{"id":922,"date":"2026-03-24T14:32:08","date_gmt":"2026-03-24T05:32:08","guid":{"rendered":"https:\/\/shwat.jp\/ultra\/marketing-aix\/?p=922"},"modified":"2026-03-24T14:32:37","modified_gmt":"2026-03-24T05:32:37","slug":"rag","status":"publish","type":"post","link":"https:\/\/shwat.jp\/ultra\/marketing-aix\/rag\/","title":{"rendered":"RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f\u57fa\u672c\u77e5\u8b58\u3084LLMO\u3068\u306e\u95a2\u4fc2\u3092\u89e3\u8aac"},"content":{"rendered":"\n<p>\u8fd1\u5e74\u306eChatGPT\u3084Google\u691c\u7d22\u306eAI Overviews\u306e\u666e\u53ca\u306b\u4f34\u3063\u3066\u3001\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210, Retrieval-Augmented Generation\uff09\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u8033\u306b\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n<p>RAG\u3068\u306f\u3001AI\uff08LLM\uff09\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u3001\u5916\u90e8\u306e\u6587\u66f8\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u306e\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>AI\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u53d6\u308a\u5165\u308c\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u3001AI\u691c\u7d22\u3078\u306e\u6700\u9069\u5316\uff08LLMO\uff09\u304c\u5fc5\u8981\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u304b\u3089\u5fc5\u9808\u3068\u3082\u3044\u3048\u308bAI\u306e\u57fa\u790e\u77e5\u8b58\u3068\u8a00\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u6642\u4ee3\u306b\u5fc5\u305a\u77e5\u3063\u3066\u304a\u304f\u3079\u304dRAG\u306e\u57fa\u672c\u77e5\u8b58\u304b\u3089\u3001\u305d\u306e\u6210\u529f\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3001AI\u691c\u7d22\u6700\u9069\u5316\uff08LLMO\/GEO\uff09\u3068\u306e\u95a2\u4fc2\u307e\u3067\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305c\u3072\u3054\u4e00\u8aad\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"422\">\n<div class=\"seocta_wrapper\">\n  <div class=\"cta_contents\">\n    <div class=\"cta_head\">\n      <div class=\"cta_left\">\n        <div class=\"cta_ttl\">LLMO\uff08GEO\/AIO\uff09\u7121\u6599\u8a3a\u65ad\u5b9f\u65bd\u4e2d\uff01<\/div>\n        <ul>\n          <li class=\"list\">\u72ec\u81ea\u958b\u767a\u306e<span class=\"bold\">LLMO\u5206\u6790\u30c4\u30fc\u30eb<\/span>\u3092\u6d3b\u7528<\/li>\n          <li class=\"list\">\u56fd\u5185\u4ed6\u793e\u306b\u306f\u3067\u304d\u306a\u3044\u8a73\u7d30\u306a<span class=\"bold\">AI\u53ef\u8996\u6027\uff08\u3069\u308c\u3060\u3051AI\u306b\u8a00\u53ca\u30fb\u63a8\u5968\u30fb\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u304b\uff09\u5206\u6790<\/span>\u304c\u53ef\u80fd<\/li>\n          <li class=\"list\">\u73fe\u72b6\u306eLLMO\u5bfe\u7b56\u306e\u8ab2\u984c\u3068\u3001\u512a\u5148\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u65bd\u7b56\u304c\u307e\u308b\u308f\u304b\u308a<\/li>\n        <\/ul>\n      <\/div>\n      <div class=\"cta_right\"><img decoding=\"async\" src=\"http:\/\/seo-writing-professionals.com\/marketing-aix\/wp-content\/uploads\/2025\/11\/\u540d\u79f0\u672a\u8a2d\u5b9a\u306e\u30c7\u30b6\u30a4\u30f3-19.png\" alt=\"\"><\/div>\n\t<\/div>\n    <p>\u73fe\u5728\u3001AI\u691c\u7d22\u6642\u4ee3\u3078\u306e\u5bfe\u5fdc\u3084LLMO\u5bfe\u7b56\u306b\u3064\u3044\u3066\u3001\u304a\u8003\u3048\u3067\u3057\u305f\u3089\u305c\u3072\u5f0a\u793e\u306eLLMO\u7121\u6599\u8a3a\u65ad\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u72ec\u81ea\u958b\u767a\u306eLLMO\u5206\u6790\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u8a73\u7d30\u306a\u5206\u6790\u3092\u5b9f\u65bd\u3002\u56fd\u5185\u4f01\u696d\u3067\u306f\u73fe\u72b6\u4e0d\u53ef\u80fd\u306a\u9ad8\u5ea6\u306aAI\u53ef\u8996\u6027\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002\u4e3b\u8981\u306aAI\uff08ChatGPT, Google Ai Overviews\u7b49\uff09\u306b\u304a\u3051\u308b\u7af6\u5408\u6bd4\u8f03\u3084\u73fe\u72b6\u306eLLMO\u5bfe\u7b56\u306e\u8ab2\u984c\u3068\u3001\u512a\u5148\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u65bd\u7b56\u306e\u53ef\u8996\u5316\u3092\u3044\u305f\u3057\u307e\u3059\u3002\u305c\u3072\u4e0b\u8a18\u3088\u308a\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\t  <a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/contact\/\" target=\"_blank\" class=\"cta_btn center\" rel=\"noopener\">\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/a>\n  <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-swl-main-thin-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-left u-mb-ctrl u-mb-10 has-black-color has-text-color has-link-color wp-elements-fec31c4c7408937e7c8fee6b1d7e53be\"><strong>\u30b7\u30e5\u30ef\u30c3\u30c8\u682a\u5f0f\u4f1a\u793e<span class=\"swl-inline-color has-black-color\">\u306e<\/span><\/strong><span class=\"swl-inline-color has-black-color\"><strong>LLMO<\/strong><\/span><span class=\"swl-inline-color has-black-color\"><strong>\u5bfe\u7b56\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u3092\u30c1\u30a7\u30c3\u30af<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u793e\u306eLLMO\u3092\u8a3a\u65ad\u3057\u305f\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/free-llmo-diagnosis\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/free-llmo-diagnosis\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u7121\u6599\u8a3a\u65ad\u3092\u4f9d\u983c\u3059\u308b<\/a>\u300d<\/strong><\/li>\n\n\n\n<li><strong>\u5c02\u9580\u5bb6\u306b\u4f34\u8d70\u652f\u63f4\u3057\u3066\u307b\u3057\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/llmo-consulting\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/llmo-consulting\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\u300d<\/strong><\/li>\n\n\n\n<li><strong>LLMO\u3092\u52d5\u753b\u3067\u5b66\u3073\u305f\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/seminar\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/seminar\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u30a6\u30a7\u30d3\u30ca\u30fc<\/a>\u300d<\/strong><\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\"><strong>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f<\/strong><\/h2>\n\n\n\n<p>RAG\uff08\u30e9\u30b0\uff09\u3068\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u304c\u6301\u3064\u77e5\u8b58\u3092\u3001\u5916\u90e8\u306e\u60c5\u5831\u6e90\u3092\u7528\u3044\u3066\u62e1\u5f35\u3057\u3001\u3088\u308a\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u6700\u65b0\u306e\u60c5\u5831\u3092\u53cd\u6620\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u7684\u306a\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300cRetrieval-Augmented Generation\u300d\u306e\u7565\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u8a33\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7c21\u5358\u306b\u3044\u3046\u3068\u3001<strong>AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u969b\u306b\u3001\u300c\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u3092\u898b\u306a\u304c\u3089\u30c6\u30b9\u30c8\u306b\u7b54\u3048\u308b\u300d\u3088\u3046\u306a\u4ed5\u7d44\u307f<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u8a73\u3057\u304f\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f<\/strong><\/h3>\n\n\n\n<p>RAG\u306e\u52d5\u4f5c\u306f\u3001LLM\u304c\u56de\u7b54\u3092\u300c\u751f\u6210\uff08Generation\uff09\u300d\u3059\u308b\u524d\u306b\u3001\u5916\u90e8\u304b\u3089\u60c5\u5831\u3092\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u3066\u56de\u7b54\u3092\u300c\u62e1\u5f35\uff08Augmented\uff09\u300d\u3059\u308b\u3068\u3044\u3046\u3001\u540d\u524d\u901a\u308a\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list -list-under-dashed is-style-num_circle\">\n<li><strong>\u691c\u7d22 (Retrieval)<\/strong><br>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u8cea\u554f\u3084\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u304c\u5165\u529b\u3055\u308c\u308b\u3068\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u307e\u305a\u3001\u305d\u306e\u8cea\u554f\u306e\u610f\u56f3\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u3001\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3055\u308c\u305f\u5916\u90e8\u306e\u60c5\u5831\u6e90\uff08\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u793e\u5185\u6587\u66f8\u3001Web\u30b5\u30a4\u30c8\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306a\u3069\uff09\u304b\u3089\u691c\u7d22\u3057\u307e\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u5358\u306a\u308b\u30ad\u30fc\u30ef\u30fc\u30c9\u4e00\u81f4\u3060\u3051\u3067\u306a\u304f\u3001\u6587\u8108\u3084\u610f\u5473\u306e\u8fd1\u3055\u3067\u691c\u7d22\u3055\u308c\u308b\u300c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u300d\u3068\u3044\u3046\u6280\u8853\u3082\u4f7f\u308f\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u62e1\u5f35 (Augmented)<\/strong><br>\u691c\u7d22\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u305f\u95a2\u9023\u60c5\u5831\u3092\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5143\u306e\u8cea\u554f\u3084\u6307\u793a\u3068\u7d44\u307f\u5408\u308f\u305b\u3001LLM\u3078\u306e\u65b0\u3057\u3044\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\uff08\u3053\u3053\u306b\u691c\u7d22\u3067\u898b\u3064\u3051\u305f\u60c5\u5831\uff09\u3068\u3044\u3046\u60c5\u5831\u3092\u53c2\u8003\u306b\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\uff08\u5143\u306e\u8cea\u554f\uff09\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3063\u305f\u5f62\u306b\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u300c\u62e1\u5f35\u300d\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u751f\u6210 (Generation)<\/strong><br>\u62e1\u5f35\u3055\u308c\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u53d7\u3051\u53d6\u3063\u305fLLM\u306f\u3001\u691c\u7d22\u3067\u5f97\u3089\u308c\u305f\u5177\u4f53\u7684\u306a\u60c5\u5831\u3092\u300c\u6839\u62e0\u300d\u3068\u3057\u3066\u53c2\u7167\u3057\u306a\u304c\u3089\u3001\u6700\u7d42\u7684\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001LLM\u304c\u5143\u3005\u6301\u3063\u3066\u3044\u306a\u3044\u77e5\u8b58\uff08\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u60c5\u5831\uff09\u3067\u3042\u3063\u3066\u3082\u3001\u6b63\u78ba\u306b\u56de\u7b54\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"900\" height=\"500\" src=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-content\/uploads\/2026\/03\/image-1.png\" alt=\"RAG\u306e\u51e6\u7406\u30d5\u30ed\u30fc\u56f3\" class=\"wp-image-923\" srcset=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-content\/uploads\/2026\/03\/image-1.png 900w, https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-content\/uploads\/2026\/03\/image-1-300x167.png 300w, https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-content\/uploads\/2026\/03\/image-1-768x427.png 768w\" sizes=\"(max-width: 900px) 100vw, 900px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u306a\u305c\u4ecaRAG\u304c\u6ce8\u76ee\u3055\u308c\u3066\u3044\u308b\u306e\u304b\uff1f<\/h3>\n\n\n\n<p>RAG\u304c\u6025\u901f\u306b\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u80cc\u666f\u306b\u306f\u3001ChatGPT\u3084Google\u306eAI Overviews\u3068\u3044\u3063\u305f\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306e\u7206\u767a\u7684\u306a\u666e\u53ca\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u4f7f\u308f\u308c\u308bLLM\u306f\u975e\u5e38\u306b\u9ad8\u6027\u80fd\u3067\u3059\u304c\u3001\u5358\u4f53\u3067\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list -list-under-dashed\">\n<li><strong>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u60c5\u5831\u306e\u634f\u9020\uff09<\/strong><br>LLM\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u306a\u3044\u60c5\u5831\u3084\u3001\u66d6\u6627\u306a\u77e5\u8b58\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u308b\u3068\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u304b\u306a\u3044\u300c\u305d\u308c\u3089\u3057\u3044\u5618\u300d\u306e\u60c5\u5831\u3092\u81ea\u4fe1\u3092\u6301\u3063\u3066\u751f\u6210\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001LLM\u304c\u78ba\u7387\u306b\u57fa\u3065\u3044\u3066\u300c\u6b21\u306b\u6765\u308b\u53ef\u80fd\u6027\u304c\u6700\u3082\u9ad8\u3044\u5358\u8a9e\u300d\u3092\u4e88\u6e2c\u3057\u7d9a\u3051\u308b\u3068\u3044\u3046\u4ed5\u7d44\u307f\u306b\u8d77\u56e0\u3057\u307e\u3059\u3002\u5b9f\u969b\u3001<a href=\"https:\/\/developers.googleblog.com\/en\/vertex-ai-rag-engine-a-developers-tool\/\">Google<\/a>\u3084<a href=\"https:\/\/blogs.nvidia.com\/blog\/what-is-retrieval-augmented-generation\/\">NVIDIA<\/a>\u306a\u3069\u306e\u4e3b\u8981\u306aAI\u958b\u767a\u4f01\u696d\u306b\u304a\u3044\u3066\u3082\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092AI\u6d3b\u7528\u306e\u4e3b\u8981\u306a\u969c\u58c1\u3068\u3057\u3066\u8a8d\u3081\u3001\u305d\u306e\u89e3\u6c7a\u7b56\u3068\u3057\u3066RAG\u306e\u4ed5\u7d44\u307f\u3084\u5c0e\u5165\u4e8b\u4f8b\u304c\u7d39\u4ecb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u5831\u306e\u6700\u65b0\u6027\uff08\u30ca\u30ec\u30c3\u30b8\u30fb\u30ab\u30c3\u30c8\u30aa\u30d5\uff09<\/strong><br>LLM\u306f\u3001\u7279\u5b9a\u306e\u6642\u70b9\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u4ee5\u964d\u306e\u6700\u65b0\u60c5\u5831\uff08\u4f8b\uff1a\u6628\u65e5\u306e\u30cb\u30e5\u30fc\u30b9\u3001\u6700\u65b0\u306e\u88fd\u54c1\u60c5\u5831\u3001\u6700\u65b0\u306e\u6cd5\u5f8b\uff09\u306b\u3064\u3044\u3066\u306e\u77e5\u8b58\u3092\u6301\u3063\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n\n\n\n<li><strong>\u5c02\u9580\u6027\u30fb\u5185\u90e8\u60c5\u5831\u306e\u6b20\u5982<\/strong><br>\u5b66\u7fd2\u30c7\u30fc\u30bf\u306b\u542b\u307e\u308c\u306a\u3044\u3001\u7279\u5b9a\u306e\u4f01\u696d\u3084\u696d\u754c\u306e\u5185\u90e8\u60c5\u5831\u3001\u5c02\u9580\u7684\u306a\u30cb\u30c3\u30c1\u77e5\u8b58\u306b\u306f\u5bfe\u5fdc\u3067\u304d\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n\n\n\n<p>RAG\u306f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u767b\u5834\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>LLM\u81ea\u4f53\u3092\u30bc\u30ed\u304b\u3089\u518d\u5b66\u7fd2\u3055\u305b\u308b\uff08\u81a8\u5927\u306a\u30b3\u30b9\u30c8\u3068\u6642\u9593\u304c\u304b\u304b\u308b\uff09\u306e\u3067\u306f\u306a\u304f\u3001LLM\u306b\u3042\u3089\u304b\u3058\u3081\u300c\u691c\u7d22\u300d\u3068\u3044\u3046\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\uff08\u5916\u90e8\u60c5\u5831\uff09\u3092\u6301\u305f\u305b\u308b\u3053\u3068\u3067\u3001LLM\u304c\u300c\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u300d\u3060\u3051\u3067\u7b54\u3048\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u8abf\u3079\u305f\u3053\u3068\u300d\u306b\u57fa\u3065\u3044\u3066\u7b54\u3048\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u3063\u305f\u306e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG\u304c\u3082\u305f\u3089\u3059\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8<\/strong><\/h3>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001LLM\u304c\u5358\u4f53\u3067\u62b1\u3048\u308b\u8ab2\u984c\u304c\u89e3\u6c7a\u3055\u308c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u751f\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list is-style-num_circle -list-under-dashed\">\n<li><strong>\u56de\u7b54\u7cbe\u5ea6\u306e\u5411\u4e0a\uff08\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\uff09<\/strong><br>\u691c\u7d22\u3057\u305f\u5177\u4f53\u7684\u306a\u60c5\u5831\u6e90\u3092\u300c\u6839\u62e0\u300d\u3068\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u3001LLM\u304c\u4e0d\u78ba\u304b\u306a\u77e5\u8b58\u3067\u56de\u7b54\u3059\u308b\uff08\uff1d\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u5927\u5e45\u306b\u9632\u304e\u3001\u300c\u77e5\u3089\u306a\u3044\u300d\u60c5\u5831\u306b\u3064\u3044\u3066\u306f\u300c\u8abf\u3079\u305f\u7d50\u679c\u300d\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b\u305f\u3081\u3001\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u5831\u6e90\u306e\u660e\u793a\u306b\u3088\u308b\u4fe1\u983c\u6027\u306e\u78ba\u4fdd<\/strong><br>\u591a\u304f\u306eRAG\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u56de\u7b54\u3068\u540c\u6642\u306b\u300c\u3069\u306e\u60c5\u5831\u3092\u53c2\u7167\u3057\u305f\u304b\u300d\u3068\u3044\u3046\u51fa\u5178\u5143\uff08Web\u30b5\u30a4\u30c8\u3078\u306e\u30ea\u30f3\u30af\u306a\u3069\uff09\u3092\u63d0\u793a\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u60c5\u5831\u306e\u771f\u507d\u3092\u81ea\u5206\u3067\u78ba\u8a8d\u3067\u304d\u3001\u56de\u7b54\u3078\u306e\u4fe1\u983c\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u6700\u65b0\u60c5\u5831\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u3078\u306e\u5bfe\u5fdc<\/strong><br>LLM\u81ea\u4f53\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u5fc5\u8981\u304c\u306a\u3044\u305f\u3081\u3001\u5916\u90e8\u306e\u60c5\u5831\u6e90\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\u3067\u3001\u6700\u65b0\u306e\u60c5\u5831\u3084\u4f01\u696d\u72ec\u81ea\u306e\u5185\u90e8\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u4e8b\u5b9f\u3001<a href=\"https:\/\/www.deloitte.com\/us\/en\/what-we-do\/capabilities\/applied-artificial-intelligence\/content\/state-of-generative-ai-in-enterprise.html\">\u30c7\u30ed\u30a4\u30c8\u306e\u6700\u8fd1\u306eGen AI\u8abf\u67fb<\/a>\u306b\u3088\u308b\u3068\u3001\u7d44\u7e54\u306e 42% \u304c\u751f\u7523\u6027\u3001\u52b9\u7387\u6027\u3001\u30b3\u30b9\u30c8\u306e\u5927\u5e45\u306a\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RAG\u306e\u6210\u529f\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u5f37\u529b\u306a\u4ed5\u7d44\u307f\u3067\u3059\u304c\u3001\u305d\u306e\u6027\u80fd\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306bAI\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u767a\u30fb\u5c0e\u5165\u3059\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u3001\u4ee5\u4e0b\u306e3\u70b9\u306fRAG\u306e\u54c1\u8cea\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u691c\u7d22\uff08Retrieval\uff09\u306e\u8cea<\/li>\n\n\n\n<li>LLM\u3078\u306e\u60c5\u5831\u9023\u643a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09<\/li>\n\n\n\n<li>\u30b3\u30b9\u30c8\u3068\u901f\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9<\/li>\n<\/ol>\n\n\n\n<p>\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30dd\u30a4\u30f3\u30c81\uff1a\u691c\u7d22\uff08Retrieval\uff09\u306e\u8cea<\/h3>\n\n\n\n<p>RAG\u306e\u56de\u7b54\u54c1\u8cea\u306f\u3001\u300c\u691c\u7d22\u306e\u8cea\u300d\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>LLM\u304c\u3069\u308c\u307b\u3069\u512a\u79c0\u3067\u3082\u3001\u53c2\u7167\u3059\u308b\u60c5\u5831\u304c\u4e0d\u6b63\u78ba\u3067\u3042\u3063\u305f\u308a\u3001\u7684\u5916\u308c\u3067\u3042\u3063\u305f\u308a\u3059\u308c\u3070\u3001\u826f\u3044\u56de\u7b54\u306f\u751f\u6210\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list -list-under-dashed\">\n<li><strong>\u30c7\u30fc\u30bf\u306e\u8cea\u3068\u7bc4\u56f2<\/strong><br>\u3069\u306e\u3088\u3046\u306a\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3055\u305b\u308b\u304b\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002\u4fe1\u983c\u3067\u304d\u308b\u6700\u65b0\u306e\u60c5\u5831\u3092\u3001\u9069\u5207\u306a\u7bc4\u56f2\u3067\u7528\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u691c\u7d22\u30af\u30a8\u30ea\u3068\u691c\u7d22\u6280\u8853<\/strong><br>\u30e6\u30fc\u30b6\u30fc\u306e\u591a\u69d8\u306a\u8cea\u554f\uff08\u81ea\u7136\u8a00\u8a9e\uff09\u3092\u3001\u3069\u3046\u89e3\u91c8\u3057\u3066\u300c\u691c\u7d22\u30af\u30a8\u30ea\u300d\u306b\u5909\u63db\u3059\u308b\u304b\u304c\u91cd\u8981\u3067\u3059\u3002\u8fd1\u5e74\u3067\u306f\u3001\u5f93\u6765\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306b\u52a0\u3048\u3001AI\u304c\u5358\u8a9e\u306e\u300c\u610f\u5473\u306e\u8fd1\u3055\u300d\u3092\u7406\u89e3\u3057\u3066\u691c\u7d22\u3067\u304d\u308b\u300c\u30d9\u30af\u30c8\u30eb\u691c\u7d22\uff08\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\uff09\u300d\u3068\u3044\u3046\u6280\u8853\u304c\u4e0d\u53ef\u6b20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e8b\u5b9f\u3001<a href=\"https:\/\/hai.stanford.edu\/news\/ai-trial-legal-models-hallucinate-1-out-6-or-more-benchmarking-queries\">\u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u7814\u7a76<\/a>\u306b\u3088\u3063\u3066\u3001RAG\u30d9\u30fc\u30b9\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3055\u3048\u308217\uff05\u4ee5\u4e0a\u306e\u78ba\u7387\u3067\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u8d77\u3053\u3059\u3053\u3068\u304c\u3042\u308a\u3001\u305d\u306e\u539f\u56e0\u306f\u3001LLM\u304c\u300c\u5618\u3092\u3064\u3044\u305f\u300d\u304b\u3089\u3067\u306f\u306a\u304f\u3001RAG\u306e\u691c\u7d22\u30b9\u30c6\u30c3\u30d7\u304c\u300c\u9593\u9055\u3063\u305f\u3001\u3042\u308b\u3044\u306f\u4e0d\u9069\u5207\u306a\u6839\u62e0\u300d\u3092LLM\u306b\u63d0\u4f9b\u3057\u3066\u3057\u307e\u3063\u305f\u305f\u3081\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30dd\u30a4\u30f3\u30c82\uff1aLLM\u3078\u306e\u60c5\u5831\u9023\u643a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09<\/h3>\n\n\n\n<p>\u691c\u7d22\u3067\u898b\u3064\u3051\u305f\u95a2\u9023\u60c5\u5831\u3092\u3001\u305d\u306e\u307e\u307eLLM\u306b\u6e21\u3059\u3060\u3051\u3067\u306f\u4e0d\u5341\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u60c5\u5831\u3092\u3069\u306e\u3088\u3046\u306b\u300c\u6307\u793a\uff08\u30d7\u30ed\u30f3\u30d7\u30c8\uff09\u300d\u3068\u3057\u3066LLM\u306b\u9023\u643a\u3059\u308b\u304b\u304c\u3001\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u95a2\u9023\u6027\u306e\u4f4e\u3044\u60c5\u5831\u304c\u6df7\u5165\u3059\u308b\u3068\u3001\u304b\u3048\u3063\u3066\u56de\u7b54\u306e\u30ce\u30a4\u30ba\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br>\u300c\u5143\u306e\u8cea\u554f\u300d\u3068\u300c\u691c\u7d22\u3067\u5f97\u305f\u60c5\u5831\u300d\u3092\u52b9\u679c\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u3001\u300c\u3053\u306e\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u3001\u8cea\u554f\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u660e\u78ba\u306b\u6307\u793a\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u6280\u8853\u304c\u3001RAG\u306e\u7cbe\u5ea6\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30dd\u30a4\u30f3\u30c83\uff1a\u30b3\u30b9\u30c8\u3068\u901f\u5ea6\u306e\u30d0\u30e9\u30f3\u30b9<\/h3>\n\n\n\n<p>RAG\u306f\u3001\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3073\u306b\u300c\u691c\u7d22\u300d\u3068\u3044\u3046\u30d7\u30ed\u30bb\u30b9\u3092\u631f\u3080\u305f\u3081\u3001LLM\u304c\u5358\u4f53\u3067\u5fdc\u7b54\u3059\u308b\u3088\u308a\u3082\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u9ad8\u5ea6\u306a\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306e\u5b9f\u884c\u3084\u3001LLM\u306eAPI\u30b3\u30fc\u30eb\u56de\u6570\u306e\u5897\u52a0\uff08\u691c\u7d22\u7528\u30af\u30a8\u30ea\u306e\u751f\u6210\u3001\u6700\u7d42\u56de\u7b54\u306e\u751f\u6210\u306a\u3069\uff09\u306f\u3001\u305d\u306e\u307e\u307e\u904b\u7528\u30b3\u30b9\u30c8\uff08API\u5229\u7528\u6599\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\uff09\u306b\u8df3\u306d\u8fd4\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u640d\u306a\u308f\u306a\u3044\u5fdc\u7b54\u901f\u5ea6\u3068\u3001\u30d3\u30b8\u30cd\u30b9\u7684\u306b\u8a31\u5bb9\u53ef\u80fd\u306a\u904b\u7528\u30b3\u30b9\u30c8\u306e\u7bc4\u56f2\u5185\u3067\u3001\u3044\u304b\u306b\u3057\u3066\u56de\u7b54\u7cbe\u5ea6\u3092\u6700\u5927\u5316\u3059\u308b\u304b\u3001\u305d\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u898b\u6975\u3081\u308b\u3053\u3068\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u6210\u529f\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/learn.microsoft.com\/en-us\/azure\/developer\/ai\/augment-llm-rag-fine-tuning\">Microsoft\u304c\u516c\u958b\u3059\u308bAI\u958b\u767a\u306b\u95a2\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8<\/a>\u3067\u306f\u300c\u8a08\u7b97\u8981\u4ef6\uff08Computational requirements\uff09\u300d\u3092\u8ab2\u984c\u3068\u3057\u3066\u6319\u3052\u3066\u304a\u308a\u3001<a href=\"https:\/\/www.oracle.com\/artificial-intelligence\/generative-ai\/retrieval-augmented-generation-rag\/rag-fine-tuning\/\">Oracle\u304c\u516c\u5f0f\u30b5\u30a4\u30c8\u3067\u89e3\u8aac\u3059\u308bRAG\u3068\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u6bd4\u8f03<\/a>\u306b\u304a\u3044\u3066\u3082\u300c\u30e9\u30f3\u30bf\u30a4\u30e0\uff08\u5b9f\u884c\u6642\uff09\u306b\u3088\u308a\u591a\u304f\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u5fc5\u8981\u3068\u3057\u300d\u3001\u300c\u8907\u96d1\u6027\u306e\u30ec\u30a4\u30e4\u30fc\u3092\u8ffd\u52a0\u3059\u308b\u300d\u3068\u6307\u6458\u3057\u3066\u3044\u307e\u3059 \u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RAG\u3068AI\u691c\u7d22\u6700\u9069\u5316\uff08LLMO\uff09\u306e\u95a2\u4fc2<\/strong><\/h2>\n\n\n\n<p>RAG\u306f\u30a8\u30f3\u30b8\u30cb\u30a2\u3060\u3051\u306e\u77e5\u8b58\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n<p>\u3080\u3057\u308d\u3001\u3053\u308c\u304b\u3089Web\u62c5\u5f53\u8005\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u306b\u3068\u3063\u3066\u3001\u304b\u306a\u308a\u91cd\u8981\u306aAI\u306b\u95a2\u3059\u308b\u57fa\u790e\u77e5\u8b58\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u7406\u7531\u306f\u3001RAG\u304c\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/what-is-llmo\/\" data-type=\"post\" data-id=\"18\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\uff08AI\u691c\u7d22\u6700\u9069\u5316\uff09<\/a>\u300d\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>LLMO\uff08GEO\uff09\u3068\u306f\u4f55\u304b\uff1f<\/strong><\/h3>\n\n\n\n<p><a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/what-is-llmo\/\" data-type=\"post\" data-id=\"18\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\uff08Large Language Model Optimization\uff09\u3068\u306f<\/a>\u3001AI\uff08LLM\uff09\u304c\u751f\u6210\u3059\u308b\u56de\u7b54\u306b\u304a\u3044\u3066\u3001\u512a\u5148\u7684\u306b\u8a00\u53ca\u30fb\u5f15\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u6700\u9069\u5316\uff08\u5bfe\u7b56\uff09\u3092\u884c\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u3001\u5f93\u6765\u306e<a href=\"https:\/\/shwat.jp\/ultra\/seo-measures\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/seo-measures\/\" target=\"_blank\" rel=\"noreferrer noopener\">SEO\uff08Search Engine Optimization = \u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u6700\u9069\u5316\uff09<\/a>\u3092\u62e1\u5f35\u3057\u305f\u3088\u3046\u306a\u6982\u5ff5\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/geo\/\" data-type=\"post\" data-id=\"773\" target=\"_blank\" rel=\"noreferrer noopener\">Generative Engine Optimization\uff08GEO = \u751f\u6210\u30a8\u30f3\u30b8\u30f3\u6700\u9069\u5316\uff09<\/a>\u300d\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<div class=\"swell-block-postLink\">\t\t\t<div class=\"p-blogCard -internal\" data-type=\"type1\" data-onclick=\"clickLink\">\n\t\t\t\t<div class=\"p-blogCard__inner\">\n\t\t\t\t\t<span class=\"p-blogCard__caption\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/span>\n\t\t\t\t\t<div class=\"p-blogCard__thumb c-postThumb\"><figure class=\"c-postThumb__figure\"><img decoding=\"async\" src=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-content\/uploads\/2025\/09\/blog-seo-1-300x169.jpg\" alt=\"\" class=\"c-postThumb__img u-obf-cover\" width=\"320\" height=\"180\"><\/figure><\/div>\t\t\t\t\t<div class=\"p-blogCard__body\">\n\t\t\t\t\t\t<a class=\"p-blogCard__title\" href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/what-is-llmo\/\" target=\"_blank\" rel=\"noopener noreferrer\">LLMO\u3068\u306f\uff1fSEO\u3068\u306e\u9055\u3044\u3084\u5bfe\u7b56\u3001\u52b9\u679c\u6e2c\u5b9a\u65b9\u6cd5\u3092\u89e3\u8aac<\/a>\n\t\t\t\t\t\t<span class=\"p-blogCard__excerpt\">ChatGPT\u3084Google\u306eAI\u30e2\u30fc\u30c9\u3001AI Overviews\u3092\u7528\u3044\u305f\u300cAI\u691c\u7d22\u300d\u306e\u767b\u5834\u306b\u3088\u308a\u3001\u60c5\u5831\u691c\u7d22\u306e\u4e16\u754c\u306f\u4eca\u3001\u5927\u304d\u306a\u5909\u9769\u671f\u3092\u8fce\u3048\u3066\u3044\u307e\u3059\u3002 \u4eba\u3005\u306f\u5f93\u6765\u306e\u691c\u7d22\u3060\u3051\u3067\u306a\u304f\u3001AI\u3092\u4f7f\u3063&#8230;<\/span>\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\n\n<h3 class=\"wp-block-heading\"><strong>RAG\u306fAI\u691c\u7d22\uff08LLMO\uff09\u306b\u3069\u3046\u5f71\u97ff\u3059\u308b\u304b\uff1f<\/strong><\/h3>\n\n\n\n<p>Google\u306e\u300cAI Overviews\u300d\u300cAI\u30e2\u30fc\u30c9\u300d\u306e\u3088\u3046\u306aAI\u304c\u642d\u8f09\u3055\u308c\u305f\u691c\u7d22\u30b5\u30fc\u30d3\u30b9\u306b\u306f\u3001RAG\u304c\u7528\u3044\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3001Web\u4e0a\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3057\u3001\u305d\u308c\u3092\u300c\u62e1\u5f35\uff08Augmented\uff09\u300d\u3057\u3066\u3001\u56de\u7b54\u3092\u300c\u751f\u6210\uff08Generation\uff09\u300d\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u8005\u306f\u3001\u3053\u306e\u300c\u691c\u7d22\u300d\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u653b\u7565\u3059\u308b\u3053\u3068\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5f93\u6765\u306eSEO\u304c\u300c\u691c\u7d22\u7d50\u679c\u306e1\u30da\u30fc\u30b8\u76ee\u300d\u3068\u3044\u3046\u9650\u3089\u308c\u305f\u67a0\u3092\u596a\u3044\u5408\u3063\u3066\u3044\u305f\u306e\u306b\u5bfe\u3057\u3066\u3001\u3053\u308c\u304b\u3089\u306eLLMO\u306f\u3001AI\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u300c\u53c2\u7167\u3059\u308b\u60c5\u5831\u6e90\u300d\u3068\u3044\u3046\u3001\u3055\u3089\u306b\u91cd\u8981\u306a\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u8005\u304cRAG\u6642\u4ee3\u306b\u5099\u3048\u308b\u3079\u304d\u3053\u3068<\/strong><\/h3>\n\n\n\n<p>AI\u304cRAG\u306e\u4ed5\u7d44\u307f\u3067Web\u3092\u691c\u7d22\u3059\u308b\u4ee5\u4e0a\u3001\u79c1\u305f\u3061\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u8005\u306f\u3001\u300cAI\u306b\u691c\u7d22\u3055\u308c\u3084\u3059\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u300d\u3092\u4f5c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306b\u300c\u3053\u308c\u306f\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u3060\u300d\u3068\u5224\u65ad\u3055\u308c\u3001\u5f15\u7528\u3057\u3066\u3082\u3089\u3046\u305f\u3081\u306b\u306f\u3001\u5f93\u6765\u306eSEO\u3067\u91cd\u8981\u8996\u3055\u308c\u3066\u304d\u305fE-E-A-T\uff08\u7d4c\u9a13\u30fb\u5c02\u9580\u6027\u30fb\u6a29\u5a01\u6027\u30fb\u4fe1\u983c\u6027\uff09\u306b\u52a0\u3048\u3066\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8981\u7d20\u304c\u3055\u3089\u306b\u91cd\u8981\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u60c5\u5831\u306e\u660e\u78ba\u3055: AI\u304c\u6587\u8108\u3092\u8aa4\u89e3\u3057\u306a\u3044\u3088\u3046\u3001\u660e\u78ba\u304b\u3064\u7c21\u6f54\u306b\u8a18\u8ff0\u3055\u308c\u3066\u3044\u308b\u3002<\/li>\n\n\n\n<li>\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf: h\u30bf\u30b0\u3084\u30ea\u30b9\u30c8\u3001\u8868\u306a\u3069\u304c\u9069\u5207\u306b\u4f7f\u308f\u308c\u3001AI\u304c\u60c5\u5831\u306e\u69cb\u9020\u3092\u7406\u89e3\u3057\u3084\u3059\u3044\u3002<\/li>\n\n\n\n<li>\u76f4\u63a5\u7684\u306a\u56de\u7b54\u306e\u63d0\u793a: \u30e6\u30fc\u30b6\u30fc\u304c\u691c\u7d22\u3057\u305d\u3046\u306a\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u8a18\u4e8b\u306e\u65e9\u3044\u6bb5\u968e\u3067\u76f4\u63a5\u7684\u306a\u56de\u7b54\u3092\u63d0\u793a\u3059\u308b\u3002<\/li>\n\n\n\n<li>\u72ec\u81ea\u306e\u5c02\u9580\u6027: \u4ed6\u306e\u30b5\u30a4\u30c8\u306b\u306f\u306a\u3044\u3001\u4e00\u6b21\u60c5\u5831\u3084\u72ec\u81ea\u306e\u5206\u6790\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3002<\/li>\n<\/ul>\n\n\n\n<p>RAG\u306e\u666e\u53ca\u306f\u3001\u5c0f\u624b\u5148\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3067\u306f\u306a\u304f\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u300c\u672c\u8cea\u7684\u306a\u54c1\u8cea\u300d\u304c\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u554f\u308f\u308c\u308b\u6642\u4ee3\u304c\u6765\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>RAG\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/strong><\/h2>\n\n\n\n<div class=\"swell-block-faq\" data-q=\"fill-text\" data-a=\"col-text\">\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">ChatGPT\u3084Google\u306eAI\u691c\u7d22\u3068\u306f\u9055\u3046\u3082\u306e\u3067\u3059\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>RAG\u306f\u300c\u4ed5\u7d44\u307f\u306e\u540d\u524d\uff08\u6280\u8853\uff09\u300d\u3067\u3042\u308a\u3001ChatGPT\uff08\u306e\u691c\u7d22\u6a5f\u80fd\uff09\u3084Google\u306eAI Overviews\u306f\u300c\u305d\u306e\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u305f\u30b5\u30fc\u30d3\u30b9\uff08\u88fd\u54c1\uff09\u300d\u3067\u3059\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001\u305d\u308c\u3089\u306eAI\u30b5\u30fc\u30d3\u30b9\u304c\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u88cf\u5074\u3067\u52d5\u3044\u3066\u3044\u308b\u91cd\u8981\u306a\u6280\u8853\u306e\u4e00\u3064\u3001\u3068\u7406\u89e3\u3059\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">RAG\u306b\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u9650\u754c\u306f\u3042\u308a\u307e\u3059\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>RAG\u306f\u5b8c\u74a7\u306a\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u3044\u304f\u3064\u304b\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u60c5\u5831\u6e90\u306e\u8cea\u3078\u306e\u4f9d\u5b58<\/strong>\uff1a\u691c\u7d22\u3059\u308b\u60c5\u5831\u6e90\uff08\u5916\u90e8\u30c7\u30fc\u30bf\uff09\u306e\u8cea\u304c\u4f4e\u3044\u3068\u3001AI\u306e\u56de\u7b54\u306e\u8cea\u3082\u5fc5\u7136\u7684\u306b\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5fdc\u7b54\u901f\u5ea6\u306e\u4f4e\u4e0b<\/strong>\uff1a\u56de\u7b54\u306e\u305f\u3073\u306b\u300c\u691c\u7d22\u300d\u30d7\u30ed\u30bb\u30b9\u304c\u5165\u308b\u305f\u3081\u3001LLM\u304c\u5358\u4f53\u3067\u5fdc\u7b54\u3059\u308b\u3088\u308a\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li><strong>\u5c0e\u5165\u30b3\u30b9\u30c8<\/strong>\uff1a\u9ad8\u5ea6\u306a\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u30fb\u7dad\u6301\u3059\u308b\u306b\u306f\u3001\u958b\u767a\u30b3\u30b9\u30c8\u3084\u904b\u7528\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">RAG\u3068\u3044\u3046\u8a00\u8449\u306f\u3044\u3064\u8a95\u751f\u3057\u307e\u3057\u305f\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>\u300cRAG\u300d\u3068\u3044\u3046\u7528\u8a9e\u306f\u30012020\u5e74\u306bFacebook AI Research\uff08\u73feMeta AI\uff09\u306e\u7814\u7a76\u8005\u3089\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u3001\u540c\u5e74\u306e\u4e3b\u8981\u306aAI\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u3042\u308bNeurIPS\u3067\u63a1\u629e\u3055\u308c\u305f\u8ad6\u6587\u300c<a href=\"https:\/\/research.facebook.com\/publications\/retrieval-augmented-generation-for-knowledge-intensive-nlp-tasks\/\">Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks <\/a>\u300d\u306b\u3088\u3063\u3066\u521d\u3081\u3066\u5b66\u8853\u7684\u306b\u5b9a\u7fa9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">RAG\u3068\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>\u3069\u3061\u3089\u3082LLM\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u304c\u3001\u76ee\u7684\u3068\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u3089\u306f\u6392\u4ed6\u7684\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u53e3\u8abf\u3092\u6574\u3048\u3001RAG\u3067\u6700\u65b0\u60c5\u5831\u3092\u56de\u7b54\u3055\u305b\u308b\u300d\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u4e21\u65b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>RAG: LLM\u81ea\u4f53\u306f\u5909\u66f4\u305b\u305a\u3001\u300c\u5916\u90e8\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u5229\u7528\u3059\u308b\u300d\u6280\u8853\u3067\u3059\u3002\u77e5\u8b58\u306e\u300c\u66f4\u65b0\u6027\u300d\u3084\u300c\u6b63\u78ba\u6027\u300d\u3092\u9ad8\u3081\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u4f8b\uff1a\u6700\u65b0\u306e\u30cb\u30e5\u30fc\u30b9\u3092\u7b54\u3048\u3055\u305b\u308b\uff09<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: LLM\u81ea\u4f53\u306b\u300c\u8ffd\u52a0\u5b66\u7fd2\u3092\u3055\u305b\u3066\u8abf\u6574\u3059\u308b\u300d\u6280\u8853\u3067\u3059\u3002LLM\u306e\u300c\u53e3\u8abf\u300d\u3084\u300c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3078\u306e\u5c02\u9580\u7684\u306a\u632f\u308b\u821e\u3044\u300d\u3092\u7372\u5f97\u3055\u305b\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u4f8b\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528\u306e\u4e01\u5be7\u306a\u53e3\u8abf\u3092\u899a\u3048\u3055\u305b\u308b\uff09<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table is-all-centered--va\"><table class=\"has-fixed-layout\"><thead><tr><th>\u9805\u76ee<\/th><th>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/th><th>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/th><\/tr><\/thead><tbody><tr><th>\u30a2\u30d7\u30ed\u30fc\u30c1<\/th><td>LLM\u81ea\u4f53\u306f\u5909\u66f4\u305b\u305a\u3001\u300c\u5916\u90e8\u300d\u304b\u3089\u60c5\u5831\u3092\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u306e\u3088\u3046\u306b\u691c\u7d22\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002<\/td><td>LLM\u81ea\u4f53\u306b\u300c\u5185\u90e8\u300d\u306e\u77e5\u8b58\u3068\u3057\u3066\u8ffd\u52a0\u5b66\u7fd2\u3092\u3055\u305b\u3001\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3084\u53e3\u8abf\u3092\u300c\u8abf\u6574\u300d\u3057\u307e\u3059\u3002<\/td><\/tr><tr><th>\u76ee\u7684<\/th><td>\u300c\u77e5\u8b58\u306e\u63d0\u4f9b\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u3001\u793e\u5185\u6587\u66f8\u306e\u53c2\u7167\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u306a\u3069\u3001LLM\u304c\u300c\u77e5\u3089\u306a\u3044\u3053\u3068\u300d\u3092\u7b54\u3048\u3055\u305b\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/td><td>\u300c\u632f\u308b\u821e\u3044\u306e\u5b66\u7fd2\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3001\u53e3\u8abf\u3001\u5c02\u9580\u7528\u8a9e\u306e\u4f7f\u3044\u65b9\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u65b9\u6cd5\u3092LLM\u306b\u300c\u899a\u3048\u3055\u305b\u308b\u300d\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><tr><th>\u4f8b<\/th><td>\u6700\u65b0\u306e\u682a\u4fa1\u3084\u30cb\u30e5\u30fc\u30b9\u3092\u7b54\u3048\u3055\u305b\u308b\u3001\u793e\u5185\u898f\u5b9a\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b\u3002<\/td><td>\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528\u306e\u4e01\u5be7\u306a\u53e3\u8abf\u3092\u899a\u3048\u3055\u305b\u308b\u3001\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">RAG\u306e\u767b\u5834\u3067\u3001SEO\u306f\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>\u4e0d\u8981\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001\u305d\u306e\u91cd\u8981\u6027\u304c\u5f62\u3092\u5909\u3048\u3066\u9ad8\u307e\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u304b\u3089\u306eSEO\uff08\u3042\u308b\u3044\u306fLLMO\uff09\u306f\u3001\u691c\u7d22\u9806\u4f4d\u3092\u4e0a\u3052\u308b\u3060\u3051\u3067\u306a\u304f\u3001RAG\u306e\u300c\u691c\u7d22\u300d\u30b9\u30c6\u30c3\u30d7\u306b\u304a\u3044\u3066\u300cAI\u304b\u3089\u53c2\u7167\u3055\u308c\u308b\u9ad8\u54c1\u8cea\u306a\u60c5\u5831\u6e90\u300d\u3068\u306a\u308b\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u304c\u4e2d\u5fc3\u306b\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"swell-block-faq__item\"><h3 class=\"faq_q\">RAG\u3092\u5c0e\u5165\u30fb\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f<\/h3><div class=\"faq_a\">\n<p>RAG\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001\u4e3b\u306b2\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4e00\u3064\u306f\u3001AWS\uff08Amazon Bedrock\uff09\u3001Google Cloud\uff08Vertex AI Search\uff09\u3001Microsoft\uff08Azure AI Search\uff09\u306a\u3069\u304c\u63d0\u4f9b\u3059\u308b\u3001RAG\u306e\u4ed5\u7d44\u307f\u304c\u7d44\u307f\u8fbc\u307e\u308c\u305f\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\uff08PaaS\uff09\u3092\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u7ba1\u7406\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3082\u3046\u4e00\u3064\u306f\u3001\u300cLangChain\u300d\u3084\u300cLlamaIndex\u300d\u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001\u81ea\u524d\u3067\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u3061\u3089\u306f\u81ea\u7531\u5ea6\u304c\u9ad8\u3044\u53cd\u9762\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u306a\u3069\u3001\u9ad8\u5ea6\u306a\u8a2d\u8a08\u30fb\u5b9f\u88c5\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div><\/div>\n<\/div>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@id\":\"#FAQContents\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"ChatGPT\u3084Google\u306eAI\u691c\u7d22\u3068\u306f\u9055\u3046\u3082\u306e\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>RAG\u306f\u300c\u4ed5\u7d44\u307f\u306e\u540d\u524d\uff08\u6280\u8853\uff09\u300d\u3067\u3042\u308a\u3001ChatGPT\uff08\u306e\u691c\u7d22\u6a5f\u80fd\uff09\u3084Google\u306eAI Overviews\u306f\u300c\u305d\u306e\u4ed5\u7d44\u307f\u3092\u4f7f\u3063\u305f\u30b5\u30fc\u30d3\u30b9\uff08\u88fd\u54c1\uff09\u300d\u3067\u3059\u3002<\\\/p><p>RAG\u306f\u3001\u305d\u308c\u3089\u306eAI\u30b5\u30fc\u30d3\u30b9\u304c\u3088\u308a\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u3001\u88cf\u5074\u3067\u52d5\u3044\u3066\u3044\u308b\u91cd\u8981\u306a\u6280\u8853\u306e\u4e00\u3064\u3001\u3068\u7406\u89e3\u3059\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"RAG\u306b\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u9650\u754c\u306f\u3042\u308a\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>RAG\u306f\u5b8c\u74a7\u306a\u6280\u8853\u3067\u306f\u306a\u304f\u3001\u3044\u304f\u3064\u304b\u306e\u30c7\u30e1\u30ea\u30c3\u30c8\u3084\u9650\u754c\u304c\u3042\u308a\u307e\u3059\u3002<\\\/p><ul><li><strong>\u60c5\u5831\u6e90\u306e\u8cea\u3078\u306e\u4f9d\u5b58<\\\/strong>\uff1a\u691c\u7d22\u3059\u308b\u60c5\u5831\u6e90\uff08\u5916\u90e8\u30c7\u30fc\u30bf\uff09\u306e\u8cea\u304c\u4f4e\u3044\u3068\u3001AI\u306e\u56de\u7b54\u306e\u8cea\u3082\u5fc5\u7136\u7684\u306b\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\\\/li><li><strong>\u5fdc\u7b54\u901f\u5ea6\u306e\u4f4e\u4e0b<\\\/strong>\uff1a\u56de\u7b54\u306e\u305f\u3073\u306b\u300c\u691c\u7d22\u300d\u30d7\u30ed\u30bb\u30b9\u304c\u5165\u308b\u305f\u3081\u3001LLM\u304c\u5358\u4f53\u3067\u5fdc\u7b54\u3059\u308b\u3088\u308a\u6642\u9593\u304c\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\\\/li><li><strong>\u5c0e\u5165\u30b3\u30b9\u30c8<\\\/strong>\uff1a\u9ad8\u5ea6\u306a\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u30fb\u7dad\u6301\u3059\u308b\u306b\u306f\u3001\u958b\u767a\u30b3\u30b9\u30c8\u3084\u904b\u7528\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\\\/li><\\\/ul>\"}},{\"@type\":\"Question\",\"name\":\"RAG\u3068\u3044\u3046\u8a00\u8449\u306f\u3044\u3064\u8a95\u751f\u3057\u307e\u3057\u305f\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>\u300cRAG\u300d\u3068\u3044\u3046\u7528\u8a9e\u306f\u30012020\u5e74\u306bFacebook AI Research\uff08\u73feMeta AI\uff09\u306e\u7814\u7a76\u8005\u3089\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u3001\u540c\u5e74\u306e\u4e3b\u8981\u306aAI\u30ab\u30f3\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u3042\u308bNeurIPS\u3067\u63a1\u629e\u3055\u308c\u305f\u8ad6\u6587\u300c<a href=\\\"https:\\\/\\\/research.facebook.com\\\/publications\\\/retrieval-augmented-generation-for-knowledge-intensive-nlp-tasks\\\/\\\">Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks <\\\/a>\u300d\u306b\u3088\u3063\u3066\u521d\u3081\u3066\u5b66\u8853\u7684\u306b\u5b9a\u7fa9\u3055\u308c\u307e\u3057\u305f\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"RAG\u3068\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u300d\u306f\u3069\u3046\u9055\u3044\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>\u3069\u3061\u3089\u3082LLM\u306e\u6027\u80fd\u3092\u5411\u4e0a\u3055\u305b\u308b\u6280\u8853\u3067\u3059\u304c\u3001\u76ee\u7684\u3068\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\\\/p><p>\u3053\u308c\u3089\u306f\u6392\u4ed6\u7684\u306a\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u53e3\u8abf\u3092\u6574\u3048\u3001RAG\u3067\u6700\u65b0\u60c5\u5831\u3092\u56de\u7b54\u3055\u305b\u308b\u300d\u3068\u3044\u3063\u305f\u3088\u3046\u306b\u3001\u4e21\u65b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\\\/p><ul><li>RAG: LLM\u81ea\u4f53\u306f\u5909\u66f4\u305b\u305a\u3001\u300c\u5916\u90e8\u304b\u3089\u60c5\u5831\u3092\u691c\u7d22\u3057\u3066\u5229\u7528\u3059\u308b\u300d\u6280\u8853\u3067\u3059\u3002\u77e5\u8b58\u306e\u300c\u66f4\u65b0\u6027\u300d\u3084\u300c\u6b63\u78ba\u6027\u300d\u3092\u9ad8\u3081\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u4f8b\uff1a\u6700\u65b0\u306e\u30cb\u30e5\u30fc\u30b9\u3092\u7b54\u3048\u3055\u305b\u308b\uff09<\\\/li><li>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0: LLM\u81ea\u4f53\u306b\u300c\u8ffd\u52a0\u5b66\u7fd2\u3092\u3055\u305b\u3066\u8abf\u6574\u3059\u308b\u300d\u6280\u8853\u3067\u3059\u3002LLM\u306e\u300c\u53e3\u8abf\u300d\u3084\u300c\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3078\u306e\u5c02\u9580\u7684\u306a\u632f\u308b\u821e\u3044\u300d\u3092\u7372\u5f97\u3055\u305b\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\uff08\u4f8b\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528\u306e\u4e01\u5be7\u306a\u53e3\u8abf\u3092\u899a\u3048\u3055\u305b\u308b\uff09<\\\/li><\\\/ul>\u9805\u76eeRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30a2\u30d7\u30ed\u30fc\u30c1LLM\u81ea\u4f53\u306f\u5909\u66f4\u305b\u305a\u3001\u300c\u5916\u90e8\u300d\u304b\u3089\u60c5\u5831\u3092\u30ab\u30f3\u30cb\u30f3\u30b0\u30da\u30fc\u30d1\u30fc\u306e\u3088\u3046\u306b\u691c\u7d22\u3057\u3066\u5229\u7528\u3057\u307e\u3059\u3002LLM\u81ea\u4f53\u306b\u300c\u5185\u90e8\u300d\u306e\u77e5\u8b58\u3068\u3057\u3066\u8ffd\u52a0\u5b66\u7fd2\u3092\u3055\u305b\u3001\u30e2\u30c7\u30eb\u306e\u632f\u308b\u821e\u3044\u3084\u53e3\u8abf\u3092\u300c\u8abf\u6574\u300d\u3057\u307e\u3059\u3002\u76ee\u7684\u300c\u77e5\u8b58\u306e\u63d0\u4f9b\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc\u3001\u793e\u5185\u6587\u66f8\u306e\u53c2\u7167\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u6291\u5236\u306a\u3069\u3001LLM\u304c\u300c\u77e5\u3089\u306a\u3044\u3053\u3068\u300d\u3092\u7b54\u3048\u3055\u305b\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u632f\u308b\u821e\u3044\u306e\u5b66\u7fd2\u300d\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u7279\u5b9a\u306e\u30b9\u30bf\u30a4\u30eb\u3001\u53e3\u8abf\u3001\u5c02\u9580\u7528\u8a9e\u306e\u4f7f\u3044\u65b9\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u65b9\u6cd5\u3092LLM\u306b\u300c\u899a\u3048\u3055\u305b\u308b\u300d\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u6700\u65b0\u306e\u682a\u4fa1\u3084\u30cb\u30e5\u30fc\u30b9\u3092\u7b54\u3048\u3055\u305b\u308b\u3001\u793e\u5185\u898f\u5b9a\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3059\u308b\u3002\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u7528\u306e\u4e01\u5be7\u306a\u53e3\u8abf\u3092\u899a\u3048\u3055\u305b\u308b\u3001\u7279\u5b9a\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3067\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3055\u305b\u308b\u3002\"}},{\"@type\":\"Question\",\"name\":\"RAG\u306e\u767b\u5834\u3067\u3001SEO\u306f\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>\u4e0d\u8981\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002\u3080\u3057\u308d\u3001\u305d\u306e\u91cd\u8981\u6027\u304c\u5f62\u3092\u5909\u3048\u3066\u9ad8\u307e\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\\\/p><p>\u3053\u308c\u304b\u3089\u306eSEO\uff08\u3042\u308b\u3044\u306fLLMO\uff09\u306f\u3001\u691c\u7d22\u9806\u4f4d\u3092\u4e0a\u3052\u308b\u3060\u3051\u3067\u306a\u304f\u3001RAG\u306e\u300c\u691c\u7d22\u300d\u30b9\u30c6\u30c3\u30d7\u306b\u304a\u3044\u3066\u300cAI\u304b\u3089\u53c2\u7167\u3055\u308c\u308b\u9ad8\u54c1\u8cea\u306a\u60c5\u5831\u6e90\u300d\u3068\u306a\u308b\u305f\u3081\u306e\u53d6\u308a\u7d44\u307f\u304c\u4e2d\u5fc3\u306b\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\\\/p>\"}},{\"@type\":\"Question\",\"name\":\"RAG\u3092\u5c0e\u5165\u30fb\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"<p>RAG\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001\u4e3b\u306b2\u3064\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<\\\/p><p>\u4e00\u3064\u306f\u3001AWS\uff08Amazon Bedrock\uff09\u3001Google Cloud\uff08Vertex AI Search\uff09\u3001Microsoft\uff08Azure AI Search\uff09\u306a\u3069\u304c\u63d0\u4f9b\u3059\u308b\u3001RAG\u306e\u4ed5\u7d44\u307f\u304c\u7d44\u307f\u8fbc\u307e\u308c\u305f\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\uff08PaaS\uff09\u3092\u5229\u7528\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u7ba1\u7406\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\\\/p><p>\u3082\u3046\u4e00\u3064\u306f\u3001\u300cLangChain\u300d\u3084\u300cLlamaIndex\u300d\u3068\u3044\u3063\u305f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001\u81ea\u524d\u3067\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002\u3053\u3061\u3089\u306f\u81ea\u7531\u5ea6\u304c\u9ad8\u3044\u53cd\u9762\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u3084\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u306a\u3069\u3001\u9ad8\u5ea6\u306a\u8a2d\u8a08\u30fb\u5b9f\u88c5\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\\\/p>\"}}]}<\/script>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u307e\u3068\u3081<\/strong><\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u6642\u4ee3\u306e\u5fc5\u9808\u77e5\u8b58\u3067\u3042\u308b\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u300d\u306b\u3064\u3044\u3066\u3001\u305d\u306e\u57fa\u672c\u304b\u3089\u6210\u529f\u306e\u30dd\u30a4\u30f3\u30c8\u3001\u305d\u3057\u3066LLMO\u3068\u306e\u95a2\u4fc2\u6027\u307e\u3067\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>RAG\u306f\u3001LLM\u306e\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u300d\u3084\u300c\u60c5\u5831\u306e\u6700\u65b0\u6027\u300d\u3068\u3044\u3063\u305f\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3001AI\u306e\u56de\u7b54\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u306e\u6280\u8853\u306f\u3001AI\u3092\u958b\u767a\u3059\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3060\u3051\u3067\u306a\u304f\u3001RAG\u306b\u3088\u3063\u3066\u60c5\u5831\u3092\u53c2\u7167\u3055\u308c\u308b\u5074\u3068\u306a\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u8005\u306b\u3068\u3063\u3066\u3082\u3001\u4eca\u5f8c\u306e\u6226\u7565\u3092\u5de6\u53f3\u3059\u308b\u91cd\u8981\u306a\u6982\u5ff5\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u304c\u4fe1\u983c\u3067\u304d\u308b\u60c5\u5831\u6e90\u3068\u3057\u3066\u3042\u306a\u305f\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u9078\u3093\u3067\u304f\u308c\u308b\u3088\u3046\u3001RAG\u306e\u4ed5\u7d44\u307f\u3092\u7406\u89e3\u3057\u3001\u672c\u8cea\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u4fa1\u5024\u3092\u9ad8\u3081\u3066\u3044\u304f\u3053\u3068\u304c\u3001\u3053\u308c\u304b\u3089\u306eAI\u6642\u4ee3\u3092\u52dd\u3061\u629c\u304f\u9375\u3068\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<div class=\"p-blogParts post_content\" data-partsID=\"422\">\n<div class=\"seocta_wrapper\">\n  <div class=\"cta_contents\">\n    <div class=\"cta_head\">\n      <div class=\"cta_left\">\n        <div class=\"cta_ttl\">LLMO\uff08GEO\/AIO\uff09\u7121\u6599\u8a3a\u65ad\u5b9f\u65bd\u4e2d\uff01<\/div>\n        <ul>\n          <li class=\"list\">\u72ec\u81ea\u958b\u767a\u306e<span class=\"bold\">LLMO\u5206\u6790\u30c4\u30fc\u30eb<\/span>\u3092\u6d3b\u7528<\/li>\n          <li class=\"list\">\u56fd\u5185\u4ed6\u793e\u306b\u306f\u3067\u304d\u306a\u3044\u8a73\u7d30\u306a<span class=\"bold\">AI\u53ef\u8996\u6027\uff08\u3069\u308c\u3060\u3051AI\u306b\u8a00\u53ca\u30fb\u63a8\u5968\u30fb\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u304b\uff09\u5206\u6790<\/span>\u304c\u53ef\u80fd<\/li>\n          <li class=\"list\">\u73fe\u72b6\u306eLLMO\u5bfe\u7b56\u306e\u8ab2\u984c\u3068\u3001\u512a\u5148\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u65bd\u7b56\u304c\u307e\u308b\u308f\u304b\u308a<\/li>\n        <\/ul>\n      <\/div>\n      <div class=\"cta_right\"><img decoding=\"async\" src=\"http:\/\/seo-writing-professionals.com\/marketing-aix\/wp-content\/uploads\/2025\/11\/\u540d\u79f0\u672a\u8a2d\u5b9a\u306e\u30c7\u30b6\u30a4\u30f3-19.png\" alt=\"\"><\/div>\n\t<\/div>\n    <p>\u73fe\u5728\u3001AI\u691c\u7d22\u6642\u4ee3\u3078\u306e\u5bfe\u5fdc\u3084LLMO\u5bfe\u7b56\u306b\u3064\u3044\u3066\u3001\u304a\u8003\u3048\u3067\u3057\u305f\u3089\u305c\u3072\u5f0a\u793e\u306eLLMO\u7121\u6599\u8a3a\u65ad\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u72ec\u81ea\u958b\u767a\u306eLLMO\u5206\u6790\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u8a73\u7d30\u306a\u5206\u6790\u3092\u5b9f\u65bd\u3002\u56fd\u5185\u4f01\u696d\u3067\u306f\u73fe\u72b6\u4e0d\u53ef\u80fd\u306a\u9ad8\u5ea6\u306aAI\u53ef\u8996\u6027\u5206\u6790\u304c\u53ef\u80fd\u3067\u3059\u3002\u4e3b\u8981\u306aAI\uff08ChatGPT, Google Ai Overviews\u7b49\uff09\u306b\u304a\u3051\u308b\u7af6\u5408\u6bd4\u8f03\u3084\u73fe\u72b6\u306eLLMO\u5bfe\u7b56\u306e\u8ab2\u984c\u3068\u3001\u512a\u5148\u7684\u306b\u53d6\u308a\u7d44\u3080\u3079\u304d\u65bd\u7b56\u306e\u53ef\u8996\u5316\u3092\u3044\u305f\u3057\u307e\u3059\u3002\u305c\u3072\u4e0b\u8a18\u3088\u308a\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\t  <a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/contact\/\" target=\"_blank\" class=\"cta_btn center\" rel=\"noopener\">\u304a\u554f\u3044\u5408\u308f\u305b\u306f\u3053\u3061\u3089<\/a>\n  <\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group has-swl-main-thin-background-color has-background\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<p class=\"has-text-align-left u-mb-ctrl u-mb-10 has-black-color has-text-color has-link-color wp-elements-fec31c4c7408937e7c8fee6b1d7e53be\"><strong>\u30b7\u30e5\u30ef\u30c3\u30c8\u682a\u5f0f\u4f1a\u793e<span class=\"swl-inline-color has-black-color\">\u306e<\/span><\/strong><span class=\"swl-inline-color has-black-color\"><strong>LLMO<\/strong><\/span><span class=\"swl-inline-color has-black-color\"><strong>\u5bfe\u7b56\u652f\u63f4\u30b5\u30fc\u30d3\u30b9\u3092\u30c1\u30a7\u30c3\u30af<\/strong><\/span><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u793e\u306eLLMO\u3092\u8a3a\u65ad\u3057\u305f\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/free-llmo-diagnosis\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/free-llmo-diagnosis\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u7121\u6599\u8a3a\u65ad\u3092\u4f9d\u983c\u3059\u308b<\/a>\u300d<\/strong><\/li>\n\n\n\n<li><strong>\u5c02\u9580\u5bb6\u306b\u4f34\u8d70\u652f\u63f4\u3057\u3066\u307b\u3057\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/llmo-consulting\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/marketing-aix\/llmo-consulting\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9<\/a>\u300d<\/strong><\/li>\n\n\n\n<li><strong>LLMO\u3092\u52d5\u753b\u3067\u5b66\u3073\u305f\u3044\u21d2\u300c<a href=\"https:\/\/shwat.jp\/ultra\/seminar\/\" data-type=\"link\" data-id=\"https:\/\/shwat.jp\/ultra\/seminar\/\" target=\"_blank\" rel=\"noreferrer noopener\">LLMO\u30a6\u30a7\u30d3\u30ca\u30fc<\/a>\u300d<\/strong><\/li>\n<\/ul>\n<\/div><\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u5e74\u306eChatGPT\u3084Google\u691c\u7d22\u306eAI Overviews\u306e\u666e\u53ca\u306b\u4f34\u3063\u3066\u3001\u300cRAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210, Retrieval-Augmented Generation\uff09\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u8033\u306b\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u3066\u3044\u308b\u306e\u3067\u306f\u306a\u3044\u3067\u3057 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":940,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[11,3],"tags":[],"class_list":["post-922","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-llmo"],"_links":{"self":[{"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/posts\/922","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/comments?post=922"}],"version-history":[{"count":1,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/posts\/922\/revisions"}],"predecessor-version":[{"id":941,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/posts\/922\/revisions\/941"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/media\/940"}],"wp:attachment":[{"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/media?parent=922"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/categories?post=922"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/shwat.jp\/ultra\/marketing-aix\/wp-json\/wp\/v2\/tags?post=922"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}