurez et optimisez les actions de votre chatbot 1. Qu&rsquo;est-ce-que l&rsquo;A\/B Testing L\u2019A\/B testing consiste \u00e0 comparer plusieurs versions d\u2019une image, d&rsquo;une vid\u00e9o, d&rsquo;un texte, d&rsquo;un libell\u00e9 &hellip; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[25,24,22],"tags":[],"class_list":["post-310","post","type-post","status-publish","format-standard","hentry","category-chatbot-web","category-facebook-messenger","category-fonctionnalites"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>A\/B Testing et Machine Learning - Botnation - Support<\/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:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A\/B Testing et Machine Learning - Botnation - Support\" \/>\n<meta property=\"og:description\" content=\"Avec l&rsquo;A\/B Testing mesurez et optimisez les actions de votre chatbot 1. Qu&rsquo;est-ce-que l&rsquo;A\/B Testing L\u2019A\/B testing consiste \u00e0 comparer plusieurs versions d\u2019une image, d&rsquo;une vid\u00e9o, d&rsquo;un texte, d&rsquo;un libell\u00e9 &hellip;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/\" \/>\n<meta property=\"og:site_name\" content=\"Botnation - Support\" \/>\n<meta property=\"article:published_time\" content=\"2022-09-01T16:27:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-03-07T10:52:33+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png\" \/>\n<meta name=\"author\" content=\"emmanuel\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"emmanuel\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/\"},\"author\":{\"name\":\"emmanuel\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#\\\/schema\\\/person\\\/deba01ae7c623b2fabb562db3c45827b\"},\"headline\":\"A\\\/B Testing et Machine Learning\",\"datePublished\":\"2022-09-01T16:27:06+00:00\",\"dateModified\":\"2023-03-07T10:52:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/\"},\"wordCount\":861,\"publisher\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/Texte_05_FR-1-1024x604.png\",\"articleSection\":[\"Chatbot-Web\",\"Facebook Messenger\",\"Fonctionnalit\u00e9s\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/\",\"url\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/\",\"name\":\"A\\\/B Testing et Machine Learning - Botnation - Support\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/Texte_05_FR-1-1024x604.png\",\"datePublished\":\"2022-09-01T16:27:06+00:00\",\"dateModified\":\"2023-03-07T10:52:33+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#primaryimage\",\"url\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/Texte_05_FR-1-1024x604.png\",\"contentUrl\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/Texte_05_FR-1-1024x604.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/a-b-testing-et-machine-learning\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"A\\\/B Testing et Machine Learning\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/\",\"name\":\"Botnation - Support\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#organization\",\"name\":\"Botnation - Support\",\"url\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/botnation-mini.png\",\"contentUrl\":\"https:\\\/\\\/support.botnation.ai\\\/wp-content\\\/uploads\\\/2022\\\/08\\\/botnation-mini.png\",\"width\":266,\"height\":70,\"caption\":\"Botnation - Support\"},\"image\":{\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/support.botnation.ai\\\/fr\\\/#\\\/schema\\\/person\\\/deba01ae7c623b2fabb562db3c45827b\",\"name\":\"emmanuel\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g\",\"caption\":\"emmanuel\"},\"sameAs\":[\"http:\\\/\\\/support.botnation.ai\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"A\/B Testing et Machine Learning - Botnation - Support","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/","og_locale":"fr_FR","og_type":"article","og_title":"A\/B Testing et Machine Learning - Botnation - Support","og_description":"Avec l&rsquo;A\/B Testing mesurez et optimisez les actions de votre chatbot 1. Qu&rsquo;est-ce-que l&rsquo;A\/B Testing L\u2019A\/B testing consiste \u00e0 comparer plusieurs versions d\u2019une image, d&rsquo;une vid\u00e9o, d&rsquo;un texte, d&rsquo;un libell\u00e9 &hellip;","og_url":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/","og_site_name":"Botnation - Support","article_published_time":"2022-09-01T16:27:06+00:00","article_modified_time":"2023-03-07T10:52:33+00:00","og_image":[{"url":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png","type":"","width":"","height":""}],"author":"emmanuel","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"emmanuel","Dur\u00e9e de lecture estim\u00e9e":"6 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#article","isPartOf":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/"},"author":{"name":"emmanuel","@id":"https:\/\/support.botnation.ai\/fr\/#\/schema\/person\/deba01ae7c623b2fabb562db3c45827b"},"headline":"A\/B Testing et Machine Learning","datePublished":"2022-09-01T16:27:06+00:00","dateModified":"2023-03-07T10:52:33+00:00","mainEntityOfPage":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/"},"wordCount":861,"publisher":{"@id":"https:\/\/support.botnation.ai\/fr\/#organization"},"image":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png","articleSection":["Chatbot-Web","Facebook Messenger","Fonctionnalit\u00e9s"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/","url":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/","name":"A\/B Testing et Machine Learning - Botnation - Support","isPartOf":{"@id":"https:\/\/support.botnation.ai\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#primaryimage"},"image":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#primaryimage"},"thumbnailUrl":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png","datePublished":"2022-09-01T16:27:06+00:00","dateModified":"2023-03-07T10:52:33+00:00","breadcrumb":{"@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#primaryimage","url":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png","contentUrl":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/Texte_05_FR-1-1024x604.png"},{"@type":"BreadcrumbList","@id":"https:\/\/support.botnation.ai\/fr\/a-b-testing-et-machine-learning\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/support.botnation.ai\/fr\/"},{"@type":"ListItem","position":2,"name":"A\/B Testing et Machine Learning"}]},{"@type":"WebSite","@id":"https:\/\/support.botnation.ai\/fr\/#website","url":"https:\/\/support.botnation.ai\/fr\/","name":"Botnation - Support","description":"","publisher":{"@id":"https:\/\/support.botnation.ai\/fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/support.botnation.ai\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/support.botnation.ai\/fr\/#organization","name":"Botnation - Support","url":"https:\/\/support.botnation.ai\/fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/support.botnation.ai\/fr\/#\/schema\/logo\/image\/","url":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/botnation-mini.png","contentUrl":"https:\/\/support.botnation.ai\/wp-content\/uploads\/2022\/08\/botnation-mini.png","width":266,"height":70,"caption":"Botnation - Support"},"image":{"@id":"https:\/\/support.botnation.ai\/fr\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/support.botnation.ai\/fr\/#\/schema\/person\/deba01ae7c623b2fabb562db3c45827b","name":"emmanuel","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/55757775150a240578e93c3ee59e283e5a428f045968f7f01ca1e7698cd1042b?s=96&d=mm&r=g","caption":"emmanuel"},"sameAs":["http:\/\/support.botnation.ai"]}]}},"_links":{"self":[{"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/posts\/310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/comments?post=310"}],"version-history":[{"count":0,"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/posts\/310\/revisions"}],"wp:attachment":[{"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/media?parent=310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/categories?post=310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/support.botnation.ai\/fr\/wp-json\/wp\/v2\/tags?post=310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}