{"id":47055,"date":"2026-02-18T04:33:11","date_gmt":"2026-02-18T04:33:11","guid":{"rendered":"https:\/\/astrak.agency\/quest-ce-que-le-knowledge-graph-et-pourquoi-est-ce-important-en-geo\/"},"modified":"2026-04-01T11:55:59","modified_gmt":"2026-04-01T11:55:59","slug":"what-is-a-knowledge-graph-and-why-is-it-important-in-geo","status":"publish","type":"post","link":"https:\/\/astrak.agency\/en\/quest-ce-que-le-knowledge-graph-et-pourquoi-est-ce-important-en-geo\/","title":{"rendered":"What is the Knowledge Graph and why is it important in GEO?"},"content":{"rendered":"\n\n\nWeb Authority, Knowledge Graph, Entities & GEO \u2013 Astrak<\/title>\n<link href=\"https:\/\/fonts.googleapis.com\/css2?family=Outfit:wght@400;500;600;700;800;900&family=Poppins:wght@300;400;500;600;700&display=swap\" rel=\"stylesheet\">\n<style>\n* { margin: 0; padding: 0; box-sizing: border-box; }\n\n:root {\n --blue-night: #0F0F3D;\n --blue-deep: #1A1A5E;\n --sun-yellow: #FFEF5E;\n --cyan: #5AE7DE;\n --cyan-dark: #2BBDB5;\n --cyan-light: #D4FAF7;\n --yellow-light: #FFF9D4;\n --bg-page: #EFF6FA;\n --bg-card: #FFFFFF;\n --bg-card-alt: #F6FAFC;\n --border-light: rgba(15, 15, 61, 0.07);\n --text-dark: #0F0F3D;\n --text-body: #3A3A6A;\n --text-muted: #7A7A9E;\n --shadow-sm: 0 2px 8px rgba(15, 15, 61, 0.04);\n --shadow-md: 0 4px 20px rgba(15, 15, 61, 0.06);\n --shadow-lg: 0 8px 40px rgba(15, 15, 61, 0.08);\n --gradient-glow: linear-gradient(135deg, #5AE7DE 0%, #FFEF5E 100%);\n --gradient-blue: linear-gradient(135deg, #0F0F3D 0%, #1A1A5E 100%);\n}\n\nhtml { scroll-behavior: smooth; }\n\nbody {\n background: var(--bg-page);\n color: var(--text-body);\n font-family: 'Poppins', sans-serif;\n font-size: 16px;\n line-height: 1.75;\n overflow-x: hidden;\n}\n\n\/* ===== SCROLL ANIMATIONS ===== *\/\n.akvg-reveal {\n opacity: 0;\n transform: translateY(50px);\n transition: opacity 0.9s cubic-bezier(0.22, 1, 0.36, 1), transform 0.9s cubic-bezier(0.22, 1, 0.36, 1);\n}\n.akvg-reveal.akvg-visible { opacity: 1; transform: translateY(0); }\n.akvg-reveal-left {\n opacity: 0;\n transform: translateX(-60px);\n transition: opacity 0.9s cubic-bezier(0.22, 1, 0.36, 1), transform 0.9s cubic-bezier(0.22, 1, 0.36, 1);\n}\n.akvg-reveal-left.akvg-visible { opacity: 1; transform: translateX(0); }\n.akvg-reveal-right {\n opacity: 0;\n transform: translateX(60px);\n transition: opacity 0.9s cubic-bezier(0.22, 1, 0.36, 1), transform 0.9s cubic-bezier(0.22, 1, 0.36, 1);\n}\n.akvg-reveal-right.akvg-visible { opacity: 1; transform: translateX(0); }\n.akvg-reveal-scale {\n opacity: 0;\n transform: scale(0.92);\n transition: opacity 0.9s cubic-bezier(0.22, 1, 0.36, 1), transform 0.9s cubic-bezier(0.22, 1, 0.36, 1);\n}\n.akvg-reveal-scale.akvg-visible { opacity: 1; 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height: 8px;\n background: var(--cyan-dark);\n border-radius: 50%;\n animation: akvgPulse 2s infinite;\n}\n@keyframes akvgPulse {\n 0%, 100% { opacity: 1; transform: scale(1); }\n 50% { opacity: 0.4; transform: scale(1.8); }\n}\n.akvg-hero h1 {\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: clamp(40px, 5.5vw, 76px);\n line-height: 1.05;\n color: var(--blue-night);\n margin-bottom: 28px;\n position: relative;\n z-index: 1;\n}\n.akvg-hero h1 .akvg-grad {\n background: linear-gradient(135deg, var(--cyan-dark) 0%, #3BC9A0 50%, #D4C32A 100%);\n -webkit-background-clip: text;\n -webkit-text-fill-color: transparent;\n background-clip: text;\n}\n.akvg-hero-sub {\n font-size: 19px;\n color: var(--text-muted);\n max-width: 620px;\n margin-bottom: 50px;\n position: relative;\n z-index: 1;\n line-height: 1.7;\n}\n.akvg-hero-tags {\n display: flex;\n flex-wrap: wrap;\n justify-content: center;\n gap: 10px;\n position: relative;\n z-index: 1;\n margin-bottom: 60px;\n}\n.akvg-hero-tag {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 10px;\n padding: 8px 18px;\n font-size: 13px;\n font-weight: 600;\n color: var(--text-dark);\n box-shadow: var(--shadow-sm);\n}\n.akvg-hero-scroll {\n position: relative;\n z-index: 1;\n display: flex;\n flex-direction: column;\n align-items: center;\n gap: 6px;\n color: var(--text-muted);\n font-size: 12px;\n letter-spacing: 1px;\n text-transform: uppercase;\n animation: akvgBounce 2.5s infinite;\n}\n@keyframes akvgBounce {\n 0%, 100% { transform: translateY(0); }\n 50% { transform: translateY(8px); }\n}\n.akvg-scroll-line {\n width: 1px; height: 40px;\n background: linear-gradient(180deg, var(--cyan-dark), transparent);\n}\n\n\/* ===== SECTION WRAPPER ===== *\/\n.akvg-section {\n padding: 80px 40px;\n max-width: 1100px;\n margin: 0 auto;\n}\n.akvg-section-wide { max-width: 1300px; }\n.akvg-section-full {\n padding: 80px 40px;\n max-width: 100%;\n}\n\n\/* ===== SECTION HEADERS ===== *\/\n.akvg-label {\n display: inline-flex;\n align-items: center;\n gap: 10px;\n font-family: 'Outfit', sans-serif;\n font-size: 12px;\n font-weight: 700;\n letter-spacing: 3px;\n text-transform: uppercase;\n color: var(--cyan-dark);\n margin-bottom: 16px;\n}\n.akvg-label::before {\n content: '';\n width: 28px; height: 2px;\n background: var(--cyan-dark);\n}\n.akvg-h2 {\n font-family: 'Outfit', sans-serif;\n font-weight: 800;\n font-size: clamp(28px, 3.8vw, 46px);\n line-height: 1.15;\n color: var(--blue-night);\n margin-bottom: 20px;\n}\n.akvg-h2 .akvg-hl {\n background: linear-gradient(135deg, var(--cyan-dark), #3BC9A0);\n -webkit-background-clip: text;\n -webkit-text-fill-color: transparent;\n background-clip: text;\n}\n.akvg-h2 .akvg-yl {\n color: #C9A800;\n}\n.akvg-intro {\n font-size: 17px;\n color: var(--text-muted);\n max-width: 720px;\n margin-bottom: 40px;\n}\n\n\/* ===== STAT CARDS ===== *\/\n.akvg-stats-row {\n display: grid;\n grid-template-columns: repeat(auto-fit, minmax(200px, 1fr));\n gap: 20px;\n margin: 40px 0;\n}\n.akvg-stat {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 16px;\n padding: 28px 24px;\n text-align: center;\n box-shadow: var(--shadow-sm);\n transition: transform 0.3s, box-shadow 0.3s;\n}\n.akvg-stat:hover { transform: translateY(-3px); box-shadow: var(--shadow-md); }\n.akvg-stat-num {\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: 44px;\n line-height: 1;\n margin-bottom: 6px;\n color: var(--blue-night);\n}\n.akvg-stat-num.akvg-c { color: var(--cyan-dark); }\n.akvg-stat-num.akvg-y { color: #C9A800; }\n.akvg-stat-desc {\n font-size: 13px;\n color: var(--text-muted);\n font-weight: 500;\n line-height: 1.5;\n}\n\n\/* ===== BAR CHART ===== *\/\n.akvg-bars { margin: 40px 0; }\n.akvg-bar-item {\n display: flex;\n align-items: center;\n gap: 14px;\n margin-bottom: 14px;\n}\n.akvg-bar-name {\n width: 130px;\n font-size: 14px;\n font-weight: 600;\n text-align: right;\n color: var(--text-dark);\n flex-shrink: 0;\n}\n.akvg-bar-track {\n flex: 1;\n height: 32px;\n background: rgba(15,15,61,0.03);\n border-radius: 8px;\n overflow: hidden;\n}\n.akvg-bar-fill {\n height: 100%;\n border-radius: 8px;\n display: flex;\n align-items: center;\n padding-left: 12px;\n font-weight: 700;\n font-size: 13px;\n color: #fff;\n width: 0;\n transition: width 1.5s cubic-bezier(0.22, 1, 0.36, 1);\n}\n.akvg-bar-fill.akvg-bg-blue { background: var(--blue-night); }\n.akvg-bar-fill.akvg-bg-cyan { background: var(--cyan-dark); }\n.akvg-bar-fill.akvg-bg-grad { background: linear-gradient(90deg, var(--blue-night), var(--cyan-dark)); }\n\n\/* ===== SOURCE LINKS ===== *\/\n.akvg-source-links {\n display: flex;\n flex-wrap: wrap;\n gap: 8px;\n margin-top: 16px;\n}\n.akvg-src-link {\n font-size: 12px;\n color: var(--cyan-dark);\n text-decoration: none;\n font-weight: 600;\n padding: 4px 12px;\n background: rgba(90, 231, 222, 0.08);\n border-radius: 6px;\n transition: background 0.3s;\n}\n.akvg-src-link:hover { background: rgba(90, 231, 222, 0.18); }\n\n\/* ===== TWO SYSTEMS ===== *\/\n.akvg-systems {\n display: grid;\n grid-template-columns: 1fr 1fr;\n gap: 28px;\n margin: 40px 0;\n}\n@media (max-width: 800px) { .akvg-systems { grid-template-columns: 1fr; } }\n.akvg-sys {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 20px;\n padding: 36px 30px;\n box-shadow: var(--shadow-sm);\n position: relative;\n overflow: hidden;\n}\n.akvg-sys::before {\n content: '';\n position: absolute;\n top: 0; left: 0; right: 0;\n height: 4px;\n}\n.akvg-sys-cyan::before { background: var(--cyan-dark); }\n.akvg-sys-gold::before { background: #C9A800; }\n.akvg-sys-icon {\n width: 52px; height: 52px;\n border-radius: 14px;\n display: flex;\n align-items: center;\n justify-content: center;\n font-size: 26px;\n margin-bottom: 18px;\n}\n.akvg-sys-cyan .akvg-sys-icon { background: var(--cyan-light); }\n.akvg-sys-gold .akvg-sys-icon { background: var(--yellow-light); }\n.akvg-sys h3 {\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 20px;\n color: var(--blue-night);\n margin-bottom: 12px;\n}\n.akvg-sys p {\n font-size: 14px;\n color: var(--text-muted);\n margin-bottom: 18px;\n line-height: 1.7;\n}\n.akvg-sys-bullets {\n list-style: none;\n padding: 0;\n}\n.akvg-sys-bullets li {\n padding: 6px 0 6px 20px;\n position: relative;\n font-size: 14px;\n color: var(--text-body);\n line-height: 1.6;\n}\n.akvg-sys-bullets li::before {\n content: '';\n position: absolute;\n left: 0;\n top: 14px;\n width: 6px; height: 6px;\n border-radius: 50%;\n}\n.akvg-sys-cyan .akvg-sys-bullets li::before { background: var(--cyan-dark); }\n.akvg-sys-gold .akvg-sys-bullets li::before { background: #C9A800; }\n.akvg-tags {\n display: flex;\n flex-wrap: wrap;\n gap: 6px;\n margin-top: 18px;\n}\n.akvg-tag {\n background: var(--bg-card-alt);\n border: 1px solid var(--border-light);\n border-radius: 8px;\n padding: 4px 12px;\n font-size: 12px;\n color: var(--text-dark);\n font-weight: 600;\n}\n\n\/* ===== SOURCE CHIPS GRID ===== *\/\n.akvg-chips {\n display: grid;\n grid-template-columns: repeat(auto-fill, minmax(140px, 1fr));\n gap: 12px;\n margin: 36px 0;\n}\n.akvg-chip {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 12px;\n padding: 18px 14px;\n text-align: center;\n box-shadow: var(--shadow-sm);\n transition: transform 0.3s, box-shadow 0.3s;\n}\n.akvg-chip:hover { transform: translateY(-2px); box-shadow: var(--shadow-md); }\n.akvg-chip-rank {\n font-family: 'Outfit', sans-serif;\n font-weight: 800;\n font-size: 10px;\n color: var(--cyan-dark);\n letter-spacing: 1px;\n display: block;\n margin-bottom: 4px;\n}\n.akvg-chip-name {\n font-weight: 600;\n font-size: 13px;\n color: var(--text-dark);\n}\n\n\/* ===== DARK BAND (for contrast sections) ===== *\/\n.akvg-dark-band {\n background: var(--gradient-blue);\n color: #E0E0F0;\n padding: 80px 40px;\n position: relative;\n overflow: hidden;\n}\n.akvg-dark-band::before {\n content: '';\n position: absolute;\n inset: 0;\n background-image: \n linear-gradient(rgba(255,255,255,0.02) 1px, transparent 1px),\n linear-gradient(90deg, rgba(255,255,255,0.02) 1px, transparent 1px);\n background-size: 60px 60px;\n pointer-events: none;\n}\n.akvg-dark-band .akvg-label { color: var(--cyan); }\n.akvg-dark-band .akvg-label::before { background: var(--cyan); }\n.akvg-dark-band .akvg-h2 { color: #fff; }\n.akvg-dark-band .akvg-intro { color: rgba(255,255,255,0.6); }\n.akvg-dark-inner {\n max-width: 1100px;\n margin: 0 auto;\n position: relative;\n z-index: 1;\n}\n\n\/* ===== TOOLKIT CARDS ===== *\/\n.akvg-toolkit { display: flex; flex-direction: column; gap: 24px; margin: 40px 0; }\n.akvg-tool {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 20px;\n padding: 36px 32px;\n box-shadow: var(--shadow-sm);\n display: grid;\n grid-template-columns: 64px 1fr;\n gap: 24px;\n align-items: start;\n transition: box-shadow 0.3s;\n}\n.akvg-tool:hover { box-shadow: var(--shadow-md); }\n@media (max-width: 700px) { .akvg-tool { grid-template-columns: 1fr; } }\n.akvg-tool-icon {\n width: 64px; height: 64px;\n border-radius: 16px;\n display: flex;\n align-items: center;\n justify-content: center;\n font-size: 30px;\n background: var(--cyan-light);\n border: 1px solid rgba(90,231,222,0.2);\n}\n.akvg-tool h3 {\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 20px;\n color: var(--blue-night);\n margin-bottom: 10px;\n}\n.akvg-tool p {\n font-size: 15px;\n color: var(--text-muted);\n margin-bottom: 14px;\n line-height: 1.7;\n}\n.akvg-tool-bullets {\n list-style: none;\n padding: 0;\n margin-bottom: 16px;\n}\n.akvg-tool-bullets li {\n padding: 5px 0 5px 18px;\n position: relative;\n font-size: 14px;\n color: var(--text-body);\n line-height: 1.6;\n}\n.akvg-tool-bullets li::before {\n content: '';\n position: absolute;\n left: 0; top: 13px;\n width: 5px; height: 5px;\n border-radius: 50%;\n background: var(--cyan-dark);\n}\n.akvg-tool-link {\n display: inline-flex;\n align-items: center;\n gap: 6px;\n color: var(--cyan-dark);\n text-decoration: none;\n font-size: 13px;\n font-weight: 600;\n transition: gap 0.3s;\n margin-right: 16px;\n}\n.akvg-tool-link:hover { gap: 12px; }\n\n\/* ===== ANNUAIRES SPLIT ===== *\/\n.akvg-split {\n display: grid;\n grid-template-columns: 1fr 50px 1fr;\n gap: 0;\n align-items: stretch;\n margin: 40px 0;\n}\n@media (max-width: 800px) {\n .akvg-split { grid-template-columns: 1fr; }\n .akvg-vs-badge { margin: 16px auto; }\n}\n.akvg-split-col {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 20px;\n padding: 32px 28px;\n box-shadow: var(--shadow-sm);\n}\n.akvg-split-col.akvg-highlighted {\n border-color: rgba(90,231,222,0.3);\n box-shadow: 0 4px 24px rgba(90,231,222,0.08);\n}\n.akvg-split-col h3 {\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 18px;\n margin-bottom: 8px;\n}\n.akvg-split-col .akvg-split-desc {\n font-size: 13px;\n color: var(--text-muted);\n margin-bottom: 18px;\n line-height: 1.6;\n}\n.akvg-vs-badge {\n display: flex;\n align-items: center;\n justify-content: center;\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: 16px;\n color: var(--blue-night);\n background: var(--sun-yellow);\n width: 42px; height: 42px;\n border-radius: 50%;\n align-self: center;\n justify-self: center;\n box-shadow: 0 4px 12px rgba(255,239,94,0.3);\n}\n.akvg-ann-item {\n display: flex;\n align-items: center;\n gap: 10px;\n padding: 8px 0;\n border-bottom: 1px solid rgba(15,15,61,0.04);\n}\n.akvg-ann-item:last-child { border-bottom: none; }\n.akvg-ann-item a {\n color: var(--text-body);\n text-decoration: none;\n font-weight: 500;\n font-size: 14px;\n transition: color 0.3s;\n}\n.akvg-ann-item a:hover { color: var(--cyan-dark); }\n.akvg-ann-item span.akvg-ann-note {\n font-size: 12px;\n color: var(--text-muted);\n font-weight: 400;\n}\n.akvg-dot { width: 5px; height: 5px; border-radius: 50%; flex-shrink: 0; }\n.akvg-dot-c { background: var(--cyan-dark); }\n.akvg-dot-y { background: #C9A800; }\n.akvg-dot-m { background: var(--text-muted); }\n\n\/* ===== WIKI HIGHLIGHT ===== *\/\n.akvg-wiki-box {\n background: linear-gradient(135deg, rgba(90,231,222,0.06) 0%, rgba(255,239,94,0.04) 100%);\n border: 1px solid rgba(90,231,222,0.15);\n border-radius: 24px;\n padding: 48px 40px;\n margin: 40px 0;\n position: relative;\n overflow: hidden;\n}\n.akvg-wiki-box::after {\n content: 'W';\n position: absolute;\n right: -10px; top: -40px;\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: 220px;\n color: rgba(15,15,61,0.02);\n pointer-events: none;\n}\n.akvg-wiki-stats {\n display: grid;\n grid-template-columns: repeat(3, 1fr);\n gap: 24px;\n margin-bottom: 36px;\n}\n@media (max-width: 700px) { .akvg-wiki-stats { grid-template-columns: 1fr; } }\n.akvg-wiki-stat { text-align: center; }\n.akvg-wiki-stat-big {\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: 40px;\n background: linear-gradient(135deg, var(--cyan-dark), #C9A800);\n -webkit-background-clip: text;\n -webkit-text-fill-color: transparent;\n background-clip: text;\n}\n.akvg-wiki-stat small {\n font-size: 13px;\n color: var(--text-muted);\n display: block;\n margin-top: 2px;\n}\n.akvg-wiki-list {\n list-style: none;\n padding: 0;\n}\n.akvg-wiki-list li {\n display: flex;\n align-items: flex-start;\n gap: 14px;\n padding: 14px 0;\n border-bottom: 1px solid rgba(15,15,61,0.04);\n font-size: 15px;\n color: var(--text-body);\n line-height: 1.7;\n}\n.akvg-wiki-list li:last-child { border-bottom: none; }\n.akvg-wiki-list li strong { color: var(--text-dark); }\n.akvg-wiki-ico {\n width: 28px; height: 28px;\n border-radius: 8px;\n display: flex;\n align-items: center;\n justify-content: center;\n flex-shrink: 0;\n font-size: 14px;\n background: rgba(90,231,222,0.12);\n margin-top: 2px;\n}\n\n\/* ===== GEO CARDS ===== *\/\n.akvg-geo-grid {\n display: grid;\n grid-template-columns: repeat(auto-fit, minmax(300px, 1fr));\n gap: 20px;\n margin: 40px 0;\n}\n.akvg-geo-card {\n background: rgba(255,255,255,0.06);\n border: 1px solid rgba(255,255,255,0.08);\n border-radius: 16px;\n padding: 28px 24px;\n border-left: 3px solid var(--cyan);\n}\n.akvg-geo-card h4 {\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 16px;\n color: #fff;\n margin-bottom: 10px;\n}\n.akvg-geo-card p {\n font-size: 14px;\n color: rgba(255,255,255,0.55);\n line-height: 1.7;\n margin-bottom: 10px;\n}\n.akvg-geo-card ul {\n list-style: none;\n padding: 0;\n}\n.akvg-geo-card ul li {\n padding: 4px 0 4px 16px;\n position: relative;\n font-size: 13px;\n color: rgba(255,255,255,0.6);\n}\n.akvg-geo-card ul li::before {\n content: '';\n position: absolute;\n left: 0; top: 12px;\n width: 4px; height: 4px;\n border-radius: 50%;\n background: var(--cyan);\n}\n.akvg-geo-card a {\n color: var(--cyan);\n text-decoration: none;\n font-size: 13px;\n font-weight: 600;\n}\n.akvg-geo-card a:hover { text-decoration: underline; }\n\n\/* ===== RECAP ===== *\/\n.akvg-recap {\n text-align: center;\n padding: 80px 40px;\n max-width: 900px;\n margin: 0 auto;\n}\n.akvg-recap-big {\n font-family: 'Outfit', sans-serif;\n font-weight: 900;\n font-size: clamp(32px, 4vw, 48px);\n color: var(--blue-night);\n margin-bottom: 20px;\n line-height: 1.2;\n}\n.akvg-recap-desc {\n font-size: 17px;\n color: var(--text-muted);\n max-width: 600px;\n margin: 0 auto 40px;\n}\n.akvg-recap-cols {\n display: flex;\n justify-content: center;\n gap: 32px;\n flex-wrap: wrap;\n}\n.akvg-recap-item {\n background: var(--bg-card);\n border: 1px solid var(--border-light);\n border-radius: 16px;\n padding: 28px 24px;\n width: 200px;\n box-shadow: var(--shadow-sm);\n text-align: center;\n}\n.akvg-recap-item-icon { font-size: 28px; margin-bottom: 10px; }\n.akvg-recap-item strong {\n display: block;\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 15px;\n color: var(--text-dark);\n margin-bottom: 4px;\n}\n.akvg-recap-item p { font-size: 13px; color: var(--text-muted); }\n\n\/* ===== DIVIDER ===== *\/\n.akvg-divider {\n width: 70px; height: 3px;\n background: var(--gradient-glow);\n border-radius: 2px;\n margin: 20px auto;\n}\n\n\/* ===== SOURCES FOOTER ===== *\/\n.akvg-footer {\n background: var(--blue-night);\n color: rgba(255,255,255,0.5);\n padding: 60px 40px;\n}\n.akvg-footer-inner {\n max-width: 1100px;\n margin: 0 auto;\n}\n.akvg-footer h3 {\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n font-size: 18px;\n color: rgba(255,255,255,0.7);\n margin-bottom: 20px;\n}\n.akvg-footer-grid {\n display: grid;\n grid-template-columns: repeat(auto-fill, minmax(320px, 1fr));\n gap: 10px;\n}\n.akvg-footer-grid a {\n display: flex;\n align-items: center;\n gap: 8px;\n color: rgba(255,255,255,0.45);\n text-decoration: none;\n font-size: 13px;\n padding: 8px 14px;\n border-radius: 8px;\n transition: color 0.3s, background 0.3s;\n}\n.akvg-footer-grid a:hover {\n color: var(--cyan);\n background: rgba(90,231,222,0.06);\n}\n.akvg-footer-grid a::before {\n content: '\u2192';\n color: var(--cyan);\n font-weight: 700;\n flex-shrink: 0;\n}\n.akvg-footer-brand {\n margin-top: 40px;\n padding-top: 24px;\n border-top: 1px solid rgba(255,255,255,0.06);\n text-align: center;\n font-size: 13px;\n}\n.akvg-footer-brand strong {\n color: var(--sun-yellow);\n font-family: 'Outfit', sans-serif;\n font-weight: 700;\n}\n\n\/* ===== RESPONSIVE ===== *\/\n@media (max-width: 600px) {\n .akvg-section { padding: 50px 20px; }\n .akvg-dark-band { padding: 50px 20px; }\n .akvg-tool { padding: 24px 20px; }\n .akvg-split { grid-template-columns: 1fr; gap: 16px; }\n .akvg-bar-name { width: 90px; font-size: 12px; }\n}\n<\/style>\n<\/head>\n<body>\n\n<!-- ===== HERO ===== -->\n<section class=\"akvg-hero\">\n <div class=\"akvg-hero-grid\"><\/div>\n <div class=\"akvg-hero-badge\"><span class=\"akvg-pulse\"><\/span> Real case, anonymized<\/div>\n <h1>\n Build his<br>\n <span class=\"akvg-grad\">Web Authorities<\/span><br>\n In 2026\n <\/h1>\n <p class=\"akvg-hero-sub\">\n Knowledge Graph, Named Entities & GEO: the complete system to exist in Google AND in generative AI responses.\n <\/p>\n <div class=\"akvg-hero-tags\">\n <span class=\"akvg-hero-tag\">Knowledge Graph<\/span>\n <span class=\"akvg-hero-tag\">Named Entities<\/span>\n <span class=\"akvg-hero-tag\">GEO<\/span>\n <span class=\"akvg-hero-tag\">ChatGPT<\/span>\n <span class=\"akvg-hero-tag\">Knowledge Panel<\/span>\n <span class=\"akvg-hero-tag\">Wikipedia<\/span>\n <span class=\"akvg-hero-tag\">Wikidata<\/span>\n <\/div>\n <div class=\"akvg-hero-scroll\">\n Scroll\n <div class=\"akvg-scroll-line\"><\/div>\n <\/div>\n<\/section>\n\n<!-- ===== POURQUOI MAINTENANT ===== -->\n<section class=\"akvg-section\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">The context<\/div>\n <h2 class=\"akvg-h2\">Why is it <span class=\"akvg-hl\">critique<\/span> now<\/h2>\n <p class=\"akvg-intro\">We live in a world of dual search. On one hand, classic Google with its blue links, on the other, generative AIs: ChatGPT, Perplexity, Gemini, Claude. And these AIs cite on average only 2 to 7 sources per response, compared to 10 blue links on Google. The competition to be cited has never been fiercer.<\/p>\n <\/div>\n\n <div class=\"akvg-stats-row akvg-reveal\">\n <div class=\"akvg-stat\">\n <div class=\"akvg-stat-num akvg-c\">2-7<\/div>\n <div class=\"akvg-stat-desc\">AI response cited sources<br>(vs 10 blue Google links)<\/div>\n <\/div>\n <div class=\"akvg-stat\">\n <div class=\"akvg-stat-num akvg-y\">150,000+<\/div>\n <div class=\"akvg-stat-desc\">LLM analyses citations<br>Semrush Study, June 2025<\/div>\n <\/div>\n <div class=\"akvg-stat\">\n <div class=\"akvg-stat-num akvg-c\">30-year-old male<\/div>\n <div class=\"akvg-stat-desc\">citations studied by Profound<br>ChatGPT \/ AIO \/ Perplexity<\/div>\n <\/div>\n <div class=\"akvg-stat\">\n <div class=\"akvg-stat-num\">47,9%<\/div>\n <div class=\"akvg-stat-desc\">Top ChatGPT Quotes<br>come from Wikipedia<\/div>\n <\/div>\n <\/div>\n\n <div class=\"akvg-reveal\">\n <h3 style=\"font-family:'Outfit',sans-serif;font-weight:700;font-size:20px;color:var(--blue-night);margin-bottom:20px;\">Most Cited Sources by LLMs in 2025<\/h3>\n <\/div>\n <div class=\"akvg-bars akvg-reveal\" id=\"akvgBars\">\n <div class=\"akvg-bar-item\">\n <div class=\"akvg-bar-name\">Reddit<\/div>\n <div class=\"akvg-bar-track\"><div class=\"akvg-bar-fill akvg-bg-blue\" data-width=\"82%\">40,1%<\/div><\/div>\n <\/div>\n <div class=\"akvg-bar-item\">\n <div class=\"akvg-bar-name\">Wikipedia<\/div>\n <div class=\"akvg-bar-track\"><div class=\"akvg-bar-fill akvg-bg-cyan\" data-width=\"54%\">26,3%<\/div><\/div>\n <\/div>\n <div class=\"akvg-bar-item\">\n <div class=\"akvg-bar-name\">Google \/ YouTube<\/div>\n <div class=\"akvg-bar-track\"><div class=\"akvg-bar-fill akvg-bg-grad\" data-width=\"47%\">23%<\/div><\/div>\n <\/div>\n <\/div>\n\n <div class=\"akvg-reveal\" style=\"margin-top:20px;\">\n <p style=\"font-size:14px;color:var(--text-muted);line-height:1.8;\">\n <strong style=\"color:var(--text-dark);\">Important nuance:<\/strong> ChatGPT a une preference forte pour Wikipedia (47,9% de ses top citations selon Profound). Google AI Overviews et Perplexity preferent Reddit. ChatGPT est devenu la source #1 de trafic vers Wikipedia en juin 2025 (Similarweb). Reddit domine globalement grace a son accord de licence de 60M$ avec Google en 2024.\n <\/p>\n <div class=\"akvg-source-links\">\n <a href=\"https:\/\/www.visualcapitalist.com\/ranked-the-most-cited-websites-by-ai-models\/\" target=\"_blank\" class=\"akvg-src-link\">Visual Capitalist \/ Semrush<\/a>\n <a href=\"https:\/\/www.seroundtable.com\/chatgpt-google-aio-sources-39578.html\" target=\"_blank\" class=\"akvg-src-link\">Profound \u2013 30 million citations<\/a>\n <a href=\"https:\/\/ahrefs.com\/blog\/most-cited-domains-in-chatgpt\/\" target=\"_blank\" class=\"akvg-src-link\">Ahrefs \u2013 Top 100<\/a>\n <a href=\"https:\/\/higoodie.com\/blog\/most-cited-domains-in-llms\" target=\"_blank\" class=\"akvg-src-link\">Goodie \u2013 5.7M citations<\/a>\n <a href=\"https:\/\/pressgazette.co.uk\/news\/reddit-claims-top-spot-as-most-cited-domain-in-ai-generated-answers\/\" target=\"_blank\" class=\"akvg-src-link\">Press Gazette<\/a>\n <a href=\"https:\/\/www.statista.com\/statistics\/1620335\/top-web-domains-cited-by-llms\/\" target=\"_blank\" class=\"akvg-src-link\">Statista<\/a>\n <\/div>\n <\/div>\n<\/section>\n\n<div class=\"akvg-divider\"><\/div>\n\n<!-- ===== LES DEUX SYSTEMES ===== -->\n<section class=\"akvg-section\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">Understand<\/div>\n <h2 class=\"akvg-h2\">Two systems <span class=\"akvg-hl\">Complementary<\/span><\/h2>\n <p class=\"akvg-intro\">To build authority with Google and AIs, you need to understand and work on two distinct mechanisms. It's by combining them that you get the best results.<\/p>\n <\/div>\n\n <div class=\"akvg-systems\">\n <div class=\"akvg-sys akvg-sys-cyan akvg-reveal-left\">\n <div class=\"akvg-sys-icon\">The Parthenon<\/div>\n <h3>System 1: Entity & Knowledge Graph<\/h3>\n <p>Google's structured system. The goal: for Google to understand WHO you are as an entity (person, company, place). Once you exist in the Knowledge Graph, you get a Knowledge Panel (the panel to the right of Google results).<\/p>\n <ul class=\"akvg-sys-bullets\">\n <li>Be present on 20-30 sites that Google trusts and uses to build Knowledge Graphs.<\/li>\n <li>\u00abPoints of contact\u00bb on high-authority sources (Wikipedia, Wikidata, Crunchbase, etc.)<\/li>\n <li>In 2025-2026, the horizontal Knowledge Panel Cards for businesses are new and easier to trigger.<\/li>\n <li>Google now uses Gemini to generate multi-source descriptions for Knowledge Panels.<\/li>\n <li>Kalicube estimates that Google uses over 200,000 trusted sources to power its panels.<\/li>\n <li>People with a Knowledge Panel quadrupled between June 2023 and June 2024<\/li>\n <li>The number of C-level executives with a panel is exploding, especially in YMYL companies.<\/li>\n <\/ul>\n <div class=\"akvg-tags\">\n <span class=\"akvg-tag\">Wikipedia<\/span>\n <span class=\"akvg-tag\">Wikidata<\/span>\n <span class=\"akvg-tag\">Crunchbase<\/span>\n <span class=\"akvg-tag\">Google Business Profile<\/span>\n <span class=\"akvg-tag\">Schema.org<\/span>\n <span class=\"akvg-tag\">Social profiles<\/span>\n <span class=\"akvg-tag\">Entity Home<\/span>\n <\/div>\n <\/div>\n <div class=\"akvg-sys akvg-sys-gold akvg-reveal-right\">\n <div class=\"akvg-sys-icon\">\ud83d\udce1<\/div>\n <h3>System 2: Recommendations & Mentions<\/h3>\n <p>When Google or an AI doesn't have a perfect and very reliable source on a topic, it explores the web and finds mentions, recommendations, and listicles. This is disconnected from the Knowledge Panel but carries a lot of weight in Local SEO.<\/p>\n <ul class=\"akvg-sys-bullets\">\n <li>Mentions in articles \u00abTop 10 Best...\u00bb, \u00abBest Tool for...\u00bb<\/li>\n <li>Reddit recommendation Threads (Reddit = source #1 for LLMs, 40.1%)<\/li>\n <li>Comparisons, tests, reviews from third-party sites<\/li>\n <li>Forums specialize in discussions on platforms like Quora and Stack Overflow.<\/li>\n <li>LLMs love \u00ablisticles\u00bb: content structured with lists of recommendations<\/li>\n <li>To be mentioned in podcasts, interviews, and press articles that are indexable<\/li>\n <li>Reddit content is used in Google and OpenAI training (60M deal$)<\/li>\n <\/ul>\n <div class=\"akvg-tags\">\n <span class=\"akvg-tag\">Reddit<\/span>\n <span class=\"akvg-tag\">Listicles<\/span>\n <span class=\"akvg-tag\">Forums<\/span>\n <span class=\"akvg-tag\">Comparisons<\/span>\n <span class=\"akvg-tag\">Top 10<\/span>\n <span class=\"akvg-tag\">Notice<\/span>\n <span class=\"akvg-tag\">Digital PR<\/span>\n <\/div>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- ===== TOP SOURCES KG ===== -->\n<section class=\"akvg-section akvg-section-wide\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">Key sources<\/div>\n <h2 class=\"akvg-h2\">Top sources for <span class=\"akvg-hl\">Knowledge Graph<\/span><\/h2>\n <p class=\"akvg-intro\">The sites Google relies on to build and power Knowledge Panels. The goal: to be present on as many of these platforms as possible with consistent information.<\/p>\n <\/div>\n <div class=\"akvg-chips akvg-reveal\">\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#1<\/span><span class=\"akvg-chip-name\">Wikipedia<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#2<\/span><span class=\"akvg-chip-name\">Wikidata<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#3<\/span><span class=\"akvg-chip-name\">Crunchbase<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#4<\/span><span class=\"akvg-chip-name\">Your website<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#5<\/span><span class=\"akvg-chip-name\">Google News<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#6<\/span><span class=\"akvg-chip-name\">LinkedIn<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#7<\/span><span class=\"akvg-chip-name\">YouTube<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#8<\/span><span class=\"akvg-chip-name\">Amazon<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#9<\/span><span class=\"akvg-chip-name\">Spotify<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#10<\/span><span class=\"akvg-chip-name\">ZoomInfo<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#11<\/span><span class=\"akvg-chip-name\">Goodreads<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#12<\/span><span class=\"akvg-chip-name\">Medium<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#13<\/span><span class=\"akvg-chip-name\">Gartner<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#14<\/span><span class=\"akvg-chip-name\">Y Combinator<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#15<\/span><span class=\"akvg-chip-name\">IMDb<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#16<\/span><span class=\"akvg-chip-name\">Trustpilot<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#17<\/span><span class=\"akvg-chip-name\">Glassdoor<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#18<\/span><span class=\"akvg-chip-name\">RocketReach<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#19<\/span><span class=\"akvg-chip-name\">AngelList<\/span><\/div>\n <div class=\"akvg-chip\"><span class=\"akvg-chip-rank\">#20<\/span><span class=\"akvg-chip-name\">G2<\/span><\/div>\n <\/div>\n <div class=\"akvg-reveal\">\n <div class=\"akvg-source-links\">\n <a href=\"https:\/\/kalicube.com\/\" target=\"_blank\" class=\"akvg-src-link\">Kalicube \u2013 Over 200K sources<\/a>\n <a href=\"https:\/\/searchengineland.com\/optimize-company-google-knowledge-panel-453882\" target=\"_blank\" class=\"akvg-src-link\">SEL \u2013 KP Corporate 2025<\/a>\n <a href=\"https:\/\/www.reddit.com\/r\/GrowthHacking\/comments\/wrs6jj\/how_to_get_a_google_knowledge_panel\/\" target=\"_blank\" class=\"akvg-src-link\">Reddit - How to get a KP<\/a>\n <\/div>\n <\/div>\n<\/section>\n\n<div class=\"akvg-divider\"><\/div>\n\n<!-- ===== LE KIT CONCRET ===== -->\n<section class=\"akvg-section\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">The kit<\/div>\n <h2 class=\"akvg-h2\">What we <span class=\"akvg-hl\">deploy<\/span> concretely<\/h2>\n <p class=\"akvg-intro\">The tools, providers, and methods we use in our agency to build our clients' web authority. Accessible solutions that are available on the market.<\/p>\n <\/div>\n\n <div class=\"akvg-toolkit\">\n\n <!-- Social Profiles -->\n <div class=\"akvg-tool akvg-reveal\">\n <div class=\"akvg-tool-icon\">\ud83d\udc65<\/div>\n <div>\n <h3>Bulk Social Profiles<\/h3>\n <p>Creation of 100+ coherent social profiles on major platforms. This is one of the most accessible and cost-effective levers for starting to build your brand.<\/p>\n <ul class=\"akvg-tool-bullets\">\n <li>The more coherent and interconnected social profiles you have, the more Google detects and understands your entity.<\/li>\n <li>Social profiles are displayed directly in Knowledge Panels (links to X, LinkedIn, YouTube, etc.)<\/li>\n <li>There's no need to feed them all manually. The mere fact that they exist, are coherent, and are connected already plays a very important role in structuring the entity.<\/li>\n <li>If possible, automate with AI to create a minimum of activity on each platform<\/li>\n <li>Crucial coherence: same name, same description, same logo, same information everywhere<\/li>\n <li>Horizontal Knowledge Panel Cards in 2025-2026 will make social profiles even more visible<\/li>\n <\/ul>\n <a href=\"https:\/\/seobuilder.com\/\" target=\"_blank\" class=\"akvg-tool-link\">SEOBuilder.com<\/a>\n <\/div>\n <\/div>\n\n <!-- Wikidata -->\n <div class=\"akvg-tool akvg-reveal\">\n <div class=\"akvg-tool-icon\">Files<\/div>\n <div>\n <h3>Wikidata item<\/h3>\n <p>Wikidata is the structured database that Google uses DIRECTLY to power the Knowledge Graph. It's literally the language Google understands best.<\/p>\n <ul class=\"akvg-tool-bullets\">\n <li>Wikidata = the \u00abtechnical sheet\u00bb of your entity in structured data<\/li>\n <li>Google directly pulls information from Wikidata to build Knowledge Panels.<\/li>\n <li>Each Wikidata entity is linked to other entities (relationships, categories, properties).<\/li>\n <li>Check if you already have an entry: go to wikidata.org and search for your name or brand<\/li>\n <li>This is the \u00abmachine\u00bb version of Wikipedia: if Wikipedia is for humans, Wikidata is for algorithms.<\/li>\n <li>A well-filled Wikidata item significantly speeds up the appearance of a Knowledge Panel<\/li>\n <\/ul>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/get-your-companypersonal-profile-listed-on-wikidataorg\" target=\"_blank\" class=\"akvg-tool-link\">Wikidata Provider on Legiit<\/a>\n <a href=\"https:\/\/www.wikidata.org\/\" target=\"_blank\" class=\"akvg-tool-link\">Wikidata.org<\/a>\n <\/div>\n <\/div>\n\n <!-- Wiki Links -->\n <div class=\"akvg-tool akvg-reveal\">\n <div class=\"akvg-tool-icon\">\ud83d\udd17<\/div>\n <div>\n <h3>Pack Wiki Links<\/h3>\n <p>A set of links on mini-wikis and databases that Google recognizes as reliable sources for validating the existence of an entity.<\/p>\n <ul class=\"akvg-tool-bullets\">\n <li>Includes: CrunchBase, WikiAlpha, Fandom, and other mini-wikis recognized by Google<\/li>\n <li>These sources validate the existence of the entity and strengthen the \u00abweb of trust\u00bb around your brand.<\/li>\n <li>Each link is an additional \u00abvote of confidence\u00bb in the Google ecosystem.<\/li>\n <li>These mini-wikis are often among the 200,000+ sources Google uses for its Knowledge Panels.<\/li>\n <li>The more consistent presences you have on these platforms, the stronger your entity becomes.<\/li>\n <\/ul>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/combined-6-powerful-wiki-links-to-boost-rankings\" target=\"_blank\" class=\"akvg-tool-link\">Pack Wiki Links on Legiit<\/a>\n <\/div>\n <\/div>\n\n <!-- Knowledge Panel -->\n <div class=\"akvg-tool akvg-reveal\">\n <div class=\"akvg-tool-icon\">\ud83c\udfc6<\/div>\n <div>\n <h3>Enterprise Knowledge Panel<\/h3>\n <p>The creation of the famous Google sign for your business. It is the most visible and impactful element of the entire strategy.<\/p>\n <ul class=\"akvg-tool-bullets\">\n <li>The Knowledge Panel in 2026 is much more than a box: horizontal cards, attributes, key people, reviews, trust score<\/li>\n <li>Google uses Gemini to combine multi-source descriptions (not just Wikipedia).<\/li>\n <li>Do NOT launch a personal Knowledge Panel + business at the same time. It can create confusion for Google.<\/li>\n <li>If the person already has a personal KG, prioritize the company KG.<\/li>\n <li>Key People (leaders with their own KPs) are now displayed in the corporate panel<\/li>\n <li>The change in \u00abcohort\u00bb in the Knowledge Graph can take a year or more<\/li>\n <li>A Knowledge Panel is a strategic asset: few competitors have structured it properly<\/li>\n <\/ul>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/get-a-verified-google-knowledge-panel-for-you\" target=\"_blank\" class=\"akvg-tool-link\">Knowledge Panel on Legiit<\/a>\n <\/div>\n <\/div>\n\n <!-- GMB -->\n <div class=\"akvg-tool akvg-reveal\">\n <div class=\"akvg-tool-icon\">\ud83d\udccd<\/div>\n <div>\n <h3>Google Business Profile (GMB)<\/h3>\n <p>One of the most accessible ways to enter the Knowledge Graph properly and easily. Anyone can do it, even without prior fame.<\/p>\n <ul class=\"akvg-tool-bullets\">\n <li>GBP directly powers the Knowledge Panel and local results (Maps, etc.)<\/li>\n <li>Validation can take time: sometimes 10+ days, with a possible video step<\/li>\n <li>For the validation video: show the address clearly visible, the premises, an office<\/li>\n <li>It's free and accessible to all businesses<\/li>\n <li>A well-optimized GBP creates synergies with the rest of the strategy<\/li>\n <li>We are exploring methods to accelerate and multiply the effects of GBP<\/li>\n <li>The GBP is NOT a Knowledge Panel (it's a business profile that YOU create), but it contributes strongly to it<\/li>\n <li>Photos, reviews, posts, and Q&As on Google Business Profile enrich the entity.<\/li>\n <\/ul>\n <a href=\"https:\/\/www.google.com\/business\/\" target=\"_blank\" class=\"akvg-tool-link\">Google Business Profile<\/a>\n <\/div>\n <\/div>\n\n <\/div>\n<\/section>\n\n<div class=\"akvg-divider\"><\/div>\n\n<!-- ===== ANNUAIRES ===== -->\n<section class=\"akvg-section\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">Directories<\/div>\n <h2 class=\"akvg-h2\">The distinction <span class=\"akvg-hl\">important<\/span><\/h2>\n <p class=\"akvg-intro\">Not all directories are created equal. There's a fundamental difference between classic SEO directories (backlinks) and directories that feed the Knowledge Graph and entities.<\/p>\n <\/div>\n\n <div class=\"akvg-split akvg-reveal-scale\">\n <div class=\"akvg-split-col\">\n <h3 style=\"color:var(--text-muted);\">Classic SEO Directories<\/h3>\n <p class=\"akvg-split-desc\">Relevant for backlinking, domain authority, and SEO juice. Always useful, but they do NOT work on the Knowledge Graph and Named Entity parts.<\/p>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-m\"><\/span><span style=\"font-size:14px;color:var(--text-muted);\">Generic backlink directories<\/span><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-m\"><\/span><span style=\"font-size:14px;color:var(--text-muted);\">Directories SEO \/ Web Directories<\/span><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-m\"><\/span><span style=\"font-size:14px;color:var(--text-muted);\">Guest posting platforms<\/span><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-m\"><\/span><span style=\"font-size:14px;color:var(--text-muted);\">PBN and private networks<\/span><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-m\"><\/span><span style=\"font-size:14px;color:var(--text-muted);\">Niche thematic directories<\/span><\/div>\n <\/div>\n <div class=\"akvg-vs-badge\">VS<\/div>\n <div class=\"akvg-split-col akvg-highlighted\">\n <h3 style=\"color:var(--cyan-dark);\">High-value entity directories<\/h3>\n <p class=\"akvg-split-desc\">Platforms with verification systems, an official and verified side. Google and AIs love these sources because they are reliable.<\/p>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-c\"><\/span><a href=\"https:\/\/www.pagesjaunes.fr\/\" target=\"_blank\">Yellow Pages <span class=\"akvg-ann-note\">\u2013 historical reference France<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-c\"><\/span><a href=\"https:\/\/www.trustpilot.com\/\" target=\"_blank\">Trustpilot <span class=\"akvg-ann-note\">\u2013 verified reviews, very strong reference<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-c\"><\/span><a href=\"https:\/\/www.yelp.com\/\" target=\"_blank\">Yelp <span class=\"akvg-ann-note\">\u2013 enormous in the US, massively reused by AI<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-c\"><\/span><a href=\"https:\/\/www.tripadvisor.com\/\" target=\"_blank\">TripAdvisor <span class=\"akvg-ann-note\">\u2013 Big ref travel, well-oiled verification<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-y\"><\/span><a href=\"https:\/\/www.mapbox.com\/\" target=\"_blank\">Mapbox <span class=\"akvg-ann-note\">Geographic data used by LLMs<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-y\"><\/span><a href=\"https:\/\/www.openstreetmap.org\/\" target=\"_blank\">OpenStreetMap <span class=\"akvg-ann-note\">\u2013 open source mapping, geographic reference<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-y\"><\/span><a href=\"https:\/\/www.mapquest.com\/\" target=\"_blank\">MapQuest <span class=\"akvg-ann-note\">\u2013 reference US<\/span><\/a><\/div>\n <div class=\"akvg-ann-item\"><span class=\"akvg-dot akvg-dot-y\"><\/span><a href=\"https:\/\/opentripmap.io\/\" target=\"_blank\">OpenTripMap <span class=\"akvg-ann-note\">tourist mapping<\/span><\/a><\/div>\n <\/div>\n <\/div>\n<\/section>\n\n<div class=\"akvg-divider\"><\/div>\n\n<!-- ===== WIKIPEDIA ===== -->\n<section class=\"akvg-section\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">The Grail<\/div>\n <h2 class=\"akvg-h2\">Wikipedia <span class=\"akvg-hl\">the keystone<\/span><\/h2>\n <p class=\"akvg-intro\">Wikipedia is a subject in itself, it's so powerful. It's the most used source by AIs and the one with the most impact on the Knowledge Graph.<\/p>\n <\/div>\n\n <div class=\"akvg-wiki-box akvg-reveal-scale\">\n <div class=\"akvg-wiki-stats\">\n <div class=\"akvg-wiki-stat\">\n <div class=\"akvg-wiki-stat-big\">#1<\/div>\n <small>Most cited source by ChatGPT<br>(47.9% of top quotes)<\/small>\n <\/div>\n <div class=\"akvg-wiki-stat\">\n <div class=\"akvg-wiki-stat-big\">3%<\/div>\n <small>training data<br>from GPT-3 come from Wikipedia<\/small>\n <\/div>\n <div class=\"akvg-wiki-stat\">\n <div class=\"akvg-wiki-stat-big\">50%<\/div>\n <small>top agencies cited by AI<br>have a Wikipedia page (Trackerly.ai)<\/small>\n <\/div>\n <\/div>\n\n <ul class=\"akvg-wiki-list\">\n <li>\n <span class=\"akvg-wiki-ico\">\ud83c\udfaf<\/span>\n <div><strong>Location:<\/strong> Wikipedia is heavily used by ChatGPT and all LLMs. ChatGPT became the number #1 source of traffic to Wikipedia in June 2025 (Similarweb). AIs consult and cite Wikipedia in real-time via RAG.<\/div>\n <\/li>\n <li>\n <span class=\"akvg-wiki-ico\">The Parthenon<\/span>\n <div><strong>Entity :<\/strong> Having a Wikipedia page = a much stronger Knowledge Panel. Sites with a strong Knowledge Panel (including Wikipedia) tend to rank better overall. It's a signal of notoriety, legitimacy, and reliability.<\/div>\n <\/li>\n <li>\n <span class=\"akvg-wiki-ico\">\ud83d\udc8e<\/span>\n <div><strong>Domains Expired:<\/strong> Buying back an expired domain that has a Knowledge Panel is extremely powerful. The Knowledge Panel often \u00absurvives\u00bb the change of ownership, and that's a huge competitive advantage.<\/div>\n <\/li>\n <li>\n <span class=\"akvg-wiki-ico\">Warning<\/span>\n <div><strong>Reality:<\/strong> Creating a Wikipedia page is difficult. It requires notability, independent secondary sources, and adherence to strict editorial rules. We work a lot on this in agencies with expert providers. We improve existing pages, deploy new ones, populate them, and ensure everything runs smoothly.<\/div>\n <\/li>\n <li>\n <span class=\"akvg-wiki-ico\">\ud83d\ude80<\/span>\n <div><strong>Our quest:<\/strong> We're fighting to create a Wikipedia page for the agency for personal branding, even without the \u00abofficial\u00bb notoriety required. It's a long-term challenge but a huge strategic asset. In the meantime, Wikitia, Golden, and CrunchBase are good alternatives.<\/div>\n <\/li>\n <li>\n <span class=\"akvg-wiki-ico\">\ud83d\udcdd<\/span>\n <div><strong>Optimization<\/strong> If you already have a page, make sure it's well-optimized. The first sentences are what Google uses for the Knowledge Panel. Add quality sources, keep the information up-to-date, and make sure you are cited in other Wikipedia articles related to your field.<\/div>\n <\/li>\n <\/ul>\n <div class=\"akvg-source-links\" style=\"margin-top:20px;\">\n <a href=\"https:\/\/wikiconsult.com\/en\/how-to-rank-better-in-chatgpt-using-wikipedia\" target=\"_blank\" class=\"akvg-src-link\">WikiConsult - Wikipedia and LLM Ranking<\/a>\n <a href=\"https:\/\/cybernews.com\/news\/chatgpt-wikipedia-google-reddit\/\" target=\"_blank\" class=\"akvg-src-link\">CyberNews \u2013 ChatGPT & Wikipedia<\/a>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- ===== GEO - DARK BAND ===== -->\n<section class=\"akvg-dark-band\">\n <div class=\"akvg-dark-inner\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\">GEO<\/div>\n <h2 class=\"akvg-h2\">Generative Engine <span style=\"color:var(--cyan);\">Optimization<\/span><\/h2>\n <p class=\"akvg-intro\">Everything that works for the Knowledge Graph overlaps with what works in GEO. E-E-A-T (Experience, Expertise, Authoritativeness, Trustworthiness) signals are central to both. LLMs use RAG: they fetch sources in real-time, and these sources are exactly the ones we mentioned.<\/p>\n <\/div>\n\n <div class=\"akvg-geo-grid\">\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>Multi-source descriptions via Gemini<\/h4>\n <p>Google uses Gemini to combine multiple descriptions from different sources. Wikipedia is losing weight, Google is increasingly drawing from companies' own websites.<\/p>\n <ul>\n <li>The importance of the 'entity home\u00bb on your site is exploding<\/li>\n <li>Optimize your descriptions on ALL platforms<\/li>\n <li>The first sentences count enormously<\/li>\n <\/ul>\n <a href=\"https:\/\/searchengineland.com\/optimize-company-google-knowledge-panel-453882\" target=\"_blank\">Search Engine Land<\/a>\n <\/div>\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>Essential Entity Home<\/h4>\n <p>Your site + schema markup = your source of truth for Google and AI. It's the central page that defines your entity.<\/p>\n <ul>\n <li>Schema markup: Organization, Person, LocalBusiness<\/li>\n <li>Consistent information across all your web presences<\/li>\n <li>Page \u00abAbout\u00bb detailed with history, team, mission<\/li>\n <li>Links to all your official profiles<\/li>\n <\/ul>\n <\/div>\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>Google & Microsoft Patents<\/h4>\n <p>Patents reveal how AIs process entities: multi-page synthesis, hierarchical graphs, authority scoring.<\/p>\n <ul>\n <li>Google treats an entire website as a single LLM input<\/li>\n <li>AI generates a synthesized \u00abcharacterization\u00bb of the entity<\/li>\n <li>Hierarchical structure in a parent\/child graph<\/li>\n <\/ul>\n <a href=\"https:\/\/searchengineland.com\/google-microsoft-patents-geo-468436\" target=\"_blank\">Patent Analysis<\/a>\n <\/div>\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>KP Cards 2025-2026<\/h4>\n <p>Horizontal Knowledge Panel Cards for businesses are new and increasingly easier to trigger.<\/p>\n <ul>\n <li>Top rail horizontal cards = new for businesses<\/li>\n <li>Right rail vertical cards = new in 2025<\/li>\n <li>Filter pills to navigate sub-entities<\/li>\n <li>Key People (C-level with their own KP)<\/li>\n <\/ul>\n <\/div>\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>The GEO is a team sport.<\/h4>\n <p>SEO + content marketing + PR + social media. Signals must come from everywhere to maximize AI visibility.<\/p>\n <ul>\n <li>Digital PR = external validation that LLMs love<\/li>\n <li>LLMs favor recent and updated content<\/li>\n <li>Sources with license agreements (e.g., Reddit\/Google) are preferred<\/li>\n <\/ul>\n <a href=\"https:\/\/www.firebrand.marketing\/2025\/12\/geo-best-practices-2026\/\" target=\"_blank\">GEO 2026 Guide \u2192<\/a>\n <\/div>\n <div class=\"akvg-geo-card akvg-reveal\">\n <h4>Wikipedia page GEO<\/h4>\n <p>The GEO now has its own Wikipedia page. The subject has become mainstream and essential.<\/p>\n <ul>\n <li>RAG = Retrieval-Augmented Generation<\/li>\n <li>LLMs cite 2-7 domains per response<\/li>\n <li>Citation authority replaces backlinks<\/li>\n <li>Visibility score > organic ranking<\/li>\n <\/ul>\n <a href=\"https:\/\/en.wikipedia.org\/wiki\/Generative_engine_optimization\" target=\"_blank\">Wikipedia GEO<\/a>\n <\/div>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- ===== RECAP ===== -->\n<section class=\"akvg-recap\">\n <div class=\"akvg-reveal\">\n <div class=\"akvg-label\" style=\"justify-content:center;\">Recap<\/div>\n <h2 class=\"akvg-recap-big\">Two systems in parallel,<br>a major competitive advantage<\/h2>\n <p class=\"akvg-recap-desc\">The Knowledge Graph is a long-term strategic asset. Very few competitors structure it correctly, and even fewer combine it with a GEO strategy.<\/p>\n <\/div>\n <div class=\"akvg-recap-cols akvg-reveal\">\n <div class=\"akvg-recap-item\">\n <div class=\"akvg-recap-item-icon\">The Parthenon<\/div>\n <strong>Knowledge Graph<\/strong>\n <p>Strategic asset<br>long term<\/p>\n <\/div>\n <div class=\"akvg-recap-item\">\n <div class=\"akvg-recap-item-icon\">\ud83d\udce1<\/div>\n <strong>Recommendations<\/strong>\n <p>Mentions, listicles,<br>Reddit, forums<\/p>\n <\/div>\n <div class=\"akvg-recap-item\">\n <div class=\"akvg-recap-item-icon\">\ud83e\udd16<\/div>\n <strong>GEO<\/strong>\n <p>Prepare for the future<br>generative AI<\/p>\n <\/div>\n <div class=\"akvg-recap-item\">\n <div class=\"akvg-recap-item-icon\">\ud83d\udcc4<\/div>\n <strong>Wikipedia<\/strong>\n <p>The grail of authority<br>for AI<\/p>\n <\/div>\n <\/div>\n<\/section>\n\n<!-- ===== SOURCES FOOTER ===== -->\n<footer class=\"akvg-footer\">\n <div class=\"akvg-footer-inner\">\n <h3>Sources & Useful Links<\/h3>\n <div class=\"akvg-footer-grid\">\n <a href=\"https:\/\/www.visualcapitalist.com\/ranked-the-most-cited-websites-by-ai-models\/\" target=\"_blank\">Visual Capitalist \/ Semrush \u2013 Most Cited Domains<\/a>\n <a href=\"https:\/\/www.seroundtable.com\/chatgpt-google-aio-sources-39578.html\" target=\"_blank\">Profound \u2013 30M citations ChatGPT \/ AIO \/ Perplexity<\/a>\n <a href=\"https:\/\/ahrefs.com\/blog\/most-cited-domains-in-chatgpt\/\" target=\"_blank\">Ahrefs \u2013 Top 100 Domains Cited By ChatGPT<\/a>\n <a href=\"https:\/\/higoodie.com\/blog\/most-cited-domains-in-llms\" target=\"_blank\">Goodie \u2013 5.7M citations, top 50 domains<\/a>\n <a href=\"https:\/\/searchengineland.com\/optimize-company-google-knowledge-panel-453882\" target=\"_blank\">Search Engine Land \u2013 Optimizing Your Corporate KP<\/a>\n <a href=\"https:\/\/searchengineland.com\/guide\/google-knowledge-panel\" target=\"_blank\">Search Engine Land \u2013 Knowledge Panel Guide<\/a>\n <a href=\"https:\/\/searchengineland.com\/google-microsoft-patents-geo-468436\" target=\"_blank\">Search Engine Land \u2013 Google\/Microsoft Patents and GEO<\/a>\n <a href=\"https:\/\/www.wordstream.com\/blog\/google-knowledge-panel\" target=\"_blank\">WordStream \u2013 How to Get a Knowledge Panel<\/a>\n <a href=\"https:\/\/linkjuiceclub.com\/blog\/google-knowledge-panel-guide\/\" target=\"_blank\">Link Juice Club \u2013 2025 Knowledge Panel Guide<\/a>\n <a href=\"https:\/\/wikiconsult.com\/en\/how-to-rank-better-in-chatgpt-using-wikipedia\" target=\"_blank\">WikiConsult - Wikipedia and LLM Ranking<\/a>\n <a href=\"https:\/\/www.perrill.com\/why-is-reddit-cited-in-llms\/\" target=\"_blank\">Perrill \u2013 Why Reddit is cited by LLMs<\/a>\n <a href=\"https:\/\/pressgazette.co.uk\/news\/reddit-claims-top-spot-as-most-cited-domain-in-ai-generated-answers\/\" target=\"_blank\">Press Gazette \u2013 Reddit top cited domain<\/a>\n <a href=\"https:\/\/cybernews.com\/news\/chatgpt-wikipedia-google-reddit\/\" target=\"_blank\">CyberNews \u2013 ChatGPT Wikipedia, AIO Reddit<\/a>\n <a href=\"https:\/\/www.statista.com\/statistics\/1620335\/top-web-domains-cited-by-llms\/\" target=\"_blank\">Statista \u2013 Top web domains cited by LLMs<\/a>\n <a href=\"https:\/\/en.wikipedia.org\/wiki\/Generative_engine_optimization\" target=\"_blank\">Wikipedia \u2013 Generative Engine Optimization<\/a>\n <a href=\"https:\/\/www.firebrand.marketing\/2025\/12\/geo-best-practices-2026\/\" target=\"_blank\">Firebrand \u2013 GEO Best Practices 2026<\/a>\n <a href=\"https:\/\/www.reddit.com\/r\/GrowthHacking\/comments\/wrs6jj\/how_to_get_a_google_knowledge_panel\/\" target=\"_blank\">Reddit - How to Get a Google Knowledge Panel<\/a>\n <a href=\"https:\/\/seobuilder.com\/\" target=\"_blank\">SEOBuilder \u2013 Social Profiles<\/a>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/get-your-companypersonal-profile-listed-on-wikidataorg\" target=\"_blank\">Legiit - Wikidata Item<\/a>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/combined-6-powerful-wiki-links-to-boost-rankings\" target=\"_blank\">Legit \u2013 Pack Wiki Links<\/a>\n <a href=\"https:\/\/legiit.com\/SupremeSEO\/get-a-verified-google-knowledge-panel-for-you\" target=\"_blank\">Legiit - Knowledge Panel<\/a>\n <a href=\"https:\/\/kalicube.com\/\" target=\"_blank\">Kalicube \u2013 Brand SERP optimization<\/a>\n <a href=\"https:\/\/www.rlyl.com\/uk\/tech-media-sources-for-chatgpt-2\/\" target=\"_blank\">RLYL \u2013 Top 100 Tech Media Sources for AI<\/a>\n <\/div>\n <div class=\"akvg-footer-brand\">\n <strong>ASTRAK<\/strong> astrak.agency\n <\/div>\n <\/div>\n<\/footer>\n\n<script>\n\/\/ Scroll reveal\nconst akvgObs = new IntersectionObserver((entries) => {\n entries.forEach(entry => {\n if (entry.isIntersecting) {\n entry.target.classList.add('akvg-visible');\n \/\/ Animate bars\n if (entry.target.id === 'akvgBars') {\n entry.target.querySelectorAll('.akvg-bar-fill').forEach((bar, i) => {\n setTimeout(() => { bar.style.width = bar.dataset.width; }, i * 250);\n });\n }\n }\n });\n}, { threshold: 0.12, rootMargin: '0px 0px -30px 0px' });\n\ndocument.querySelectorAll('.akvg-reveal, .akvg-reveal-left, .akvg-reveal-right, .akvg-reveal-scale').forEach(el => {\n akvgObs.observe(el);\n});\n<\/script>\n<\/body>","protected":false},"excerpt":{"rendered":"<p>Web Authority, Knowledge Graph, Entities & GEO \u2013 Astrak Real, anonymized case study Building Your Web Authority in 2026 Knowledge Graph, Named Entities & GEO: the complete system to exist in Google AND in generative AI responses. Knowledge Graph Named Entities GEO ChatGPT Knowledge Panel Wikipedia Wikidata Scroll The Context Why it's... <a title=\"Qu’est-ce que le Knowledge Graph et pourquoi est-ce important en GEO ?\" class=\"read-more\" href=\"https:\/\/astrak.agency\/en\/quest-ce-que-le-knowledge-graph-et-pourquoi-est-ce-important-en-geo\/\" aria-label=\"Read more about Qu’est-ce que le Knowledge Graph et pourquoi est-ce important en GEO ?\">Read more<\/a><\/p>","protected":false},"author":9,"featured_media":0,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-47055","post","type-post","status-publish","format-standard","hentry","category-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v25.7 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Qu'est-ce que le Knowledge Graph et pourquoi est-ce important en GEO ? - Astrak<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/astrak.agency\/en\/what-is-a-knowledge-graph-and-why-is-it-important-in-geo\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Qu'est-ce que le Knowledge Graph et pourquoi est-ce important en GEO ? - Astrak\" \/>\n<meta property=\"og:description\" content=\"Autorit\u00e9 Web, Knowledge Graph, Entit\u00e9s & GEO – Astrak Cas client reel, anonymise Construire son Autorite Web en 2026 Knowledge Graph, Entites Nommees & GEO : le systeme complet pour exister dans Google ET dans les reponses des IA generatives. 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