{"id":30035,"date":"2019-02-05T08:30:47","date_gmt":"2019-02-05T07:30:47","guid":{"rendered":"https:\/\/visionarymarketing.com\/?p=30035"},"modified":"2020-11-16T17:50:45","modified_gmt":"2020-11-16T16:50:45","slug":"bi-augmentee","status":"publish","type":"post","link":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/","title":{"rendered":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&rsquo;IA"},"content":{"rendered":"<p><em>J&rsquo;ai commenc\u00e9 \u00e0 travailler dans le domaine des Big Data avec un grand acteur europ\u00e9en de la Business Intelligence (dont Visionary Marketing a con\u00e7u et d\u00e9marr\u00e9 le <a href=\"https:\/\/blog.businessdecision.com\" target=\"_blank\" rel=\"noopener noreferrer\">blog<\/a> et r\u00e9dig\u00e9 le premier livre blanc \u00ab\u00a0<a href=\"https:\/\/visionarymarketing.com\/fr\/2014\/10\/big-data-livre-blanc\/\" target=\"_blank\" rel=\"noopener noreferrer\">du Big Data au big busine$$<\/a> \u00bb). Voici venir la BI augment\u00e9e, un nouveau\u00a0<\/em><i>concept que nous\u00a0devons \u00e0 Gregory Serrano.<\/i><\/p>\n<p><em>J&rsquo;ai ainsi \u00e9t\u00e9\u00a0<\/em><em>confront\u00e9 au combat entre BI et Big Data et pensais, \u00e0 l&rsquo;\u00e9poque, que l\u2019un et l\u2019autre \u00e9taient li\u00e9s et que les ing\u00e9nieurs et ing\u00e9nieurs commerciaux d\u00e9di\u00e9s \u00e0 la BI seraient comme des poissons dans l\u2019eau dans le nouveau domaine des Big Data.<\/em><\/p>\n<p><em><img decoding=\"async\" class=\"wp-image-30127 size-full aligncenter\" src=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg\" alt=\"BI Big Data et AI\" width=\"500\" height=\"333\" srcset=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg 500w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00-450x300.jpg 450w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/em><\/p>\n<p><em>Mais sur le terrain, les r\u00e9sistances \u00e9taient nombreuses et parfois virulentes.<\/em><\/p>\n<p><em>Depuis, en 5 ans \u00e0 peine, les Big Data sont venues bouleverser le domaine de l\u2019informatique d\u00e9cisionnelle et c\u2019est cette histoire que nous raconte fort bien Gregory, Directeur Ventes et Marketing (CSMO) d\u2019<a href=\"https:\/\/invenis.co\/\" target=\"_blank\" rel=\"noopener noreferrer\">Invenis<\/a>, une startup install\u00e9e dans les superbes locaux de Station F.<\/em><\/p>\n<p><em>Cependant, comme vous le verrez dans cette interview, l\u2019int\u00e9gration des deux disciplines n\u2019est toujours pas termin\u00e9e, et de grands progr\u00e8s sont encore \u00e0 r\u00e9aliser pour faire en sorte que la barri\u00e8re entre ces deux mondes s\u2019estompe. Et c\u2019est justement ce \u00e0 quoi s\u2019est employ\u00e9 Invenis et, au vu de la croissance de leurs \u00e9quipes, avec un succ\u00e8s certain.<\/em><\/p>\n<h2><b>BI, Big Data et intelligence artificielle (IA) : quelques explications<\/b><\/h2>\n<p>La Business Intelligence (BI) ou en fran\u00e7ais, informatique d\u00e9cisionnelle, existe depuis le d\u00e9but des ann\u00e9es 80. Cela s&rsquo;est acc\u00e9l\u00e9r\u00e9 dans les ann\u00e9es 2010, et de nouvelles technologies sont apparues aupr\u00e8s des entreprises ; les big data mais \u00e9galement l&rsquo;intelligence artificielle.<span class=\"Apple-converted-space\">\u00a0<\/span><!--more--><\/p>\n<h3><b>Alors qu&rsquo;est ce que l\u2019IA et le big data ont chang\u00e9 \u00e0 la BI ?<span class=\"Apple-converted-space\">\u00a0<\/span><\/b><\/h3>\n<p>Le Big Data permet\u00a0non seulement aux entreprises de traiter toutes leurs donn\u00e9es\u00a0mais aussi de pouvoir croiser leurs donn\u00e9es d&rsquo;entreprise avec des donn\u00e9es ext\u00e9rieures open data. L&rsquo;intelligence artificielle permet aux entreprises de faire des analyses r\u00e9troviseur comme elles le font depuis 30 ans mais \u00e9galement de faire des analyses pr\u00e9dictives.<\/p>\n<h3><b>Les solutions de BI restent traditionnelles<\/b><\/h3>\n<p>N\u00e9anmoins on a constat\u00e9 que sur le march\u00e9 il y a d&rsquo;un c\u00f4t\u00e9 les solutions de Business Intelligence traditionnelles, et de l&rsquo;autre c\u00f4t\u00e9 les nouvelles technologies IA et Big Data. Et aujourd&rsquo;hui ces deux march\u00e9s ne se sont pas encore rencontr\u00e9s.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p><iframe title=\"Les 4 \u00e9tapes de la BI augment\u00e9e avec Gregory Serrano d&#039;Invenis\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/xAex8VKLoD8?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><\/p>\n<p>Les utilisateurs de la Business Intelligence n&rsquo;ont pas encore la possibilit\u00e9 de pouvoir traiter simplement toutes leurs donn\u00e9es en faisant des analyses pr\u00e9dictives.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<h3><b>La proposition de valeur d\u2019Invenis pour contourner ce probl\u00e8me<\/b><\/h3>\n<p>Invenis propose donc un logiciel de Business Intelligence qui a \u00e9t\u00e9 augment\u00e9 avec des nouvelles technologies. D&rsquo;un c\u00f4t\u00e9 l&rsquo;intelligence artificielle (principalement du machine learning et du text mining), et de l&rsquo;autre c\u00f4t\u00e9 des technologies de big data.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p>Invenis, \u00e0 travers une interface de Business Intelligence simple d&rsquo;utilisation, permet de traiter toutes les donn\u00e9es. Tant les donn\u00e9es d&rsquo;entreprises que les donn\u00e9es ext\u00e9rieures, en mettant en place des cas d&rsquo;usage d&rsquo;analyse pr\u00e9dictive afin de pouvoir anticiper, pr\u00e9dire, recommander et anticiper l&rsquo;avenir. Et donc ne plus se contenter de regarder ce qu&rsquo;il s&rsquo;est pass\u00e9 hier.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<h3><b>Les 4 \u00e9tapes pour arriver \u00e0 la BI augment\u00e9e<\/b><\/h3>\n<p><b>La premi\u00e8re \u00e9tape c&rsquo;est la connexion aux donn\u00e9es et leur agr\u00e9gation<\/b>. Avoir acc\u00e8s, gr\u00e2ce aux technologies de data, \u00e0 toutes les donn\u00e9es possibles et les agr\u00e9ger en un endroit.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p><b>La deuxi\u00e8me \u00e9tape concerne le nettoyage des donn\u00e9es<\/b>. Le probl\u00e8me est que ces donn\u00e9es sont rarement propres et rarement utilisables telles quelles. Donc cette deuxi\u00e8me \u00e9tape consiste \u00e0 nettoyer, pr\u00e9parer et rendre utilisables toutes ces donn\u00e9es gr\u00e2ce aux technologies d&rsquo;intelligence artificielle.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p><b>La troisi\u00e8me \u00e9tape c&rsquo;est le c\u0153ur de la BI, c&rsquo;est le traitement et l&rsquo;analyse<\/b>. C&rsquo;est la partie statistique qu&rsquo;on pourra amener, gr\u00e2ce au machine learning, vers des analyses pr\u00e9dictives pour en tirer des recommandations.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p><b>La quatri\u00e8me \u00e9tape,\u00a0exploiter les analyses. <\/b>Une fois qu&rsquo;on a la valeur de l&rsquo;analyse,\u00a0encore faut il pouvoir l&rsquo;exploiter. Et lors de cette quatri\u00e8me \u00e9tape, soit vous exporter votre r\u00e9sultat vers une database ou vers un CRM, soit vous faites un export CSV.<br \/>\nMais assez souvent, les clients pr\u00e9f\u00e8rent des exports en data visualisation, pour prendre des d\u00e9cisions \u00e0 partir de tableaux de bord mis \u00e0 disposition.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n<p><span class=\"Apple-converted-space\"><a href=\"https:\/\/invenis.co\/\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" class=\"size-medium wp-image-30111 aligncenter\" src=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/EnvenisDashboard-500x286.png\" alt=\"https:\/\/invenis.co\/\" width=\"500\" height=\"286\" srcset=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/EnvenisDashboard-500x286.png 500w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/EnvenisDashboard-1024x586.png 1024w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/EnvenisDashboard-768x439.png 768w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/EnvenisDashboard.png 1220w\" sizes=\"(max-width: 500px) 100vw, 500px\" \/><\/a><\/span><\/p>\n<h3><b>Cas client de BI augment\u00e9e par Invenis<\/b><\/h3>\n<p>Gregory nous donne l&rsquo;exemple d&rsquo;un client qui a besoin de savoir \u00e0 partir de ses donn\u00e9es internes CRM et des donn\u00e9es ext\u00e9rieures de trafic routier et de m\u00e9t\u00e9o, quel va \u00eatre le niveau de consommation, d&rsquo;achat \u00e0 effectuer.<br \/>\n\u00c0 l&rsquo;aide d&rsquo;un algorithme de s\u00e9rie temporelle, Invenis lui \u00e0 permis de savoir et de pr\u00e9dire pour la semaine prochaine ou le mois prochain quel va \u00eatre le volume d&rsquo;achats en fonction des cat\u00e9gories produits ou en fonction de l&rsquo;espace de rayonnage.<br \/>\nLe r\u00e9sultat est donn\u00e9 avec un pourcentage de chance qui est relativement proche et suffisant pour savoir, en plus du volume de ventes pr\u00e9dictif, les niveaux des stocks, et qui permet donc d&rsquo;anticiper la gestion de sa tr\u00e9sorerie.<span class=\"Apple-converted-space\">\u00a0<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>J&rsquo;ai commenc\u00e9 \u00e0 travailler dans le domaine des Big Data avec un grand acteur europ\u00e9en de la Business Intelligence (dont Visionary Marketing a con\u00e7u et d\u00e9marr\u00e9 le blog et r\u00e9dig\u00e9 le premier livre blanc \u00ab\u00a0du Big Data au big busine$$ \u00bb). Voici venir la BI augment\u00e9e, un nouveau\u00a0concept que nous\u00a0devons \u00e0 Gregory Serrano. J&rsquo;ai ainsi &hellip;<\/p>\n","protected":false},"author":2,"featured_media":30127,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2894,4057],"tags":[],"class_list":["post-30035","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ia-big-data","category-vente"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&#039;IA<\/title>\n<meta name=\"description\" content=\"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&#039;IA\" \/>\n<meta property=\"og:description\" content=\"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9\" \/>\n<meta property=\"og:url\" content=\"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/\" \/>\n<meta property=\"og:site_name\" content=\"Marketing and Innovation\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/vismktg\" \/>\n<meta property=\"article:author\" content=\"http:\/\/facebook.com\/ygourven\" \/>\n<meta property=\"article:published_time\" content=\"2019-02-05T07:30:47+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-11-16T16:50:45+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"500\" \/>\n\t<meta property=\"og:image:height\" content=\"333\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Yann Gourvennec\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@ygourven\" \/>\n<meta name=\"twitter:site\" content=\"@ygourven\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yann Gourvennec\" \/>\n\t<meta name=\"twitter:label2\" content=\"Dur\u00e9e de lecture estim\u00e9e\" \/>\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\":\"NewsArticle\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/\"},\"author\":{\"name\":\"Yann Gourvennec\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/#\\\/schema\\\/person\\\/3754fee1e558f47b8deb46f53c37423e\"},\"headline\":\"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&rsquo;IA\",\"datePublished\":\"2019-02-05T07:30:47+00:00\",\"dateModified\":\"2020-11-16T16:50:45+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/\"},\"wordCount\":936,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/visionarymarketing.com\\\/wp-content\\\/uploads\\\/2019\\\/02\\\/31739770147_d78f634b00.jpg\",\"articleSection\":[\"IA et Big Data\",\"Vente et marketing\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/\",\"url\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/\",\"name\":\"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l'IA\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/visionarymarketing.com\\\/wp-content\\\/uploads\\\/2019\\\/02\\\/31739770147_d78f634b00.jpg\",\"datePublished\":\"2019-02-05T07:30:47+00:00\",\"dateModified\":\"2020-11-16T16:50:45+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/#\\\/schema\\\/person\\\/3754fee1e558f47b8deb46f53c37423e\"},\"description\":\"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#breadcrumb\"},\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#primaryimage\",\"url\":\"https:\\\/\\\/visionarymarketing.com\\\/wp-content\\\/uploads\\\/2019\\\/02\\\/31739770147_d78f634b00.jpg\",\"contentUrl\":\"https:\\\/\\\/visionarymarketing.com\\\/wp-content\\\/uploads\\\/2019\\\/02\\\/31739770147_d78f634b00.jpg\",\"width\":500,\"height\":333},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/2019\\\/02\\\/05\\\/bi-augmentee\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&rsquo;IA\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/#website\",\"url\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/\",\"name\":\"Marketing and Innovation\",\"description\":\"Site d&#039;infos ind\u00e9pendant, depuis 1996\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/#\\\/schema\\\/person\\\/3754fee1e558f47b8deb46f53c37423e\",\"name\":\"Yann Gourvennec\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg\",\"caption\":\"Yann Gourvennec\"},\"description\":\"Yann Gourvennec created visionarymarketing.com in 1996. He is a speaker and author of many books. In 2014 he went from intrapreneur to entrepreneur, when he created his digital marketing agency. Yann Gourvennec a cr\u00e9\u00e9 visionarymarketing.com en 1996. Il est conf\u00e9rencier et auteur de plusieurs livres. En 2014, il est pass\u00e9 d'intrapreneur \u00e0 entrepreneur en cr\u00e9ant son agence de marketing num\u00e9rique.\",\"sameAs\":[\"https:\\\/\\\/visionarymarketing.com\",\"http:\\\/\\\/facebook.com\\\/ygourven\",\"http:\\\/\\\/linkedin.com\\\/in\\\/ygourven\",\"https:\\\/\\\/x.com\\\/ygourven\",\"https:\\\/\\\/www.youtube.com\\\/c\\\/visionarymarketingagency\"],\"url\":\"https:\\\/\\\/visionarymarketing.com\\\/fr\\\/author\\\/yann-gourvennec\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l'IA","description":"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9","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:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/","og_locale":"fr_FR","og_type":"article","og_title":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l'IA","og_description":"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9","og_url":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/","og_site_name":"Marketing and Innovation","article_publisher":"https:\/\/www.facebook.com\/vismktg","article_author":"http:\/\/facebook.com\/ygourven","article_published_time":"2019-02-05T07:30:47+00:00","article_modified_time":"2020-11-16T16:50:45+00:00","og_image":[{"width":500,"height":333,"url":"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg","type":"image\/jpeg"}],"author":"Yann Gourvennec","twitter_card":"summary_large_image","twitter_creator":"@ygourven","twitter_site":"@ygourven","twitter_misc":{"\u00c9crit par":"Yann Gourvennec","Dur\u00e9e de lecture estim\u00e9e":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"NewsArticle","@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#article","isPartOf":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/"},"author":{"name":"Yann Gourvennec","@id":"https:\/\/visionarymarketing.com\/fr\/#\/schema\/person\/3754fee1e558f47b8deb46f53c37423e"},"headline":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&rsquo;IA","datePublished":"2019-02-05T07:30:47+00:00","dateModified":"2020-11-16T16:50:45+00:00","mainEntityOfPage":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/"},"wordCount":936,"commentCount":0,"image":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#primaryimage"},"thumbnailUrl":"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg","articleSection":["IA et Big Data","Vente et marketing"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/","url":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/","name":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l'IA","isPartOf":{"@id":"https:\/\/visionarymarketing.com\/fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#primaryimage"},"image":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#primaryimage"},"thumbnailUrl":"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg","datePublished":"2019-02-05T07:30:47+00:00","dateModified":"2020-11-16T16:50:45+00:00","author":{"@id":"https:\/\/visionarymarketing.com\/fr\/#\/schema\/person\/3754fee1e558f47b8deb46f53c37423e"},"description":"Big Data et IA permettent de donner naissance \u00e0 la BI augment\u00e9e, nouvelle g\u00e9n\u00e9ration de BI qui permet de combler un manque sur le march\u00e9","breadcrumb":{"@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#breadcrumb"},"inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#primaryimage","url":"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg","contentUrl":"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2019\/02\/31739770147_d78f634b00.jpg","width":500,"height":333},{"@type":"BreadcrumbList","@id":"https:\/\/visionarymarketing.com\/fr\/2019\/02\/05\/bi-augmentee\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/visionarymarketing.com\/fr\/"},{"@type":"ListItem","position":2,"name":"Les 4 \u00e9tapes de la BI augment\u00e9e par les Big Data et l&rsquo;IA"}]},{"@type":"WebSite","@id":"https:\/\/visionarymarketing.com\/fr\/#website","url":"https:\/\/visionarymarketing.com\/fr\/","name":"Marketing and Innovation","description":"Site d&#039;infos ind\u00e9pendant, depuis 1996","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/visionarymarketing.com\/fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Person","@id":"https:\/\/visionarymarketing.com\/fr\/#\/schema\/person\/3754fee1e558f47b8deb46f53c37423e","name":"Yann Gourvennec","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/secure.gravatar.com\/avatar\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg","url":"https:\/\/secure.gravatar.com\/avatar\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/5972001801e8de5692a3e31224e85769f50a55fb8b679749f9c8d1868cceff14?s=96&d=initials&r=g&initials=yg","caption":"Yann Gourvennec"},"description":"Yann Gourvennec created visionarymarketing.com in 1996. He is a speaker and author of many books. In 2014 he went from intrapreneur to entrepreneur, when he created his digital marketing agency. Yann Gourvennec a cr\u00e9\u00e9 visionarymarketing.com en 1996. Il est conf\u00e9rencier et auteur de plusieurs livres. En 2014, il est pass\u00e9 d'intrapreneur \u00e0 entrepreneur en cr\u00e9ant son agence de marketing num\u00e9rique.","sameAs":["https:\/\/visionarymarketing.com","http:\/\/facebook.com\/ygourven","http:\/\/linkedin.com\/in\/ygourven","https:\/\/x.com\/ygourven","https:\/\/www.youtube.com\/c\/visionarymarketingagency"],"url":"https:\/\/visionarymarketing.com\/fr\/author\/yann-gourvennec\/"}]}},"_links":{"self":[{"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/posts\/30035","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/comments?post=30035"}],"version-history":[{"count":0,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/posts\/30035\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/media\/30127"}],"wp:attachment":[{"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/media?parent=30035"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/categories?post=30035"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/visionarymarketing.com\/fr\/wp-json\/wp\/v2\/tags?post=30035"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}