{"id":18987,"date":"2025-02-27T18:34:15","date_gmt":"2025-02-27T17:34:15","guid":{"rendered":"https:\/\/kairntech.com\/chatbots-agentic-rag\/"},"modified":"2026-09-16T12:24:54","modified_gmt":"2026-09-16T10:24:54","slug":"chatbot-rag-agentique","status":"publish","type":"page","link":"https:\/\/kairntech.com\/fr\/chatbot-rag-agentique\/","title":{"rendered":"Chatbot RAG agentique"},"content":{"rendered":"\n<div style=\"height:15px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_f7983d-61 alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_08b4e1-62\"><div class=\"kt-inside-inner-col\">\n<!-- ================================================================= -->\n<!-- HERO SECTION : CHATBOT RAG AGENTIQUE (TITRE ACCROCHEUR)          -->\n<!-- ================================================================= -->\n<style>\n    .hero-rag-section {\n        background-color: #000000;\n        color: #FFFFFF;\n        font-family: 'Manrope', sans-serif;\n        padding: 140px 24px 40px 24px;\n        text-align: center;\n        position: relative;\n        overflow: visible;\n        -webkit-font-smoothing: antialiased;\n        margin-bottom: 0 !important;\n    }\n    .hero-rag-section::before {\n        content: \"\";\n        position: absolute;\n        top: -10%;\n        left: 50%;\n        transform: translateX(-50%);\n        width: 600px;\n        height: 300px;\n        background: radial-gradient(circle, rgba(255, 1, 167, 0.08) 0%, transparent 70%);\n        pointer-events: none;\n        z-index: 1;\n    }\n    .hero-rag-container {\n        max-width: 1100px;\n        margin: 0 auto;\n        position: relative;\n        z-index: 2;\n    }\n    .hero-rag-badge {\n        display: inline-flex;\n        align-items: center;\n        gap: 8px;\n        background: rgba(255, 255, 255, 0.03);\n        border: 1px solid rgba(123, 173, 177, 0.2);\n        padding: 8px 20px;\n        border-radius: 100px;\n        font-size: 0.8rem;\n        font-weight: 700;\n        text-transform: uppercase;\n        letter-spacing: 0.12em;\n        color: rgba(255, 255, 255, 0.8);\n        margin-bottom: 32px;\n    }\n    .hero-rag-badge span.accent {\n        color: #FF01A7;\n    }\n    .hero-rag-container h1 {\n        font-size: 3.8rem;\n        font-weight: 800;\n        line-height: 1.25;\n        letter-spacing: -0.02em;\n        margin-bottom: 28px;\n        color: #FFFFFF;\n    }\n    .hero-rag-container h1 span.highlight {\n        color: #FF01A7;\n    }\n    .hero-rag-container .hero-subtitle {\n        font-size: 1.25rem;\n        color: rgba(255, 255, 255, 0.65);\n        line-height: 1.6;\n        max-width: 820px;\n        margin: 0 auto 48px auto;\n        letter-spacing: -0.01em;\n    }\n    .hero-rag-actions {\n        display: flex;\n        justify-content: center;\n        align-items: center;\n        gap: 20px;\n    }\n    .btn-primary-rag {\n        display: inline-flex;\n        align-items: center;\n        gap: 12px;\n        background-color: #FF01A7;\n        border: 2px solid #FF01A7;\n        color: #FFFFFF;\n        padding: 18px 36px;\n        border-radius: 50px;\n        font-weight: 700;\n        font-size: 1.05rem;\n        text-decoration: none;\n        font-family: 'Manrope', sans-serif;\n        box-shadow: 0 10px 30px rgba(255, 1, 167, 0.4);\n        transition: transform 0.4s cubic-bezier(0.16, 1, 0.3, 1),\n                    box-shadow 0.4s cubic-bezier(0.16, 1, 0.3, 1),\n                    background-color 0.3s ease;\n    }\n    .btn-primary-rag:hover {\n        background-color: #D6008B;\n        border-color: #D6008B;\n        transform: scale(1.02);\n        box-shadow: 0 15px 40px rgba(255, 1, 167, 0.55);\n    }\n\n    \/* \u2550\u2550\u2550\u2550 DEMO POPOVER RAG \u2550\u2550\u2550\u2550 *\/\n    .demo-wrapper-rag {\n        position: relative;\n        display: inline-flex;\n        z-index: 100;\n    }\n\n    .demo-trigger-rag {\n        display: inline-flex;\n        align-items: center;\n        gap: 8px;\n        background-color: transparent;\n        border: 2px solid rgba(123, 173, 177, 0.25);\n        color: rgba(255, 255, 255, 0.85);\n        padding: 18px 36px;\n        border-radius: 50px;\n        font-weight: 700;\n        font-size: 1.05rem;\n        text-decoration: none;\n        font-family: 'Manrope', sans-serif;\n        cursor: pointer;\n        transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);\n    }\n    .demo-trigger-rag:hover {\n        border-color: rgba(255, 255, 255, 0.6);\n        color: #FFFFFF;\n        background-color: rgba(255, 255, 255, 0.03);\n    }\n    .demo-wrapper-rag.open .demo-trigger-rag {\n        border-color: rgba(255, 255, 255, 0.5);\n        background: rgba(255, 255, 255, 0.04);\n        color: #FFFFFF;\n    }\n\n    .demo-chevron-rag {\n        transition: transform 0.25s ease;\n    }\n    .demo-wrapper-rag.open .demo-chevron-rag {\n        transform: rotate(180deg);\n    }\n\n    .demo-pop-rag {\n        position: absolute;\n        bottom: calc(100% + 16px);\n        left: 50%;\n        transform: translateX(-50%) translateY(8px);\n        width: 380px;\n        background: linear-gradient(180deg, rgba(12,20,22,0.99) 0%, rgba(6,10,12,0.99) 100%);\n        border: 1px solid rgba(123,173,177,0.28);\n        border-radius: 18px;\n        padding: 8px;\n        box-shadow: 0 -20px 60px rgba(0,0,0,0.7), 0 0 50px rgba(255,1,167,0.08);\n        backdrop-filter: blur(20px);\n        opacity: 0;\n        pointer-events: none;\n        visibility: hidden;\n        transition: opacity 0.25s ease, transform 0.25s ease, visibility 0.25s;\n        z-index: 200;\n        text-align: left;\n    }\n    .demo-wrapper-rag.open .demo-pop-rag {\n        opacity: 1;\n        transform: translateX(-50%) translateY(0);\n        pointer-events: auto;\n        visibility: visible;\n    }\n\n    .demo-pop-arrow-rag {\n        position: absolute;\n        bottom: -7px;\n        left: 50%;\n        transform: translateX(-50%) rotate(45deg);\n        width: 13px;\n        height: 13px;\n        background: rgba(6,10,12,0.99);\n        border-bottom: 1px solid rgba(123,173,177,0.28);\n        border-right: 1px solid rgba(123,173,177,0.28);\n    }\n\n    .demo-pop-head-rag {\n        padding: 11px 14px;\n        border-bottom: 1px solid rgba(123,173,177,0.1);\n        margin-bottom: 4px;\n        display: flex;\n        align-items: center;\n        gap: 8px;\n        font-size: 0.66rem;\n        font-weight: 800;\n        letter-spacing: 0.1em;\n        text-transform: uppercase;\n        color: #7BADB1;\n    }\n    .demo-pop-head-rag::before {\n        content: '';\n        width: 7px;\n        height: 7px;\n        border-radius: 50%;\n        background: #28CA41;\n        box-shadow: 0 0 8px rgba(40,202,65,0.7);\n        flex-shrink: 0;\n        animation: popBlink 1.6s infinite;\n    }\n    @keyframes popBlink {\n        0%,100% { opacity:1; }\n        50% { opacity:0.3; }\n    }\n\n    .demo-link-rag {\n        display: flex;\n        align-items: center;\n        gap: 14px;\n        padding: 14px 14px;\n        border-radius: 12px;\n        text-decoration: none;\n        color: #FFFFFF;\n        transition: background 0.2s ease;\n    }\n    .demo-link-rag:hover {\n        background: rgba(255,1,167,0.06);\n    }\n\n    .demo-ico-rag {\n        width: 42px;\n        height: 42px;\n        border-radius: 11px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        flex-shrink: 0;\n    }\n    .demo-ico-rag.pink {\n        background: rgba(255,1,167,0.08);\n        border: 1px solid rgba(255,1,167,0.22);\n    }\n    .demo-ico-rag.teal {\n        background: rgba(123,173,177,0.08);\n        border: 1px solid rgba(123,173,177,0.22);\n    }\n\n    .demo-txt-rag {\n        flex: 1;\n        min-width: 0;\n    }\n    .demo-txt-rag strong {\n        display: block;\n        font-size: 0.94rem;\n        font-weight: 800;\n        color: #FFFFFF;\n        margin-bottom: 2px;\n    }\n    .demo-txt-rag span {\n        display: block;\n        font-size: 0.77rem;\n        color: rgba(255,255,255,0.5);\n        line-height: 1.4;\n    }\n\n    .demo-arr-rag {\n        color: rgba(123,173,177,0.5);\n        flex-shrink: 0;\n        transition: transform 0.2s ease, color 0.2s ease;\n    }\n    .demo-link-rag:hover .demo-arr-rag {\n        color: #FF01A7;\n        transform: translateX(3px);\n    }\n\n    @media (max-width: 992px) {\n        .hero-rag-container h1 { font-size: 3rem; }\n    }\n    @media (max-width: 768px) {\n        .hero-rag-section { padding: 100px 20px 24px 20px; }\n        .hero-rag-container h1 { font-size: 2.3rem; line-height: 1.25; }\n        .hero-rag-container .hero-subtitle { font-size: 1.1rem; margin-bottom: 36px; }\n        .hero-rag-actions { flex-direction: column; gap: 16px; }\n        .btn-primary-rag { width: 100%; justify-content: center; box-sizing: border-box; }\n        .demo-wrapper-rag { width: 100%; }\n        .demo-trigger-rag { width: 100%; justify-content: center; box-sizing: border-box; }\n        .demo-pop-rag { width: calc(100vw - 48px); max-width: 340px; bottom: calc(100% + 12px); }\n    }\n<\/style>\n\n<section class=\"hero-rag-section\">\n    <div class=\"hero-rag-container\">\n        <div class=\"hero-rag-badge\">\n            <span>Intelligence conversationnelle<\/span>\n            <span style=\"color: rgba(255,255,255,0.3);\">|<\/span>\n            <span class=\"accent\">IA Souveraine<\/span>\n        <\/div>\n        <h1>\n            Passez de la question<br>\n            <span class=\"highlight\">\u00e0 l&rsquo;action.<\/span>\n        <\/h1>\n        <p class=\"hero-subtitle\">\n            Acc\u00e9l\u00e9rez vos processus m\u00e9tier gr\u00e2ce \u00e0 une IA conversationnelle bas\u00e9e sur des agents : elle transforme un besoin en livrable, en orchestrant recherches, raisonnements, analyses et r\u00e9daction de contenu. Vous gardez la main sur ce qui compte \u2014 valider et d\u00e9cider.        <\/p>\n\n        <div class=\"hero-rag-actions\">\n            <a href=\"https:\/\/calendly.com\/vnibart-kairntech\" target=\"_blank\" class=\"btn-primary-rag\">\n                Demander notre d\u00e9monstration personnalis\u00e9e\n            <\/a>\n\n            <div class=\"demo-wrapper-rag\" id=\"demoWrapperRag\">\n                <button type=\"button\" class=\"demo-trigger-rag\" id=\"demoTriggerRag\" aria-expanded=\"false\">\n                    D\u00e9couvrir la technologie\n                    <svg class=\"demo-chevron-rag\" width=\"12\" height=\"12\" viewBox=\"0 0 10 10\" fill=\"none\"><path d=\"M2 4l3 3 3-3\" stroke=\"currentColor\" stroke-width=\"1.6\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/button>\n\n                <div class=\"demo-pop-rag\" role=\"menu\">\n                    <div class=\"demo-pop-arrow-rag\"><\/div>\n                    <div class=\"demo-pop-head-rag\">Acc\u00e8s direct<\/div>\n\n                    <a href=\"https:\/\/sherpa-sandbox.kairntech.com\/chatbot\/login\" target=\"_blank\" rel=\"noopener\" class=\"demo-link-rag\" role=\"menuitem\">\n                        <div class=\"demo-ico-rag pink\">\n                            <svg width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\"><path d=\"M3 4h14v9H7l-4 3V4z\" stroke=\"#FF01A7\" stroke-width=\"1.6\" stroke-linejoin=\"round\"\/><circle cx=\"7\" cy=\"8.5\" r=\"1\" fill=\"#FF01A7\"\/><circle cx=\"10\" cy=\"8.5\" r=\"1\" fill=\"#FF01A7\"\/><circle cx=\"13\" cy=\"8.5\" r=\"1\" fill=\"#FF01A7\"\/><\/svg>\n                        <\/div>\n                        <div class=\"demo-txt-rag\">\n                            <strong>Kairntech Chatbot<\/strong>\n                            <span>Interrogez un assistant IA en conditions r\u00e9elles<\/span>\n                        <\/div>\n                        <svg class=\"demo-arr-rag\" width=\"14\" height=\"14\" viewBox=\"0 0 14 14\" fill=\"none\"><path d=\"M3 7h8M7 3l4 4-4 4\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                    <\/a>\n\n                    <a href=\"https:\/\/sherpa-sandbox.kairntech.com\/sherpa\/signin?redirect=\/home\" target=\"_blank\" rel=\"noopener\" class=\"demo-link-rag\" role=\"menuitem\">\n                        <div class=\"demo-ico-rag teal\">\n                            <svg width=\"20\" height=\"20\" viewBox=\"0 0 20 20\" fill=\"none\"><rect x=\"3\" y=\"3\" width=\"14\" height=\"14\" rx=\"2\" stroke=\"#7BADB1\" stroke-width=\"1.6\"\/><path d=\"M3 8h14M8 3v14\" stroke=\"#7BADB1\" stroke-width=\"1.6\"\/><\/svg>\n                        <\/div>\n                        <div class=\"demo-txt-rag\">\n                            <strong>Kairntech Studio<\/strong>\n                            <span>Explorez la plateforme no-code compl\u00e8te<\/span>\n                        <\/div>\n                        <svg class=\"demo-arr-rag\" width=\"14\" height=\"14\" viewBox=\"0 0 14 14\" fill=\"none\"><path d=\"M3 7h8M7 3l4 4-4 4\" stroke=\"currentColor\" stroke-width=\"1.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                    <\/a>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n\n<script>\n(function() {\n    var w = document.getElementById('demoWrapperRag');\n    var t = document.getElementById('demoTriggerRag');\n    if (!w || !t) return;\n    t.addEventListener('click', function(e) {\n        e.stopPropagation();\n        var open = w.classList.toggle('open');\n        t.setAttribute('aria-expanded', open);\n    });\n    document.addEventListener('click', function(e) {\n        if (!w.contains(e.target)) {\n            w.classList.remove('open');\n            t.setAttribute('aria-expanded', 'false');\n        }\n    });\n    document.addEventListener('keydown', function(e) {\n        if (e.key === 'Escape') {\n            w.classList.remove('open');\n            t.setAttribute('aria-expanded', 'false');\n        }\n    });\n})();\n<\/script>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_04798c-5c alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_218c75-98\"><div class=\"kt-inside-inner-col\">\n<!-- ================================================================= -->\n<!-- SECTION : COMPARATIF \u2014 LE PRINCIPE                                 -->\n<!-- 100% HTML\/CSS \u00b7 interactif sans JavaScript \u00b7 police Manrope        -->\n<!-- ================================================================= -->\n\n<style>\n    .kairn-cmp-section {\n        background-color: #000000;\n        color: #FFFFFF;\n        font-family: 'Manrope', sans-serif;\n        padding: 110px 24px;\n        position: relative;\n        overflow: hidden;\n        -webkit-font-smoothing: antialiased;\n    }\n    .kairn-cmp-section::before {\n        content: \"\";\n        position: absolute;\n        top: 0; left: 50%;\n        transform: translateX(-50%);\n        width: 900px; height: 460px;\n        background: radial-gradient(ellipse at top, rgba(255, 1, 167, 0.07) 0%, transparent 70%);\n        pointer-events: none;\n        z-index: 0;\n    }\n    .kairn-cmp-container {\n        max-width: 1200px;\n        margin: 0 auto;\n        position: relative;\n        z-index: 1;\n    }\n\n    \/* En-t\u00eate *\/\n    .kairn-cmp-header { max-width: 760px; margin: 0 auto 56px auto; text-align: center; }\n    .kairn-cmp-header .tag-line {\n        display: inline-block;\n        color: #7BADB1;\n        font-size: 0.85rem; font-weight: 800;\n        text-transform: uppercase; letter-spacing: 0.15em;\n        margin-bottom: 20px; padding: 7px 18px;\n        border: 1px solid rgba(123, 173, 177, 0.2);\n        border-radius: 100px; background: rgba(123, 173, 177, 0.03);\n    }\n    .kairn-cmp-header h2 {\n        font-size: 3rem; font-weight: 800;\n        line-height: 1.18; letter-spacing: -0.03em; margin-bottom: 22px;\n    }\n    .kairn-cmp-header h2 .highlight { color: #FF01A7; }\n    .kairn-cmp-header p { font-size: 1.2rem; line-height: 1.6; color: rgba(255, 255, 255, 0.55); }\n\n    \/* Wrapper + radios (onglets mobile) *\/\n    .kairn-cmp { position: relative; }\n    .kairn-cmp-radio { position: absolute; opacity: 0; width: 0; height: 0; pointer-events: none; }\n    .kairn-cmp-tabs { display: none; }\n\n    \/* CARTE VERTE : le tableau se d\u00e9colle du noir *\/\n    .kairn-cmp-scroll {\n        width: 100%;\n        background:\n            radial-gradient(130% 100% at 84% 0%, rgba(255, 1, 167, 0.05) 0%, transparent 52%),\n            linear-gradient(180deg, #0C282B 0%, #071A1C 100%);\n        border: 1px solid rgba(123, 173, 177, 0.14);\n        border-radius: 28px;\n        padding: 34px 30px;\n        box-shadow: 0 30px 80px rgba(0, 0, 0, 0.5);\n    }\n\n    \/* Table *\/\n    .kairn-cmp-table {\n        width: 100%;\n        border-collapse: separate;\n        border-spacing: 0;\n    }\n    .kairn-cmp-table th,\n    .kairn-cmp-table td { padding: 22px 24px; text-align: left; vertical-align: middle; }\n\n    \/* En-t\u00eates de colonnes *\/\n    .kairn-cmp-table thead th {\n        font-size: 1.08rem; font-weight: 800;\n        color: rgba(255, 255, 255, 0.92);\n        letter-spacing: -0.01em;\n        padding-bottom: 20px;\n    }\n\n    \/* Colonne des crit\u00e8res *\/\n    .kairn-cmp-table tbody th.col-label {\n        font-weight: 800; color: #7BADB1;\n        font-size: 0.98rem; width: 190px;\n        transition: color 0.25s ease, box-shadow 0.25s ease;\n    }\n\n    \/* S\u00e9parateurs horizontaux *\/\n    .kairn-cmp-table tbody td,\n    .kairn-cmp-table tbody th { border-bottom: 1px solid rgba(123, 173, 177, 0.1); }\n    .kairn-cmp-table tbody tr:last-child td,\n    .kairn-cmp-table tbody tr:last-child th { border-bottom: none; }\n\n    \/* Interaction : survol de ligne *\/\n    .kairn-cmp-table tbody tr { transition: background 0.2s ease; }\n    .kairn-cmp-table tbody tr:hover td,\n    .kairn-cmp-table tbody tr:hover th { background: rgba(123, 173, 177, 0.05); }\n    .kairn-cmp-table tbody tr:hover th.col-label {\n        color: #FFFFFF;\n        box-shadow: inset 3px 0 0 #FF01A7;\n    }\n\n    \/* Cellule : pastille de verdict + texte *\/\n    .kairn-cmp-table .cell {\n        display: flex; gap: 13px; align-items: flex-start;\n        line-height: 1.5; font-size: 0.98rem;\n    }\n    .kairn-cmp-table .cell::before {\n        flex: none;\n        width: 22px; height: 22px;\n        border-radius: 50%;\n        display: inline-flex; align-items: center; justify-content: center;\n        font-size: 0.72rem; font-weight: 800;\n        margin-top: 1px;\n    }\n    .cell[data-s=\"bad\"]::before  { content: \"\\2715\"; background: rgba(255, 255, 255, 0.06); color: rgba(255, 255, 255, 0.4); }\n    .cell[data-s=\"mid\"]::before  { content: \"\\2013\"; background: rgba(123, 173, 177, 0.14); color: #7BADB1; }\n    .cell[data-s=\"good\"]::before { content: \"\\2713\"; background: #FF01A7; color: #071A1C; }\n\n    .kairn-cmp-table .col-classic .cell,\n    .kairn-cmp-table .col-standard .cell { color: rgba(255, 255, 255, 0.52); }\n\n    \/* COLONNE GAGNANTE : panneau plein, pas de contour dur *\/\n    .kairn-cmp-table .col-agentic { position: relative; }\n    .kairn-cmp-table thead th.col-agentic {\n        color: #FF01A7;\n        background: linear-gradient(180deg, rgba(255, 1, 167, 0.22) 0%, rgba(255, 1, 167, 0.10) 100%);\n        border-top-left-radius: 20px; border-top-right-radius: 20px;\n        border-top: 2px solid #FF01A7;\n        box-shadow: 0 -14px 44px rgba(255, 1, 167, 0.16);\n    }\n    .kairn-cmp-table tbody td.col-agentic {\n        background: linear-gradient(180deg, rgba(255, 1, 167, 0.10) 0%, rgba(255, 1, 167, 0.05) 100%);\n        transition: background 0.2s ease;\n    }\n    .kairn-cmp-table tbody td.col-agentic .cell { color: #FFFFFF; }\n    .kairn-cmp-table tbody tr:last-child td.col-agentic {\n        border-bottom-left-radius: 20px; border-bottom-right-radius: 20px;\n    }\n    \/* Le survol de ligne intensifie la colonne gagnante *\/\n    .kairn-cmp-table tbody tr:hover td.col-agentic {\n        background: linear-gradient(180deg, rgba(255, 1, 167, 0.20) 0%, rgba(255, 1, 167, 0.12) 100%);\n    }\n\n    .kairn-cmp-badge {\n        display: inline-block;\n        font-size: 0.68rem; font-weight: 800;\n        color: #071A1C; background: #FF01A7;\n        border-radius: 6px; padding: 3px 9px;\n        margin-left: 8px; vertical-align: middle;\n    }\n\n    \/* Onglets mobile *\/\n    .kairn-cmp-tabs { gap: 10px; justify-content: center; margin-bottom: 24px; flex-wrap: wrap; }\n    .kairn-cmp-tabs label {\n        cursor: pointer; font-size: 0.9rem; font-weight: 700;\n        color: rgba(255, 255, 255, 0.6);\n        padding: 9px 16px;\n        border: 1px solid rgba(123, 173, 177, 0.2);\n        border-radius: 100px; transition: all 0.25s ease;\n    }\n    #cmp-classic:checked  ~ .kairn-cmp-tabs label[for=\"cmp-classic\"],\n    #cmp-standard:checked ~ .kairn-cmp-tabs label[for=\"cmp-standard\"],\n    #cmp-agentic:checked  ~ .kairn-cmp-tabs label[for=\"cmp-agentic\"] {\n        color: #FF01A7; border-color: #FF01A7; background: rgba(255, 1, 167, 0.1);\n    }\n\n    \/* Indicateur de d\u00e9filement *\/\n    .kairn-cmp-cue { display: flex; justify-content: center; margin-top: 56px; }\n    .kairn-cmp-cue .track {\n        position: relative; width: 1px; height: 64px;\n        background: linear-gradient(to bottom, transparent, rgba(255, 1, 167, 0.35));\n        overflow: hidden;\n    }\n    .kairn-cmp-cue .track::after {\n        content: \"\"; position: absolute; left: -1px; top: -24px;\n        width: 3px; height: 24px; border-radius: 2px;\n        background: #FF01A7; box-shadow: 0 0 12px rgba(255, 1, 167, 0.9);\n        animation: kairnCue 1.9s cubic-bezier(0.4, 0, 0.2, 1) infinite;\n    }\n    @keyframes kairnCue {\n        0% { top: -24px; opacity: 0; } 25% { opacity: 1; } 100% { top: 64px; opacity: 0; }\n    }\n\n    \/* Responsive *\/\n    @media (max-width: 1024px) {\n        .kairn-cmp-table th,\n        .kairn-cmp-table td { padding: 18px 16px; }\n        .kairn-cmp-scroll { padding: 26px 18px; }\n    }\n    @media (max-width: 860px) {\n        .kairn-cmp-section { padding: 80px 20px; }\n        .kairn-cmp-header h2 { font-size: 2.2rem; }\n        .kairn-cmp-header p { font-size: 1.1rem; }\n        .kairn-cmp-tabs { display: flex; }\n        .kairn-cmp-table .col-classic,\n        .kairn-cmp-table .col-standard,\n        .kairn-cmp-table .col-agentic { display: none; }\n        #cmp-classic:checked  ~ .kairn-cmp-scroll .col-classic  { display: table-cell; }\n        #cmp-standard:checked ~ .kairn-cmp-scroll .col-standard { display: table-cell; }\n        #cmp-agentic:checked  ~ .kairn-cmp-scroll .col-agentic  { display: table-cell; }\n        .kairn-cmp-table tbody th.col-label { width: auto; }\n    }\n    @media (prefers-reduced-motion: reduce) {\n        .kairn-cmp-cue .track::after { animation: none; opacity: 1; top: 20px; }\n    }\n<\/style>\n\n<section class=\"kairn-cmp-section\">\n    <div class=\"kairn-cmp-container\">\n\n        <div class=\"kairn-cmp-header\">\n            <span class=\"tag-line\">Le principe<\/span>\n            <h2>Un chatbot classique r\u00e9pond.<br><span class=\"highlight\">Le n\u00f4tre travaille.<\/span><\/h2>\n            <p>La diff\u00e9rence entre obtenir une r\u00e9ponse\u2026 et voir un travail accompli. C&rsquo;est tout ce que change le raisonnement agentique.<\/p>\n        <\/div>\n\n        <div class=\"kairn-cmp\">\n\n            <input type=\"radio\" name=\"kairn-cmp\" id=\"cmp-classic\"  class=\"kairn-cmp-radio\">\n            <input type=\"radio\" name=\"kairn-cmp\" id=\"cmp-standard\" class=\"kairn-cmp-radio\">\n            <input type=\"radio\" name=\"kairn-cmp\" id=\"cmp-agentic\"  class=\"kairn-cmp-radio\" checked>\n\n            <div class=\"kairn-cmp-tabs\">\n                <label for=\"cmp-classic\">Classique<\/label>\n                <label for=\"cmp-standard\">RAG standard<\/label>\n                <label for=\"cmp-agentic\">RAG agentique<\/label>\n            <\/div>\n\n            <div class=\"kairn-cmp-scroll\">\n                <table class=\"kairn-cmp-table\">\n                    <thead>\n                        <tr>\n                            <th class=\"col-label\"><\/th>\n                            <th class=\"col-classic\"  scope=\"col\">Chatbot classique<\/th>\n                            <th class=\"col-standard\" scope=\"col\">RAG standard<\/th>\n                            <th class=\"col-agentic\"  scope=\"col\">RAG agentique<span class=\"kairn-cmp-badge\">Kairntech<\/span><\/th>\n                        <\/tr>\n                    <\/thead>\n                    <tbody>\n                        <tr>\n                            <th class=\"col-label\" scope=\"row\">Ce qu&rsquo;il fait<\/th>\n                            <td class=\"col-classic\"><span class=\"cell\" data-s=\"bad\">R\u00e9pond depuis sa m\u00e9moire<\/span><\/td>\n                            <td class=\"col-standard\"><span class=\"cell\" data-s=\"mid\">R\u00e9cup\u00e8re un extrait, puis r\u00e9pond<\/span><\/td>\n                            <td class=\"col-agentic\"><span class=\"cell\" data-s=\"good\">Planifie, agit, produit un livrable<\/span><\/td>\n                        <\/tr>\n                        <tr>\n                            <th class=\"col-label\" scope=\"row\">Demande transversale<\/th>\n                            <td class=\"col-classic\"><span class=\"cell\" data-s=\"bad\">\u00c9choue ou g\u00e9n\u00e9ralise<\/span><\/td>\n                            <td class=\"col-standard\"><span class=\"cell\" data-s=\"mid\">Une recherche, une r\u00e9ponse<\/span><\/td>\n                            <td class=\"col-agentic\"><span class=\"cell\" data-s=\"good\">D\u00e9compose en plusieurs \u00e9tapes et recoupe les sources<\/span><\/td>\n                        <\/tr>\n                        <tr>\n                            <th class=\"col-label\" scope=\"row\">Sources<\/th>\n                            <td class=\"col-classic\"><span class=\"cell\" data-s=\"bad\">Aucune, inv\u00e9rifiable<\/span><\/td>\n                            <td class=\"col-standard\"><span class=\"cell\" data-s=\"mid\">Cite, mais ne recoupe pas<\/span><\/td>\n                            <td class=\"col-agentic\"><span class=\"cell\" data-s=\"good\">Navigue plusieurs silos et v\u00e9rifie chaque source<\/span><\/td>\n                        <\/tr>\n                        <tr>\n                            <th class=\"col-label\" scope=\"row\">Face \u00e0 l&rsquo;inconnu<\/th>\n                            <td class=\"col-classic\"><span class=\"cell\" data-s=\"bad\">Invente une r\u00e9ponse cr\u00e9dible<\/span><\/td>\n                            <td class=\"col-standard\"><span class=\"cell\" data-s=\"mid\">Dit \u00ab&nbsp;je ne sais pas&nbsp;\u00bb<\/span><\/td>\n                            <td class=\"col-agentic\"><span class=\"cell\" data-s=\"good\">S&rsquo;autocorrige, ou propose des pistes<\/span><\/td>\n                        <\/tr>\n                        <tr>\n                            <th class=\"col-label\" scope=\"row\">Ce que vous obtenez<\/th>\n                            <td class=\"col-classic\"><span class=\"cell\" data-s=\"bad\">Une r\u00e9ponse plausible<\/span><\/td>\n                            <td class=\"col-standard\"><span class=\"cell\" data-s=\"mid\">Une r\u00e9ponse sourc\u00e9e<\/span><\/td>\n                            <td class=\"col-agentic\"><span class=\"cell\" data-s=\"good\">Un document, une grille, une analyse \u2014 pr\u00eats \u00e0 l&#8217;emploi<\/span><\/td>\n                        <\/tr>\n                    <\/tbody>\n                <\/table>\n            <\/div>\n        <\/div>\n\n        <div class=\"kairn-cmp-cue\"><span class=\"track\"><\/span><\/div>\n\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_a9fa4d-f6 alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_f23f25-6d\"><div class=\"kt-inside-inner-col\">\n<!-- ================================================================= -->\n<!-- SECTION : PR\u00c9SENTATION ULTRA-MODERNE DU CHATBOT RAG AGENTIQUE    -->\n<!-- ================================================================= -->\n\n<style>\n    .kairn-solution-section {\n        background-color: #000000;\n        color: #FFFFFF;\n        font-family: 'Manrope', sans-serif;\n        padding: 120px 24px;\n        position: relative;\n        overflow: hidden;\n        -webkit-font-smoothing: antialiased;\n    }\n\n    .kairn-solution-container {\n        max-width: 1200px;\n        margin: 0 auto;\n    }\n\n    \/* En-t\u00eate asym\u00e9trique et percutant *\/\n    .kairn-sol-header {\n        display: grid;\n        grid-template-columns: 1fr 1fr;\n        gap: 40px;\n        align-items: flex-end;\n        margin-bottom: 70px;\n    }\n\n    .kairn-sol-header .left-col .tag-line {\n        color: #FF01A7;\n        font-size: 0.85rem;\n        font-weight: 800;\n        text-transform: uppercase;\n        letter-spacing: 0.15em;\n        margin-bottom: 16px;\n        display: block;\n    }\n\n    .kairn-sol-header .left-col h2 {\n        font-size: 3.2rem;\n        font-weight: 800;\n        line-height: 1.15;\n        letter-spacing: -0.03em;\n    }\n\n    .kairn-sol-header .right-col p {\n        font-size: 1.2rem;\n        line-height: 1.6;\n        color: #7BADB1;\n        max-width: 500px;\n        margin-bottom: 10px;\n    }\n\n    \/* --- STRUCTURE BENTO GRID (ORIGINALE) --- *\/\n    .kairn-bento-grid {\n        display: grid;\n        grid-template-columns: repeat(3, 1fr);\n        grid-auto-rows: minmax(280px, auto);\n        gap: 24px;\n    }\n\n    \/* Carte G\u00e9n\u00e9rique Style *\/\n    .bento-card {\n        background: linear-gradient(145deg, rgba(7, 26, 28, 0.3) 0%, rgba(0, 0, 0, 0.8) 100%);\n        border: 1px solid rgba(123, 173, 177, 0.15);\n        border-radius: 24px;\n        padding: 40px;\n        position: relative;\n        overflow: hidden;\n        transition: all 0.5s cubic-bezier(0.16, 1, 0.3, 1);\n    }\n\n    .bento-card:hover {\n        border-color: rgba(255, 1, 167, 0.4);\n        transform: translateY(-5px);\n        box-shadow: 0 20px 40px rgba(7, 26, 28, 0.5);\n    }\n\n    .bento-card .icon-wrapper {\n        width: 48px;\n        height: 48px;\n        border-radius: 12px;\n        background: rgba(123, 173, 177, 0.05);\n        border: 1px solid rgba(123, 173, 177, 0.2);\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        color: #7BADB1;\n        margin-bottom: 32px;\n        transition: all 0.3s ease;\n    }\n\n    .bento-card:hover .icon-wrapper {\n        background: rgba(255, 1, 167, 0.1);\n        border-color: #FF01A7;\n        color: #FF01A7;\n    }\n\n    .bento-card h3 {\n        font-size: 1.5rem;\n        font-weight: 800;\n        margin-bottom: 16px;\n        letter-spacing: -0.01em;\n    }\n\n    .bento-card p {\n        font-size: 0.95rem;\n        color: #7BADB1;\n        line-height: 1.6;\n    }\n\n    \/* --- SPECIFICIT\u00c9S DES CARTES BENTO --- *\/\n    \n    \/* Grande carte interactive (Prend 2 colonnes) *\/\n    .card-featured-agent {\n        grid-column: span 2;\n        grid-row: span 2;\n        display: grid;\n        grid-template-columns: 1.1fr 0.9fr;\n        gap: 40px;\n        background: linear-gradient(145deg, rgba(7, 26, 28, 0.6) 0%, rgba(0, 0, 0, 0.9) 100%);\n        border: 1px solid rgba(123, 173, 177, 0.25);\n    }\n\n    \/* Simulateur d'\u00e9cran \/ Console IA *\/\n    .agent-console {\n        background: #020B0C;\n        border: 1px solid rgba(123, 173, 177, 0.2);\n        border-radius: 16px;\n        padding: 24px;\n        font-family: 'Courier New', Courier, monospace;\n        font-size: 0.85rem;\n        color: #7BADB1;\n        display: flex;\n        flex-direction: column;\n        gap: 16px;\n        box-shadow: inset 0 0 20px rgba(0,0,0,0.8);\n    }\n\n    .console-line {\n        display: flex;\n        gap: 10px;\n        line-height: 1.4;\n    }\n\n    .console-line .status-dot {\n        width: 8px;\n        height: 8px;\n        border-radius: 50%;\n        margin-top: 4px;\n        flex-shrink: 0;\n    }\n\n    .dot-pink { background-color: #FF01A7; box-shadow: 0 0 8px #FF01A7; }\n    .dot-green { background-color: #00FFCC; box-shadow: 0 0 8px #00FFCC; }\n\n    .console-line strong {\n        color: #FFFFFF;\n    }\n\n    \/* Carte haute (Prend 2 lignes de hauteur) *\/\n    .card-tall {\n        grid-row: span 2;\n        display: flex;\n        flex-direction: column;\n        justify-content: cubic-bezier(0.16, 1, 0.3, 1);\n    }\n\n    .card-tall .bottom-illustration {\n        margin-top: auto;\n        background: rgba(123, 173, 177, 0.03);\n        border: 1px dashed rgba(123, 173, 177, 0.2);\n        border-radius: 12px;\n        padding: 20px;\n        text-align: center;\n        font-size: 0.8rem;\n        color: #527579;\n        font-weight: 700;\n        text-transform: uppercase;\n        letter-spacing: 0.05em;\n    }\n\n    \/* --- RESPONSIVE DESIGN --- *\/\n    @media (max-width: 1024px) {\n        .kairn-sol-header {\n            grid-template-columns: 1fr;\n            gap: 20px;\n        }\n        .kairn-bento-grid {\n            grid-template-columns: repeat(2, 1fr);\n        }\n        .card-featured-agent {\n            grid-column: span 2;\n            grid-template-columns: 1fr;\n        }\n    }\n\n    @media (max-width: 768px) {\n        .kairn-sol-header h2 { font-size: 2.3rem; }\n        .kairn-bento-grid {\n            grid-template-columns: 1fr;\n            grid-auto-rows: auto;\n        }\n        .card-featured-agent {\n            grid-column: span 1;\n            grid-row: span 1;\n        }\n        .card-tall {\n            grid-row: span 1;\n        }\n        .bento-card {\n            padding: 32px 24px;\n        }\n    }\n<\/style>\n\n<section class=\"kairn-solution-section\">\n    <div class=\"kairn-solution-container\">\n        \n        <!-- En-t\u00eate de section asym\u00e9trique -->\n        <div class=\"kairn-sol-header\">\n            <div class=\"left-col\">\n                <span class=\"tag-line\">Fini les chatbots passifs<\/span>\n                <h2>L&rsquo;intelligence qui agit par elle-m\u00eame.<\/h2>\n            <\/div>\n            <div class=\"right-col\">\n                <p>D\u00e9couvrez l&rsquo;architecture RAG Agentique : une IA d&rsquo;entreprise qui ne se contente pas de chercher, mais qui raisonne et orchestre des outils pour r\u00e9pondre \u00e0 questions complexes, au del\u00e0 d&rsquo;une question factuelle directe.<\/p>\n            <\/div>\n        <\/div>\n\n        <!-- Grille Bento RAG Agentique -->\n        <div class=\"kairn-bento-grid\">\n            \n            <!-- BLOC UNIQUE PRINCIPAL : L'effet Agentique en action -->\n            <div class=\"bento-card card-featured-agent\">\n                <div style=\"display: flex; flex-direction: column; justify-content: center;\">\n                    <div class=\"icon-wrapper\">\n                        <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\"><path d=\"M21 16V8a2 2 0 0 0-1-1.73l-7-4a2 2 0 0 0-2 0l-7 4A2 2 0 0 0 3 8v8a2 2 0 0 0 1 1.73l7 4a2 2 0 0 0 2 0l7-4A2 2 0 0 0 21 16z\"><\/path><\/svg>\n                    <\/div>\n                    <h3>Comment l&rsquo;Agent r\u00e9sout vos demandes complexes<\/h3>\n                    <p style=\"margin-bottom: 16px;\">Face \u00e0 une question crois\u00e9e (ex: \u00ab\u00a0Compare le contrat A et la clause de confidentialit\u00e9 du document B\u00a0\u00bb), un chatbot classique \u00e9choue.<\/p>\n                    <p>Notre IA formule une <strong>strat\u00e9gie autonome<\/strong> : elle extrait les deux documents, isole les articles pertinents, \u00e9limine le bruit et assemble une synth\u00e8se logique.<\/p>\n                <\/div>\n                \n                <!-- Terminal de pens\u00e9e de l'IA (Le truc original) -->\n                <div class=\"agent-console\">\n                    <div class=\"console-line\">\n                        <span class=\"status-dot dot-pink\"><\/span>\n                        <span><strong>[User Prompt]:<\/strong> \u00ab\u00a0V\u00e9rifie notre conformit\u00e9 RGPD sur le dernier rapport de l&rsquo;AFP.\u00a0\u00bb<\/span>\n                    <\/div>\n                    <div class=\"console-line\">\n                        <span class=\"status-dot dot-green\"><\/span>\n                        <span><strong>[Agent_Plan]:<\/strong> Initialisation de la strat\u00e9gie de recherche (2 \u00e9tapes requises).<\/span>\n                    <\/div>\n                    <div class=\"console-line\" style=\"padding-left: 18px; font-size: 0.8rem; opacity: 0.8;\">\n                        <span>\u2022 Recherche des livrables AFP 2026&#8230; OK<br>\u2022 Extraction des sections \u00ab\u00a0Donn\u00e9es\u00a0\u00bb &#8230; OK<\/span>\n                    <\/div>\n                    <div class=\"console-line\">\n                        <span class=\"status-dot dot-green\"><\/span>\n                        <span><strong>[Self_Critique]:<\/strong> V\u00e9rification de la coh\u00e9rence de la source vs la r\u00e9glementation europ\u00e9enne.<\/span>\n                    <\/div>\n                    <div class=\"console-line\">\n                        <span class=\"status-dot dot-pink\"><\/span>\n                        <span><strong>[Output]:<\/strong> G\u00e9n\u00e9ration de la r\u00e9ponse finale, 100% sourc\u00e9e et certifi\u00e9e.<\/span>\n                    <\/div>\n                <\/div>\n            <\/div>\n\n            <!-- BLOC 2 : Z\u00e9ro Hallucination (Vertical Tall Card) -->\n            <div class=\"bento-card card-tall\">\n                <div>\n                    <div class=\"icon-wrapper\">\n                        <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\"><path d=\"M12 22s8-4 8-10V5l-8-3-8 3v7c0 6 8 10 8 10z\"><\/path><\/svg>\n                    <\/div>\n                    <h3>Anti-Hallucination par nature<\/h3>\n                    <p>L&rsquo;agent a l&rsquo;interdiction stricte d&rsquo;inventer. Si la donn\u00e9e n&rsquo;est pas explicitement \u00e9crite dans votre base documentaire s\u00e9curis\u00e9e, l&rsquo;IA l&rsquo;indique, plut\u00f4t que de g\u00e9n\u00e9rer du faux. Chaque affirmation est accompagn\u00e9e de sa note de bas de page vers le paragraphe d&rsquo;origine.<\/p>\n                <\/div>\n                <div class=\"bottom-illustration\">\n                    \ud83d\udd0d Sources 100% V\u00e9rifiables\n                <\/div>\n            <\/div>\n\n            <!-- BLOC 3 : S\u00e9curit\u00e9 & Souverainet\u00e9 -->\n            <div class=\"bento-card\">\n                <div class=\"icon-wrapper\">\n                    <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\"><rect x=\"3\" y=\"11\" width=\"18\" height=\"11\" rx=\"2\" ry=\"2\"><\/rect><path d=\"M7 11V7a5 5 0 0 1 10 0v4\"><\/path><\/svg>\n                <\/div>\n                <h3>Souverainet\u00e9 Europ\u00e9enne<\/h3>\n                <p>Vos documents contiennent vos secrets industriels. Kairntech garantit un environnement \u00e9tanche et RGPD : aucune donn\u00e9e d&rsquo;entreprise n&rsquo;est envoy\u00e9e ou utilis\u00e9e pour entra\u00eener des mod\u00e8les publics externes.<\/p>\n            <\/div>\n\n            <!-- BLOC 4 : Omniscient \/ Multi-formats -->\n            <div class=\"bento-card\">\n                <div class=\"icon-wrapper\">\n                    <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.5\"><path d=\"M14 2H6a2 2 0 0 0-2 2v16a2 2 0 0 0 2 2h12a2 2 0 0 0 2-2V8z\"><\/path><polyline points=\"14 2 14 8 20 8\"><\/polyline><line x1=\"16\" y1=\"13\" x2=\"8\" y2=\"13\"><\/line><line x1=\"16\" y1=\"17\" x2=\"8\" y2=\"17\"><\/line><polyline points=\"10 9 9 9 8 9\"><\/polyline><\/svg>\n                <\/div>\n                <h3>Z\u00e9ro limite de format<\/h3>\n                <p>PDF denses de 500 pages, fichiers SharePoint, rapports de veille ou API m\u00e9tiers : l&rsquo;agent brise les silos et ing\u00e8re les structures d&rsquo;informations les plus complexes de vos d\u00e9partements.<\/p>\n            <\/div>\n\n        <\/div>\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_7993d9-71 alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_6527e9-21\"><div class=\"kt-inside-inner-col\">\n<!-- ================================================================= -->\n<!-- SECTION : FONCTIONNEMENT RAG AGENTIQUE (ADAPTATION AGENTIQUE)     -->\n<!-- ================================================================= -->\n\n<style>\n    \/* (M\u00eame CSS que pr\u00e9c\u00e9demment pour la structure Timeline) *\/\n    .rag-process-section { background-color: #000000; color: #FFFFFF; padding: 120px 24px; }\n    .rag-process-container { max-width: 1100px; margin: 0 auto; position: relative; }\n    .timeline-wrapper { position: relative; margin: 0 auto; padding: 40px 0; }\n    .timeline-wrapper::before { content: ''; position: absolute; left: 50%; top: 0; bottom: 0; width: 1px; background: linear-gradient(to bottom, rgba(255, 1, 167, 0.4) 0%, rgba(123, 173, 177, 0.1) 80%, transparent 100%); transform: translateX(-50%); }\n    .timeline-item { display: block; position: relative; width: 100%; margin-bottom: 40px; }\n    .timeline-dot { position: absolute; left: 50%; top: 38px; width: 8px; height: 8px; background-color: #000000; border: 2px solid #7BADB1; border-radius: 50%; transform: translateX(-50%); z-index: 10; box-shadow: 0 0 8px rgba(123, 173, 177, 0.6); }\n    .timeline-card-container { position: relative; width: 46%; }\n    .timeline-item.left .timeline-card-container { left: 0; }\n    .timeline-item.right .timeline-card-container { left: 54%; }\n    .timeline-card { background: rgba(7, 26, 28, 0.15); border: 1px solid rgba(123, 173, 177, 0.12); border-radius: 18px; padding: 36px; }\n    .card-meta { display: flex; align-items: center; gap: 12px; font-size: 0.78rem; font-weight: 700; text-transform: uppercase; margin-bottom: 18px; color: #7BADB1; }\n    .timeline-card h3 { font-size: 1.45rem; font-weight: 700; margin-bottom: 14px; color: #FFFFFF; }\n    .timeline-card p { font-size: 0.95rem; color: #7BADB1; line-height: 1.6; margin-bottom: 24px; }\n    .card-badge-pill { display: inline-flex; align-items: center; gap: 8px; background: rgba(123, 173, 177, 0.04); border: 1px solid rgba(123, 173, 177, 0.15); padding: 6px 14px; border-radius: 8px; font-size: 0.8rem; color: #7BADB1; font-weight: 600; }\n<\/style>\n\n<section class=\"rag-process-section\">\n    <div class=\"rag-process-container\">\n        <div class=\"rag-process-header\" style=\"text-align: center; margin-bottom: 80px;\">\n            <h2 style=\"font-size: 2.8rem; margin-bottom: 16px;\">Au-del\u00e0 du RAG : Le raisonnement Agentique<\/h2>\n            <p style=\"color: #7BADB1; font-size: 1.15rem;\">Une IA qui planifie, interroge et valide ses propres r\u00e9ponses.<\/p>\n        <\/div>\n\n        <div class=\"timeline-wrapper\">\n            <!-- \u00c9tape 1 : Analyse & planification -->\n            <div class=\"timeline-item left\">\n                <div class=\"timeline-dot\"><\/div>\n                <div class=\"timeline-card-container\">\n                    <div class=\"timeline-card\">\n                        <div class=\"card-meta\">01 | D\u00e9composition de l&rsquo;intention<\/div>\n                        <h3>Analyse &#038; planification autonome<\/h3>\n                        <p>Plut\u00f4t qu&rsquo;une simple recherche par mots-cl\u00e9s, l&rsquo;agent <strong>d\u00e9code l&rsquo;intention profonde<\/strong> de votre requ\u00eate. Il transforme une question complexe en un plan d&rsquo;action logique de plusieurs \u00e9tapes de recherche.<\/p>\n                        <div class=\"card-badge-pill\"> Raisonnement multi-\u00e9tapes<\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n\n            <!-- \u00c9tape 2 : Navigation -->\n            <div class=\"timeline-item right\">\n                <div class=\"timeline-dot\" style=\"border-color: #FF01A7;\"><\/div>\n                <div class=\"timeline-card-container\">\n                    <div class=\"timeline-card\">\n                        <div class=\"card-meta\" style=\"color: #FF01A7;\">02 | Orchestration<\/div>\n                        <h3>Navigation intelligente multi-sources<\/h3>\n                        <p>L&rsquo;agent se connecte \u00e0 vos silos de donn\u00e9es (PDF, SharePoint, Bases de donn\u00e9es). Il navigue de mani\u00e8re <strong>it\u00e9rative<\/strong> : s&rsquo;il ne trouve pas une donn\u00e9e, il adapte sa recherche et change de strat\u00e9gie de navigation.<\/p>\n                        <div class=\"card-badge-pill\"> Acc\u00e8s cross-plateformes<\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n\n            <!-- \u00c9tape 3 : Autocorrection -->\n            <div class=\"timeline-item left\">\n                <div class=\"timeline-dot\"><\/div>\n                <div class=\"timeline-card-container\">\n                    <div class=\"timeline-card\">\n                        <div class=\"card-meta\">03 | Validation<\/div>\n                        <h3>Autocorrection &#038; synth\u00e8se complexe<\/h3>\n                        <p>L&rsquo;agent soumet sa r\u00e9ponse \u00e0 un <strong>processus de v\u00e9rification interne<\/strong> : \u00ab\u00a0Cette r\u00e9ponse est-elle pleinement support\u00e9e par mes sources ?\u00a0\u00bb. Il \u00e9carte toute hallucination pour ne fournir que du contenu sourc\u00e9 et valid\u00e9.<\/p>\n                        <div class=\"card-badge-pill\"> Z\u00e9ro Hallucination<\/div>\n                    <\/div>\n                <\/div>\n            <\/div>\n        <\/div>\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_6d1c65-ea alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_4ada7a-6d\"><div class=\"kt-inside-inner-col\">\n<style>\n    .diff-section {\n        background-color: #000000;\n        color: #FFFFFF;\n        font-family: 'Manrope', sans-serif;\n        padding: 100px 24px;\n    }\n\n    .diff-container {\n        max-width: 1200px;\n        margin: 0 auto;\n    }\n\n    \/* En-t\u00eate *\/\n    .diff-header {\n        text-align: center;\n        margin-bottom: 64px;\n    }\n\n    .diff-header .section-tag {\n        color: #FF01A7;\n        font-size: 0.85rem;\n        font-weight: 700;\n        text-transform: uppercase;\n        letter-spacing: 0.15em;\n        margin-bottom: 16px;\n        display: block;\n    }\n\n    .diff-header h2 {\n        font-size: 2.6rem;\n        font-weight: 800;\n        letter-spacing: -0.02em;\n        line-height: 1.2;\n    }\n\n    \/* Grille *\/\n    .diff-grid {\n        display: grid;\n        grid-template-columns: repeat(auto-fit, minmax(350px, 1fr));\n        gap: 32px;\n    }\n\n    \/* Carte Atout avec fondu Noir (#000000) -> Vert (#071A1C) *\/\n    .diff-card {\n        background: linear-gradient(135deg, #000000 0%, #071A1C 100%);\n        border: 1px solid rgba(255, 255, 255, 0.1);\n        border-radius: 20px;\n        padding: 40px;\n        transition: all 0.3s ease;\n    }\n\n    .diff-card:hover {\n        border-color: #FF01A7;\n        box-shadow: 0 10px 30px rgba(7, 26, 28, 0.5);\n    }\n\n    .diff-icon {\n        width: 48px;\n        height: 48px;\n        background: rgba(255, 1, 167, 0.1);\n        border: 1px solid rgba(255, 1, 167, 0.2);\n        border-radius: 12px;\n        display: flex;\n        align-items: center;\n        justify-content: center;\n        margin-bottom: 24px;\n    }\n\n    .diff-icon svg {\n        width: 24px;\n        height: 24px;\n        stroke: #FF01A7;\n    }\n\n    .diff-card h3 {\n        font-size: 1.4rem;\n        font-weight: 700;\n        margin-bottom: 16px;\n        color: #FFFFFF;\n    }\n\n    .diff-card p {\n        font-size: 1rem;\n        color: rgba(255, 255, 255, 0.7); \/* Un peu plus clair pour la lisibilit\u00e9 *\/\n        line-height: 1.6;\n        margin: 0;\n    }\n\n    @media (max-width: 768px) {\n        .diff-section { padding: 60px 20px; }\n        .diff-header h2 { font-size: 2rem; }\n    }\n<\/style>\n\n<section class=\"diff-section\">\n    <div class=\"diff-container\">\n        \n        <div class=\"diff-header\">\n            <span class=\"section-tag\">Pourquoi Kairntech<\/span>\n            <h2>Nos atouts diff\u00e9renciants<\/h2>\n        <\/div>\n\n        <div class=\"diff-grid\">\n            \n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M15.042 21.672L13.684 16.6m0 0l-2.51 2.225.569-9.21 5.227 7.908zM7.9 16.6l2.51 2.225.569-9.21 5.227 7.908M12 21.672h.001M12 21.672v-5.072\"\/><\/svg>\n                <\/div>\n                <h3>Enrichir la donn\u00e9e<\/h3>\n                <p>Notre technologie peut extraire automatiquement de l&rsquo;information m\u00e9tier \u00e0 partir de documents pour g\u00e9n\u00e9rer des m\u00e9tadonn\u00e9es. Celles-ci fournissent du contexte aux LLMs permettant d&rsquo;atteindre un niveau de qualit\u00e9 in\u00e9gal\u00e9 dans la r\u00e9ponse.<\/p>\n            <\/div>\n\n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9.663 17h4.673M12 3v1m6.364 1.636l-.707.707M21 12h-1M4 12H3m3.364-5.636l-.707-.707M21 21l-2-2m-2 2l-2-2m-2 2l-2-2m-2 2l-2-2m-2 2l-2-2m-2 2l-2-2\" \/><\/svg>\n                <\/div>\n                <h3>Plateforme Low-Code pour experts m\u00e9tiers<\/h3>\n                <p>Donnez le pouvoir \u00e0 vos \u00e9quipes m\u00e9tier. Configurez, personnalisez et faites \u00e9voluer vos agents IA sans aucune ligne de code, en toute autonomie.<\/p>\n            <\/div>\n\n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M19 21V5a2 2 0 00-2-2H7a2 2 0 00-2 2v16m14 0h2m-2 0h-2m-9-8h2m2 0h2m-2 8h2m-2 0h2m-2-8h2m-2 8h2m-2 0h2m-2-8h2m-2 8h2m-2 0h2m-2-8h2\" \/><\/svg>\n                <\/div>\n                <h3>D\u00e9ployable sur site ou cloud priv\u00e9<\/h3>\n                <p>Garanti pour les environnements les plus sensibles, Kairntech offre une souverainet\u00e9 totale avec des options de d\u00e9ploiement s\u00e9curis\u00e9es, en interne ou cloud priv\u00e9.<\/p>\n            <\/div>\n\n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M9 12l2 2 4-4M7.835 4.697a3.42 3.42 0 001.946-.806 3.42 3.42 0 014.438 0 3.42 3.42 0 001.946.806 3.42 3.42 0 013.138 3.138 3.42 3.42 0 00.806 1.946 3.42 3.42 0 010 4.438 3.42 3.42 0 00-.806 1.946 3.42 3.42 0 01-3.138 3.138 3.42 3.42 0 00-1.946.806 3.42 3.42 0 01-4.438 0 3.42 3.42 0 00-1.946-.806 3.42 3.42 0 01-3.138-3.138 3.42 3.42 0 00-.806-1.946 3.42 3.42 0 010-4.438 3.42 3.42 0 00.806-1.946 3.42 3.42 0 013.138-3.138z\" \/><\/svg>\n                <\/div>\n                <h3>\u00c9valuation qualit\u00e9 et KPIs<\/h3>\n                <p>Pilotez par la donn\u00e9e. Nous int\u00e9grons des outils de mesure de performance et des KPIs pr\u00e9cis pour valider la qualit\u00e9 et le succ\u00e8s de vos projets IA.<\/p>\n            <\/div>\n\n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M13 7h8m0 0v8m0-8l-8 8-4-4-6 6\" \/><\/svg>\n                <\/div>\n                <h3>Enterprise-ready<\/h3>\n                <p>Pens\u00e9 pour le passage \u00e0 l&rsquo;\u00e9chelle : scalabilit\u00e9 native, int\u00e9gration SSO pour la s\u00e9curit\u00e9 des acc\u00e8s, et API REST compl\u00e8te pour une interop\u00e9rabilit\u00e9 totale.<\/p>\n            <\/div>\n\n            <div class=\"diff-card\">\n                <div class=\"diff-icon\">\n                    <svg fill=\"none\" viewBox=\"0 0 24 24\" stroke=\"currentColor\" stroke-width=\"2\"><path stroke-linecap=\"round\" stroke-linejoin=\"round\" d=\"M12 8c-1.657 0-3 .895-3 2s1.343 2 3 2 3-.895 3-2-1.343-2-3-2zM12 20c-1.657 0-3-1.343-3-3s1.343-3 3-3 3 1.343 3 3-1.343 3-3 3z\" \/><\/svg>\n                <\/div>\n                <h3>Agnosticit\u00e9 aux LLMs<\/h3>\n                <p>Ne vous enfermez pas. \u00c9valuez et comparez les mod\u00e8les, et privil\u00e9giez les options frugales pour un \u00e9quilibre parfait entre performance et \u00e9conomie.<\/p>\n            <\/div>\n\n        <\/div>\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_898e19-5f alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_74a0f3-53\"><div class=\"kt-inside-inner-col\">\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Manrope:wght@400;700;800&#038;display=swap\" rel=\"stylesheet\">\n\n<section style=\"padding: 40px 0 60px; position:relative; overflow:hidden; font-family: 'Manrope', sans-serif;\">\n  <div class=\"container\">\n    <div class=\"fade-up\" style=\"text-align:center;\">\n      <div class=\"section-eyebrow\" style=\"color:#7BADB1; text-transform:uppercase; letter-spacing:0.15em; font-size:0.85rem; font-weight:700; font-family: 'Manrope', sans-serif;\">Ce qu&rsquo;ils en disent<\/div>\n      <h2 class=\"section-title\" style=\"margin-bottom:56px; color:#fff; font-family: 'Manrope', sans-serif; font-weight:700;\">La parole \u00e0 ceux <span style=\"color:#FF01A7;\">qui l&rsquo;utilisent.<\/span><\/h2>\n    <\/div>\n    <div class=\"fade-up delay-1\" style=\"\n      max-width:900px;\n      margin:0 auto;\n      background:rgba(7,26,28,0.35);\n      border:1px solid rgba(123,173,177,0.18);\n      border-radius:24px;\n      padding:56px 56px;\n      display:grid;\n      grid-template-columns:1.5fr 1fr;\n      gap:56px;\n      align-items:center;\n      position:relative;\n      overflow:hidden;\n    \">\n      <div style=\"position:absolute;top:-100px;right:-100px;width:300px;height:300px;background:radial-gradient(circle,rgba(255,1,167,0.06) 0%,transparent 65%);pointer-events:none;\"><\/div>\n      <div style=\"position:relative;z-index:1;\">\n        <div style=\"font-size:4rem;line-height:1;color:#FF01A7;opacity:0.35;font-family:Georgia,serif;margin-bottom:12px;\">\u00ab\u00a0<\/div>\n        <p style=\"font-size:1.02rem;line-height:1.8;color:rgba(255,255,255,0.88);\">Le chatbot de Kairntech permet \u00e0 notre \u00e9quipe commerciale de d\u00e9livrer des pitchs personnalis\u00e9s et sourc\u00e9s, bas\u00e9s sur les supports marketing de l\u2019AFP, ce qui permet de gagner un temps pr\u00e9cieux pour se concentrer sur les clients et r\u00e9pondre plus pr\u00e9cis\u00e9ment \u00e0 leurs besoins.<\/p>\n      <\/div>\n      <div style=\"position:relative;z-index:1;padding-left:40px;border-left:1px solid rgba(123,173,177,0.18);\">\n        <div style=\"font-size:1.1rem;font-weight:800;color:#fff;letter-spacing:-0.01em;margin-bottom:6px;\">Nicolas Giraudon<\/div>\n        <div style=\"font-size:0.86rem;color:#7BADB1;line-height:1.5;margin-bottom:28px;\">Directeur marketing du groupe, AFP<\/div>\n        <div style=\"display:flex;align-items:center;min-height:120px;\">\n          <img decoding=\"async\" src=\"https:\/\/kairntech.com\/wp-content\/uploads\/2025\/12\/logo-afp-2.png\" alt=\"AFP\" style=\"max-width:280px;max-height:120px;object-fit:contain;\" \/>\n        <\/div>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_7c6e05-97 alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_eac9ac-32\"><div class=\"kt-inside-inner-col\">\n<style>\n    \/* --- CONFIGURATION DE LA SECTION --- *\/\n    .cta-conversion-section {\n        max-width: 1200px;\n        margin: 0 auto;\n        padding: 100px 24px 140px 24px;\n        background-color: #000000;\n        font-family: 'Manrope', sans-serif;\n    }\n\n    \/* Le cadre Premium avec d\u00e9grad\u00e9 et micro-lueur *\/\n    .cta-container-card {\n        background: linear-gradient(135deg, #000000 0%, #030d0e 100%);\n        border-radius: 40px;\n        padding: 90px 40px;\n        text-align: center;\n        border: 2px solid #071A1C;\n        box-shadow: 0 20px 50px rgba(7, 26, 28, 0.5);\n        position: relative;\n        overflow: hidden;\n        \n        \/* Transition fluide globale *\/\n        transition: transform 0.5s cubic-bezier(0.16, 1, 0.3, 1), \n                    border-color 0.5s cubic-bezier(0.16, 1, 0.3, 1), \n                    box-shadow 0.5s cubic-bezier(0.16, 1, 0.3, 1);\n        will-change: transform, border-color, box-shadow;\n    }\n\n    \/* Subtils reflets de lumi\u00e8re en arri\u00e8re-plan *\/\n    .cta-container-card::before {\n        content: \"\";\n        position: absolute;\n        top: -50%;\n        left: -50%;\n        width: 200%;\n        height: 200%;\n        background: radial-gradient(circle, rgba(255, 1, 167, 0.03) 0%, transparent 60%);\n        pointer-events: none;\n    }\n\n    \/* --- HOVER INTERACTIF PUISSANT --- *\/\n    .cta-container-card:hover {\n        transform: translateY(-6px);\n        border-color: #FF01A7;\n        box-shadow: 0 0 40px rgba(255, 1, 167, 0.15), 0 30px 70px rgba(255, 1, 167, 0.25);\n    }\n\n    \/* Structure interne *\/\n    .cta-content-wrapper {\n        max-width: 850px; \/* L\u00e9g\u00e8rement augment\u00e9 pour l'alignement des arguments *\/\n        margin: 0 auto;\n        position: relative;\n        z-index: 2;\n    }\n\n    \/* Grosse Chips de r\u00e9assurance *\/\n    .cta-content-wrapper .cta-badge {\n        display: inline-block;\n        color: #FF01A7;\n        background: rgba(255, 1, 167, 0.1);\n        font-size: 0.85rem;\n        font-weight: 800;\n        text-transform: uppercase;\n        letter-spacing: 0.2em;\n        padding: 8px 20px;\n        border-radius: 50px;\n        margin-bottom: 28px;\n    }\n\n    .cta-content-wrapper h2 {\n        font-size: 2.8rem;\n        font-weight: 800;\n        color: #FFFFFF;\n        line-height: 1.2;\n        letter-spacing: -0.02em;\n        margin-bottom: 20px;\n    }\n\n    .cta-content-wrapper p {\n        color: rgba(255, 255, 255, 0.65);\n        font-size: 1.25rem;\n        line-height: 1.6;\n        margin-bottom: 44px;\n    }\n\n    \/* --- BOUTON DE CONVERSION MAXIMUM --- *\/\n    .cta-action-btn {\n        display: inline-flex;\n        align-items: center;\n        gap: 14px;\n        padding: 20px 44px;\n        background-color: #FF01A7;\n        border: 2px solid #FF01A7;\n        color: #FFFFFF;\n        border-radius: 50px;\n        font-weight: 700;\n        font-size: 1.15rem;\n        text-decoration: none;\n        box-shadow: 0 10px 30px rgba(255, 1, 167, 0.35);\n        transition: all 0.4s cubic-bezier(0.16, 1, 0.3, 1);\n    }\n\n    .cta-action-btn:hover {\n        background-color: #D6008B;\n        border-color: #D6008B;\n        box-shadow: 0 15px 40px rgba(255, 1, 167, 0.5);\n        transform: scale(1.03);\n    }\n\n    .cta-action-btn svg {\n        transition: transform 0.3s ease;\n    }\n    \n    .cta-action-btn:hover svg {\n        transform: translateX(5px);\n    }\n\n    \/* --- ENSEMBLE DES ARGUMENTS CORRIG\u00c9S --- *\/\n    .cta-trust-arguments {\n        display: flex;\n        justify-content: center;\n        align-items: center;\n        gap: 40px; \/* Espace \u00e9quilibr\u00e9 entre les blocs *\/\n        margin-top: 36px;\n        flex-wrap: wrap; \/* \u00c9vite la casse sur les \u00e9crans interm\u00e9diaires *\/\n    }\n\n    \/* Un bloc argument complet (ic\u00f4ne + texte) *\/\n    .trust-item {\n        display: inline-flex;\n        align-items: center;\n        gap: 10px; \/* Espace fixe et net entre la coche et le texte *\/\n        color: rgba(255, 255, 255, 0.5);\n        font-size: 1rem;\n        font-weight: 500;\n        white-space: nowrap; \/* Emp\u00eache le texte de se casser la figure tout seul *\/\n    }\n\n    .trust-item svg {\n        color: #00FF66; \/* Vert vif parfaitement visible *\/\n        flex-shrink: 0; \/* Emp\u00eache la coche de se d\u00e9former *\/\n    }\n\n    \/* Responsive Mobile *\/\n    @media (max-width: 992px) {\n        .cta-trust-arguments { gap: 24px 32px; }\n    }\n\n    @media (max-width: 768px) {\n        .cta-container-card { padding: 60px 24px; border-radius: 32px; }\n        .cta-content-wrapper h2 { font-size: 2rem; }\n        .cta-content-wrapper p { font-size: 1.1rem; margin-bottom: 36px; }\n        .cta-action-btn { width: 100%; justify-content: center; box-sizing: border-box; }\n        \n        \/* Sur mobile, on les empile proprement \u00e0 gauche ou au centre *\/\n        .cta-trust-arguments { \n            flex-direction: column; \n            align-items: flex-start; \n            max-width: 320px;\n            margin: 36px auto 0 auto;\n            gap: 16px; \n        }\n        .trust-item { white-space: normal; text-align: left; }\n    }\n<\/style>\n\n<section class=\"cta-conversion-section\">\n    <div class=\"cta-container-card\">\n        <div class=\"cta-content-wrapper\">\n            \n            <span class=\"cta-badge\">Passez \u00e0 la vitesse sup\u00e9rieure<\/span>\n            \n            <h2>Pr\u00eat \u00e0 transformer vos documents en r\u00e9ponses imm\u00e9diates ?<\/h2>\n            \n            <p>Ne laissez plus vos donn\u00e9es textuelles dormir dans des dossiers complexes. D\u00e9ployez l\u2019intelligence de Kairntech et acc\u00e9l\u00e9rez vos prises de d\u00e9cisions d\u00e8s aujourd\u2019hui.<\/p>\n            \n            <a href=\"https:\/\/calendly.com\/vnibart-kairntech\" target=\"_blank\" class=\"cta-action-btn\">\n                Demander votre d\u00e9monstration personnalis\u00e9e\n                <svg width=\"22\" height=\"22\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                    <path d=\"M5 12H19M19 12L12 5M19 12L12 19\" stroke=\"currentColor\" stroke-width=\"2.5\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                <\/svg>\n            <\/a>\n            \n            <div class=\"cta-trust-arguments\">\n                <div class=\"trust-item\">\n                    <svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                        <path d=\"M20 6L9 17L4 12\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                    <\/svg>\n                    <span>Gratuit et sans engagement<\/span>\n                <\/div>\n                <div class=\"trust-item\">\n                    <svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                        <path d=\"M20 6L9 17L4 12\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                    <\/svg>\n                    <span>Analyse bas\u00e9e sur vos propres cas d&rsquo;usage<\/span>\n                <\/div>\n                <div class=\"trust-item\">\n                    <svg width=\"18\" height=\"18\" viewBox=\"0 0 24 24\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\">\n                        <path d=\"M20 6L9 17L4 12\" stroke=\"currentColor\" stroke-width=\"3\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/>\n                    <\/svg>\n                    <span>\u00c9change direct avec un expert IA<\/span>\n                <\/div>\n            <\/div>\n\n        <\/div>\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<div class=\"kb-row-layout-wrap kb-row-layout-id18987_840d6f-2c alignfull wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n\n<div class=\"wp-block-kadence-column kadence-column18987_34fce2-3a\"><div class=\"kt-inside-inner-col\">\n<style>\n    \/* --- CONFIGURATION DE LA SECTION --- *\/\n    .faq-section {\n        max-width: 900px;\n        margin: 0 auto;\n        padding: 90px 24px;\n        background-color: #000000;\n        font-family: 'Manrope', sans-serif;\n    }\n\n    \/* En-t\u00eate de section *\/\n    .faq-title-area {\n        text-align: center;\n        margin-bottom: 60px;\n    }\n\n    \/* CHIPS MODIFI\u00c9E : Plus grosse et entour\u00e9e de rose #FF01A7 *\/\n    .faq-title-area .section-tag {\n        display: inline-block;\n        color: #FF01A7;\n        font-size: 1rem;\n        font-weight: 700;\n        text-transform: uppercase;\n        letter-spacing: 0.15em;\n        padding: 10px 24px;\n        border: 2px solid #FF01A7;\n        border-radius: 50px;\n        background: rgba(255, 1, 167, 0.05);\n        margin-bottom: 24px;\n    }\n\n    .faq-title-area h2 {\n        font-size: 2.2rem;\n        font-weight: 800;\n        color: #FFFFFF;\n        line-height: 1.3;\n        letter-spacing: -0.01em;\n    }\n\n    \/* Stack des questions\/r\u00e9ponses *\/\n    .faq-stack {\n        display: flex;\n        flex-direction: column;\n        gap: 20px;\n    }\n\n    \/* Cacher la checkbox native *\/\n    .faq-item input[type=\"checkbox\"] {\n        display: none;\n    }\n\n    \/* Style du conteneur de chaque question *\/\n    .faq-item {\n        background-color: #000000;\n        border: 2px solid #071A1C;\n        border-radius: 20px;\n        overflow: hidden;\n        box-shadow: 0 0 30px rgba(7, 26, 28, 0.3);\n        transition: border-color 0.4s ease, box-shadow 0.4s ease;\n    }\n\n    \/* Le header de la question cliquable *\/\n    .faq-trigger {\n        display: flex;\n        justify-content: space-between;\n        align-items: center;\n        padding: 28px 32px;\n        color: #FFFFFF;\n        font-size: 1.2rem;\n        font-weight: 700;\n        cursor: pointer;\n        user-select: none;\n        gap: 20px;\n    }\n\n    \/* Ic\u00f4ne fl\u00e8che directionnelle *\/\n    .faq-arrow {\n        width: 14px;\n        height: 8px;\n        transition: transform 0.3s ease;\n        flex-shrink: 0;\n    }\n\n    .faq-arrow svg {\n        display: block;\n        width: 100%;\n        height: 100%;\n        color: rgba(255, 255, 255, 0.4);\n        transition: color 0.3s ease;\n    }\n\n    \/* Zone de r\u00e9ponse *\/\n    .faq-content {\n        max-height: 0;\n        overflow: hidden;\n        transition: max-height 0.4s cubic-bezier(0.16, 1, 0.3, 1), padding 0.4s ease;\n        padding: 0 32px;\n    }\n\n    .faq-content p {\n        color: rgba(255, 255, 255, 0.6);\n        font-size: 1.1rem;\n        line-height: 1.6;\n        margin: 0 0 28px 0;\n    }\n    \n    .faq-content ul {\n        color: rgba(255, 255, 255, 0.6);\n        margin: 0 0 28px 20px;\n    }\n\n    \/* Mise en valeur du texte important *\/\n    .faq-content strong {\n        color: #FFFFFF;\n        font-weight: 700;\n    }\n\n    \/* --- EFFETS AU SURVOL --- *\/\n    .faq-item:hover {\n        border-color: rgba(255, 1, 167, 0.4);\n    }\n    \n    .faq-item:hover .faq-arrow svg {\n        color: #FF01A7;\n    }\n\n    \/* --- \u00c9TAT OUVERT (QUAND CLIQU\u00c9) --- *\/\n    .faq-item input[type=\"checkbox\"]:checked ~ .faq-trigger .faq-arrow {\n        transform: rotate(180deg);\n    }\n    \n    .faq-item input[type=\"checkbox\"]:checked ~ .faq-trigger .faq-arrow svg {\n        color: #FF01A7;\n    }\n\n    .faq-item input[type=\"checkbox\"]:checked ~ .faq-content {\n        max-height: 1000px;\n        padding: 0 32px;\n    }\n\n    .faq-item:has(input[type=\"checkbox\"]:checked) {\n        border-color: #FF01A7;\n        box-shadow: 0 0 30px rgba(255, 1, 167, 0.15), 0 0 50px rgba(255, 1, 167, 0.2);\n    }\n\n    \/* Responsive *\/\n    @media (max-width: 768px) {\n        .faq-title-area h2 { font-size: 1.8rem; }\n        .faq-trigger { padding: 22px 24px; font-size: 1.1rem; }\n        .faq-content { padding: 0 24px; }\n        .faq-item input[type=\"checkbox\"]:checked ~ .faq-content {\n            max-height: 1000px;\n            padding: 0 24px;\n        }\n    }\n<\/style>\n\n<section class=\"faq-section\">\n    \n    <div class=\"faq-title-area\">\n        <span class=\"section-tag\">FAQ<\/span>\n        <h2>Questions fr\u00e9quemment pos\u00e9es<\/h2>\n    <\/div>\n\n    <div class=\"faq-stack\">\n        \n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-1\">\n            <label class=\"faq-trigger\" for=\"faq-1\">\n                Qu&rsquo;est-ce qu&rsquo;un \u00ab Agentic RAG Chatbot \u00bb avec Kairntech ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Un Agentic RAG Chatbot de Kairntech est une solution d&rsquo;IA d&rsquo;entreprise qui combine la r\u00e9cup\u00e9ration d&rsquo;informations avec des agents et des outils intelligents pour r\u00e9pondre \u00e0 des requ\u00eates complexes en langage naturel en utilisant des sources de donn\u00e9es internes (documents, bases de donn\u00e9es, API). Cette architecture va au-del\u00e0 du simple dialogue : elle <strong>planifie, r\u00e9cup\u00e8re des informations pertinentes, les interpr\u00e8te et g\u00e9n\u00e8re des r\u00e9ponses fiables<\/strong> bas\u00e9es sur des sources r\u00e9elles.<\/p>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-2\">\n            <label class=\"faq-trigger\" for=\"faq-2\">\n                Quelle est la diff\u00e9rence entre un Agentic RAG Chatbot et un chatbot IA classique ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Un chatbot IA classique r\u00e9pond principalement aux questions en utilisant sa connaissance interne issue du mod\u00e8le de langage, avec un contr\u00f4le limit\u00e9 sur les sources sur lesquelles il s&rsquo;appuie, ce qui peut mener \u00e0 des connaissances <strong>obsol\u00e8tes ou incompl\u00e8tes<\/strong>.<\/p>\n                <p>Un Agentic RAG Chatbot de Kairntech va plus loin : il exploite vos <strong>documents, donn\u00e9es et r\u00e8gles m\u00e9tier<\/strong> pour trouver des informations pertinentes, les v\u00e9rifier et fournir une r\u00e9ponse fiable. Il ne fait pas que \u00ab chatter \u00bb, il suit un processus de raisonnement structur\u00e9 pour fournir des r\u00e9ponses <strong>utiles et exploitables<\/strong> dans un contexte professionnel.<\/p>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-3\">\n            <label class=\"faq-trigger\" for=\"faq-3\">\n                Quels sont les avantages pour une entreprise ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Cette solution aide les organisations \u00e0 :<\/p>\n                <ul>\n                    <li><strong>Augmenter la productivit\u00e9 des \u00e9quipes<\/strong> en automatisant les t\u00e2ches de recherche et de r\u00e9ponse.<\/li>\n                    <li><strong>Acc\u00e9der rapidement aux informations pertinentes<\/strong>, m\u00eame sur de grands volumes de donn\u00e9es.<\/li>\n                    <li><strong>R\u00e9duire les erreurs ou les r\u00e9ponses inexactes<\/strong> gr\u00e2ce \u00e0 une architecture bas\u00e9e sur des sources r\u00e9elles.<\/li>\n                    <li><strong>G\u00e9rer des cas d&rsquo;usage m\u00e9tier complexes<\/strong> (support client sp\u00e9cialis\u00e9, documentation interne, flux de travail automatis\u00e9s).<\/li>\n                <\/ul>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-4\">\n            <label class=\"faq-trigger\" for=\"faq-4\">\n                Comment la solution g\u00e8re-t-elle les documents et donn\u00e9es internes ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Les <strong>donn\u00e9es non structur\u00e9es<\/strong> (PDF, emails, manuels) et les <strong>donn\u00e9es structur\u00e9es<\/strong> (bases de donn\u00e9es, CRM) peuvent \u00eatre int\u00e9gr\u00e9es via des API ou des connecteurs. L&rsquo;Agentic RAG Chatbot <strong>indexe, segmente et exploite ces sources<\/strong> pour fournir des r\u00e9ponses contextualis\u00e9es, tout en permettant l&rsquo;utilisation de <strong>m\u00e9tadonn\u00e9es m\u00e9tier<\/strong> pour affiner la pertinence des r\u00e9sultats.<\/p>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-5\">\n            <label class=\"faq-trigger\" for=\"faq-5\">\n                Est-ce s\u00e9curis\u00e9 pour les donn\u00e9es sensibles ou confidentielles ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Oui. Kairntech est une solution <strong>europ\u00e9enne<\/strong> con\u00e7ue pour r\u00e9pondre aux exigences des entreprises en mati\u00e8re de <strong>s\u00e9curit\u00e9, de confidentialit\u00e9 et de conformit\u00e9 r\u00e9glementaire (RGPD)<\/strong>. Les d\u00e9ploiements peuvent \u00eatre sur site (on-premise) ou sur un cloud priv\u00e9 d&rsquo;entreprise, avec des <strong>droits d&rsquo;acc\u00e8s granulaires<\/strong>, garantissant que seuls les utilisateurs autoris\u00e9s peuvent interroger des donn\u00e9es et des documents sensibles.<\/p>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-6\">\n            <label class=\"faq-trigger\" for=\"faq-6\">\n                Quelle est la diff\u00e9rence entre \u00ab Agentic \u00bb et le RAG standard ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Un syst\u00e8me RAG standard r\u00e9cup\u00e8re des informations pertinentes avant de g\u00e9n\u00e9rer une r\u00e9ponse. Le RAG \u00ab <strong>Agentic<\/strong> \u00bb ajoute des agents intelligents capables de <strong>d\u00e9composer une requ\u00eate en plusieurs \u00e9tapes, d&rsquo;orchestrer des outils, d&rsquo;affiner les recherches et d&rsquo;effectuer des t\u00e2ches interm\u00e9diaires<\/strong>, ce qui am\u00e9liore la qualit\u00e9 des r\u00e9ponses dans les contextes d&rsquo;entreprise complexes.<\/p>\n            <\/div>\n        <\/div>\n\n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-7\">\n            <label class=\"faq-trigger\" for=\"faq-7\">\n                Comment cette solution s&rsquo;int\u00e8gre-t-elle aux syst\u00e8mes existants ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>L&rsquo;Agentic RAG Chatbot s&rsquo;int\u00e8gre via des <strong>connecteurs et des API<\/strong> avec les syst\u00e8mes internes (CRM, bases de donn\u00e9es, r\u00e9f\u00e9rentiels de documents) pour exploiter des informations en temps r\u00e9el et harmoniser les flux de travail m\u00e9tier.<\/p>\n            <\/div>\n        <\/div>\n        \n        <div class=\"faq-item\">\n            <input type=\"checkbox\" id=\"faq-8\">\n            <label class=\"faq-trigger\" for=\"faq-8\">\n                Comment le succ\u00e8s d&rsquo;un Agentic RAG Chatbot est-il mesur\u00e9 dans une entreprise ?\n                <div class=\"faq-arrow\">\n                    <svg viewBox=\"0 0 14 8\" fill=\"none\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M1 1L7 7L13 1\" stroke=\"currentColor\" stroke-width=\"2\" stroke-linecap=\"round\" stroke-linejoin=\"round\"\/><\/svg>\n                <\/div>\n            <\/label>\n            <div class=\"faq-content\">\n                <p>Le succ\u00e8s est g\u00e9n\u00e9ralement mesur\u00e9 par :<\/p>\n                <ul>\n                    <li><strong>Vitesse d&rsquo;acc\u00e8s \u00e0 l&rsquo;information<\/strong> (temps \u00e9conomis\u00e9),<\/li>\n                    <li><strong>Pr\u00e9cision des r\u00e9ponses<\/strong>,<\/li>\n                    <li><strong>Satisfaction des utilisateurs<\/strong>,<\/li>\n                    <li><strong>Effort \u00e9conomis\u00e9<\/strong> par rapport aux recherches manuelles.<\/li>\n                <\/ul>\n            <\/div>\n        <\/div>\n\n    <\/div>\n<\/section>\n<\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Intelligence conversationnelle | IA Souveraine Passez de la question \u00e0 l&rsquo;action. Acc\u00e9l\u00e9rez vos processus m\u00e9tier gr\u00e2ce \u00e0 une IA conversationnelle bas\u00e9e sur des agents : elle transforme un besoin en livrable, en orchestrant recherches, raisonnements, analyses et r\u00e9daction de contenu. Vous gardez la main sur ce qui compte \u2014 valider et d\u00e9cider. Demander notre d\u00e9monstration [&hellip;]<\/p>\n","protected":false},"author":6,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"page-no-title","meta":{"_kad_blocks_custom_css":"","_kad_blocks_head_custom_js":"","_kad_blocks_body_custom_js":"","_kad_blocks_footer_custom_js":"","footnotes":""},"class_list":["post-18987","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Plateforme de chatbots RAG agentiques | Kairntech<\/title>\n<meta name=\"description\" content=\"La solution chatbot agentique RAG permet aux entreprises de maximiser le potentiel de leurs documents en cr\u00e9ant des chatbots personnalis\u00e9s.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" 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RAG Chatbots","author":"vincent.nibart","date":"27 f\u00e9vrier 2025","format":false,"excerpt":"Conversational Intelligence | Sovereign AI Turn questions into action. Accelerate your business processes with agent-based conversational AI: it transforms a requirement into a deliverable by coordinating research, reasoning, analysis and content creation. You retain control over what matters most \u2014 validating and making decisions. Request your personalized demo Explore the\u2026","rel":"","context":"Article similaire","block_context":{"text":"Article similaire","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22185,"url":"https:\/\/kairntech.com\/download-rag-challenge-evalllm\/","url_meta":{"origin":18987,"position":1},"title":"Landing page RAG &amp; source attribution","author":"cnibart","date":"22 juillet 2026","format":false,"excerpt":"Download ready Thank you, your resources are waiting. See how Kairntech ranked 1st in raw performance on source attribution at the RAG challenge of EvalLLM 2026 \u2014 method, results and carbon footprint. Poster \u2014 RAG & attributionPDF \u00b7 Kairntech \u00d7 EvalLLM 2026 Download Detailed article \u2014 RAG ChallengePDF \u00b7 full\u2026","rel":"","context":"Article similaire","block_context":{"text":"Article similaire","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":18197,"url":"https:\/\/kairntech.com\/projects-and-partnerships\/","url_meta":{"origin":18987,"position":2},"title":"Projects\/Partnerships","author":"cnibart","date":"13 f\u00e9vrier 2026","format":false,"excerpt":"Kairntech \u2014 Projects & Partnerships Our impact Projects &partnerships From academic research to industrial deployment, Kairntech builds trusted documentary AI with the best European players. Our projects Project 01 \ud83c\uddeb\ud83c\uddf7 Ministry of the Armed Forces Defence RAG Entity Linking EvalLLM 2026 Challenge Kairntech reached the podium in both challenges of\u2026","rel":"","context":"Article similaire","block_context":{"text":"Article similaire","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":22174,"url":"https:\/\/kairntech.com\/source-attribution-rag-evalllm-challenge\/","url_meta":{"origin":18987,"position":3},"title":"RAG &amp; source attribution","author":"cnibart","date":"22 juillet 2026","format":false,"excerpt":"EvalLLM 2026 \u00b7 RAG Challenge \ud83c\uddeb\ud83c\uddf7 Defence & drones domain RAG & source attribution: find it, and prove it. At the RAG challenge of EvalLLM 2026, Kairntech ranked 1st in raw performance on source attribution and beat the participants' median on every metric \u2014 on a closed corpus of nearly\u2026","rel":"","context":"Article similaire","block_context":{"text":"Article similaire","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":7332,"url":"https:\/\/kairntech.com\/semantic-enrichment\/","url_meta":{"origin":18987,"position":4},"title":"Semantic Enrichment","author":"vincent.nibart","date":"11 mai 2022","format":false,"excerpt":"Unstructured Data | Semantic Intelligence Enrich your data. Unlock its strategic value. Turn the chaos of your unstructured documents into intelligent assets. With Kairntech's semantic enrichment, automatically index, categorize, and extract business knowledge to generate rich metadata, making your information instantly actionable for both your teams and your AIs. Evaluate\u2026","rel":"","context":"Article similaire","block_context":{"text":"Article similaire","link":""},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":19061,"url":"https:\/\/kairntech.com\/fr\/enrichissement-semantique\/","url_meta":{"origin":18987,"position":5},"title":"Enrichissement s\u00e9mantique","author":"vincent.nibart","date":"11 mai 2022","format":false,"excerpt":"Donn\u00e9es non structur\u00e9es | Intelligence S\u00e9mantique Enrichissez vos donn\u00e9es. R\u00e9v\u00e9lez leur valeur strat\u00e9gique. Transformez le chaos de vos documents non structur\u00e9s en actifs intelligents. 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