{"id":24394,"date":"2026-05-21T04:26:57","date_gmt":"2026-05-21T04:26:57","guid":{"rendered":"https:\/\/capston.ai\/multi-engine-geo-scorecard\/"},"modified":"2026-05-21T04:29:36","modified_gmt":"2026-05-21T04:29:36","slug":"multi-engine-geo-scorecard","status":"publish","type":"page","link":"https:\/\/capston.ai\/fr\/multi-engine-geo-scorecard\/","title":{"rendered":"Multi-Engine GEO Scorecard 2026 \u2014 Mesurez vos 4 engines s\u00e9par\u00e9ment"},"content":{"rendered":"\n<div class=\"wp-block-group lp-hero has-dark-background-color is-layout-flow wp-block-group-is-layout-flow\">\n\n<h1 class=\"wp-block-heading\">75% des sources cit\u00e9es diff\u00e8rent entre ChatGPT et Perplexity. Vous mesurez les 4 engines s\u00e9par\u00e9ment ?<\/h1>\n\n\n<p class=\"lp-subhead wp-block-paragraph\">Le scorecard 20-points bas\u00e9 sur Chen et al. 2025 (Toronto) + Zhang et al. 2026 (Citation Absorption)<\/p>\n\n\n<p class=\"wp-block-paragraph\"><strong>En 25 minutes, vous savez sur quels engines vous gagnez, sur lesquels vous perdez, et o\u00f9 allouer votre budget GEO pour les 12 prochains mois.<\/strong><\/p>\n\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">Ce que vous obtenez<\/h2>\n\n\n<ul class=\"wp-block-list\">\n<li>Le scorecard 20-points : 5 m\u00e9triques cl\u00e9s par engine (ChatGPT, <a href=\"https:\/\/capston.ai\/fr\/ai-overviews-serp-2025-impact\/\">Perplexity<\/a>, Claude, Google AI Overview \/ Gemini)<\/li>\n<li>Les profils arch\u00e9typaux de chaque engine selon Chen et al. 2025 \u2014 citation rate, mean influence, source diversity<\/li>\n<li>La budget allocation matrix par buyer persona : B2B SaaS, D2C, Professional Services, Enterprise B2B<\/li>\n<li>Le guide d\u2019interpr\u00e9tation : de \u00ab\u00a0Invisible\u00a0\u00bb (0-5 pts) \u00e0 \u00ab\u00a0Multi-engine winner\u00a0\u00bb (16-20 pts)<\/li>\n<li>Les 5 erreurs qui font manquer 75% du march\u00e9 AI Search<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-group lp-form-section is-layout-flow wp-block-group-is-layout-flow\">\n\n<h2 class=\"wp-block-heading\">T\u00e9l\u00e9charger gratuitement<\/h2>\n\n\n<div class=\"lp-form-placeholder\" data-form-id=\"lm-04\">\n  <form class=\"lp-download-form\" method=\"post\" action=\"\/wp-json\/capstonai\/v1\/lead-magnet\">\n    <input type=\"hidden\" name=\"magnet_id\" value=\"04\">\n    <div class=\"form-field\"><label>Email professionnel *<\/label><input type=\"email\" name=\"email\" required placeholder=\"vous@entreprise.com\"><\/div>\n    <div class=\"form-field\"><label>Nom de votre marque *<\/label><input type=\"text\" name=\"brand_name\" required placeholder=\"Nom de votre entreprise\"><\/div>\n    <div class=\"form-field\"><label>Votre profil acheteur *<\/label><select name=\"buyer_persona\" required><option value=\"\" disabled selected>Choisissez votre profil<\/option><option value=\"b2b-saas\">B2B SaaS (CTO \/ CMO)<\/option><option value=\"d2c\">D2C \u2014 Consommateur final<\/option><option value=\"professional-services\">Services professionnels (PME)<\/option><option value=\"enterprise\">Enterprise B2B (VP \/ C-suite)<\/option><\/select><\/div>\n    <button type=\"submit\" class=\"lp-cta-btn\">T\u00e9l\u00e9charger le scorecard + budget allocation matrix (PDF)<\/button>\n  <\/form>\n  <p class=\"form-note\"><small>\ud83d\udd12 Pas de spam. Livraison imm\u00e9diate + suivi max.<\/small><\/p>\n<\/div>\n\n<\/div>\n\n\n<div class=\"wp-block-group lp-proof is-layout-flow wp-block-group-is-layout-flow\">\n\n<h3 class=\"wp-block-heading\">Le chiffre que vos comp\u00e9titeurs ignorent<\/h3>\n\n\n<p class=\"wp-block-paragraph\">Chen et al. 2025 : Jaccard overlap inter-engine typiquement <strong>0.10-0.25<\/strong> \u2014 soit 75-90% des sources cit\u00e9es qui diff\u00e8rent. Optimiser pour \u00ab\u00a0l\u2019AI Search\u00a0\u00bb comme un monolithe est statistiquement absurde.<\/p>\n\n\n<p class=\"wp-block-paragraph\"><em>Source : arXiv:2509.08919<\/em> \u2192 <a href=\"https:\/\/capston.ai\/geo-scientific-research-2026\/\">Cartographie compl\u00e8te des recherches GEO 2026<\/a><\/p>\n\n<\/div>\n\n\n<p class=\"lp-cross-cta wp-block-paragraph\"><em>Vous \u00eates une niche brand ? \u2192 <a href=\"https:\/\/capston.ai\/niche-brand-breakthrough-playbook\/\">Niche Brand Breakthrough Playbook \u2014 plan 12 semaines<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>75% des sources cit\u00e9es diff\u00e8rent entre ChatGPT et Perplexity. Vous mesurez les 4 engines s\u00e9par\u00e9ment ? Le scorecard 20-points bas\u00e9 sur Chen et al. 2025 (Toronto) + Zhang et al. 2026 (Citation Absorption) En 25 minutes, vous savez sur quels engines vous gagnez, sur lesquels vous perdez, et o\u00f9 allouer votre budget GEO pour les [&hellip;]<\/p>\n","protected":false},"author":30,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":"","rank_math_title":"","rank_math_description":"","rank_math_focus_keyword":""},"class_list":["post-24394","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/pages\/24394","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/users\/30"}],"replies":[{"embeddable":true,"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/comments?post=24394"}],"version-history":[{"count":1,"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/pages\/24394\/revisions"}],"predecessor-version":[{"id":24399,"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/pages\/24394\/revisions\/24399"}],"wp:attachment":[{"href":"https:\/\/capston.ai\/fr\/wp-json\/wp\/v2\/media?parent=24394"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}