{"id":28,"date":"2026-10-05T18:28:05","date_gmt":"2026-10-05T09:28:05","guid":{"rendered":"https:\/\/dev.vitalify.jp\/lp\/services\/aiagentdrive\/blog\/?p=28"},"modified":"2026-10-05T18:28:06","modified_gmt":"2026-10-05T09:28:06","slug":"%e7%94%9f%e6%88%90ai%e3%81%ae%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e6%b4%bb%e7%94%a8%e3%81%a7%e8%89%af%e3%81%8f%e5%87%ba%e3%81%a6%e3%81%8f%e3%82%8b%e3%80%8crag%e3%80%8d%e3%81%a8%e3%81%af%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/vitalify.jp\/lp\/services\/aiagentdrive\/blog\/28\/","title":{"rendered":"\u751f\u6210AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3067\u826f\u304f\u51fa\u3066\u304f\u308b\u300cRAG\u300d\u3068\u306f\uff1f\u7279\u5fb4\u3084\u696d\u754c\u5225\u6d3b\u7528\u4e8b\u4f8b\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"\n<p>\u751f\u6210AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u3067\u826f\u304f\u51fa\u3066\u304f\u308b\u300cRAG\u300d\u3068\u306f\uff1f\u73fe\u5728\u9032\u884c\u5f62\u3067RAG\u95a2\u9023\u306e\u958b\u767a\u3092\u884c\u3063\u3066\u3044\u308b\u5f53\u793e\u304c\u3001\u7279\u5fb4\u3084\u30e1\u30ea\u30c3\u30c8\u3001\u696d\u754c\u5225\u6d3b\u7528\u4e8b\u4f8b\u306b\u3064\u3044\u3066\u4e01\u5be7\u306b\u89e3\u8aac\u3057\u307e\u3059\uff01<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-3\">RAG\u3068\u306f\uff1f<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2024\/09\/3.png\" alt=\"\" class=\"wp-image-9089\"\/><\/figure>\n\n\n\n<p>RAG\uff08Retrieval-Augmented Generation\uff09\u306f\u3001\u60c5\u5831\u691c\u7d22\u6280\u8853\u3068\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u305fAI\u30e2\u30c7\u30eb\u306e\u4e00\u7a2e\u3067\u3059\u3002\u65e5\u672c\u8a9e\u3067\u306f\u300c\u691c\u7d22\u62e1\u5f35\u751f\u6210\u300d\u3068\u547c\u3070\u308c\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53d6\u5f97\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u9069\u5207\u306a\u6587\u7ae0\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u751f\u6210AI\u3084\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3092\u6d3b\u7528\u3057\u3001ChatGPT\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u8aad\u307f\u65b9\u306f\u300c\u30e9\u30b0\u300d\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\uff1c\u95a2\u9023\u8a18\u4e8b\uff1e<br>\u300c<a href=\"https:\/\/first-contact.jp\/blog\/article\/rag-chatgpt\/\">RAG\u3068ChatGPT\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u30d3\u30b8\u30cd\u30b9\u9769\u547d\u304c\u8d77\u304d\u308b\uff01\uff1f<\/a>\u300d<br>\u300c<a href=\"https:\/\/first-contact.jp\/blog\/article\/optimization\/llm-rag\/\">\u81ea\u793e\u5c02\u7528\u306eChatGPT\u304c\u6b32\u3057\u3044\uff1fLLM\u3068RAG\u3067\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/a>\u300d<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-4\">RAG\u306e\u4ed5\u7d44\u307f\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2024\/09\/4.png\" alt=\"\" class=\"wp-image-9090\"\/><\/figure>\n\n\n\n<p>RAG\u306f\u3001\u691c\u7d22\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u751f\u6210\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e2\u3064\u306e\u8981\u7d20\u304b\u3089\u6210\u308a\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u307e\u305a\u691c\u7d22\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u57fa\u306b\u751f\u6210\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306b\u3088\u308a\u3001\u6700\u65b0\u304b\u3064\u6587\u8108\u306b\u6cbf\u3063\u305f\u56de\u7b54\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u691c\u7d22\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/p>\n\n\n\n<p>\u691c\u7d22\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30af\u30a8\u30ea(\u30e6\u30fc\u30b6\u30fc\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u5bfe\u3057\u3066\u5165\u529b\u3059\u308b\u8cea\u554f\u3084\u8981\u6c42\u306e\u3053\u3068)\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u60c5\u5831\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u691c\u7d22\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306e\u60c5\u5831\u3084\u4f01\u696d\u5185\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u542b\u307e\u308c\u307e\u3059\u3002AWS\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u751f\u6210\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/p>\n\n\n\n<p>\u751f\u6210\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u3001\u691c\u7d22\u3055\u308c\u305f\u60c5\u5831\u3092\u57fa\u306b\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u5177\u4f53\u7684\u3067\u6b63\u78ba\u306a\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u751f\u6210AI\u3084LLM\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u5ea6\u306a\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u304c\u5b9f\u73fe\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-5\">RAG\u3092\u5c0e\u5165\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n\n\n\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6587\u8108\u306b\u5408\u308f\u305b\u305f\u56de\u7b54\u751f\u6210<br>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u904e\u53bb\u306e\u30b1\u30fc\u30b9\u3084\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u5f15\u304d\u51fa\u3057\u3001\u5177\u4f53\u7684\u3067\u6b63\u78ba\u306a\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6700\u65b0\u60c5\u5831\u306e\u63d0\u4f9b<br>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u5e38\u306b\u6700\u65b0\u306e\u60c5\u5831\u3092\u57fa\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a<br>\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u3084\u793e\u5185\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u306a\u3069\u3001\u591a\u304f\u306e\u5206\u91ce\u3067\u696d\u52d9\u52b9\u7387\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-6\">RAG\u5c0e\u5165\u6642\u306e\u6ce8\u610f\u70b9<\/h2>\n\n\n\n<p>RAG\u306e\u5c0e\u5165\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u6ce8\u610f\u70b9\u304c\u3042\u308a\u307e\u3059\u306e\u3067\u78ba\u8a8d\u3057\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u751f\u6210\u30b9\u30d4\u30fc\u30c9\u306e\u4f4e\u4e0b<br>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u306e\u60c5\u5831\u691c\u7d22\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u51e6\u7406\u901f\u5ea6\u3092\u9045\u304f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5b9f\u88c5\u306e\u96e3\u3057\u3055<br>\u9ad8\u5ea6\u306a\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5b9f\u88c5\u306b\u306f\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-7\">RAG\u306e\u8cbb\u7528<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2024\/09\/5.png\" alt=\"\" class=\"wp-image-9091\"\/><\/figure>\n\n\n\n<p>RAG\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306e\u8cbb\u7528\u306f\u3001\u958b\u767a\u898f\u6a21\u3084\u5c0e\u5165\u3059\u308b\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u3082\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u4e00\u822c\u7684\u306a\u8cbb\u7528\u76f8\u5834\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u5c0f\u898f\u6a21\u306a\u88fd\u54c1\/\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5bb9<br>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u8cea\u7591\u5fdc\u7b54\u306a\u3069\u3067\u306e\u5229\u7528\u3092\u60f3\u5b9a\u3057\u305f\u6bd4\u8f03\u7684\u30b7\u30f3\u30d7\u30eb\u306aRAG\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>\u8cbb\u7528<br>\u7d04300\u301c1,000\u4e07\u5186<\/li>\n<\/ul>\n\n\n\n<p>\u4e2d\u898f\u6a21\u306a\u88fd\u54c1\/\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5bb9<br>\u7279\u5b9a\u8981\u4ef6\u306b\u6cbf\u3063\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u751f\u6210\u306a\u3069\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30b3\u30f3\u30c6\u30f3\u30c4\u5411\u3051\u306eRAG\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>\u8cbb\u7528<br>\u7d041,000\u301c3,000\u4e07\u5186<\/li>\n<\/ul>\n\n\n\n<p>\u5927\u898f\u6a21\u306a\u88fd\u54c1\/\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5bb9<br>\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3084\u9ad8\u5ea6\u306a\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u3067\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3084\u591a\u6a5f\u80fd\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3002<\/li>\n\n\n\n<li>\u8cbb\u7528<br>\u7d043,000\u4e07\u5186\u4ee5\u4e0a<\/li>\n<\/ul>\n\n\n\n<p>\u904b\u7528\/\u4fdd\u5b88\u8cbb\u7528<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5185\u5bb9<br>\u30b7\u30b9\u30c6\u30e0\u306e\u904b\u7528\u30fb\u4fdd\u5b88\u306b\u304b\u304b\u308b\u8cbb\u7528\u3002\u30b7\u30b9\u30c6\u30e0\u306e\u5b89\u5b9a\u7a3c\u50cd\u3084\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u3082\u542b\u307f\u307e\u3059\u3002\u691c\u8a0e\u304b\u3089\u6f0f\u308c\u304c\u3061\u3067\u3059\u304c\u3001\u30b7\u30b9\u30c6\u30e0\u3092\u9577\u304f\u5b89\u5b9a\u7a3c\u50cd\u3055\u305b\u308b\u305f\u3081\u306b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5e74\u9593\u8cbb\u7528<br>\u958b\u767a\u8cbb\u7528\u306e20\u301c30\uff05\u304c\u591a\u3044<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"chapter-8\">RAG\u306e\u6d3b\u7528\u4e8b\u4f8b<\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/first-contact.jp\/blog\/wp-content\/uploads\/2024\/09\/6.png\" alt=\"\" class=\"wp-image-9092\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u88fd\u9020\u696d\u754c<\/h3>\n\n\n\n<p><strong>\u4e8b\u4f8b1\uff1a\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3068\u6280\u8853\u7d99\u627f<\/strong><br>\u88fd\u9020\u696d\u754c\u3067\u306f\u3001RAG\u3092\u6d3b\u7528\u3057\u3066\u9ad8\u7cbe\u5ea6\u306a\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3084\u6280\u8853\u7d99\u627f\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001CAD\u56f3\u9762\u3084\u73fe\u5834\u306e\u30e1\u30e2\u3001\u753b\u50cf\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092RAG\u306b\u53d6\u308a\u8fbc\u307f\u3001\u904e\u53bb\u306e\u4e0d\u5177\u5408\u5bfe\u7b56\u3084\u958b\u767a\u4e8b\u4f8b\u3092\u691c\u7d22\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u975e\u719f\u7df4\u793e\u54e1\u3067\u3082\u5fc5\u8981\u306a\u60c5\u5831\u3092\u8fc5\u901f\u306b\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h3 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