{"id":84231,"date":"2025-07-15T09:18:25","date_gmt":"2025-07-15T07:18:25","guid":{"rendered":"https:\/\/visionarymarketing.com\/?p=84231"},"modified":"2025-08-21T17:15:34","modified_gmt":"2025-08-21T15:15:34","slug":"zenabaia-fait-sortir-les-agents-ia-du-laboratoire","status":"publish","type":"post","link":"https:\/\/visionarymarketing.com\/fr\/2025\/07\/15\/zenabaia-fait-sortir-les-agents-ia-du-laboratoire\/","title":{"rendered":"Zenbaia fait sortir les agents IA du laboratoire"},"content":{"rendered":"\n<p><em>D\u00e9cid\u00e9ment, les agents IA \u00e9taient \u00e0 l\u2019honneur au BtoB Summit de 2025. Apr\u00e8s Salesapps, je suis all\u00e9 discuter avec notre confr\u00e8re Philippe Guiheneuc. Celui-ci m\u2019a expliqu\u00e9 les principes du nouveau projet <a href=\"https:\/\/zenbaia.com\">Zenbaia<\/a> d\u2019Herv\u00e9 Gonay. J\u2019ai interview\u00e9 Philippe lors du BtoB Summit de juillet 2025, qui m<\/em>\u2019<em>a d\u00e9crit sa d\u00e9marche concr\u00e8te et pragmatique pour d\u00e9ployer ces agents IA afin qu\u2019ils soient utiles aux m\u00e9tiers.&nbsp;<\/em><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Zenbaia&nbsp;: quand les agents IA sortent du laboratoire<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1440\" height=\"810\" src=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited.jpg\" alt=\"agents IA\" class=\"wp-image-84236\" srcset=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited.jpg 1440w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited-500x281.jpg 500w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited-1024x576.jpg 1024w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited-768x432.jpg 768w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/img-4242-edited-390x220.jpg 390w\" sizes=\"auto, (max-width: 1440px) 100vw, 1440px\" \/><figcaption class=\"wp-element-caption\">Philippe Guiheneuc sur le stand de Zenbaia au BtoB Summit 2025<\/figcaption><\/figure>\n<\/div>\n\n\n<p>L\u2019adoption d\u2019agents IA prend enfin une tournure concr\u00e8te et pragmatique. Loin des promesses futuristes, certaines soci\u00e9t\u00e9s proposent aujourd\u2019hui des solutions op\u00e9rationnelles qui transforment r\u00e9ellement les processus m\u00e9tiers. C\u2019\u00e9tait le cas de Salesapps, que nous avons \u00e9tudi\u00e9 pr\u00e9c\u00e9demment, c\u2019est aussi celui de Zenbaia.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<!--more-->\n\n\n\n<p>La nouvelle startup d\u2019Herv\u00e9 Gonay mise sur une approche \u00ab&nbsp;pr\u00eate \u00e0 l\u2019emploi&nbsp;\u00bb des agents IA. Philippe Guiheneuc, responsable marketing ventes chez Zenbaia, m\u2019a expliqu\u00e9 comment la jeune pousse compte d\u00e9mocratiser l\u2019usage de ces agents IA dans les organisations.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Une technologie encore per\u00e7ue comme complexe<\/h3>\n\n\n\n<p>Le nom m\u00eame de Zenbaia est le r\u00e9sultat d&rsquo;une fusion entre \u00ab&nbsp;Zen&nbsp;\u00bb et IA. Il illustre la philosophie de ce nouveau service&nbsp;: <b>rendre sereine l\u2019adoption d\u2019une technologie encore per\u00e7ue comme complexe<\/b>.<\/p>\n\n\n\n<p>Philippe explique le principe avec une simplicit\u00e9 qui tranche avec le jargon technique habituel du secteur. Cette approche volontairement accessible masque en r\u00e9alit\u00e9 une strat\u00e9gie r\u00e9fl\u00e9chie. Il s&rsquo;agit de <b>faire en sorte que l\u2019IA devienne aussi naturelle \u00e0 utiliser qu\u2019un tableur Excel<\/b>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Le paradoxe de l\u2019adoption&nbsp;: entre connaissance et appropriation<\/h3>\n\n\n\n<p>L\u2019analyse de Philippe Guiheneuc sur l\u2019\u00e9tat actuel de l\u2019IA en entreprise <b>met le doigt sur un paradoxe frappant<\/b>.<\/p>\n\n\n\n<p>\u00ab&nbsp;Tout le monde sait utiliser un ChatGPT, un Mistral, un Perplexity. Par contre, r\u00e9int\u00e9grer cette utilisation et surtout les capacit\u00e9s en termes de productivit\u00e9 dans des processus d\u2019entreprise, c\u2019est une autre histoire&nbsp;\u00bb, observe-t-il avec justesse.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote quote-light is-layout-flow wp-block-quote quote-light-is-layout-flow\">\n<p>Tout le monde sait utiliser ChatGPT, mais r\u00e9int\u00e9grer cette utilisation dans des processus d\u2019entreprise, c\u2019est une autre histoire<\/p>\n<\/blockquote>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"574\" src=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-1024x574.jpg\" alt=\"\" class=\"wp-image-84240\" srcset=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-1024x574.jpg 1024w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-500x280.jpg 500w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-768x430.jpg 768w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-1536x861.jpg 1536w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad-390x220.jpg 390w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/ygourven-a-split-screen-composition-showing-ai-marketing-hype-v-c1539a6f-8cba-4974-bae0-88eeb69355ad.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Pour les Agents IA comme dans d\u2019autres domaines, il y a la r\u00e9alit\u00e9 et la fiction. Zenbaia a d\u00e9cid\u00e9 de se placer du c\u00f4t\u00e9 de la r\u00e9alit\u00e9 \u2014&nbsp;image r\u00e9alis\u00e9e avec Midjourney dans notre mode personnalis\u00e9<\/figcaption><\/figure>\n<\/div>\n\n\n<p>Finalement, il en est pour l\u2019intelligence artificielle comme pour les innovations pr\u00e9c\u00e9dentes, <a href=\"https:\/\/visionarymarketing.com\/fr\/2024\/02\/06\/la-revolution-de-lia-naura-pas-lieu\/\">contrairement \u00e0 ce qui a pu \u00eatre dit ici et l\u00e0<\/a>.<\/p>\n\n\n\n<p>Selon Philippe, cette probl\u00e9matique <b>d\u00e9passe largement le seul secteur commercial<\/b>, m\u00eame si les m\u00e9tiers marketing et vente sont particuli\u00e8rement concern\u00e9s. \u00ab&nbsp;Nous nous int\u00e9ressons aussi aux applications pour d\u2019autres m\u00e9tiers comme la production, l\u2019industrie, les RH \u2014 l\u2019analyse de CV par exemple&nbsp;\u00bb, pr\u00e9cise-t-il.<\/p>\n\n\n\n\t\t<div class=\"wppdfemb-frame-container-1\" style=\"-webkit-overflow-scrolling:auto;\">\n\t\t\t<iframe class=\"pdfembed-iframe nonfullscreen wppdf-emb-iframe-1\"\n\t\t\t\tsrc=\"https:\/\/visionarymarketing.com\/fr\/?pdfemb-data=eyJwZGZJRCI6ODQyNDUsInVybCI6Imh0dHBzOlwvXC92aXNpb25hcnltYXJrZXRpbmcuY29tXC93cC1jb250ZW50XC91cGxvYWRzXC8yMDI1XC8wN1wvemVuYmFpYS1hZ2VudHMtaWEucGRmIiwibWV0YWRhdGEiOnsibmFtZSI6IkFnZW50cyBJQSA6IHF1ZWxxdWVzIGV4ZW1wbGVzIHRpclx1MDBlOXMgZHUgc2l0ZSBaZW5iYWlhIn0sInRpdGxlIjoiemVuYmFpYS1hZ2VudHMtaWEiLCJpbmRleCI6MX0\"\n\t\t\t\ttitle=\"zenbaia-agents-ia\"\t\t\t\tdata-pdf-id=\"84245\"\n\t\t\t\tdata-pdf-index=\"1\"\n\t\t\t\tstyle=\"border:none;width:100%;max-width:100%;height:100vh;\"\n\t\t\t\tscrolling=\"yes\">\n\t\t\t<\/iframe>\n\t\t<\/div>\n\n\t\t\n\n\n<p class=\"has-text-align-center\">Quelques exemples d&rsquo;agents IA tir\u00e9s du site <a href=\"http:\/\/Zenbaia.com\" target=\"_blank\" rel=\"noreferrer noopener\">Zenbaia.com<\/a><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Agents IA : tester imm\u00e9diatement avant d\u2019investir<\/h3>\n\n\n\n<p>Face \u00e0 cette probl\u00e9matique, Zenbaia propose une m\u00e9thode pragmatique. Plut\u00f4t que de commencer par de lourds projets d\u2019int\u00e9gration syst\u00e8me, <a href=\"https:\/\/visionarymarketing.com\/fr\/2020\/09\/24\/grands-projets-it\/\">dont on conna\u00eet les cons\u00e9quences<\/a>, l\u2019entreprise pr\u00f4ne <b>l\u2019exp\u00e9rimentation imm\u00e9diate avec des outils standard<\/b>.<\/p>\n\n\n\n<p>\u00ab&nbsp;Nous partons du postulat, parce qu\u2019on a v\u00e9cu \u00e7a dans d\u2019autres r\u00e9volutions technologiques, qu\u2019il faut faire le contraire de ces projets trop complexes. Il faut d\u2019abord tester, essayer, s\u2019amuser avec <b>des applications sur \u00e9tag\u00e8re<\/b>, pr\u00eates \u00e0 l\u2019emploi&nbsp;\u00bb, explique Philippe. Cette philosophie rappelle les d\u00e9buts des premiers logiciels en SaaS, appel\u00e9s ASP \u00e0 l\u2019\u00e9poque, qui ont r\u00e9volutionn\u00e9 l\u2019informatique personnelle et professionnelle, en permettant l\u2019<b>adoption rapide de nouveaux outils<\/b> sans investissement lourd dans les infrastructures.<\/p>\n\n\n\n<p>Les applications propos\u00e9es couvrent un spectre large&nbsp;: analyse de profils LinkedIn, cr\u00e9ation de contenu pour webinaires, veille concurrentielle, analyse r\u00e9glementaire. \u00ab&nbsp;Ces applications sont \u201cpr\u00e9-prompt\u00e9es\u201d, \u201cpr\u00e9-param\u00e9tr\u00e9es\u201d et pr\u00eates \u00e0 l\u2019emploi&nbsp;\u00bb, ajoute Philippe. L\u2019id\u00e9e est de <b>permettre aux utilisateurs de d\u00e9couvrir le potentiel r\u00e9el de l\u2019IA<\/b> avant de s\u2019engager dans des d\u00e9veloppements sur mesure.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">La personnalisation comme \u00e9tape naturelle<\/h3>\n\n\n\n<p>Cette approche \u00ab&nbsp;bo\u00eete \u00e0 outils&nbsp;\u00bb n\u2019est que <b>la premi\u00e8re \u00e9tape d\u2019un processus de long terme<\/b>. Une fois les utilisateurs familiaris\u00e9s avec ces agents IA standard, Zenbaia propose <b>un studio de personnalisation<\/b> qui permet d\u2019adapter les outils aux besoins sp\u00e9cifiques de chaque organisation.<\/p>\n\n\n\n<p>\u00ab&nbsp;Une fois qu&rsquo;il a utilis\u00e9 ces applications et vu leur apport en gain de temps, l&rsquo;utilisateur d\u00e9sire des fonctionnalit\u00e9s suppl\u00e9mentaires&nbsp;\u00bb. Cette <b>progression naturelle de l\u2019adoption vers la personnalisation<\/b> semble plus prudente que les approches \u00ab&nbsp;big bang&nbsp;\u00bb traditionnelles.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">La question cruciale des hallucinations dans le cas des agents IA<\/h3>\n\n\n\n<p>Impossible d\u2019\u00e9voquer les agents IA sans aborder la question des <b>hallucinations<\/b>, ces erreurs que peuvent produire les mod\u00e8les de langage. Car dans une application li\u00e9e aux processus m\u00e9tiers, il faut de la rigueur, et les d\u00e9rapages ne sont pas autoris\u00e9s.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>Philippe Guiheneuc adopte encore ici une posture pragmatique.<\/p>\n\n\n\n<p>\u00ab&nbsp;Les hallucinations s\u2019am\u00e9liorent petit \u00e0 petit avec le temps. <a href=\"https:\/\/research.aimultiple.com\/ai-hallucination\/\" target=\"_blank\" rel=\"noreferrer noopener\">Il en reste encore<\/a>&nbsp;\u00bb, reconna\u00eet-il sans d\u00e9tour. Plut\u00f4t que de nier le probl\u00e8me ou de promettre leur disparition imminente, <b>Zenbaia mise l<\/b>e<b> contr\u00f4le et la v\u00e9rification<\/b>. \u00ab&nbsp;Ce que nous mettons en place, ce sont des outils de contr\u00f4le et de v\u00e9rification. Avec Zenbaia, l\u2019utilisateur r\u00e9cup\u00e8re les sources qui lui permettent de v\u00e9rifier que les informations sont justes.&nbsp;\u00bb<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"642\" src=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942-1024x642.jpg\" alt=\"Agents IA\" class=\"wp-image-84238\" srcset=\"https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942-1024x642.jpg 1024w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942-478x300.jpg 478w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942-768x482.jpg 768w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942-1536x964.jpg 1536w, https:\/\/visionarymarketing.com\/wp-content\/uploads\/2025\/07\/screenshot-2025-07-15-at-070942.jpg 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Taux d&rsquo;hallucination <a href=\"https:\/\/research.aimultiple.com\/ai-hallucination\/\">mesur\u00e9s par AIMultiple<\/a> en 2025, il y a encore du travail&#8230; <\/figcaption><\/figure>\n<\/div>\n\n\n<p>Les utilisateurs du Web, d\u00e9sormais accoutum\u00e9s au \u00ab&nbsp;<a href=\"https:\/\/visionarymarketing.com\/fr\/2025\/07\/01\/nouveau-marketing-digital\/\">z\u00e9ro clic<\/a>&nbsp;\u00bb, ont un peu tendance \u00e0 oublier ce qu\u2019est une source. Mais les professionnels, eux, ne peuvent se permettre ce type d\u2019approximations, ou du moins pas tr\u00e8s longtemps.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Souverainet\u00e9 et s\u00e9curit\u00e9 des donn\u00e9es<\/h3>\n\n\n\n<p>La question de la localisation des donn\u00e9es lors de la fourniture de documents \u00e0 une IA (RAG) constitue un enjeu majeur pour l\u2019adoption des agents IA en entreprise. Pour r\u00e9pondre \u00e0 cette l\u00e9gitime demande, Philippe Guiheneuc propose une approche nuanc\u00e9e qui <b>distingue clairement les usages selon la sensibilit\u00e9 des informations trait\u00e9es<\/b>.<\/p>\n\n\n\n<p>\u00ab&nbsp;Si les informations ne sont pas sensibles et confidentielles, auquel cas le plus simple et probablement le plus performant, c\u2019est d\u2019utiliser le cloud&nbsp;\u00bb, explique-t-il. Pour les donn\u00e9es sensibles, Zenbaia propose des solutions d\u2019h\u00e9bergement localis\u00e9, \u00ab&nbsp;chez le client, ou chez nous, en toute s\u00e9curit\u00e9 dans des data centres fran\u00e7ais&nbsp;\u00bb.<\/p>\n\n\n\n<p>Cette flexibilit\u00e9 permet de r\u00e9pondre aux exigences de conformit\u00e9 tout en optimisant les performances selon les cas d\u2019usage. Une approche qui devrait rassurer les entreprises fran\u00e7aises soucieuses de souverainet\u00e9 num\u00e9rique.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Agents IA : acc\u00e9l\u00e9ration du temps plut\u00f4t que productivit\u00e9<\/h3>\n\n\n\n<p>L\u2019une des r\u00e9flexions les plus int\u00e9ressantes de Philippe concerne l\u2019impact r\u00e9el des agents IA sur le travail. Les premiers retours d\u2019exp\u00e9rience montrent que, plut\u00f4t que de parler d\u2019augmentation de productivit\u00e9, un sujet <a href=\"https:\/\/visionarymarketing.com\/fr\/2022\/03\/22\/roi-marketing-digital\/\">plus complexe qu\u2019il y para\u00eet<\/a>, il vaudrait mieux \u00e9voquer \u00ab&nbsp;l\u2019acc\u00e9l\u00e9ration du temps&nbsp;\u00bb.<\/p>\n\n\n\n<p>\u00ab&nbsp;L\u2019IA permet de produire un r\u00e9sultat en 3&nbsp;heures l\u00e0 o\u00f9 il fallait 5&nbsp;jours auparavant, \u00e0 condition de bien l\u2019utiliser. Cela laisse plus de temps pour r\u00e9fl\u00e9chir \u00e0 la pr\u00e9sentation et sa strat\u00e9gie commerciale&nbsp;\u00bb, ajoute Philippe en prenant l\u2019exemple de ces clients press\u00e9s qui veulent les r\u00e9sultats dans des temps tr\u00e8s courts. L\u2019IA permet selon lui \u00ab&nbsp;d\u2019acc\u00e9l\u00e9rer le temps&nbsp;\u00bb de r\u00e9pondre positivement \u00e0 ces clients exigeants. <span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>Cette vision optimiste m\u00e9rite cependant d\u2019\u00eatre nuanc\u00e9e. Philippe lui-m\u00eame reconna\u00eet les effets pervers potentiels&nbsp;: \u00ab&nbsp;Certains utilisent l\u2019IA pour r\u00e9pondre automatiquement \u00e0 leurs emails, car ils en re\u00e7oivent trop. Donc leurs interlocuteurs utilisent l\u2019IA aussi pour les lire. Ce qui leur permet de r\u00e9pondre plus vite. En fin de compte, ils re\u00e7oivent encore plus de mails&nbsp;\u00bb.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>Un joli effet rebond qui rappelle que toute technologie peut devenir contre-productive si elle est mal ma\u00eetris\u00e9e. Et dans l\u2019exemple pr\u00e9c\u00e9dent, on imagine que le client press\u00e9 pourra demander un r\u00e9sultat encore plus rapide en encore moins de temps, sans oublier la n\u00e9cessaire baisse de prix, car cet acheteur impatient aura l\u2019impression que l\u2019IA seule aura fait le travail.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Premiers retours d\u2019exp\u00e9rience sur les agents IA<\/h3>\n\n\n\n<p>Les premiers d\u00e9ploiements de Zenbaia commencent \u00e0 livrer leurs enseignements. Philippe \u00e9voque notamment le <b>partenariat<\/b> avec \u00ab&nbsp;<b>un gros industriel sp\u00e9cialis\u00e9 dans la communication par l\u2019objet<\/b>&nbsp;\u00bb pour lequel un agent IA r\u00e9alise \u00ab&nbsp;<b>une analyse de march\u00e9 compl\u00e8te sur l\u2019Europe<\/b>, avec recherche de contacts et personnalisation d\u2019emails d\u2019invitation&nbsp;\u00bb.<\/p>\n\n\n\n<p>Cela me rappelle mes premi\u00e8res missions Internet dans les ann\u00e9es&nbsp;90. A l&rsquo;\u00e9poque, nous proposions des \u00e9tudes de march\u00e9 en nous basant sur les r\u00e9sultats des moteurs de recherche. Comme dans ces temps pr\u00e9historiques du Web, les r\u00e9sultats automatiques de ces phases de \u00ab&nbsp;desk research&nbsp;\u00bb doivent \u00eatre syst\u00e9matiquement compl\u00e9t\u00e9s par de l\u2019analyse et de la v\u00e9rification, et si possible un ou plusieurs terrains ad hoc.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<figure class=\"wp-block-embed aligncenter is-type-video is-provider-youtube wp-block-embed-youtube wp-embed-aspect-16-9 wp-has-aspect-ratio\"><div class=\"wp-block-embed__wrapper\">\n<iframe loading=\"lazy\" title=\"Cr\u00e9dit Agricole a choisi Zenbaia (Part 1)\" width=\"500\" height=\"281\" src=\"https:\/\/www.youtube.com\/embed\/98Mdj1D1V8U?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" referrerpolicy=\"strict-origin-when-cross-origin\" allowfullscreen><\/iframe>\n<\/div><figcaption class=\"wp-element-caption\">Un exemple d\u2019utilisation de Zenbaia par le Cr\u00e9dit Agricole<\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">Vers une d\u00e9mocratisation des agents IA<\/h3>\n\n\n\n<p>Le mod\u00e8le \u00e9conomique de Zenbaia est de 20&nbsp;euros par utilisateur et par mois plus un tarif \u00e0 la consommation. Ceci permet selon Philippe de calculer facilement le retour sur investissement en comparant le temps machine au co\u00fbt salarial \u00e9quivalent. Une approche transparente qui devrait faciliter l\u2019adoption en entreprise.<\/p>\n\n\n\n<p>Les agents IA sont un vocable quelque peu n\u00e9buleux. Ils sont souvent pr\u00e9sent\u00e9s comme une panac\u00e9e informatique, destin\u00e9e \u00e0 r\u00e9soudre tous les probl\u00e8mes de mani\u00e8re magique. La magie, malheureusement, cache souvent un truc. Et nombre de solutions d\u2019agents IA sont encore plus imp\u00e9n\u00e9trables que le vocable qui les rassemble.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>L\u2019approche de Zenbaia, tout comme celle de Salesapps, permet de rendre l\u2019approche dite \u00ab&nbsp;agentique&nbsp;\u00bb, plus concr\u00e8te et moins superficielle. Reste \u00e0 voir si cette approche \u00ab&nbsp;bottom-up&nbsp;\u00bb parviendra \u00e0 fournir les r\u00e9sultats escompt\u00e9s et si les utilisateurs apprennent \u00e0 contourner les effets rebond.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>Une chose est certaine, comme toujours dans le domaine digital, les autoproph\u00e9ties sont \u00e0 la source de l\u2019innovation. M\u00eame si la notion d\u2019agent IA est mal d\u00e9finie, ce sont des applications comme celle-ci qui finiront par lui donner un sens.<span class=\"Apple-converted-space\">&nbsp;<\/span><\/p>\n\n\n\n<p>Une \u00e9volution qui pourrait bien transformer notre rapport au travail plus profond\u00e9ment que toutes les grandes transformations digitales annonc\u00e9es.<\/p>\n\n\n\n<p><\/p>\n<div itemscope itemtype=\"http:\/\/schema.org\/AudioObject\"><meta itemprop=\"name\" content=\"Zenbaia fait sortir les agents IA du laboratoire\" \/><meta itemprop=\"uploadDate\" content=\"2025-07-15T09:18:25+02:00\" \/><meta itemprop=\"encodingFormat\" content=\"audio\/mpeg\" \/><meta itemprop=\"duration\" content=\"PT14M03S\" \/><meta itemprop=\"description\" content=\"\nD\u00e9cid\u00e9ment, les agents IA \u00e9taient \u00e0 l\u2019honneur au BtoB Summit de 2025. Apr\u00e8s Salesapps, je suis all\u00e9 discuter avec notre confr\u00e8re Philippe Guiheneuc. Celui-ci m\u2019a expliqu\u00e9 les principes du nouveau projet Zenbaia d\u2019Herv\u00e9 Gonay. J\u2019ai interview\u00e9 Philipp...\" \/><meta itemprop=\"contentUrl\" content=\"https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3\" \/><meta itemprop=\"contentSize\" content=\"10.0\" \/><div class=\"powerpress_player\" id=\"powerpress_player_5514\"><audio class=\"wp-audio-shortcode\" id=\"audio-84231-1\" preload=\"none\" style=\"width: 100%;\" controls=\"controls\"><source type=\"audio\/mpeg\" src=\"https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3?_=1\" \/><a href=\"https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3\">https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3<\/a><\/audio><\/div><\/div><p class=\"powerpress_links powerpress_links_mp3\" style=\"margin-bottom: 1px !important;\">Podcast: <a href=\"https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3\" class=\"powerpress_link_pinw\" target=\"_blank\" title=\"Play in new window\" onclick=\"return powerpress_pinw('https:\/\/visionarymarketing.com\/fr\/\/?powerpress_pinw=84231-podcast');\" rel=\"nofollow\">Play in new window<\/a> | <a href=\"https:\/\/media.blubrry.com\/visionarymarketing_les\/agence.visionarymarketing.com\/files\/podcasts\/2025-07-15-Zenbaia-agents-IA-mixdown.mp3\" class=\"powerpress_link_d\" title=\"Download\" rel=\"nofollow\" download=\"2025-07-15-Zenbaia-agents-IA-mixdown.mp3\">Download<\/a> (Duration: 14:03 &#8212; 10.0MB)<\/p><p class=\"powerpress_links powerpress_subscribe_links\">Subscribe: <a href=\"https:\/\/itunes.apple.com\/us\/podcast\/visionarymarketing-les-interviews\/id731295319?mt=2&amp;ls=1#episodeGuid=https%3A%2F%2Fvisionarymarketing.com%2F%3Fp%3D84231\" class=\"powerpress_link_subscribe powerpress_link_subscribe_itunes\" target=\"_blank\" title=\"Subscribe on Apple Podcasts\" rel=\"nofollow\">Apple Podcasts<\/a> | <a href=\"https:\/\/open.spotify.com\/show\/52VnZ1mhVSnDs4tQOx7Vuc\" class=\"powerpress_link_subscribe powerpress_link_subscribe_spotify\" target=\"_blank\" title=\"Subscribe on Spotify\" rel=\"nofollow\">Spotify<\/a> | <a href=\"https:\/\/subscribeonandroid.com\/visionarymarketing.com\/fr\/feed\/podcast\/\" class=\"powerpress_link_subscribe powerpress_link_subscribe_android\" target=\"_blank\" title=\"Subscribe on Android\" rel=\"nofollow\">Android<\/a> | <a href=\"https:\/\/visionarymarketing.com\/fr\/feed\/podcast\/\" class=\"powerpress_link_subscribe powerpress_link_subscribe_rss\" target=\"_blank\" title=\"Subscribe via RSS\" rel=\"nofollow\">RSS<\/a><\/p>","protected":false},"excerpt":{"rendered":"<p>D\u00e9cid\u00e9ment, les agents IA \u00e9taient \u00e0 l\u2019honneur au BtoB Summit de 2025. Apr\u00e8s Salesapps, je suis all\u00e9 discuter avec notre confr\u00e8re Philippe Guiheneuc. Celui-ci m\u2019a expliqu\u00e9 les principes du nouveau projet Zenbaia d\u2019Herv\u00e9 Gonay. J\u2019ai interview\u00e9 Philippe lors du BtoB Summit de juillet 2025, qui m\u2019a d\u00e9crit sa d\u00e9marche concr\u00e8te et pragmatique pour d\u00e9ployer ces &hellip;<\/p>\n","protected":false},"author":2,"featured_media":84236,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1613],"tags":[],"class_list":["post-84231","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-marketing-digital-marketing"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Agents IA : ils sortent du laboratoire avec Zenbaia<\/title>\n<meta name=\"description\" content=\"D\u00e9cid\u00e9ment, les agents IA \u00e9taient \u00e0 l\u2019honneur au BtoB Summit de 2025. 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