{"id":12150,"date":"2018-09-23T12:44:04","date_gmt":"2018-09-23T09:44:04","guid":{"rendered":"https:\/\/www.yoannuzan.com\/?p=12150"},"modified":"2026-10-15T16:14:23","modified_gmt":"2026-10-15T16:14:23","slug":"humains-vs-machine-liens-sponsorises","status":"publish","type":"post","link":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/","title":{"rendered":"3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s"},"content":{"rendered":"\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-top\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;12150&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;top&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;1&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Notez cet article&quot;,&quot;legend&quot;:&quot;5\\\/5 - (1 vote)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s&quot;,&quot;width&quot;:&quot;142.5&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 142.5px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            5\/5 - (1 vote)    <\/div>\n    <\/div>\n<h2>Liens Sponsoris\u00e9s : Humains VS Machine<\/h2>\n<p>Avec les ann\u00e9es, la r\u00e9gie publicitaire de Google AdWords s\u2019est perfectionn\u00e9e, int\u00e9grant de nouvelles prouesses technologiques, comme l\u2019<strong>intelligence artificielle<\/strong>. Mais, contrairement aux id\u00e9es re\u00e7ues, l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines. Si l\u2019IA a permis de faciliter la gestion des comptes de la <strong>publicit\u00e9 au co\u00fbt par clic<\/strong>, de nombreuses t\u00e2ches doivent encore \u00eatre orchestr\u00e9es par les humains. D\u00e9couvrez trois mani\u00e8res d\u2019optimiser vos campagnes Adwords de mani\u00e8re autonome ou en compl\u00e9ment des options de gestion automatis\u00e9e propos\u00e9es par Google.<\/p>\n<h2>Supervisez avec rigueur la gestion des ench\u00e8res<\/h2>\n<p>G\u00e9rer les ench\u00e8res d\u2019une campagne n\u2019est pas toujours une partie de plaisir. Il peut \u00eatre tentant d\u2019utiliser <strong><a href=\"https:\/\/support.google.com\/google-ads\/answer\/7065882?hl=fr\">Google Ads Smart Bidding<\/a><\/strong> pour gagner du temps et s\u2019\u00e9pargner des t\u00e2ches r\u00e9barbatives. Toutefois, utiliser syst\u00e9matiquement l\u2019option de gestion automatique des ench\u00e8res propos\u00e9e par Adwords n\u2019est pas forc\u00e9ment un bon calcul. En effet, celle-ci n\u2019est pas toujours adapt\u00e9e \u00e0 la <strong>configuration de vos campagnes<\/strong> et aux objectifs de votre entreprise.<\/p>\n<p>M\u00eame s\u2019il se fonde sur de puissants algorithmes, Google Ads Smart Bidding peut comporter quelques lacunes :<\/p>\n<ul>\n<li>Il ne peut pas s\u2019adapter \u00e0 un contexte sp\u00e9cifique pouvant expliquer une baisse des conversions (par exemple, la d\u00e9faillance d\u2019un serveur entra\u00eenant des difficult\u00e9s de connexion).<\/li>\n<li>Il est incapable de d\u00e9terminer les enjeux m\u00e9tiers propres \u00e0 certaines industries.<\/li>\n<\/ul>\n<p>Le meilleur moyen d\u2019accro\u00eetre la rentabilit\u00e9 de vos campagnes au co\u00fbt par clic consiste \u00e0 combiner les atouts du <strong>suivi automatique<\/strong> \u00e0 l\u2019exp\u00e9rience de votre gestion interne. Il existe des outils sp\u00e9cifiques qui peuvent prendre en compte des param\u00e8tres personnalis\u00e9s pour ajuster les ench\u00e8res de vos campagnes en fonction de crit\u00e8res d\u00e9finis par vos soins. C\u2019est par exemple le cas de la plateforme Optmyzr qui peut int\u00e9grer l\u2019ensemble de vos <strong>donn\u00e9es m\u00e9tiers<\/strong> (retours commerciaux, ventes par t\u00e9l\u00e9phone ou sur le point de vente). Sans ce type d&rsquo;\u00e9quipement, mieux vaut piloter ses campagnes en manuel.<\/p>\n<h2>Utilisez les bons mots-cl\u00e9s pour cibler les annonces de Google Shopping<\/h2>\n<p>La <strong>gestion des mots-cl\u00e9s<\/strong> pour les annonces Google Shopping est d\u00e9terminante pour obtenir des r\u00e9sultats probants. En effet, le flux de Google Shopping cible automatiquement les requ\u00eates saisies par les internautes. Plus vous utilisez des mots-cl\u00e9s pr\u00e9cis et pertinents, plus vous augmentez vos chances d\u2019appara\u00eetre dans les r\u00e9sultats de recherche. Or, d\u00e9terminer les bons mots-cl\u00e9s rel\u00e8ve d\u2019un travail humain. En tant qu\u2019annonceur, vous \u00eates plus \u00e0 m\u00eame de d\u00e9terminer les expressions susceptibles de vous<strong> <a href=\"\/freelance-sea-achat-trafic-internet\/\">apporter des conversions<\/a>.\u00a0<\/strong>D\u2019autre part, vous pouvez accro\u00eetre le potentiel de vos mots-cl\u00e9s en utilisant les exclusions afin de cibler davantage vos requ\u00eates en \u00e9liminant des termes ambigus, ce que les machines ne sont pas (encore !) capables de faire. Si vous ne parvenez pas vous-m\u00eame \u00e0 d\u00e9finir les mots-cl\u00e9s les plus rentables, n\u2019h\u00e9sitez pas \u00e0 faire appel \u00e0 un <a href=\"\/publicite-en-ligne-google-adwords\/freelance-google-adwords\/\"><strong>expert SEA<\/strong><\/a>.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"size-full wp-image-12153\" src=\"\/file\/2018\/09\/machine-learning-vs-humain.jpg\" alt=\"humains vs machine\" width=\"1980\" height=\"1080\" srcset=\"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning-vs-humain.jpg 1980w, https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning-vs-humain-300x164.jpg 300w, https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning-vs-humain-1024x559.jpg 1024w, https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning-vs-humain-768x419.jpg 768w, https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning-vs-humain-1536x838.jpg 1536w\" sizes=\"auto, (max-width: 1980px) 100vw, 1980px\" \/><\/p>\n<h2>Cr\u00e9ez des campagnes d\u2019A\/B testing<\/h2>\n<p>Les tests A\/B font partie des meilleurs moyens d\u2019optimiser les campagnes de publicit\u00e9 en ligne et d\u2019en d\u00e9cupler les b\u00e9n\u00e9fices. Ils peuvent vous aider \u00e0 choisir les options idoines, qu\u2019il s\u2019agisse des <strong>textes d\u2019annonces<\/strong>, des mots-cl\u00e9s, des <strong>plages de diffusion<\/strong> ou du <strong>montant des ench\u00e8res<\/strong>. Au bout de quelques jours ou semaines (pour les campagnes de longue dur\u00e9e), vous saurez exactement quelles am\u00e9liorations doivent \u00eatre apport\u00e9es et quelles campagnes sont les plus performantes.<\/p>\n<p>Cependant, vous pouvez \u00e9prouver des difficult\u00e9s \u00e0 reconna\u00eetre les annonces \u00e0 supprimer. Bien s\u00fbr, celles qui g\u00e9n\u00e8rent moins d\u2019impressions et de clics peuvent polluer votre compte et alt\u00e9rer le <strong>ROI global de vos campagnes<\/strong>. Mais les supprimer de mani\u00e8re d\u00e9finitive n\u2019est pas toujours judicieux. Vous pouvez \u00e9galement manquer de visibilit\u00e9 si vous g\u00e9rez plusieurs campagnes en m\u00eame temps. Pour nettoyer votre compte et en faciliter la gestion sans risque d\u2019erreur, vous avez la possibilit\u00e9 d\u2019utiliser les scripts de Google Adwords. Mais, l\u00e0 encore, le recours aux automatismes n\u00e9cessite la plus grande prudence. Si vous avez des doutes ou si vous ne savez pas comment mettre en place des campagnes de <strong>tests A\/B<\/strong>, vous pouvez faire appel \u00e0 un Expert Google Ads poss\u00e9dant une connaissance approfondie des outils Adwords.<\/p>\n<h2>Conclusion : L&rsquo;humain assist\u00e9 de la machine pour obtenir les meilleurs performances<\/h2>\n<p>La <strong><a href=\"\/gestion-campagne-adwords\/\">gestion de campagnes publicitaires Adwords<\/a><\/strong> ne s\u2019improvise pas et n\u00e9cessite une r\u00e9elle expertise. Si Google a mis en place un large panel d\u2019outils permettant d\u2019automatiser les t\u00e2ches r\u00e9currentes pour vous simplifier la vie, cela ne vous dispense pas de suivre avec attention vos campagnes et d\u2019y apporter toutes les modifications n\u00e9cessaires. La gestion des ench\u00e8res, le choix des mots-cl\u00e9s et le d\u00e9ploiement de tests A\/B sont autant d\u2019op\u00e9rations d\u00e9licates qui requi\u00e8rent une action humaine. Si vous ne disposez pas des comp\u00e9tences n\u00e9cessaires, vous avez tout int\u00e9r\u00eat \u00e0 solliciter un <strong><a href=\"\/freelance-sea-achat-trafic-internet\/\">expert SEA<\/a><\/strong> qui saura faire fructifier chacune de vos campagnes de r\u00e9f\u00e9rencement payant.<\/p>\n<p>Mise \u00e0 jour 2026 : la machine a pris beaucoup de place, mais l&rsquo;arbitrage humain reste d\u00e9cisif. Voir <a href=\"\/google-ads-leviers-controle-reels\/\">les r\u00e9glages qui contr\u00f4lent vraiment vos campagnes<\/a> et les <a href=\"\/google-ads-experiences-analyses-ia\/\">analyses IA des exp\u00e9riences Google Ads<\/a>, utiles mais \u00e0 v\u00e9rifier.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Si l\u2019IA a permis de faciliter la gestion des comptes de la publicit\u00e9 au co\u00fbt par clic, de nombreuses t\u00e2ches doivent encore \u00eatre orchestr\u00e9es par les humains. D\u00e9couvrez pourquoi la gestion manuelle est souvent \u00e0 privil\u00e9gier. <\/p>\n","protected":false},"author":1,"featured_media":12151,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[21],"class_list":["post-12150","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-adwords","tag-webmarketing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?<\/title>\n<meta name=\"description\" content=\"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l&#039;humain \u00e0 la machine.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?\" \/>\n<meta property=\"og:description\" content=\"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l&#039;humain \u00e0 la machine.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/\" \/>\n<meta property=\"og:site_name\" content=\"Freelance SEM\" \/>\n<meta property=\"article:published_time\" content=\"2018-09-23T09:44:04+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-10-15T16:14:23+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1980\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Yoann UZAN\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yoann UZAN\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/\"},\"author\":{\"name\":\"Yoann UZAN\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#\\\/schema\\\/person\\\/40330c504a72116b10d8422624ed172e\"},\"headline\":\"3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s\",\"datePublished\":\"2018-09-23T09:44:04+00:00\",\"dateModified\":\"2026-10-15T16:14:23+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/\"},\"wordCount\":970,\"publisher\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2018\\\/09\\\/machine-learning.jpg\",\"keywords\":[\"WebMarketing\"],\"articleSection\":[\"Google Adwords\"],\"inLanguage\":\"fr-FR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/\",\"url\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/\",\"name\":\"\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2018\\\/09\\\/machine-learning.jpg\",\"datePublished\":\"2018-09-23T09:44:04+00:00\",\"dateModified\":\"2026-10-15T16:14:23+00:00\",\"description\":\"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l'humain \u00e0 la machine.\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2018\\\/09\\\/machine-learning.jpg\",\"contentUrl\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2018\\\/09\\\/machine-learning.jpg\",\"width\":1980,\"height\":1080,\"caption\":\"Humains VS machine learning : Qui remporte le combat\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/humains-vs-machine-liens-sponsorises\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\\\/\\\/www.yoannuzan.com\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#website\",\"url\":\"https:\\\/\\\/www.yoannuzan.com\\\/\",\"name\":\"Freelance SEM\",\"description\":\"Freelancer Sp\u00e9cialiste en SEM\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.yoannuzan.com\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#organization\",\"name\":\"Freelance SEM\",\"url\":\"https:\\\/\\\/www.yoannuzan.com\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2026\\\/10\\\/logo-yoann-uzan-ai-growth-expert-geo-570.png\",\"contentUrl\":\"https:\\\/\\\/www.yoannuzan.com\\\/inc\\\/uploads\\\/2026\\\/10\\\/logo-yoann-uzan-ai-growth-expert-geo-570.png\",\"width\":570,\"height\":183,\"caption\":\"Freelance SEM\"},\"image\":{\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.yoannuzan.com\\\/#\\\/schema\\\/person\\\/40330c504a72116b10d8422624ed172e\",\"name\":\"Yoann UZAN\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g\",\"caption\":\"Yoann UZAN\"},\"sameAs\":[\"http:\\\/\\\/yoannuzan.com\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?","description":"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l'humain \u00e0 la machine.","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:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/","og_locale":"fr_FR","og_type":"article","og_title":"\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?","og_description":"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l'humain \u00e0 la machine.","og_url":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/","og_site_name":"Freelance SEM","article_published_time":"2018-09-23T09:44:04+00:00","article_modified_time":"2026-10-15T16:14:23+00:00","og_image":[{"width":1980,"height":1080,"url":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg","type":"image\/jpeg"}],"author":"Yoann UZAN","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Yoann UZAN","Dur\u00e9e de lecture estim\u00e9e":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#article","isPartOf":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/"},"author":{"name":"Yoann UZAN","@id":"https:\/\/www.yoannuzan.com\/#\/schema\/person\/40330c504a72116b10d8422624ed172e"},"headline":"3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s","datePublished":"2018-09-23T09:44:04+00:00","dateModified":"2026-10-15T16:14:23+00:00","mainEntityOfPage":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/"},"wordCount":970,"publisher":{"@id":"https:\/\/www.yoannuzan.com\/#organization"},"image":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg","keywords":["WebMarketing"],"articleSection":["Google Adwords"],"inLanguage":"fr-FR"},{"@type":"WebPage","@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/","url":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/","name":"\u25b7 Humains VS Machine en Liens Sponsoris\u00e9s : Qui gagne le combat ?","isPartOf":{"@id":"https:\/\/www.yoannuzan.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#primaryimage"},"image":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#primaryimage"},"thumbnailUrl":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg","datePublished":"2018-09-23T09:44:04+00:00","dateModified":"2026-10-15T16:14:23+00:00","description":"Pourquoi l\u2019expertise humaine n\u2019est pas pr\u00eate d\u2019\u00eatre supplant\u00e9e par les machines ? D\u00e9couvrez la r\u00e9ponse dans cet article qui oppose l'humain \u00e0 la machine.","breadcrumb":{"@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#primaryimage","url":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg","contentUrl":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2018\/09\/machine-learning.jpg","width":1980,"height":1080,"caption":"Humains VS machine learning : Qui remporte le combat"},{"@type":"BreadcrumbList","@id":"https:\/\/www.yoannuzan.com\/humains-vs-machine-liens-sponsorises\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/www.yoannuzan.com\/"},{"@type":"ListItem","position":2,"name":"3 fa\u00e7ons dont les humains peuvent faire mieux que la machine en liens sponsoris\u00e9s"}]},{"@type":"WebSite","@id":"https:\/\/www.yoannuzan.com\/#website","url":"https:\/\/www.yoannuzan.com\/","name":"Freelance SEM","description":"Freelancer Sp\u00e9cialiste en SEM","publisher":{"@id":"https:\/\/www.yoannuzan.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.yoannuzan.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/www.yoannuzan.com\/#organization","name":"Freelance SEM","url":"https:\/\/www.yoannuzan.com\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.yoannuzan.com\/#\/schema\/logo\/image\/","url":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2026\/10\/logo-yoann-uzan-ai-growth-expert-geo-570.png","contentUrl":"https:\/\/www.yoannuzan.com\/inc\/uploads\/2026\/10\/logo-yoann-uzan-ai-growth-expert-geo-570.png","width":570,"height":183,"caption":"Freelance SEM"},"image":{"@id":"https:\/\/www.yoannuzan.com\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.yoannuzan.com\/#\/schema\/person\/40330c504a72116b10d8422624ed172e","name":"Yoann UZAN","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/97c95494cbedc8a1f0128edeb353add506ee4a2a24568592a4d9a841831af052?s=96&d=mm&r=g","caption":"Yoann UZAN"},"sameAs":["http:\/\/yoannuzan.com"]}]}},"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/posts\/12150","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/comments?post=12150"}],"version-history":[{"count":4,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/posts\/12150\/revisions"}],"predecessor-version":[{"id":45895,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/posts\/12150\/revisions\/45895"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/media\/12151"}],"wp:attachment":[{"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/media?parent=12150"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/categories?post=12150"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yoannuzan.com\/rest\/wp\/v2\/tags?post=12150"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}