{"id":2947,"date":"2026-04-08T11:16:14","date_gmt":"2026-04-08T02:16:14","guid":{"rendered":"https:\/\/jinrai.co.jp\/blog\/2026\/04\/08\/rago-rag-optimization-guide\/"},"modified":"2026-04-15T20:08:23","modified_gmt":"2026-04-15T11:08:23","slug":"rago-rag-optimization-guide","status":"publish","type":"post","link":"https:\/\/jinrai.co.jp\/en\/blog\/2026\/04\/08\/rago-rag-optimization-guide\/","title":{"rendered":"RAGO\uff08RAG Optimization\uff09\u3068\u306f\uff1fAI\u304c\u300c\u98df\u3079\u3084\u3059\u3044\u300d\u30b3\u30f3\u30c6\u30f3\u30c4\u69cb\u9020\u306e\u8a2d\u8a08\u65b9\u6cd5"},"content":{"rendered":"<p><strong>RAGO\uff08RAG Optimization\uff09<\/strong>\u306f\u3001AI\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u304c\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u4ed5\u7d44\u307f\u300cRAG\uff08Retrieval-Augmented Generation\uff09\u300d\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u8a2d\u8a08\u306e\u3053\u3068\u3067\u3059\u30022026\u5e74\u306b\u5165\u3063\u3066\u6025\u901f\u306b\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u6982\u5ff5\u3067\u3001GEO\/AIO\u5bfe\u7b56\u306e\u4e2d\u3067\u3082<strong>\u6700\u3082\u30c6\u30af\u30cb\u30ab\u30eb\u3067\u5373\u52b9\u6027\u306e\u9ad8\u3044\u65bd\u7b56<\/strong>\u3067\u3059\u3002\u7c21\u5358\u306b\u8a00\u3048\u3070\u300cAI\u304cHTML\u3092\u5206\u5272\u3057\u3066\u98df\u3079\u3084\u3059\u3044\u3088\u3046\u306b\u3001\u69cb\u9020\u3092\u6574\u3048\u308b\u30c6\u30af\u30cb\u30c3\u30af\u300d\u3067\u3059\u3002<\/p>\n<div style=\"background:linear-gradient(135deg,#1a1a2e,#16213e);border-radius:14px;padding:28px 24px;margin:28px 0;color:#fff;\">\n<p style=\"font-size:1.15rem;font-weight:900;color:#daa520;margin:0 0 12px;font-family:serif;\">RAGO\u3092\u4e00\u8a00\u3067\u8a00\u3046\u3068<\/p>\n<p style=\"margin:0;font-size:.95rem;line-height:1.9;color:#e8e8e8;\">AI\u691c\u7d22\u306f\u300c\u8cea\u554f\u2192Web\u691c\u7d22\u2192\u95a2\u9023\u30da\u30fc\u30b8\u3092\u53d6\u5f97\u2192<strong style=\"color:#daa520;\">\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\uff08\u5206\u5272\uff09<\/strong>\u2192\u56de\u7b54\u306b\u4f7f\u3048\u308b\u30d1\u30fc\u30c4\u3092\u9078\u5225\u2192\u56de\u7b54\u3092\u751f\u6210\u300d\u3068\u3044\u3046RAG\u30d7\u30ed\u30bb\u30b9\u3067\u52d5\u304f\u3002RAGO\u3068\u306f<strong style=\"color:#daa520;\">\u3053\u306e\u300c\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u300d\u3067\u81ea\u793e\u306e\u60c5\u5831\u304c\u6b63\u3057\u304f\u5206\u5272\u30fb\u9078\u5225\u3055\u308c\u308b<\/strong>\u3088\u3046\u306b\u3001HTML\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u69cb\u9020\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3002<\/p>\n<\/div>\n<h2>\u306a\u305cRAGO\u304c2026\u5e74\u306e\u91cd\u8981\u30ad\u30fc\u30ef\u30fc\u30c9\u306a\u306e\u304b<\/h2>\n<div style=\"background:#f8f6f2;border:1px solid #e8e3dc;border-radius:10px;padding:14px 18px;margin:12px 0 20px;\">\n<p style=\"font-weight:700;font-size:.78rem;color:#b8860b;margin:0 0 4px;\">\u8981\u70b9<\/p>\n<p style=\"font-size:.85rem;line-height:1.8;margin:0;color:#444;\">GEO\/AIO\/LLMO\u306f\u30de\u30fc\u30b1\u30bf\u30fc\u306e\u8a00\u8449\u3001RAGO\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u8a00\u8449\u2014\u2014\u6307\u3057\u3066\u3044\u308b\u3053\u3068\u306f\u540c\u3058\u3067\u3059\u304c\u3001RAGO\u306f\u300c\u6280\u8853\u7684\u306b\u4f55\u3092\u5b9f\u88c5\u3059\u3079\u304d\u304b\u300d\u3092\u6700\u3082\u6b63\u78ba\u306b\u8868\u3059\u6982\u5ff5\u3067\u3059\u3002<\/p>\n<\/div>\n<p>AI\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\uff08Google AI Mode\u3001ChatGPT\u3001Perplexity\u7b49\uff09\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066Web\u4e0a\u306e\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u53d6\u5f97\u3057\u305f\u30da\u30fc\u30b8\u3092\u30c1\u30e3\u30f3\u30af\uff08\u65ad\u7247\uff09\u306b\u5206\u5272\u3057\u3001\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c1\u30e3\u30f3\u30af\u3092\u9078\u3093\u3067\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u304c<strong>RAG\uff08Retrieval-Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/strong>\u3067\u3059\u3002<\/p>\n<p>\u554f\u984c\u306f\u3001<strong>HTML\u306e\u69cb\u9020\u304c\u60aa\u3044\u3068\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u304c\u5931\u6557\u3059\u308b<\/strong>\u3053\u3068\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u898b\u51fa\u3057\u306e\u306a\u3044div\u3060\u3051\u306e\u30da\u30fc\u30b8\u30011\u3064\u306eH2\u306b\u8907\u6570\u306e\u30c8\u30d4\u30c3\u30af\u304c\u6df7\u5728\u3059\u308b\u30da\u30fc\u30b8\u3001\u91cd\u8981\u306a\u60c5\u5831\u304cCSS\u3067\u88c5\u98fe\u3055\u308c\u305fdiv\u306e\u4e2d\u306b\u57cb\u3082\u308c\u3066\u3044\u308b\u30da\u30fc\u30b8\u2014\u2014\u3053\u308c\u3089\u306fAI\u306b\u3068\u3063\u3066\u300c\u30ce\u30a4\u30ba\u306e\u584a\u300d\u3067\u3042\u308a\u3001\u6b63\u3057\u304f\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<h2>RAGO\u5bfe\u7b56\u306e\u5b9f\u8df5\u2014\u2014AI\u304c\u300c\u98df\u3079\u3084\u3059\u3044\u300dHTML\u306e\u66f8\u304d\u65b9<\/h2>\n<div style=\"background:#f8f6f2;border:1px solid #e8e3dc;border-radius:10px;padding:14px 18px;margin:12px 0 20px;\">\n<p style=\"font-weight:700;font-size:.78rem;color:#b8860b;margin:0 0 4px;\">\u8981\u70b9<\/p>\n<p style=\"font-size:.85rem;line-height:1.8;margin:0;color:#444;\">AI\u304c\u60c5\u5831\u3092\u6b63\u3057\u304f\u5206\u5272\u30fb\u62bd\u51fa\u3059\u308b\u305f\u3081\u306b\u3001\u300c1\u3064\u306eH2 = 1\u3064\u306e\u30c8\u30d4\u30c3\u30af\u300d\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afHTML\u30bf\u30b0\u3092\u4f7f\u3046\u300d\u300c\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3067\u30e1\u30bf\u60c5\u5831\u3092\u63d0\u4f9b\u3059\u308b\u300d\u306e3\u539f\u5247\u3092\u5b88\u3063\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div>\n<h3>\u539f\u52471\uff1a1\u3064\u306eH2 = 1\u3064\u306e\u30c8\u30d4\u30c3\u30af<\/h3>\n<div style=\"display:grid;grid-template-columns:1fr 1fr;gap:0;margin:20px 0;border:1px solid #e8e3dc;border-radius:10px;overflow:hidden;\">\n<div style=\"padding:16px;background:#fdf2f2;\">\n<p style=\"font-weight:700;font-size:.78rem;color:#c0392b;margin:0 0 8px;\">\u274c Bad\uff1aAI\u304c\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306b\u5931\u6557<\/p>\n<p style=\"font-size:.82rem;line-height:1.6;margin:0;font-family:monospace;color:#555;\">&lt;h2&gt;AIO\u5bfe\u7b56\u3068\u8cbb\u7528\u306b\u3064\u3044\u3066&lt;\/h2&gt;<br \/>&lt;p&gt;AIO\u5bfe\u7b56\u3068\u306f&hellip;\uff08\u5b9a\u7fa9\u306e\u8aac\u660e\uff09&lt;\/p&gt;<br \/>&lt;p&gt;\u8cbb\u7528\u306f\u6708\u984d5\u4e07\u5186\u301c&hellip;\uff08\u8cbb\u7528\u306e\u8aac\u660e\uff09&lt;\/p&gt;<\/p>\n<p style=\"font-size:.72rem;color:#c0392b;margin:8px 0 0;\">\u2192 1\u3064\u306eH2\u306b2\u3064\u306e\u30c8\u30d4\u30c3\u30af\u304c\u6df7\u5728\u3002AI\u306f\u300c\u5b9a\u7fa9\u300d\u3068\u300c\u8cbb\u7528\u300d\u3092\u6b63\u3057\u304f\u5206\u96e2\u3067\u304d\u306a\u3044<\/p>\n<\/div>\n<div style=\"padding:16px;background:#e8f6f3;\">\n<p style=\"font-weight:700;font-size:.78rem;color:#0e6655;margin:0 0 8px;\">\u2705 Good\uff1aAI\u304c\u6b63\u78ba\u306b\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0<\/p>\n<p style=\"font-size:.82rem;line-height:1.6;margin:0;font-family:monospace;color:#555;\">&lt;h2&gt;AIO\u5bfe\u7b56\u3068\u306f&lt;\/h2&gt;<br \/>&lt;p&gt;AIO\u5bfe\u7b56\u3068\u306f&hellip;&lt;\/p&gt;<br \/>&lt;h2&gt;AIO\u5bfe\u7b56\u306e\u8cbb\u7528\u76f8\u5834&lt;\/h2&gt;<br \/>&lt;p&gt;\u8cbb\u7528\u306f\u6708\u984d5\u4e07\u5186\u301c&hellip;&lt;\/p&gt;<\/p>\n<p style=\"font-size:.72rem;color:#0e6655;margin:8px 0 0;\">\u2192 1\u3064\u306eH2 = 1\u3064\u306e\u30c8\u30d4\u30c3\u30af\u3002AI\u306f\u5404\u30bb\u30af\u30b7\u30e7\u30f3\u3092\u72ec\u7acb\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3068\u3057\u3066\u6b63\u78ba\u306b\u51e6\u7406<\/p>\n<\/div>\n<\/div>\n<h3>\u539f\u52472\uff1a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30afHTML\u30bf\u30b0\u3092\u4f7f\u3046<\/h3>\n<p>AI\u306fDOM\u30c4\u30ea\u30fc\u306e\u69cb\u9020\u3092\u89e3\u6790\u3057\u307e\u3059\u3002div\u3060\u3089\u3051\u306e\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u306f\u300c\u30ce\u30a4\u30ba\u306e\u584a\u300d\u3067\u3059\u3002<\/p>\n<div style=\"background:#1a1a2e;border-radius:10px;padding:20px;margin:20px 0;\">\n<p style=\"color:#daa520;font-weight:700;font-size:.82rem;margin:0 0 8px;\">\ud83d\udca1 AI\u306b\u512a\u3057\u3044HTML\u69cb\u9020<\/p>\n<p style=\"color:#e8e8e8;font-size:.82rem;line-height:1.8;margin:0;font-family:monospace;\">&lt;article&gt;<br \/>&nbsp;&nbsp;&lt;h1&gt;\u30da\u30fc\u30b8\u306e\u30e1\u30a4\u30f3\u30bf\u30a4\u30c8\u30eb&lt;\/h1&gt;<br \/>&nbsp;&nbsp;&lt;section&gt;<br \/>&nbsp;&nbsp;&nbsp;&nbsp;&lt;h2&gt;\u30bb\u30af\u30b7\u30e7\u30f31\u306e\u30bf\u30a4\u30c8\u30eb&lt;\/h2&gt;<br \/>&nbsp;&nbsp;&nbsp;&nbsp;&lt;p&gt;\u30a2\u30f3\u30b5\u30fc\u30ab\u30d7\u30bb\u30eb\uff08120\u301c150\u5b57\u306e\u76f4\u63a5\u56de\u7b54\uff09&lt;\/p&gt;<br \/>&nbsp;&nbsp;&nbsp;&nbsp;&lt;p&gt;\u8a73\u7d30\u306a\u89e3\u8aac&hellip;&lt;\/p&gt;<br \/>&nbsp;&nbsp;&lt;\/section&gt;<br \/>&nbsp;&nbsp;&lt;section&gt;<br \/>&nbsp;&nbsp;&nbsp;&nbsp;&lt;h2&gt;\u30bb\u30af\u30b7\u30e7\u30f32\u306e\u30bf\u30a4\u30c8\u30eb&lt;\/h2&gt;<br \/>&nbsp;&nbsp;&nbsp;&nbsp;&lt;p&gt;&hellip;&lt;\/p&gt;<br \/>&nbsp;&nbsp;&lt;\/section&gt;<br \/>&lt;\/article&gt;<\/p>\n<\/div>\n<p><strong>article \u2192 section \u2192 h2 \u2192 p<\/strong> \u3068\u3044\u3046\u968e\u5c64\u69cb\u9020\u304c\u3001AI\u306b\u3068\u3063\u3066\u6700\u3082\u7406\u89e3\u3057\u3084\u3059\u3044\u30de\u30fc\u30af\u30a2\u30c3\u30d7\u3067\u3059\u3002<a href=\"\/en\/blog\/wordpress-geo-taisaku\/\">WordPress\u306eGEO\u5bfe\u7b56\u30ac\u30a4\u30c9<\/a>\u3067CMS\u30ec\u30d9\u30eb\u3067\u306e\u5b9f\u88c5\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u539f\u52473\uff1a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff08JSON-LD\uff09\u3067\u30e1\u30bf\u60c5\u5831\u3092\u63d0\u4f9b<\/h3>\n<p>\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u300c\u3053\u306e\u30da\u30fc\u30b8\u306e\u60c5\u5831\u306e\u7a2e\u985e\u3068\u95a2\u4fc2\u6027\u300d\u3092AI\u306b\u660e\u793a\u7684\u306b\u4f1d\u3048\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<a 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