{"id":1824,"date":"2024-03-15T16:00:56","date_gmt":"2024-03-15T15:00:56","guid":{"rendered":"https:\/\/onbehalf.ai\/?p=1824"},"modified":"2024-03-29T14:05:48","modified_gmt":"2024-03-29T13:05:48","slug":"its-already-happening","status":"publish","type":"post","link":"https:\/\/onbehalf.ai\/index.php\/en\/2024\/03\/15\/its-already-happening\/","title":{"rendered":"&#8220;AI Factory&#8221; &#8211; Here we are"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"1824\" class=\"elementor elementor-1824\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1b9b976 e-flex e-con-boxed e-con e-parent\" data-id=\"1b9b976\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6337252b elementor-widget elementor-widget-text-editor\" data-id=\"6337252b\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.21.0 - 26-05-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><!-- wp:paragraph --><\/p>\n<p>Ayant parcouru de nombreuses \u00e9tudes de march\u00e9 sur la situation de l&#8217;IA en entreprise ces derni\u00e8res semaines, en ce d\u00e9but 2024, j&#8217;ai identifi\u00e9 quatre attentes majeures qui se recoupent :\u00a0<\/p>\n<ul>\n<li><span style=\"text-decoration: underline;\">1) C<\/span><u>oncr\u00e9tiser les premi\u00e8res initiatives IA<\/u> : Finaliser une premi\u00e8re cartographie des cas d\u2019usage m\u00e9tiers, les trier, les prioriser. &#8211; Assurer la transition de \u00ab PoC \u00bb \u00e0 \u00ab Production \u00bb sur les premi\u00e8res impl\u00e9mentations.\u00a0<\/li>\n<li><u>2) Eduquer et lever les r\u00e9sistances au changement<\/u> : Former les collaborateurs, instaurer une transparence, s\u00e9curit\u00e9 et confiance accrue dans les IA.\u00a0<\/li>\n<li><u>3) Gouverner et Industrialiser<\/u> : Structurer et syst\u00e9matiser les processus d&#8217;impl\u00e9mentation de l&#8217;IA.\u00a0<\/li>\n<li><span style=\"text-decoration: underline;\">4) Commencer \u00e0 tirer profit de l&#8217;IA dans l&#8217;automatis<\/span><u>ation des processus m\u00e9tiers<\/u> : Exp\u00e9rimenter les Agents AI.<\/li>\n<\/ul>\n<p>Chaque entreprise avance \u00e0 son rythme. Ces priorit\u00e9s sont macro et ne refl\u00e8tent pas les diff\u00e9rences de maturit\u00e9 ou de progression entre les secteurs d&#8217;activit\u00e9, ou en fonction de la taille de l&#8217;entreprise. (les grands comptes ont souvent d\u00e9j\u00e0 franchi des \u00e9tapes significatives de maturit\u00e9 et de processus, gr\u00e2ce \u00e0 leurs investissements pr\u00e9curseurs dans l&#8217;IA).<\/p>\n<p>Approfondissons les trois premiers objectifs, et c&#8217;est l&#8217;occasion d&#8217;\u00e9voquer l&#8217; &#8220;<strong>AI Factory<\/strong>&#8220;.<\/p>\n<p>\u00a0<\/p>\n<h3>AI Factory : un nouveau concept ? D&#8217;o\u00f9 sort-il ?<\/h3>\n<p>Google, a une bonne m\u00e9moire, et selon le moteur de recherche, cette expression commence \u00e0 \u00e9merger d\u00e8s le d\u00e9but des ann\u00e9es 2010. A l&#8217;\u00e9poque, les IA g\u00e9n\u00e9ratives n&#8217;existaient pas encore, mais la volont\u00e9 de construire ces &#8220;usines d&#8217;IA&#8221; \u00e9tait d\u00e9j\u00e0 pr\u00e9sente, notamment pour adresser les enjeux du Machine Learning ou du Deep Learning et exploiter la Data.<\/p>\n<p>Le concept d&#8217;AI Factory fait \u00e9cho aux &#8220;Digital Factory&#8221; qui ont \u00e9merg\u00e9 dans de nombreuses entreprises \u00e0 partir des ann\u00e9es 2000, notamment sous l&#8217;impulsion des Chief Data Officer \u00e0 partir des ann\u00e9es 2010. L&#8217;id\u00e9e \u00e9tait de professionnaliser les pratiques de d\u00e9veloppement logiciel \u00e0 travers ces &#8220;usines de d\u00e9veloppement logiciel&#8221;.<\/p>\n<p>\u00a0<\/p>\n<h5>Derri\u00e8re ce terme &#8220;accrocheur&#8221;, qu&#8217;y a-t-il ?<\/h5>\n<p>Le champ lexical de la &#8220;Factory&#8221; nous indique que nous entrons dans l&#8217;\u00e8re industrielle des IA.<\/p>\n<p>Cela repr\u00e9sente une \u00e9volution significative, marquant le passage d&#8217;exp\u00e9rimentations isol\u00e9es \u00e0 une production industrialis\u00e9e et syst\u00e9matique de solutions d&#8217;IA.<\/p>\n<p>Et cette industrialisation consiste \u00e0 cr\u00e9er un mod\u00e8le op\u00e9rationnel continu et complet depuis la d\u00e9tection des cas d&#8217;usage, leur cartographie, le design, l&#8217;exp\u00e9rimentation, le passage en production et enfin le passage \u00e0 l&#8217;\u00e9chelle. Le cycle de vie de chaque impl\u00e9mentation doit \u00eatre g\u00e9r\u00e9 (maintenance, mise \u00e0 jour, \u00e9volution, parfois fin de vie). Et chaque nouveau cas d&#8217;usage doit suivre un processus bout-en-bout ma\u00eetris\u00e9 et consistant.<\/p>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter wp-image-1828 size-large\" src=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle-1024x321.png\" alt=\"\" width=\"1024\" height=\"321\" srcset=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle-1024x321.png 1024w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle-300x94.png 300w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle-768x241.png 768w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle-1536x482.png 1536w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-Cycle.png 2000w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u00a0<\/p>\n<h5 class=\"mb-2 last:mb-0\">Alors, buzz word ou v\u00e9ritable tendance de fond ?<\/h5>\n<p class=\"mb-2 last:mb-0\">Le concept n&#8217;est pas r\u00e9volutionnaire en soi, mais il prend une toute autre dimension lorsqu&#8217;on l&#8217;applique \u00e0 l&#8217;IA. Quand on parle de 5 cas d&#8217;usage IA au d\u00e9part, le mode projet convient parfaitement, et le besoin d&#8217;industrialiser n&#8217;est sans doute pas \u00e0 l&#8217;ordre du jour. Mais quand, \u00e0 l&#8217;\u00e9chelle d&#8217;une ETI, apr\u00e8s seulement quelques mois, on commence \u00e0 ressentir la vague et recenser des cas d&#8217;usage &gt; 100, le mode projet atteint tr\u00e8s vite ses limites, et l&#8217; AI Factory devient une \u00e9vidence.<\/p>\n<p class=\"mb-2 last:mb-0\">Les b\u00e9n\u00e9fices sont clairs :<\/p>\n<ul>\n<li class=\"mb-2 last:mb-0\"><span style=\"text-decoration: underline;\">Efficacit\u00e9 op\u00e9rationnelle<\/span> : R\u00e9duire le temps entre le besoin et l&#8217;utilisation effective.<\/li>\n<li class=\"mb-2 last:mb-0\"><span style=\"text-decoration: underline;\">Volume<\/span> : capacit\u00e9 \u00e0 adresser des cas d&#8217;usage en tr\u00e8s grand nombre.<\/li>\n<li class=\"mb-2 last:mb-0\"><span style=\"text-decoration: underline;\">Qualit\u00e9 &amp; performance<\/span> : Monitorer, assurer une qualit\u00e9 de service optimale, une reproductibilit\u00e9 des solutions, homog\u00e8ne.<\/li>\n<\/ul>\n<p class=\"mb-2 last:mb-0\">AI Factory, c&#8217;est une mani\u00e8re de &#8220;banaliser&#8221; ou d\u00e9multiplier l&#8217;usage des IA et des Analytics dans l&#8217;entreprise, en vue d&#8217;une adoption large et efficace.<\/p>\n<p>\u00a0<\/p>\n<h3 class=\"mb-2 last:mb-0\">Qu&#8217;est-ce qui caract\u00e9rise une AI Factory ?<\/h3>\n<p class=\"mb-2 last:mb-0\">B\u00e2tir une AI Factory ne se fait pas en un jour, mais la dur\u00e9e ne se chiffre pas n\u00e9cessairement en mois ou ann\u00e9es, car tout d\u00e9pend :<\/p>\n<ul>\n<li class=\"mb-2 last:mb-0\">De l&#8217;ambition qu&#8217;on se donne,<\/li>\n<li class=\"mb-2 last:mb-0\">Des objectifs IA de l&#8217;entreprise,<\/li>\n<li class=\"mb-2 last:mb-0\">Des moyens allou\u00e9s.<\/li>\n<\/ul>\n<p><img decoding=\"async\" class=\"wp-image-1829 aligncenter\" src=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/2-AI-Factories.jpeg\" alt=\"\" width=\"548\" height=\"548\" srcset=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/2-AI-Factories.jpeg 1024w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/2-AI-Factories-300x300.jpeg 300w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/2-AI-Factories-150x150.jpeg 150w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/2-AI-Factories-768x768.jpeg 768w\" sizes=\"(max-width: 548px) 100vw, 548px\" \/><\/p>\n<p>\u00a0<\/p>\n<p class=\"mb-2 last:mb-0\">Il serait difficile de d\u00e9terminer des crit\u00e8res stricts de qualification d&#8217;un tel mod\u00e8le op\u00e9rationnel, mais on peut tout de m\u00eame identifier trois piliers incontournables :<\/p>\n<h5 class=\"mb-2 last:mb-0\">Les moyens humains<\/h5>\n<p class=\"mb-2 last:mb-0\">Un mod\u00e8le op\u00e9rationnel doit \u00eatre construit, entretenu et anim\u00e9 par des ressources d\u00e9di\u00e9es. Cela inclut des experts de l&#8217;IA (Data Scientists, Data Engineers, MLOps engineers), mais aussi des ressources d\u00e9di\u00e9es au delivery (Service Delivery Managers) et \u00e0 la coordination globale des process. Car les acteurs autour de l&#8217;AI factory sont nombreux : M\u00e9tiers, Innovation, Data, DSI pour ne citer qu&#8217;eux. Une coordination et une collaboration efficaces entre ces diff\u00e9rentes populations sont indispensables pour r\u00e9ussir ce passage \u00e0 l&#8217;\u00e9chelle.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-1830 size-large\" src=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-1024x686.png\" alt=\"\" width=\"1024\" height=\"686\" srcset=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-1024x686.png 1024w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-300x201.png 300w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-768x514.png 768w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory-1536x1029.png 1536w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/AI-Factory.png 1559w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p>\u00a0<\/p>\n<h5 class=\"mb-2 last:mb-0\">Les outils<\/h5>\n<p class=\"mb-2 last:mb-0\">Qui dit usine, dit cha\u00eene de production et outils ! L&#8217;AI Factory n&#8217;\u00e9chappe pas \u00e0 la r\u00e8gle. Et pour r\u00e9pondre \u00e0 l&#8217;enjeu de passage \u00e0 l&#8217;\u00e9chelle, il est pr\u00e9f\u00e9rable de se concentrer sur des stacks technologiques qui seront utilis\u00e9es et r\u00e9utilis\u00e9es \u00e0 volont\u00e9, sans avoir \u00e0 les recr\u00e9er \u00e0 chaque impl\u00e9mentation. Qu&#8217;est-ce qui caract\u00e9rise la bo\u00eete \u00e0 outils de l&#8217;AI Factory ?<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-1827 size-large\" src=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/Stack-1024x306.png\" alt=\"\" width=\"1024\" height=\"306\" srcset=\"https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/Stack-1024x306.png 1024w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/Stack-300x90.png 300w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/Stack-768x229.png 768w, https:\/\/onbehalf.ai\/wp-content\/uploads\/2024\/03\/Stack.png 1515w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/p>\n<p class=\"mb-2 last:mb-0\">Pour chaque couche, un choix technologique s&#8217;impose.<\/p>\n<p class=\"mb-2 last:mb-0\">\u00a0<\/p>\n<h5 class=\"mb-2 last:mb-0\">Gouvernance, process &amp; pilotage :<\/h5>\n<p class=\"mb-2 last:mb-0\">L&#8217;industrialisation requiert des r\u00e8gles de d\u00e9veloppement strictes, rigoureuses, une capacit\u00e9 d\u00e9cisionnelle rapide pour franchir les \u00e9tapes, et une mesure &amp; am\u00e9lioration continue du bon fonctionnement et de la performance du mod\u00e8le op\u00e9rationnel. Sans surprise, atteindre de tels objectifs requiert :<\/p>\n<ul>\n<li>Une gouvernance forte et respect\u00e9e (id\u00e9alement simple, lisible).<\/li>\n<li>Des processus document\u00e9s, connus, et faciles \u00e0 mettre en \u0153uvre (idem, viser la simplicit\u00e9).<\/li>\n<li>Et enfin un pilotage macro et micro (qui peut aller jusqu&#8217;\u00e0 superviser les process d&#8217;int\u00e9gration continue et tests unitaires, fonctionnels\u2026). Il existe aussi des outils d\u00e9di\u00e9s de pilotage \u00e0 cet effet !<\/li>\n<\/ul>\n<p>\u00a0<\/p>\n<h3 class=\"mb-2 last:mb-0\">Bonnes pratiques&#8230; et pi\u00e8ges \u00e0 \u00e9viter :<\/h3>\n<p class=\"mb-2 last:mb-0\">Mieux cerner les besoins, mieux les qualifier, peut inciter une AI Factory \u00e0 se doter d&#8217;un <strong>catalogue de services<\/strong>. Ainsi, la d\u00e9clinaison d&#8217;une id\u00e9e en r\u00e9alisation passera par la s\u00e9lection d&#8217;un ou plusieurs service, et ces derniers pourront faire l&#8217;objet d&#8217;une productisation. De l\u00e0 \u00e0 recourir \u00e0 des Product Manager, il n&#8217;y a qu&#8217;un pas, et ces derniers pourront assur\u00e9ment renforcer le caract\u00e8re industriel de l&#8217;offre de service. &#8220;<em>Que voulez-vous ? Une pr\u00e9diction ? Une classification ? Une g\u00e9n\u00e9ration contextuelle de contenu ? Un assistant ? Un agent ? Une automatisation ?&#8230;<\/em>&#8221; Derri\u00e8re chaque mot peut en r\u00e9alit\u00e9 se cacher des briques technologiques assez diff\u00e9rentes, et peut ainsi permettre \u00e0 tous d&#8217;\u00eatre efficace dans le delivery; comme un produit \u00e0 part enti\u00e8re.<\/p>\n<p>\u00a0<\/p>\n<p class=\"mb-2 last:mb-0\"><strong>Choisir ses stacks technologiques<\/strong> constitue un des piliers de l&#8217;AI Factory. Mais en faire bon usage est indispensable, et l&#8217;\u00e9tat de l&#8217;art sur ces aspects rel\u00e8ve aujourd&#8217;hui d&#8217;une discipline \u00e0 part enti\u00e8re : le <strong>MLOps<\/strong> ou comment permettre aux acteurs Data &amp; IA d&#8217;avoir davantage la main sur les op\u00e9rations (jusqu&#8217;aux impl\u00e9mentations) pour raccourcir le temps de mise en production. Directement h\u00e9rit\u00e9 du DevOps, cette pratique se g\u00e9n\u00e9ralise aujourd&#8217;hui dans tous les d\u00e9partements IA.\u00a0<\/p>\n<p>\u00a0<\/p>\n<p class=\"mb-2 last:mb-0\"><strong> Choisir ses stacks technologiques<\/strong> peut aussi relever d&#8217;un choix corn\u00e9lien entre se tourner vers des <strong>acteurs h\u00e9g\u00e9moniques ou <\/strong>des <strong>technologies plus confidentielles, plus innovantes<\/strong>, mais moins solides ? Ne pas choisir, c&#8217;est prendre le risque de continuellement se d\u00e9porter vers l&#8217;un ou vers l&#8217;autre. Multiplier le nombre de technologies est un frein dans le passage \u00e0 l&#8217;\u00e9chelle. Int\u00e9grer trop fr\u00e9quemment des technologies tr\u00e8s jeunes constitue \u00e9galement un risque de devoir arr\u00eater pr\u00e9matur\u00e9ment une impl\u00e9mentation si cette technologie dispara\u00eet. 2 solutions existent \u00e0 cela :<\/p>\n<ul>\n<li class=\"mb-2 last:mb-0\">Privil\u00e9gier les plateformes solides telles qu&#8217;Azure ML, AWS BedRock, Sagemaker, GCP Vertex ou Hugging Face, qui pourront en outre int\u00e9grer dans leurs environnements des technologies plus r\u00e9centes qu&#8217;ils auront re-packag\u00e9es ou int\u00e9gr\u00e9es \u00e0 leur propre catalogue.<\/li>\n<li class=\"mb-2 last:mb-0\">Cr\u00e9er au sein de l&#8217;AI Factory un p\u00f4le d\u00e9di\u00e9 \u00e0 la veille, l&#8217;innovation et R&amp;D, avec des ressources distinctes de celles qui travailleront sur la stack technologie principales.<\/li>\n<\/ul>\n<p class=\"mb-2 last:mb-0\">Et cr\u00e9er des ponts entre les deux \u00e9quipes, avec quelques gardes fous pour que les technologies nouvelles ne deviennent pas la norme, mais soient employ\u00e9es au bon moment, \u00e0 titre exp\u00e9rimental, d\u00e9rogatoire.<\/p>\n<p>\u00a0<\/p>\n<p class=\"mb-2 last:mb-0\"><strong>Externaliser pour aller plus vite ?<\/strong> Si techniquement, il peut exister une premi\u00e8re \u00e9tape de mont\u00e9e en comp\u00e9tence de l&#8217;AI Factory, cette derni\u00e8re n&#8217;est pas insurmontable et les ressources existantes de l&#8217;entreprise seront \u00e0 m\u00eame de se former tr\u00e8s vite. Cela ne justifie donc pas de se tourner en priorit\u00e9 vers des ressources externes pour op\u00e9rer l&#8217;AI Factory. D&#8217;autant plus que les adh\u00e9rences m\u00e9tiers et la collaboration entre \u00e9quipes devra \u00eatre tr\u00e8s forte -&gt; le <strong>staffing interne<\/strong> sur de tels enjeux semble \u00eatre un bon choix, a minima durant les premi\u00e8res ann\u00e9es de fonctionnement.<\/p>\n<p>\u00a0<\/p>\n<h3 class=\"mb-2 last:mb-0\">2024 &#8211; l&#8217;ann\u00e9e des AI Factory ?<\/h3>\n<p class=\"mb-2 last:mb-0\">Nul doute que ce type de mod\u00e8le se construit dans la dur\u00e9e, et n\u00e9cessite quelques mois avant de trouver son rythme de croisi\u00e8re, et peut-\u00eatre ann\u00e9es avant d&#8217;atteindre une performance optimale. Mais cette transformation est cruciale pour les entreprises cherchant \u00e0 int\u00e9grer l&#8217;IA de mani\u00e8re plus profonde et efficace dans leurs op\u00e9rations\u2026et le mouvement est d\u00e9j\u00e0 enclench\u00e9.<\/p>\n<p class=\"mb-2 last:mb-0\"><strong>Comment cadrer la d\u00e9marche ? Qui doit porter et g\u00e9rer l&#8217;AI Factory ? Quels moyens pour quels objectifs ? Quelles plateformes ? Comment y aller pas \u00e0 pas ? Quels KPI ? Combien co\u00fbte une telle transformation ?<\/strong><\/p>\n<p class=\"mb-2 last:mb-0\">On Behalf AI vous accompagne dans ces projets. De l&#8217;\u00e9tude th\u00e9orique \u00e0 la r\u00e9alisation concr\u00e8te, avec une vraie culture de la transformation, organisationnelle, humaine et technique, nous sommes \u00e0 vos c\u00f4t\u00e9s pour \u00e9laborer les fondations IA de demain.<\/p>\n<p><!-- \/wp:paragraph --><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Ayant parcouru de nombreuses \u00e9tudes de march\u00e9 sur la situation de l&#8217;IA en entreprise ces derni\u00e8res semaines, en ce d\u00e9but 2024, j&#8217;ai identifi\u00e9 quatre attentes majeures qui se recoupent :\u00a0 1) Concr\u00e9tiser les premi\u00e8res initiatives IA : Finaliser une premi\u00e8re cartographie des cas d\u2019usage m\u00e9tiers, les trier, les prioriser. &#8211; Assurer la transition de \u00ab&hellip;&nbsp;<\/p>\n<div class=\"read-more-wrapper\"><a href=\"https:\/\/onbehalf.ai\/index.php\/en\/2024\/03\/15\/its-already-happening\/\" class=\"button button-primary\" rel=\"bookmark\">Lire la suite &raquo;<span class=\"screen-reader-text\">&#8220;AI Factory&#8221; &#8211; Here we are<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":1849,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","neve_meta_reading_time":"","_ti_tpc_template_sync":false,"_ti_tpc_template_id":"","footnotes":""},"categories":[54],"tags":[],"class_list":["post-1824","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>&quot;AI Factory&quot; - Here we are - On Behalf AI<\/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:\/\/onbehalf.ai\/index.php\/en\/2024\/03\/15\/its-already-happening\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"&quot;AI Factory&quot; 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