{"id":5012,"date":"2026-05-10T16:40:15","date_gmt":"2026-05-10T16:40:15","guid":{"rendered":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/"},"modified":"2026-05-11T11:56:33","modified_gmt":"2026-05-11T11:56:33","slug":"marketing-ai-2e-ch39-cro-with-ai","status":"publish","type":"post","link":"https:\/\/rimanagency.com\/fr\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/","title":{"rendered":"Optimisation du taux de conversion gr\u00e2ce \u00e0 l&#039;IA \u2014 De 4 tests par trimestre \u00e0 40"},"content":{"rendered":"<h2>TL;DR<\/h2>\n<p><strong>Les tests A\/B classiques sont lents et co\u00fbteux par information obtenue.<\/strong> L&#039;IA acc\u00e9l\u00e8re chaque \u00e9tape de l&#039;optimisation du taux de conversion (CRO) \u2014 g\u00e9n\u00e9ration d&#039;hypoth\u00e8ses, variations de contenu et de design, analyse statistique et personnalisation de l&#039;exp\u00e9rience \u2014 transformant un rythme trimestriel en un rythme hebdomadaire. La plupart des sites effectuent encore 2 \u00e0 4 tests par trimestre\u00a0; les \u00e9quipes optimis\u00e9es par l&#039;IA en r\u00e9alisent 20 \u00e0 40 et transforment les petits succ\u00e8s en gains significatifs. La rigueur est d&#039;autant plus importante lorsqu&#039;on peut multiplier par dix le nombre de tests effectu\u00e9s.<\/p>\n<h2>Ce que couvre ce guide<\/h2>\n<p>Comment l&#039;IA s&#039;int\u00e8gre-t-elle au cycle de vie des CRO (hypoth\u00e8se, variante, ex\u00e9cution, analyse)\u00a0? Comment g\u00e9n\u00e9rer des hypoth\u00e8ses \u00e0 partir de donn\u00e9es concr\u00e8tes plut\u00f4t que d&#039;intuitions\u00a0? Quelle approche de cr\u00e9ation de variantes \u00e9vite-t-elle d&#039;\u00eatre g\u00e9n\u00e9rique\u00a0? Quelles sont les tendances au-del\u00e0 des tests A\/B (bandits manchots, personnalisation contextuelle)\u00a0? Quelles sont les exigences statistiques pour \u00e9viter que l&#039;IA ne se contente de multiplier les tests inefficaces\u00a0? Cet ouvrage est con\u00e7u pour les responsables CRO et les charg\u00e9s de croissance qui souhaitent passer d&#039;un rythme de tests trimestriel \u00e0 un rythme hebdomadaire.<\/p>\n<h2>Points cl\u00e9s \u00e0 retenir<\/h2>\n<ul>\n<li>L&#039;IA acc\u00e9l\u00e8re chaque \u00e9tape des CRO\u00a0: hypoth\u00e8se, variante, ex\u00e9cution, analyse.<\/li>\n<li>La qualit\u00e9 des hypoth\u00e8ses d\u00e9pend de la fourniture \u00e0 l&#039;IA de preuves r\u00e9elles \u2014 et non de questions pos\u00e9es dans le vide.<\/li>\n<li>Les bandits manchots et la personnalisation contextuelle sont d\u00e9sormais des r\u00e9alit\u00e9s pratiques, et non plus th\u00e9oriques.<\/li>\n<li>La rigueur statistique compte davantage, et non moins, lorsqu&#039;on peut effectuer 10 fois plus de tests.<\/li>\n<li>Tester moins d&#039;hypoth\u00e8ses, mais plus audacieuses. L&#039;IA multiplie les variantes\u00a0; le jugement humain s\u00e9lectionne celles qui m\u00e9ritent d&#039;\u00eatre test\u00e9es.<\/li>\n<\/ul>\n<h2>Le r\u00f4le de l&#039;IA \u00e0 chaque \u00e9tape de l&#039;\u00e9tude de cas<\/h2>\n<table>\n<thead>\n<tr>\n<th>Sc\u00e8ne<\/th>\n<th>Contribution de l&#039;IA<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>g\u00e9n\u00e9ration d&#039;hypoth\u00e8ses<\/td>\n<td>Synth\u00e9tiser les enregistrements de sessions, les cartes thermiques et les tickets d&#039;assistance en hypoth\u00e8ses class\u00e9es.<\/td>\n<\/tr>\n<tr>\n<td>Cr\u00e9ation de variantes<\/td>\n<td>G\u00e9n\u00e9rer des variantes de texte, de mise en page et visuelles \u00e0 grande \u00e9chelle<\/td>\n<\/tr>\n<tr>\n<td>Ex\u00e9cution des tests<\/td>\n<td>Dimensionnement automatique des \u00e9chantillons, d\u00e9tection d&#039;arr\u00eat pr\u00e9coce, orchestration multivariante<\/td>\n<\/tr>\n<tr>\n<td>Analyse et perspectives<\/td>\n<td>D\u00e9tection de l&#039;effet lift au niveau des segments, effets d&#039;interaction, r\u00e9sultats contre-intuitifs<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>G\u00e9n\u00e9rer des hypoth\u00e8ses utiles<\/h2>\n<p>La qualit\u00e9 d&#039;un test est limit\u00e9e par la qualit\u00e9 de l&#039;hypoth\u00e8se. La g\u00e9n\u00e9ration d&#039;hypoth\u00e8ses assist\u00e9e par l&#039;IA fonctionne lorsqu&#039;on lui fournit des preuves r\u00e9elles.<\/p>\n<ul>\n<li><strong>R\u00e9sum\u00e9s des enregistrements de session<\/strong> \u2014 L&#039;IA analyse 100 sessions et signale les points de friction communs.<\/li>\n<li><strong>Mod\u00e8les de tickets d&#039;assistance<\/strong> \u2014 L&#039;IA regroupe les plaintes et fait \u00e9merger les principaux th\u00e8mes r\u00e9currents.<\/li>\n<li><strong>Agr\u00e9gation des enqu\u00eates de sortie<\/strong> \u2014 L&#039;IA synth\u00e9tise 500 r\u00e9ponses en th\u00e8mes class\u00e9s.<\/li>\n<li><strong>Analyses des concurrents<\/strong> \u2014 L\u2019IA compare vos pages cl\u00e9s \u00e0 celles de 10 concurrents et signale les diff\u00e9rences structurelles.<\/li>\n<\/ul>\n<h2>Cr\u00e9ation de variantes sans le pi\u00e8ge g\u00e9n\u00e9rique<\/h2>\n<p>L&#039;IA peut g\u00e9n\u00e9rer 30 titres par minute. La plupart tomberont dans l&#039;oubli. Une meilleure approche\u00a0:<\/p>\n<ol>\n<li>Fournissez \u00e0 l&#039;IA un brief sur la voix de la marque et 3 \u00e0 5 variantes historiques les plus performantes.<\/li>\n<li>Demandez des variantes qui diff\u00e8rent selon une dimension sp\u00e9cifique (sp\u00e9cificit\u00e9, urgence, preuve sociale, pr\u00e9sentation des avantages).<\/li>\n<li>Demandez plus de 20 variantes, puis demandez \u00e0 un humain d&#039;en s\u00e9lectionner 3 ou 4 \u00e0 tester.<\/li>\n<li>Incluez toujours une variante \u201c\u00a0impr\u00e9vue\u00a0\u201d que l&#039;IA n&#039;a pas g\u00e9n\u00e9r\u00e9e. Elle l&#039;emporte souvent.<\/li>\n<\/ol>\n<h2>Au-del\u00e0 du test A\/B \u2014 Mod\u00e8les de tests modernes<\/h2>\n<p>L&#039;IA permet de tester des mod\u00e8les qui \u00e9taient auparavant impraticables\u00a0:<\/p>\n<ul>\n<li><strong>bandits \u00e0 plusieurs bras<\/strong> \u2014 r\u00e9partir dynamiquement le trafic vers les variantes les plus performantes pendant le test, r\u00e9duisant ainsi le co\u00fbt d&#039;opportunit\u00e9 li\u00e9 \u00e0 l&#039;exposition des utilisateurs aux variantes les moins performantes.<\/li>\n<li><strong>Personnalisation contextuelle<\/strong> \u2014 Diff\u00e9rentes variantes sont pr\u00e9sent\u00e9es \u00e0 diff\u00e9rents segments. La \u201c meilleure \u201d variante devient sp\u00e9cifique \u00e0 chaque segment.<\/li>\n<li><strong>Tests multivari\u00e9s<\/strong> \u2014 tester les combinaisons de modifications ; d\u00e9tecter les effets d&#039;interaction.<\/li>\n<li><strong>Tests s\u00e9quentiels<\/strong> \u2014 des cadres statistiques appropri\u00e9s pour \u201c jeter un coup d\u2019\u0153il \u201d aux r\u00e9sultats des tests sans invalider les conclusions.<\/li>\n<\/ul>\n<h2>La discipline de la mesure<\/h2>\n<p>L&#039;IA facilite l&#039;ex\u00e9cution de davantage de tests. Elle ne rend pas les statistiques plus indulgentes\u00a0:<\/p>\n<ul>\n<li>D\u00e9finissez au pr\u00e9alable l&#039;hypoth\u00e8se et la m\u00e9trique principale avant l&#039;ex\u00e9cution des tests.<\/li>\n<li>Effectuez des tests jusqu&#039;\u00e0 atteindre la signification statistique, ou utilisez un cadre de tests s\u00e9quentiels appropri\u00e9.<\/li>\n<li>D\u00e9finissez au pr\u00e9alable les 2 ou 3 segments qui vous int\u00e9ressent. Explorer 20 segments \u00e0 la recherche d&#039;un segment gagnant, c&#039;est s&#039;exposer \u00e0 des d\u00e9couvertes fortuites.<\/li>\n<li>Surveillez les effets \u00e0 long terme \u2014 une variante qui am\u00e9liore la conversion mais nuit \u00e0 la fid\u00e9lisation est une victoire \u00e0 la Pyrrhus.<\/li>\n<\/ul>\n<h2>Erreurs courantes \u00e0 \u00e9viter<\/h2>\n<ul>\n<li><strong>Consid\u00e9rer chaque variante d&#039;IA comme \u00e9galement digne d&#039;\u00eatre test\u00e9e.<\/strong> Vous gaspillerez des ressources de test sur des variations insignifiantes. Testez moins, mais plus audacieux.<\/li>\n<li><strong>Provoquer des tests pr\u00e9cocement \u201c semble une bonne chose \u201d.\u201d<\/strong> R\u00e9sultats m\u00e9diocres.<\/li>\n<li><strong>Extraction de segments gagnants a posteriori.<\/strong> Pr\u00e9-sp\u00e9cifier 2 \u00e0 3 segments.<\/li>\n<li><strong>Ignorer les indicateurs en aval.<\/strong> Un produit qui convertit bien peut \u00eatre un \u00e9chec en mati\u00e8re de fid\u00e9lisation.<\/li>\n<\/ul>\n<h2>Mesures \u00e0 prendre cette semaine<\/h2>\n<ol>\n<li>Prenez vos 3 pages \u00e0 fort trafic ayant le taux de conversion le plus faible.<\/li>\n<li>Pour chacun, fournissez \u00e0 l&#039;IA un r\u00e9sum\u00e9 des donn\u00e9es de session et g\u00e9n\u00e9rez 10 hypoth\u00e8ses.<\/li>\n<li>\u00c9valuez-les en fonction de leur impact attendu.<\/li>\n<li>Choisissez-en une par page. Voil\u00e0 la feuille de route des tests pour le prochain trimestre.<\/li>\n<\/ol>\n<h2>Foire aux questions<\/h2>\n<h3>Combien de tests dois-je effectuer par trimestre\u00a0?<\/h3>\n<p>20 \u00e0 40 avec g\u00e9n\u00e9ration de variantes augment\u00e9e par l&#039;IA ; minimum 4 pour \u00eatre un programme s\u00e9rieux.<\/p>\n<h3>Quels sont les meilleurs outils CRO avec IA ?<\/h3>\n<p>VWO, Optimizely, Convert et AB Tasty int\u00e8grent tous la g\u00e9n\u00e9ration de variantes par IA en 2026.<\/p>\n<h3>Quelles sont les attentes raisonnables en mati\u00e8re de lev\u00e9e de poids ?<\/h3>\n<p>Principalement des gains de 2 \u00e0 10%, avec quelques gains occasionnels de plus de 20%. Cumul de gains modestes au fil du temps.<\/p>\n<h3>Devrais-je jouer aux bandits manchots ?<\/h3>\n<p>Oui, lorsque vous avez suffisamment de trafic et que vous souhaitez r\u00e9duire le co\u00fbt d&#039;opportunit\u00e9 des clients perdants.<\/p>\n<h3>Combien de temps doivent durer les tests\u00a0?<\/h3>\n<p>Pour respecter la taille ou la signification de l&#039;\u00e9chantillon pr\u00e9d\u00e9finie. Deux cycles \u00e9conomiques minimum sont n\u00e9cessaires pour saisir les variations selon les jours de la semaine.<\/p>\n<hr>\n<p><em>Vous souhaitez approfondir le sujet\u00a0? Ce guide s\u2019appuie sur les strat\u00e9gies pr\u00e9sent\u00e9es dans l\u2019ouvrage de Tarek Riman. <strong>Introduction au marketing et \u00e0 l&#039;IA 2e \u00e9dition<\/strong>.<\/em><\/p>\n<p><strong>\u00c0 propos de l&#039;agence Riman\u00a0:<\/strong> Nous concevons des programmes CRO augment\u00e9s par l&#039;IA qui g\u00e9n\u00e8rent des effets cumulatifs. <a href=\"https:\/\/rimanagency.com\/fr\/contact\/\">R\u00e9servez un audit CRO<\/a>.<\/p>\n<p><a href=\"https:\/\/rimanagency.com\/fr\/?p=5011\">\u2190 Pr\u00e9c\u00e9dent\u00a0: Gestion de marque<\/a> | <a href=\"https:\/\/rimanagency.com\/fr\/category\/marketing-ai\/\">Tous les articles sur le marketing IA<\/a> | <a href=\"https:\/\/rimanagency.com\/fr\/?p=5013\">Suivant\u00a0: MarOps et RevOps \u2192<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>L&#039;IA acc\u00e9l\u00e8re chaque \u00e9tape du CRO\u00a0: g\u00e9n\u00e9ration d&#039;hypoth\u00e8ses, cr\u00e9ation de variantes, bandits manchots, analyse de segments.<\/p>","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1311,1320],"tags":[],"class_list":["post-5012","post","type-post","status-publish","format-standard","hentry","category-ai","category-marketing-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency<\/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:\/\/rimanagency.com\/fr\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/\" \/>\n<meta property=\"og:locale\" content=\"fr_CA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency\" \/>\n<meta property=\"og:description\" content=\"AI accelerates every CRO stage \u2014 hypothesis generation, variant creation, multi-armed bandits, segment analysis.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/rimanagency.com\/fr\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"Riman Agency\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-10T16:40:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-11T11:56:33+00:00\" \/>\n<meta name=\"author\" content=\"Tarek Riman\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Tarek Riman\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/\"},\"author\":{\"name\":\"Tarek Riman\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#\\\/schema\\\/person\\\/8bc3334c3d06a0298c0c01702f32d60b\"},\"headline\":\"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40\",\"datePublished\":\"2026-05-10T16:40:15+00:00\",\"dateModified\":\"2026-05-11T11:56:33+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/\"},\"wordCount\":756,\"publisher\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#organization\"},\"articleSection\":[\"AI\",\"Marketing &amp; AI\"],\"inLanguage\":\"fr-CA\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/\",\"url\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/\",\"name\":\"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#website\"},\"datePublished\":\"2026-05-10T16:40:15+00:00\",\"dateModified\":\"2026-05-11T11:56:33+00:00\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/#breadcrumb\"},\"inLanguage\":\"fr-CA\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/2026\\\/05\\\/10\\\/marketing-ai-2e-ch39-cro-with-ai\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/rimanagency.com\\\/home\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#website\",\"url\":\"https:\\\/\\\/rimanagency.com\\\/\",\"name\":\"Riman Agency\",\"description\":\"A Full Service Digital Marketing Agency\",\"publisher\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/rimanagency.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-CA\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#organization\",\"name\":\"Riman Agency\",\"url\":\"https:\\\/\\\/rimanagency.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/rimanagency.com\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/RIMANagency-all-logos-1-2.png\",\"contentUrl\":\"https:\\\/\\\/rimanagency.com\\\/wp-content\\\/uploads\\\/2022\\\/02\\\/RIMANagency-all-logos-1-2.png\",\"width\":694,\"height\":211,\"caption\":\"Riman Agency\"},\"image\":{\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/rimanagency.com\\\/#\\\/schema\\\/person\\\/8bc3334c3d06a0298c0c01702f32d60b\",\"name\":\"Tarek Riman\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-CA\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g\",\"caption\":\"Tarek Riman\"},\"url\":\"https:\\\/\\\/rimanagency.com\\\/fr\\\/author\\\/trimancaptaim-com\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency","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:\/\/rimanagency.com\/fr\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/","og_locale":"fr_CA","og_type":"article","og_title":"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency","og_description":"AI accelerates every CRO stage \u2014 hypothesis generation, variant creation, multi-armed bandits, segment analysis.","og_url":"https:\/\/rimanagency.com\/fr\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/","og_site_name":"Riman Agency","article_published_time":"2026-05-10T16:40:15+00:00","article_modified_time":"2026-05-11T11:56:33+00:00","author":"Tarek Riman","twitter_card":"summary_large_image","twitter_misc":{"Written by":"Tarek Riman","Est. reading time":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/#article","isPartOf":{"@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/"},"author":{"name":"Tarek Riman","@id":"https:\/\/rimanagency.com\/#\/schema\/person\/8bc3334c3d06a0298c0c01702f32d60b"},"headline":"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40","datePublished":"2026-05-10T16:40:15+00:00","dateModified":"2026-05-11T11:56:33+00:00","mainEntityOfPage":{"@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/"},"wordCount":756,"publisher":{"@id":"https:\/\/rimanagency.com\/#organization"},"articleSection":["AI","Marketing &amp; AI"],"inLanguage":"fr-CA"},{"@type":"WebPage","@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/","url":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/","name":"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40 - Riman Agency","isPartOf":{"@id":"https:\/\/rimanagency.com\/#website"},"datePublished":"2026-05-10T16:40:15+00:00","dateModified":"2026-05-11T11:56:33+00:00","breadcrumb":{"@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/#breadcrumb"},"inLanguage":"fr-CA","potentialAction":[{"@type":"ReadAction","target":["https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/rimanagency.com\/2026\/05\/10\/marketing-ai-2e-ch39-cro-with-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/rimanagency.com\/home\/"},{"@type":"ListItem","position":2,"name":"Conversion Rate Optimization With AI \u2014 From 4 Tests a Quarter to 40"}]},{"@type":"WebSite","@id":"https:\/\/rimanagency.com\/#website","url":"https:\/\/rimanagency.com\/","name":"Agence Riman","description":"Une agence de marketing num\u00e9rique \u00e0 service complet","publisher":{"@id":"https:\/\/rimanagency.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/rimanagency.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-CA"},{"@type":"Organization","@id":"https:\/\/rimanagency.com\/#organization","name":"Agence Riman","url":"https:\/\/rimanagency.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/rimanagency.com\/#\/schema\/logo\/image\/","url":"https:\/\/rimanagency.com\/wp-content\/uploads\/2022\/02\/RIMANagency-all-logos-1-2.png","contentUrl":"https:\/\/rimanagency.com\/wp-content\/uploads\/2022\/02\/RIMANagency-all-logos-1-2.png","width":694,"height":211,"caption":"Riman Agency"},"image":{"@id":"https:\/\/rimanagency.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/rimanagency.com\/#\/schema\/person\/8bc3334c3d06a0298c0c01702f32d60b","name":"Tarek Riman","image":{"@type":"ImageObject","inLanguage":"fr-CA","@id":"https:\/\/secure.gravatar.com\/avatar\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1bd2f53179c57409180a7847964a86eabe7bd84a443edf64af7c0ba0193481fd?s=96&d=mm&r=g","caption":"Tarek Riman"},"url":"https:\/\/rimanagency.com\/fr\/author\/trimancaptaim-com\/"}]}},"_links":{"self":[{"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/posts\/5012","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/comments?post=5012"}],"version-history":[{"count":0,"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/posts\/5012\/revisions"}],"wp:attachment":[{"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/media?parent=5012"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/categories?post=5012"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/rimanagency.com\/fr\/wp-json\/wp\/v2\/tags?post=5012"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}