{"id":11043,"date":"2024-03-08T11:28:48","date_gmt":"2024-03-08T10:28:48","guid":{"rendered":"https:\/\/www.clemenceconsulting.fr\/?p=11043"},"modified":"2025-11-21T11:32:09","modified_gmt":"2025-11-21T10:32:09","slug":"llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite","status":"publish","type":"post","link":"https:\/\/www.clemenceconsulting.fr\/fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/","title":{"rendered":"L’IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9"},"content":{"rendered":"
<\/div><\/div><\/div><\/div>
\n\t
\n\t\t
\n\t\t\t

Comprendre le LLM, le graphe de connaissance, et leur lien essentiel<\/span><\/strong><\/h3>\n

Le <\/span>LLM<\/b>, ou Large Language Model (mod\u00e8le linguistique de grande envergure), est une intelligence artificielle qui a assimil\u00e9 une multitude de donn\u00e9es universelles, notamment issues de sources telles que Wikipedia. C\u2019est un type d\u2019IA g\u00e9n\u00e9rative dont les repr\u00e9sentants les plus c\u00e9l\u00e8bres sont : <\/span>ChatGPT (Open AI) – Gemini (Google) – Le chat (Mistral AI). <\/b>Sa fonction principale consiste \u00e0 g\u00e9n\u00e9rer du texte bas\u00e9 sur des liens s\u00e9mantiques pr\u00e9alablement appris, \u00e0 partir d’un contexte donn\u00e9, \u00e9galement appel\u00e9 prompt. En d’autres termes, le LLM se comporte comme une forme avanc\u00e9e d’autocompl\u00e9tion, bien plus performante que celle que l’on retrouve sur nos t\u00e9l\u00e9phones. <\/span>Nous l\u2019avons par exemple utilis\u00e9 dans le cadre de cr\u00e9ation de programme de e.learning pour le secteur de la e.mobilit\u00e9.<\/b><\/p>\n

D’autre part, le <\/span>graphe de connaissance<\/b> repr\u00e9sente une formalisation sous forme de graphe des concepts m\u00e9tier et de leurs relations. Par exemple, un chat est li\u00e9 \u00e0 des notions telles que mammif\u00e8re, pattes, poils, oreilles, et ce contenu est \u00e9labor\u00e9 par des experts dans le domaine. <\/span>Nous l\u2019avons par exemple utilis\u00e9 dans le secteur de la sant\u00e9, en cr\u00e9ant un mod\u00e8le de donn\u00e9es de type “ontologie” pour g\u00e9rer les connaissances, documents et \u00e9changes mails <\/b>entre les clients et les institutions de contr\u00f4le.<\/span><\/p>\n

Le LLM, con\u00e7u pour produire un contenu g\u00e9n\u00e9rique, peut parfois d\u00e9vier du sujet ou commettre des erreurs, un ph\u00e9nom\u00e8ne appel\u00e9 “hallucination” dans le jargon, que l’on peut consid\u00e9rer comme une forme de cr\u00e9ativit\u00e9. Pour contrer cette propension \u00e0 la divergence, le graphe de connaissance intervient en encadrant la r\u00e9ponse. En int\u00e9grant dans le prompt un cadre de r\u00e9ponse strict, le graphe de connaissance guide la g\u00e9n\u00e9ration de texte en alignant la r\u00e9ponse sur la question de l’utilisateur, tout en respectant les contraintes du graphe.<\/span><\/p>\n

Applications dans divers secteurs d’activit\u00e9s<\/span><\/strong><\/h3>\n

Les applications de cette synergie entre le LLM et le graphe de connaissance s’\u00e9tendent \u00e0 plusieurs secteurs d’activit\u00e9s. Des secteurs tels que l’\u00e9nergie, l’\u00e9lectromobilit\u00e9, la banque et l’assurance, l’industrie, les m\u00e9dias, le logiciel, la sant\u00e9, et bien d’autres peuvent tirer profit de cette technologie. Que ce soit pour la synth\u00e8se de r\u00e9unions, la production de texte (comme la r\u00e9daction de plans de projets, de notes de r\u00e9union, ou m\u00eame de code informatique), ou encore pour r\u00e9pondre \u00e0 des besoins d’\u00e9change, tels que le service client ou le support, le hub France IA a \u00e9labor\u00e9 un document exhaustif sur les usages et l’impact de ChatGPT.<\/p>\n

Objectifs et r\u00e9sultats attendus<\/span><\/strong><\/h3>\n

L’utilisation de cette technologie vise \u00e0 augmenter les comp\u00e9tences des employ\u00e9s, tant en termes de productivit\u00e9 que de qualit\u00e9 de production. Des r\u00e9alisations telles que la r\u00e9daction compl\u00e8te d’un business plan en une heure, la revue de code informatique, la production de comptes rendus, la formulation de questions pointues, ou la traduction de documents sont autant d’exemples concrets des r\u00e9sultats obtenus.<\/p>\n

Points de vigilance et limites<\/span><\/strong><\/h3>\n

L’exploitation des mod\u00e8les, notamment en termes de co\u00fbt, ainsi que la n\u00e9cessit\u00e9 d’un apprentissage pour ces mod\u00e8les LLM g\u00e9n\u00e9riques, repr\u00e9sentent des points de vigilance importants. La cr\u00e9ation de l’ontologie et la production du contenu de cette ontologie (qui peut \u00eatre assist\u00e9e par le LLM lui-m\u00eame) sont \u00e9galement des d\u00e9fis \u00e0 relever dans l’application de cette technologie.<\/p>\n\n\t\t<\/div>\n\t<\/div>\n

<\/span><\/span><\/span><\/span>\n<\/div>
\n\t
\n\t\t
\n\t\t\t

Depuis 1994, pionnier dans le domaine de l’intelligence artificielle (IA), cr\u00e9ant des solutions transformatrices et stimulant l’innovation dans l’industrie. En 2015, Jean-Patrice a fond\u00e9 DataValoris, une entreprise dont la mission est d’automatiser l’IA en utilisant une solution SAAS r\u00e9volutionnant la g\u00e9n\u00e9ration et l’optimisation de mod\u00e8les de Deeplearning. Actuellement directeur de projets technologiques d’innovation p\u00e9dagogique \u00e0 l’Universit\u00e9 PSL-Dauphine, nourrissant la prochaine g\u00e9n\u00e9ration de leaders technologiques et alimentant le progr\u00e8s acad\u00e9mique. Titulaire d’un Doctorat en intelligence artificielle<\/em><\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div>

\n\t
\n\t\t\n\t\t
\n\t\t\t
\"JP-VIVATECH_carre\"<\/div>\n\t\t<\/figure>\n\t<\/div>\n\n\t
\n\t\t
\n\t\t\t

Jean-Patrice Glafkid\u00e8s, <\/b>PhD AI<\/p>\n\n\t\t<\/div>\n\t<\/div>\n<\/div><\/div><\/div><\/div><\/div><\/div><\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"Comprendre le LLM, le graphe de connaissance, et leur lien essentiel Le LLM, ou Large Language Model (mod\u00e8le linguistique de grande envergure), est une intelligence artificielle qui a assimil\u00e9 une [...]","protected":false},"author":2,"featured_media":11046,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[59,57,109],"tags":[],"class_list":["post-11043","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actualites","category-mise-en-avant","category-use-case"],"yoast_head":"\nL'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting<\/title>\n<meta name=\"description\" content=\"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.\" \/>\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.clemenceconsulting.fr\/fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"L'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting\" \/>\n<meta property=\"og:description\" content=\"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.clemenceconsulting.fr\/fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\" \/>\n<meta property=\"og:site_name\" content=\"Clemence Consulting\" \/>\n<meta property=\"article:published_time\" content=\"2024-03-08T10:28:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-11-21T10:32:09+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"532\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Arnaud Roesch\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u00c9crit par\" \/>\n\t<meta name=\"twitter:data1\" content=\"Arnaud Roesch\" \/>\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\":\"Article\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\"},\"author\":{\"name\":\"Arnaud Roesch\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/8f8bc7a26043c8e94d5611a2256b1d85\"},\"headline\":\"L’IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9\",\"datePublished\":\"2024-03-08T10:28:48+00:00\",\"dateModified\":\"2025-11-21T10:32:09+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\"},\"wordCount\":887,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#organization\"},\"image\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg\",\"articleSection\":[\"Actualit\u00e9s\",\"Mise en avant\",\"Use case\"],\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\",\"url\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\",\"name\":\"L'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting\",\"isPartOf\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg\",\"datePublished\":\"2024-03-08T10:28:48+00:00\",\"dateModified\":\"2025-11-21T10:32:09+00:00\",\"description\":\"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.\",\"inLanguage\":\"fr-FR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage\",\"url\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg\",\"contentUrl\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg\",\"width\":1200,\"height\":532},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#website\",\"url\":\"https:\/\/www.clemenceconsulting.fr\/\",\"name\":\"Clemence Consulting\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.clemenceconsulting.fr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"fr-FR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#organization\",\"name\":\"Clemence Consulting\",\"url\":\"https:\/\/www.clemenceconsulting.fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2020\/11\/logo-2-clemence.png\",\"contentUrl\":\"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2020\/11\/logo-2-clemence.png\",\"width\":1285,\"height\":362,\"caption\":\"Clemence Consulting\"},\"image\":{\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/8f8bc7a26043c8e94d5611a2256b1d85\",\"name\":\"Arnaud Roesch\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"fr-FR\",\"@id\":\"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/7d41797a2b3d3950b93e392ba656a50593933c4fc38810465446a4f224aba644?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/7d41797a2b3d3950b93e392ba656a50593933c4fc38810465446a4f224aba644?s=96&d=mm&r=g\",\"caption\":\"Arnaud Roesch\"},\"url\":\"https:\/\/www.clemenceconsulting.fr\/fr\/author\/arnaud-roesch\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"L'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting","description":"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.","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.clemenceconsulting.fr\/fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/","og_locale":"fr_FR","og_type":"article","og_title":"L'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting","og_description":"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.","og_url":"https:\/\/www.clemenceconsulting.fr\/fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/","og_site_name":"Clemence Consulting","article_published_time":"2024-03-08T10:28:48+00:00","article_modified_time":"2025-11-21T10:32:09+00:00","og_image":[{"width":1200,"height":532,"url":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","type":"image\/jpeg"}],"author":"Arnaud Roesch","twitter_card":"summary_large_image","twitter_misc":{"\u00c9crit par":"Arnaud Roesch","Dur\u00e9e de lecture estim\u00e9e":"4 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#article","isPartOf":{"@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/"},"author":{"name":"Arnaud Roesch","@id":"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/8f8bc7a26043c8e94d5611a2256b1d85"},"headline":"L’IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9","datePublished":"2024-03-08T10:28:48+00:00","dateModified":"2025-11-21T10:32:09+00:00","mainEntityOfPage":{"@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/"},"wordCount":887,"commentCount":0,"publisher":{"@id":"https:\/\/www.clemenceconsulting.fr\/#organization"},"image":{"@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage"},"thumbnailUrl":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","articleSection":["Actualit\u00e9s","Mise en avant","Use case"],"inLanguage":"fr-FR","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/","url":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/","name":"L'IA g\u00e9n\u00e9rative et les graphes de connaissance au service de la productivit\u00e9 - Clemence Consulting","isPartOf":{"@id":"https:\/\/www.clemenceconsulting.fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage"},"image":{"@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage"},"thumbnailUrl":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","datePublished":"2024-03-08T10:28:48+00:00","dateModified":"2025-11-21T10:32:09+00:00","description":"Customers have been kings, now they are products & services co-designers. Business is changing, Clemence Consulting helps its clients to use the cloud to reinvent operating models and business models. Experts in incubation of digital offers and monetization we could help your company to regain control of processes and solutions for better performance.","inLanguage":"fr-FR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/"]}]},{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.clemenceconsulting.fr\/llm-et-graphe-de-connaissance-une-synergie-pour-lia-au-service-de-la-productivite\/#primaryimage","url":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","contentUrl":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","width":1200,"height":532},{"@type":"WebSite","@id":"https:\/\/www.clemenceconsulting.fr\/#website","url":"https:\/\/www.clemenceconsulting.fr\/","name":"Clemence Consulting","description":"","publisher":{"@id":"https:\/\/www.clemenceconsulting.fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.clemenceconsulting.fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"fr-FR"},{"@type":"Organization","@id":"https:\/\/www.clemenceconsulting.fr\/#organization","name":"Clemence Consulting","url":"https:\/\/www.clemenceconsulting.fr\/","logo":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.clemenceconsulting.fr\/#\/schema\/logo\/image\/","url":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2020\/11\/logo-2-clemence.png","contentUrl":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2020\/11\/logo-2-clemence.png","width":1285,"height":362,"caption":"Clemence Consulting"},"image":{"@id":"https:\/\/www.clemenceconsulting.fr\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/8f8bc7a26043c8e94d5611a2256b1d85","name":"Arnaud Roesch","image":{"@type":"ImageObject","inLanguage":"fr-FR","@id":"https:\/\/www.clemenceconsulting.fr\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/7d41797a2b3d3950b93e392ba656a50593933c4fc38810465446a4f224aba644?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/7d41797a2b3d3950b93e392ba656a50593933c4fc38810465446a4f224aba644?s=96&d=mm&r=g","caption":"Arnaud Roesch"},"url":"https:\/\/www.clemenceconsulting.fr\/fr\/author\/arnaud-roesch\/"}]}},"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/www.clemenceconsulting.fr\/wp-content\/uploads\/2024\/03\/llm.jpg","jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/posts\/11043","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/comments?post=11043"}],"version-history":[{"count":23,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/posts\/11043\/revisions"}],"predecessor-version":[{"id":11804,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/posts\/11043\/revisions\/11804"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/media\/11046"}],"wp:attachment":[{"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/media?parent=11043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/categories?post=11043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.clemenceconsulting.fr\/fr\/wp-json\/wp\/v2\/tags?post=11043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}