{"id":17374,"date":"2026-09-02T12:06:03","date_gmt":"2026-09-02T03:06:03","guid":{"rendered":"https:\/\/mirai-works.co.jp\/business-pro\/?p=17374"},"modified":"2026-09-02T12:06:03","modified_gmt":"2026-09-02T03:06:03","slug":"rag%e6%a7%8b%e7%af%89%e3%81%ae5%e3%82%b9%e3%83%86%e3%83%83%e3%83%97%ef%bd%9c%e3%80%8c%e4%bd%bf%e3%81%88%e3%81%aa%e3%81%84%e3%80%8d%e3%82%92%e9%98%b2%e3%81%90%e7%b2%be%e5%ba%a6%e5%90%91%e4%b8%8a","status":"publish","type":"post","link":"https:\/\/mirai-works.co.jp\/business-pro\/business-column\/rag\/","title":{"rendered":"RAG\u69cb\u7bc9\u306e5\u30b9\u30c6\u30c3\u30d7\uff5c\u300c\u4f7f\u3048\u306a\u3044\u300d\u3092\u9632\u3050\u7cbe\u5ea6\u5411\u4e0a\u7b56\u90fd\u5185\u6210\u679c\u306e\u5224\u65ad\u57fa\u6e96"},"content":{"rendered":"<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/RAG\u69cb\u7bc9.png\" alt=\"\" width=\"1536\" height=\"1024\" class=\"aligncenter size-full wp-image-17380\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/RAG\u69cb\u7bc9.png 1536w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/RAG\u69cb\u7bc9-300x200.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/RAG\u69cb\u7bc9-1024x683.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/RAG\u69cb\u7bc9-768x512.png 768w\" sizes=\"auto, (max-width: 1536px) 100vw, 1536px\" \/><\/p>\n<p>\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u751f\u6210AI\u3067\u6d3b\u7528\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u3001RAG\uff08Retrieval Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3078\u306e\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u57fa\u672c\u7684\u306a\u69cb\u7bc9\u624b\u9806\u304b\u3089\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u65b9\u6cd5\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<div class=\"list-box q_frame related-posts\"><p>\u95a2\u9023\u8a18\u4e8b<\/p><div class=\"related-posts__list\"><a class=\"related-posts__item\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/business-column\/scrum\/\"><img decoding=\"async\" width=\"300\" height=\"158\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a-300x158.png\" class=\"attachment-medium size-medium wp-post-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a-300x158.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a-1024x538.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a-768x403.png 768w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a-1536x807.png 1536w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2026\/09\/\u30b9\u30af\u30e9\u30e0\u958b\u767a.png 1731w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><div class=\"related-posts__title\">\u30b9\u30af\u30e9\u30e0\u958b\u767a\u3068\u306f\uff1f\u30a2\u30b8\u30e3\u30a4\u30eb\u3068\u306e\u9055\u3044\u3084\u9032\u3081\u65b9\u3001\u5411\u3044\u3066\u3044\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092...<\/div><\/a><\/div><\/div>\n<div style=\"background: #F1F1F1; padding: 15px; border: 4px inset #787878; border-radius: 10px; word-break: break-all;\">\n\u25a0\u76ee\u6b21<\/p>\n<ol>\n<li><a href=\"#A\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f<\/span><\/a><\/li>\n<li><a href=\"#B\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\u4f8b3\u3064<\/span><\/a><\/li>\n<li><a href=\"#C\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u69cb\u7bc9\u306b\u304a\u3051\u308b\u4ee3\u8868\u7684\u306a4\u3064\u306e\u74b0\u5883\u30fb\u65b9\u6cd5<\/span><\/a><\/li>\n<li><a href=\"#D\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u3092\u69cb\u7bc9\u3059\u308b5\u3064\u306e\u624b\u9806<\/span><\/a><\/li>\n<li><a href=\"#E\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u304c\u300c\u4f7f\u3048\u306a\u3044\u300d\u3092\u9632\u3050\u7cbe\u5ea6\u5411\u4e0a\u306e3\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/a><\/li>\n<li><a href=\"#F\"><span style=\"color: #3366ff; text-decoration: underline;\">\u81ea\u793e\u3067RAG\u69cb\u7bc9\u3092\u884c\u3046\u969b\u306e3\u3064\u306e\u8ab2\u984c\u3068\u5bfe\u7b56<\/span><\/a><\/li>\n<li><a href=\"#G\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u69cb\u7bc9\u3092\u5185\u88fd\u5316\u3059\u308b\u304b\u5916\u90e8\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u304b\u306e\u691c\u8a0e\u9805\u76ee3\u3064<\/span><\/a><\/li>\n<li><a href=\"#H\"><span style=\"color: #3366ff; text-decoration: underline;\">RAG\u69cb\u7bc9\u306a\u3089\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/span><\/a><\/li>\n<li><a href=\"#I\"><span style=\"color: #3366ff; text-decoration: underline;\">\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306b\u3088\u308b\u751f\u6210AI\u5c0e\u5165\u306e\u6210\u529f\u4e8b\u4f8b3\u9078<\/span><\/a><\/li>\n<li><a href=\"#J\"><span style=\"color: #3366ff; text-decoration: underline;\">\u307e\u3068\u3081<\/span><\/a><\/li>\n<\/ol>\n<\/div>\n<p><a id=\"banner_jirei_ai_1_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/ai_success\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12316\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png\" alt=\"\" width=\"1200\" height=\"360\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png 1200w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-300x90.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-1024x307.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-768x230.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><\/p>\n<h2 id=\"A\">RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3068\u306f\uff1f<\/h2>\n<p>RAG\uff08Retrieval-Augmented Generation\uff09\u3068\u306f\u300c\u691c\u7d22\uff08Retrieval\uff09\u300d\u3068\u300c\u751f\u6210\uff08Generation\uff09\u300d\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u751f\u6210AI\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u4e00\u822c\u7684\u306aLLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u306f\u3001\u4e8b\u524d\u5b66\u7fd2\u3057\u305f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u6587\u7ae0\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u81ea\u793e\u72ec\u81ea\u306e\u6700\u65b0\u60c5\u5831\u3084\u793e\u5185\u30eb\u30fc\u30eb\u307e\u3067\u306f\u628a\u63e1\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u696d\u52d9\u8cc7\u6599\u3001\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u306a\u3069\u3092\u6b63\u78ba\u306b\u56de\u7b54\u3078\u53cd\u6620\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3057\u305f\u3002<\/p>\n<p>RAG\u3067\u306f\u3001LLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u524d\u306b\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u691c\u7d22\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u691c\u7d22\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f\u81ea\u793e\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306bLLM\u304c\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u901a\u5e38\u306eLLM\u5358\u4f53\u3067\u306f\u5bfe\u5fdc\u304c\u96e3\u3057\u304b\u3063\u305f\u300c\u81ea\u793e\u56fa\u6709\u306e\u8cea\u554f\u300d\u3078\u306e\u56de\u7b54\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u53c2\u7167\u5143\u3068\u306a\u308b\u60c5\u5831\u3092\u9650\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001LLM\u304c\u4e8b\u5b9f\u3068\u306f\u7570\u306a\u308b\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u3063\u305f\u56de\u7b54\uff09\u306e\u6291\u5236\u306b\u3082\u3064\u306a\u304c\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u793e\u5185\u30c7\u30fc\u30bf\u3092\u30e2\u30c7\u30eb\u81ea\u4f53\u306e\u5b66\u7fd2\u306b\u5229\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u691c\u7d22\u3057\u3066\u5229\u7528\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u305f\u3081\u3001\u6a5f\u5bc6\u60c5\u5831\u3092\u4fdd\u8b77\u3057\u306a\u304c\u3089\u751f\u6210AI\u3092\u696d\u52d9\u6d3b\u7528\u3067\u304d\u308b\u70b9\u3082\u5927\u304d\u306a\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>\u3053\u3046\u3057\u305f\u30e1\u30ea\u30c3\u30c8\u304b\u3089\u3001RAG\u306f\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u691c\u7d22\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3001\u55b6\u696d\u652f\u63f4\u3001\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u52d9\u9818\u57df\u3067\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n<h3>RAG\u3068\u5f93\u6765\u306eLLM\u3068\u306e\u9055\u3044<\/h3>\n<p>RAG\u3068\u5f93\u6765\u306eLLM\u306e\u6c7a\u5b9a\u7684\u306a\u9055\u3044\u306f\u300c\u56de\u7b54\u3092\u4f5c\u6210\u3059\u308b\u969b\u306b\u3001\u5916\u90e8\u306e\u6700\u65b0\u60c5\u5831\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3066\u53c2\u7167\u3059\u308b\u304b\u3069\u3046\u304b\u300d\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u5f93\u6765\u306eLLM\u306f\u3001\u5b66\u7fd2\u6642\u306b\u53d6\u308a\u8fbc\u3093\u3060\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u5b66\u7fd2\u6642\u70b9\u4ee5\u964d\u306b\u767a\u751f\u3057\u305f\u60c5\u5831\u3084\u4f01\u696d\u5185\u3060\u3051\u3067\u5171\u6709\u3055\u308c\u3066\u3044\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u696d\u52d9\u8cc7\u6599\u306a\u3069\u306f\u3001\u57fa\u672c\u7684\u306b\u628a\u63e1\u3057\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e00\u65b9\u3001RAG\u306fLLM\u305d\u306e\u3082\u306e\u3092\u518d\u5b66\u7fd2\u3055\u305b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u56de\u7b54\u524d\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u5916\u90e8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u76f4\u3059\u5fc5\u8981\u304c\u306a\u304f\u3001\u6bd4\u8f03\u7684\u4f4e\u30b3\u30b9\u30c8\u3067\u81ea\u793e\u5411\u3051\u306e\u751f\u6210AI\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u305d\u306e\u4ed6\u306b\u3082\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9805\u76ee<\/th>\n<th>\u5f93\u6765\u306eLLM<\/th>\n<th>RAG<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u60c5\u5831\u306e\u53c2\u7167\u5143<\/td>\n<td>\u5b66\u7fd2\u6642\u306b\u84c4\u7a4d\u3055\u308c\u305f\u5185\u90e8\u77e5\u8b58\u306e\u307f<\/td>\n<td>\u5185\u90e8\u77e5\u8b58\uff0b\u5916\u90e8DB\u30fb\u793e\u5185\u6587\u66f8\u30fbWeb\u691c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>\u6700\u65b0\u60c5\u5831\u3078\u306e\u5bfe\u5fdc<\/td>\n<td>\u5b66\u7fd2\u30ab\u30c3\u30c8\u30aa\u30d5\u6642\u70b9\u307e\u3067\u306e\u30c7\u30fc\u30bf\u306e\u307f<\/td>\n<td>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u6700\u65b0\u60c5\u5831\u3092\u5373\u5ea7\u306b\u53cd\u6620\u53ef\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u793e\u5185\u30fb\u72ec\u81ea\u30c7\u30fc\u30bf<\/td>\n<td>\u672a\u5b66\u7fd2\u306e\u30c7\u30fc\u30bf\u306b\u306f\u56de\u7b54\u3067\u304d\u306a\u3044<\/td>\n<td>\u56fa\u6709\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff08\u30de\u30cb\u30e5\u30a2\u30eb\u7b49\uff09\u3092\u53c2\u7167\u53ef\u80fd<\/td>\n<\/tr>\n<tr>\n<td>\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u60c5\u5831\uff09<\/td>\n<td>\u77e5\u3089\u306a\u3044\u3053\u3068\u3082\u300c\u305d\u308c\u3063\u307d\u304f\u300d\u634f\u9020\u3057\u3084\u3059\u3044<\/td>\n<td>\u691c\u7d22\u3057\u305f\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u7b54\u3048\u308b\u305f\u3081\u5927\u5e45\u306b\u6e1b\u5c11<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u7b54\u306e\u6839\u62e0\uff08\u51fa\u5178\uff09<\/td>\n<td>\u60c5\u5831\u6e90\u306e\u7279\u5b9a\u304c\u56f0\u96e3<\/td>\n<td>\u300c\u3069\u306e\u6587\u66f8\u306e\u3069\u3053\u3092\u898b\u305f\u304b\u300d\u6839\u62e0\u3092\u63d0\u793a\u3067\u304d\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u77e5\u8b58\u306e\u66f4\u65b0\u30b3\u30b9\u30c8<\/td>\n<td>\u30e2\u30c7\u30eb\u306e\u518d\u5b66\u7fd2\u3084\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\uff08\u9ad8\u30b3\u30b9\u30c8\uff09<\/td>\n<td>\u53c2\u7167\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u66f4\u65b0\u30fb\u8ffd\u52a0\u3059\u308b\u3060\u3051\uff08\u4f4e\u30b3\u30b9\u30c8\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5f93\u6765\u306eLLM\u304c\u300c\u5e45\u5e83\u3044\u4e00\u822c\u77e5\u8b58\u3092\u3082\u3068\u306b\u6587\u7ae0\u3092\u751f\u6210\u3059\u308bAI\u300d\u3067\u3042\u308b\u306e\u306b\u5bfe\u3057\u3001RAG\u306f\u300c\u81ea\u793e\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u6839\u62e0\u3092\u3082\u3068\u306b\u56de\u7b54\u3067\u304d\u308bAI\u300d\u3067\u3059\u3002\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u306e\u6d3b\u7528\u3084\u696d\u52d9\u52b9\u7387\u5316\u3092\u76ee\u7684\u306b\u3057\u305f\u3044\u306e\u3067\u3042\u308c\u3070\u3001\u60c5\u5831\u306e\u6b63\u78ba\u6027\u3084\u66f4\u65b0\u6027\u3092\u7dad\u6301\u3057\u3084\u3059\u3044RAG\u304c\u6709\u52b9\u306a\u9078\u629e\u80a2\u3068\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>RAG\u69cb\u7bc9\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u80cc\u666f<\/h3>\n<p>\u8fd1\u5e74\u591a\u304f\u306e\u4f01\u696d\u3067RAG\u306e\u5c0e\u5165\u304c\u9032\u3093\u3067\u3044\u308b\u4e3b\u306a\u7406\u7531\u306f\u300c\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u81a8\u5927\u306a\u60c5\u5831\u3092\u6709\u52b9\u6d3b\u7528\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u30cb\u30fc\u30ba\u3067\u3059\u3002<\/p>\n<p>\u4f01\u696d\u306b\u306f\u3001\u696d\u52d9\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u793e\u5185\u898f\u5b9a\u3001\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u5c65\u6b74\u3001\u55b6\u696d\u8cc7\u6599\u3001\u65e5\u5831\u306a\u3069\u3001\u696d\u52d9\u6539\u5584\u306b\u3064\u306a\u304c\u308b\u8cb4\u91cd\u306a\u30c7\u30fc\u30bf\u304c\u6570\u591a\u304f\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5927\u91cf\u306e\u60c5\u5831\u3092\u9069\u5207\u306b\u6574\u7406\u30fb\u691c\u7d22\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u306a\u3044\u3068\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u3059\u3050\u306b\u53d6\u308a\u51fa\u305b\u307e\u305b\u3093\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u7d50\u679c\u3068\u3057\u3066\u3001\u60c5\u5831\u304c\u6d3b\u7528\u3055\u308c\u306a\u3044\u307e\u307e\u3001\u9577\u671f\u9593\u7720\u3063\u3066\u3044\u308b\u30b1\u30fc\u30b9\u304c\u3042\u308b\u306e\u3082\u4e8b\u5b9f\u3067\u3059\u3002<\/p>\n<\/div>\n<p>ChatGPT\u306a\u3069\u306e\u6c4e\u7528\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3082\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u304c\u3001AI\u3092\u696d\u52d9\u5229\u7528\u3059\u308b\u5834\u5408\u3001\u793e\u5916\u79d8\u60c5\u5831\u3084\u9867\u5ba2\u60c5\u5831\u3092\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u5165\u529b\u3059\u308b\u3053\u3068\u306b\u3088\u308b\u300c\u60c5\u5831\u6f0f\u3048\u3044\u30ea\u30b9\u30af\u300d\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u3067\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u304b\u3089\u305d\u3082\u305d\u3082\u793e\u5185\u60c5\u5831\u3092\u305d\u306e\u307e\u307e\u5916\u90e8AI\u3078\u5165\u529b\u3057\u306a\u3044\u3088\u3046\u3001\u30eb\u30fc\u30eb\u304c\u53b3\u683c\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u307e\u305f\u3001\u5f93\u6765\u306eLLM\u5358\u4f53\u3067\u306f\u3001\u5b66\u7fd2\u3057\u3066\u3044\u306a\u3044\u60c5\u5831\u306b\u3064\u3044\u3066\u8cea\u554f\u3055\u308c\u305f\u969b\u306b\u4e8b\u5b9f\u3068\u306f\u7570\u306a\u308b\u5185\u5bb9\u3092\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u56de\u7b54\u300d\u3068\u3057\u3066\u751f\u6210\u3059\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u767a\u751f\u3057\u304c\u3061\u3067\u3057\u305f\u3002<\/p>\n<p>\u4e00\u65b9\u3001RAG\u306f\u793e\u5185\u306b\u5b58\u5728\u3059\u308b\u6b63\u78ba\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u6839\u62e0\u3068\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3084\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u696d\u52d9\u3067\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3067\u304d\u308b\u751f\u6210AI\u74b0\u5883\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u7d50\u679c\u3001RAG\u306f\u793e\u5185\u306b\u7720\u308b\u77e5\u8b58\u8cc7\u7523\u3092\u6709\u52b9\u6d3b\u7528\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u56de\u7b54\u7cbe\u5ea6\u306a\u3069\u306e\u300c\u751f\u6210AI\u5c0e\u5165\u30ea\u30b9\u30af\u300d\u3092\u89e3\u6c7a\u3059\u308b\u624b\u6bb5\u3068\u3057\u3066\u3001\u591a\u304f\u306e\u4f01\u696d\u304b\u3089\u6ce8\u76ee\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2 id=\"B\">RAG\u306e\u6d3b\u7528\u30b7\u30fc\u30f3\u4f8b3\u3064<\/h2>\n<p>RAG\u306f\u3001\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u751f\u6210AI\u306b\u3088\u308b\u56de\u7b54\u3068\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068\u304b\u3089\u3001\u3055\u307e\u3056\u307e\u306a\u696d\u52d9\u9818\u57df\u3067\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u2460\u793e\u5185\u30d8\u30eb\u30d7\u30c7\u30b9\u30af<\/h3>\n<p>\u4eba\u4e8b\u30fb\u7dcf\u52d9\u30fbIT\u30b5\u30dd\u30fc\u30c8\u90e8\u9580\u306b\u306f\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u30ea\u30bb\u30c3\u30c8\u65b9\u6cd5\u3092\u77e5\u308a\u305f\u3044\u300d\u300c\u7d4c\u8cbb\u7cbe\u7b97\u306e\u7de0\u3081\u65e5\u306f\u3044\u3064\u304b\u300d\u300c\u5c31\u696d\u898f\u5247\u306e\u3069\u306e\u90e8\u5206\u3092\u78ba\u8a8d\u3059\u308c\u3070\u3088\u3044\u304b\u300d\u306a\u3069\u3001\u65e5\u3005\u591a\u304f\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u540c\u3058\u3088\u3046\u306a\u8cea\u554f\u304c\u7e70\u308a\u8fd4\u3057\u5c4a\u304f\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3001\u62c5\u5f53\u8005\u304c\u90fd\u5ea6\u5bfe\u5fdc\u3059\u308b\u3068\u5927\u304d\u306a\u696d\u52d9\u8ca0\u62c5\u306b\u306a\u3063\u3066\u3057\u307e\u3046\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<p>RAG\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001\u793e\u5185\u898f\u7a0b\u3001\u5404\u7a2e\u7533\u8acb\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u904e\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u5c65\u6b74\u306a\u3069\u3092AI\u306b\u53c2\u7167\u3055\u305b\u3001\u793e\u54e1\u304b\u3089\u306e\u8cea\u554f\u306b\u81ea\u52d5\u56de\u7b54\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092RAG\u3078\u767b\u9332\u3057\u3066Slack\u3084Microsoft Teams\u306a\u3069\u306e\u30c1\u30e3\u30c3\u30c8\u30c4\u30fc\u30eb\u3068\u9023\u643a\u3059\u308b\u3053\u3068\u3067\u3001\u666e\u6bb5\u5229\u7528\u3057\u3066\u3044\u308b\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u74b0\u5883\u304b\u3089\u7c21\u5358\u306b\u8cea\u554f\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u90e8\u9580\u306e\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u793e\u54e1\u306f\u62c5\u5f53\u90e8\u7f72\u3078\u78ba\u8a8d\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u309224\u6642\u9593365\u65e5\u3059\u3050\u306b\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u696d\u52d9\u306e\u505c\u6ede\u3084\u78ba\u8a8d\u5f85\u3061\u306b\u3088\u308b\u30b9\u30c8\u30ec\u30b9\u306e\u8efd\u6e1b\u306b\u3082\u3064\u306a\u304c\u308a\u3001\u3069\u306e\u793e\u54e1\u306b\u3068\u3063\u3066\u3082\u5229\u70b9\u306e\u3042\u308b\u65bd\u7b56\u3068\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>\u2461\u55b6\u696d\u30ca\u30ec\u30c3\u30b8\u6d3b\u7528<\/h3>\n<p>\u55b6\u696d\u6d3b\u52d5\u3067\u306f\u3001\u904e\u53bb\u306e\u6210\u529f\u4e8b\u4f8b\u3001\u63d0\u6848\u66f8\u3001\u898b\u7a4d\u30c7\u30fc\u30bf\u3001\u88fd\u54c1\u30b9\u30da\u30c3\u30af\u3001\u7af6\u5408\u6bd4\u8f03\u8cc7\u6599\u306a\u3069\u3001\u6210\u679c\u306b\u3064\u306a\u304c\u308b\u591a\u304f\u306e\u60c5\u5831\u304c\u65e5\u3005\u84c4\u7a4d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8cc7\u6599\u304c\u793e\u5185\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u5834\u5408\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3059\u3060\u3051\u3067\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u6d3b\u7528\u3067\u304d\u308b\u77e5\u8b58\u306b\u5dee\u304c\u751f\u307e\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u7d50\u679c\u7684\u306b\u3001\u696d\u52d9\u304c\u5c5e\u4eba\u5316\u3057\u305f\u308a\u3001\u62c5\u5f53\u8005\u3054\u3068\u306e\u30b9\u30ad\u30eb\u5dee\u304c\u751f\u3058\u305f\u308a\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e00\u65b9\u3001RAG\u3092\u5c0e\u5165\u3059\u308c\u3070\u3001\u3053\u308c\u307e\u3067\u500b\u4eba\u3084\u4e00\u90e8\u306e\u30c1\u30fc\u30e0\u306b\u84c4\u7a4d\u3055\u308c\u3066\u3044\u305f\u55b6\u696d\u30ca\u30ec\u30c3\u30b8\u3092\u6a2a\u65ad\u7684\u306b\u691c\u7d22\u3057\u3001\u8ab0\u3067\u3082\u5fc5\u8981\u306a\u60c5\u5831\u3092\u3059\u3050\u306b\u53d6\u308a\u51fa\u305b\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u300c\u3007\u3007\u696d\u754c\u3067\u6210\u679c\u306b\u3064\u306a\u304c\u3063\u305f\u63d0\u6848\u30d1\u30bf\u30fc\u30f3\u306f\uff1f\u300d\u300c\u7af6\u5408A\u793e\u3068\u6bd4\u8f03\u3055\u308c\u305f\u969b\u306b\u8a34\u6c42\u3059\u3079\u304d\u81ea\u793e\u306e\u5f37\u307f\u306f\uff1f\u300d\u3068\u3044\u3046\u8cea\u554f\u3092\u5165\u529b\u3059\u308b\u3068\u3001RAG\u304c\u81a8\u5927\u306a\u904e\u53bb\u8cc7\u6599\u306e\u4e2d\u304b\u3089\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3066\u8981\u70b9\u3092\u6574\u7406\u30fb\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u751f\u7523\u6027\u306e\u5411\u4e0a\u3060\u3051\u3067\u306a\u304f\u3001\u63d0\u6848\u66f8\u4f5c\u6210\u3084\u5546\u8ac7\u6e96\u5099\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u77ed\u7e2e\u3067\u304d\u3001\u55b6\u696d\u6d3b\u52d5\u306e\u30b9\u30d4\u30fc\u30c9\u5411\u4e0a\u306b\u3064\u306a\u304c\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u307e\u305f\u3001\u30c8\u30c3\u30d7\u55b6\u696d\u62c5\u5f53\u8005\u304c\u6301\u3064\u6210\u529f\u4e8b\u4f8b\u3084\u63d0\u6848\u30ce\u30a6\u30cf\u30a6\u3092\u30c7\u30fc\u30bf\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u7d4c\u9a13\u306e\u6d45\u3044\u793e\u54e1\u3067\u3082\u8cea\u306e\u9ad8\u3044\u63d0\u6848\u3092\u884c\u3048\u308b\u3053\u3068\u3082\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u5c5e\u4eba\u7684\u3060\u3063\u305f\u55b6\u696d\u30b9\u30ad\u30eb\u3092\u7d44\u7e54\u5168\u4f53\u3067\u5171\u6709\u3067\u304d\u308b\u305f\u3081\u3001\u55b6\u696d\u529b\u306e\u5e95\u4e0a\u3052\u3084\u63d0\u6848\u54c1\u8cea\u306e\u6a19\u6e96\u5316\u306b\u3082\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n<h3>\u2462\u4fdd\u5b88\u30fb\u73fe\u5834\u4f5c\u696d\u652f\u63f4<\/h3>\n<p>\u88fd\u9020\u696d\u306e\u5de5\u5834\u3084\u30d5\u30a3\u30fc\u30eb\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3069\u306e\u73fe\u5834\u4f5c\u696d\u3067\u306f\u3001\u88fd\u54c1\u306e\u4fdd\u5b88\u30fb\u4fee\u7406\u5bfe\u5fdc\u3067\u6570\u767e\u30da\u30fc\u30b8\u306b\u53ca\u3076\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u6280\u8853\u8cc7\u6599\u3001\u904e\u53bb\u306e\u4fee\u7406\u5c65\u6b74\u306a\u3069\u3001\u81a8\u5927\u306a\u60c5\u5831\u306e\u4e2d\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u8fc5\u901f\u306b\u63a2\u3057\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u30c8\u30e9\u30d6\u30eb\u304c\u767a\u751f\u3059\u308b\u5ea6\u306b\u8a72\u5f53\u7b87\u6240\u3092\u624b\u4f5c\u696d\u3067\u63a2\u3059\u306e\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u5bfe\u5fdc\u306e\u9045\u308c\u306b\u3064\u306a\u304c\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u3068\u3001\u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u3084\u767a\u751f\u3057\u3066\u3044\u308b\u75c7\u72b6\u306a\u3069\u3092\u5165\u529b\u3059\u308b\u3060\u3051\u3067\u3001AI\u304c\u95a2\u9023\u3059\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u904e\u53bb\u306e\u5bfe\u5fdc\u4e8b\u4f8b\u3092\u691c\u7d22\u3057\u3066\u304f\u308c\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u3001\u5fc5\u8981\u306a\u5fa9\u65e7\u624b\u9806\u3084\u78ba\u8a8d\u3059\u3079\u304d\u90e8\u54c1\u60c5\u5831\u3082\u63d0\u793a\u3057\u3066\u3082\u3089\u3048\u308b\u305f\u3081\u3001\u30c8\u30e9\u30d6\u30eb\u306e\u539f\u56e0\u3084\u5bfe\u51e6\u6cd5\u306b\u3059\u3050\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u300c\u88c5\u7f6e\u306b\u30a8\u30e9\u30fc\u30b3\u30fc\u30c9\u3007\u3007\u304c\u8868\u793a\u3055\u308c\u305f\u300d\u300c\u7279\u5b9a\u306e\u90e8\u54c1\u304c\u6b63\u5e38\u306b\u52d5\u4f5c\u3057\u306a\u3044\u300d\u3068\u3044\u3046\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u3001\u904e\u53bb\u306e\u4fee\u7406\u30ed\u30b0\u3084\u6280\u8853\u8cc7\u6599\u3092\u3082\u3068\u306b\u3001\u78ba\u8a8d\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u3084\u5bfe\u5fdc\u624b\u9806\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u30c8\u30e9\u30d6\u30eb\u767a\u751f\u6642\u306e\u30c0\u30a6\u30f3\u30bf\u30a4\u30e0\uff08\u4f5c\u696d\u505c\u6b62\u6642\u9593\uff09\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u73fe\u5834\u5bfe\u5fdc\u306e\u30b9\u30d4\u30fc\u30c9\u5411\u4e0a\u3092\u76ee\u6307\u3059\u4f01\u696d\u306b\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u307e\u305f\u3001\u3053\u308c\u307e\u3067\u30d9\u30c6\u30e9\u30f3\u6280\u8853\u8005\u306e\u7d4c\u9a13\u3084\u52d8\u306b\u983c\u3063\u3066\u3044\u305f\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u30ce\u30a6\u30cf\u30a6\u3092\u30c7\u30fc\u30bf\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u7d4c\u9a13\u306e\u6d45\u3044\u4f5c\u696d\u54e1\u3067\u3082\u4e00\u5b9a\u6c34\u6e96\u306e\u521d\u671f\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u719f\u7df4\u8005\u306e\u77e5\u8b58\u3092\u7d44\u7e54\u5168\u4f53\u3067\u5171\u6709\u3067\u304d\u308b\u305f\u3081\u3001\u4eba\u6750\u80b2\u6210\u3084\u6280\u8853\u7d99\u627f\u306e\u8ab2\u984c\u89e3\u6c7a\u306b\u3082\u8ca2\u732e\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h2 id=\"C\">RAG\u69cb\u7bc9\u306b\u304a\u3051\u308b\u4ee3\u8868\u7684\u306a4\u3064\u306e\u74b0\u5883\u30fb\u65b9\u6cd5<\/h2>\n<p>RAG\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u306f\u3001\u81ea\u793e\u306e\u6280\u8853\u529b\u3001\u5229\u7528\u76ee\u7684\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3001\u904b\u7528\u4f53\u5236\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u624b\u8efd\u306b\u59cb\u3081\u3089\u308c\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u6d3b\u7528\u304b\u3089\u3001\u81ea\u793e\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u7d30\u304b\u304f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u308b\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u958b\u767a\u307e\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u9078\u629e\u80a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6bd4\u8f03\u9805\u76ee<\/th>\n<th>Python\u958b\u767a<\/th>\n<th>\u30af\u30e9\u30a6\u30c9\u69cb\u7bc9<\/th>\n<th>\u30ed\u30fc\u30ab\u30eb\u30fb\u7121\u6599\u30c4\u30fc\u30eb<\/th>\n<th>SaaS\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u7279\u5fb4<\/td>\n<td>\u81ea\u7531\u5ea6\u304c\u9ad8\u3044<\/td>\n<td>\u904b\u7528\u30fb\u62e1\u5f35\u3057\u3084\u3059\u3044<\/td>\n<td>\u81ea\u793e\u74b0\u5883\u3067\u691c\u8a3c\u3067\u304d\u308b<\/td>\n<td>\u624b\u8efd\u306b\u5c0e\u5165\u3067\u304d\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30e1\u30ea\u30c3\u30c8<\/td>\n<td>\u7d30\u304b\u306a\u8abf\u6574\u304c\u53ef\u80fd<\/td>\n<td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u62e1\u5f35\u6027\u304c\u9ad8\u3044<\/td>\n<td>\u4f4e\u30b3\u30b9\u30c8\u30fb\u5916\u90e8\u9001\u4fe1\u4e0d\u8981<\/td>\n<td>\u958b\u767a\u77e5\u8b58\u304c\u5c11\u306a\u304f\u3066\u3082\u4f7f\u3048\u308b<\/td>\n<\/tr>\n<tr>\n<td>\u30c7\u30e1\u30ea\u30c3\u30c8<\/td>\n<td>\u9ad8\u3044\u958b\u767a\u30b9\u30ad\u30eb\u304c\u5fc5\u8981<\/td>\n<td>\u7d99\u7d9a\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b<\/td>\n<td>\u6027\u80fd\u30fb\u904b\u7528\u306b\u5236\u7d04\u304c\u3042\u308b<\/td>\n<td>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u304c\u4f4e\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u5411\u3044\u3066\u3044\u308b\u30b1\u30fc\u30b9<\/td>\n<td>\u9ad8\u7cbe\u5ea6\u30fb\u72ec\u81ea\u8981\u4ef6<\/td>\n<td>\u672c\u756a\u904b\u7528\u30fb\u5927\u898f\u6a21\u5229\u7528<\/td>\n<td>PoC\u30fb\u5c0f\u898f\u6a21\u691c\u8a3c<\/td>\n<td>\u521d\u671f\u691c\u8a3c\u30fb\u30b9\u30e2\u30fc\u30eb\u30b9\u30bf\u30fc\u30c8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u2460Python\u306b\u3088\u308b\u30ab\u30b9\u30bf\u30e0\u958b\u767a<\/h3>\n<p>Python\u3092\u7528\u3044\u305f\u30ab\u30b9\u30bf\u30e0\u958b\u767a\u306f\u3001RAG\u306e\u69cb\u6210\u8981\u7d20\u3092\u81ea\u7531\u306b\u7d44\u307f\u5408\u308f\u305b\u3001\u81ea\u793e\u306e\u696d\u52d9\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u67d4\u8edf\u306b\u8a2d\u8a08\u3067\u304d\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001RAG\u958b\u767a\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308b\u300cLangChain\u300d\u3084\u300cLlamaIndex\u300d\u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001API\u7d4c\u7531\u3067LLM\u3084\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u63a5\u7d9a\u3057\u307e\u3059\u3002<\/p>\n<p>\u4e3b\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u81ea\u793e\u306e\u696d\u52d9\u8981\u4ef6\u306b\u5408\u308f\u305b\u3066\u67d4\u8edf\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u53ef\u80fd<\/li>\n<li>\u691c\u7d22\u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u7d30\u304b\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3067\u304d\u308b<\/li>\n<li>\u72ec\u81ea\u6a5f\u80fd\u306e\u8ffd\u52a0\u3084\u4ed6\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u304c\u3057\u3084\u3059\u3044<\/li>\n<\/ul>\n<p><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>Python\u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u304c\u5fc5\u8981<\/li>\n<li>LLM\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u95a2\u3059\u308b\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b<\/li>\n<li>\u958b\u767a\u30fb\u4fdd\u5b88\u3092\u884c\u3046\u793e\u5185\u4eba\u6750\u3084\u4f53\u5236\u306e\u78ba\u4fdd\u304c\u5fc5\u8981<\/li>\n<\/ul>\n<p>\u30c7\u30fc\u30bf\u306e\u691c\u7d22\u65b9\u6cd5\u3001\u56de\u7b54\u751f\u6210\u306e\u30eb\u30fc\u30eb\u3001\u30e6\u30fc\u30b6\u30fc\u6a29\u9650\u3054\u3068\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306a\u3069\u3092\u7d30\u304b\u304f\u8abf\u6574\u3067\u304d\u308b\u305f\u3081\u3001\u9ad8\u3044\u56de\u7b54\u7cbe\u5ea6\u304c\u6c42\u3081\u3089\u308c\u308b\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u8907\u96d1\u306a\u8981\u4ef6\u3092\u6301\u3064\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3>\u2461AWS\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u3092\u6d3b\u7528\u3057\u305f\u69cb\u7bc9<\/h3>\n<p>AWS\u306a\u3069\u3001\u30af\u30e9\u30a6\u30c9\u4e0a\u306b\u7528\u610f\u3055\u308c\u305fAI\u30b5\u30fc\u30d3\u30b9\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30a4\u30f3\u30d5\u30e9\u3092\u4e00\u304b\u3089\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306a\u304f\u4f01\u696d\u5411\u3051\u306eRAG\u30b7\u30b9\u30c6\u30e0\u3092\u52b9\u7387\u7684\u306b\u5c0e\u5165\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u4f8b\u3048\u3070\u3001AWS\u3067\u306f\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u691c\u7d22\u57fa\u76e4\u306a\u3069\u3001RAG\u306b\u5fc5\u8981\u306a\u6a5f\u80fd\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u305d\u306e\u305f\u3081\u3001\u81ea\u793e\u3067\u30b5\u30fc\u30d0\u30fc\u3092\u7528\u610f\u3057\u3066\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u5834\u5408\u3068\u6bd4\u3079\u3001\u521d\u671f\u69cb\u7bc9\u306b\u304b\u304b\u308b\u6642\u9593\u3084\u904b\u7528\u8ca0\u8377\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u30b5\u30fc\u30d0\u30fc\u3084\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u306e\u8ca0\u62c5\u3092\u8efd\u6e1b\u3067\u304d\u308b<\/li>\n<li>\u30af\u30e9\u30a6\u30c9\u4e8b\u696d\u8005\u304c\u63d0\u4f9b\u3059\u308b\u5f37\u56fa\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u308b<\/li>\n<li>\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u7ba1\u7406\u3084\u30c7\u30fc\u30bf\u4fdd\u8b77\u306e\u4ed5\u7d44\u307f\u3092\u5c0e\u5165\u3057\u3084\u3059\u3044<\/li>\n<li>\u5229\u7528\u898f\u6a21\u306b\u5fdc\u3058\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u67d4\u8edf\u306b\u62e1\u5f35\u3067\u304d\u308b<\/li>\n<\/ul>\n<p><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528\u6599\u91d1\u304c\u7d99\u7d9a\u7684\u306b\u767a\u751f\u3059\u308b<\/li>\n<li>\u5404\u30b5\u30fc\u30d3\u30b9\u56fa\u6709\u306e\u4ed5\u69d8\u3084\u5236\u7d04\u304c\u3042\u308a\u3001\u81ea\u7531\u5ea6\u306b\u9650\u754c\u304c\u3042\u308b<\/li>\n<li>\u9ad8\u5ea6\u306a\u72ec\u81ea\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306b\u306f\u8ffd\u52a0\u958b\u767a\u304c\u5fc5\u8981\u306b\u306a\u308b<\/li>\n<\/ul>\n<p>\u4f01\u696d\u5229\u7528\u3067\u306f\u300c\u8ab0\u304c\u3069\u306e\u60c5\u5831\u3078\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u304b\u300d\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u3042\u308c\u3070\u30e6\u30fc\u30b6\u30fc\u8a8d\u8a3c\u3084\u6a29\u9650\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u6d3b\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u90e8\u7f72\u3054\u3068\u306b\u95b2\u89a7\u3067\u304d\u308b\u60c5\u5831\u3092\u5236\u5fa1\u3059\u308b\u306a\u3069\u3001\u5b89\u5168\u6027\u3092\u8003\u616e\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u30af\u30e9\u30a6\u30c9\u578bRAG\u306f\u300c\u9ad8\u5ea6\u306a\u72ec\u81ea\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3088\u308a\u3082\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u5b89\u5b9a\u3057\u305f\u904b\u7528\u3092\u91cd\u8996\u3057\u305f\u3044\u4f01\u696d\u300d\u306b\u9069\u3057\u305f\u69cb\u7bc9\u65b9\u6cd5\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n<h3>\u2462\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084\u7121\u6599\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u691c\u8a3c\u7528\u69cb\u7bc9<\/h3>\n<p>\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3084\u7121\u6599\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u3001RAG\u306e\u691c\u8a3c\u7528\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u4f8b\u3048\u3070\u3001Ollama\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u5229\u7528\u3057\u3066\u81ea\u793e\u306ePC\u4e0a\u3067Llama 3\u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9LLM\u3092\u52d5\u4f5c\u3055\u305b\u3001\u7121\u6599\u3067\u5229\u7528\u3067\u304d\u308bRAG\u95a2\u9023\u30c4\u30fc\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u5916\u90e8\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u81ea\u793e\u74b0\u5883\u5185\u3067AI\u30e2\u30c7\u30eb\u3084\u30c7\u30fc\u30bf\u3092\u6271\u3048\u308b\u305f\u3081\u3001\u307e\u305a\u306f\u5c0f\u898f\u6a21\u306aPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u3092\u5b9f\u65bd\u3057\u305f\u3044\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3066RAG\u306e\u691c\u8a3c\u304c\u3067\u304d\u308b<\/li>\n<li>\u793e\u5185\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u9001\u4fe1\u3057\u306a\u3044\u305f\u3081\u3001\u60c5\u5831\u6f0f\u3048\u3044\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3067\u304d\u308b<\/li>\n<li>\u5c0f\u898f\u6a21\u306aPoC\u3084\u6280\u8853\u691c\u8a3c\u306e\u521d\u671f\u6bb5\u968e\u306b\u9069\u3057\u3066\u3044\u308b<\/li>\n<li>\u81ea\u793e\u3067RAG\u306e\u4ed5\u7d44\u307f\u3084\u6027\u80fd\u3092\u78ba\u8a8d\u3057\u306a\u304c\u3089\u958b\u767a\u3092\u9032\u3081\u3089\u308c\u308b<\/li>\n<\/ul>\n<p><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u9ad8\u6027\u80fd\u306aGPU\u3092\u642d\u8f09\u3057\u305fPC\u3084\u30b5\u30fc\u30d0\u30fc\u304c\u5fc5\u8981\u306b\u306a\u308b<\/li>\n<li>\u74b0\u5883\u69cb\u7bc9\u3084\u30c8\u30e9\u30d6\u30eb\u5bfe\u5fdc\u306b\u6280\u8853\u7684\u306a\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b<\/li>\n<li>\u5927\u898f\u6a21\u306a\u30e6\u30fc\u30b6\u30fc\u5229\u7528\u3084\u9ad8\u8ca0\u8377\u306a\u672c\u756a\u904b\u7528\u306b\u306f\u5411\u3044\u3066\u3044\u306a\u3044<\/li>\n<li>\u30e2\u30c7\u30eb\u3084\u30c4\u30fc\u30eb\u306e\u7ba1\u7406\u3092\u81ea\u793e\u3067\u884c\u3046\u5fc5\u8981\u304c\u3042\u308b<\/li>\n<\/ul>\n<p>\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306eRAG\u69cb\u7bc9\u306f\u3001\u3044\u304d\u306a\u308a\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u524d\u306b\u300c\u3069\u306e\u7a0b\u5ea6\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u51fa\u308b\u306e\u304b\u300d\u300c\u81ea\u793e\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u306e\u304b\u300d\u3092\u78ba\u8a8d\u3059\u308b\u7528\u9014\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u3067\u306f\u3001\u5916\u90e8\u74b0\u5883\u3078\u60c5\u5831\u3092\u9001\u4fe1\u305b\u305a\u306b\u691c\u8a3c\u3067\u304d\u308b\u70b9\u304c\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3067\u3001\u500b\u4eba\u306ePC\u3084\u9650\u3089\u308c\u305f\u30b5\u30fc\u30d0\u30fc\u74b0\u5883\u3067\u306f\u51e6\u7406\u80fd\u529b\u306b\u9650\u754c\u304c\u3042\u308b\u305f\u3081\u3001\u5229\u7528\u4eba\u6570\u304c\u5897\u3048\u305f\u308a\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3063\u305f\u308a\u3059\u308b\u6bb5\u968e\u3067\u306f\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3084\u5c02\u7528\u30a4\u30f3\u30d5\u30e9\u3078\u306e\u79fb\u884c\u3092\u691c\u8a0e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u30ed\u30fc\u30ab\u30eb\u74b0\u5883\u3067\u306e\u69cb\u7bc9\u306f\u300c\u672c\u683c\u5c0e\u5165\u524d\u306e\u6280\u8853\u691c\u8a3c\u300d\u3084\u300c\u5c0f\u898f\u6a21\u306a\u793e\u5185\u5229\u7528\u3092\u8a66\u3057\u305f\u3044\u4f01\u696d\u300d\u306b\u9069\u3057\u305f\u65b9\u6cd5\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>\u2463SaaS\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9RAG\u30c4\u30fc\u30eb<\/h3>\n<p>SaaS\u3084\u30ce\u30fc\u30b3\u30fc\u30c9\u578b\u306eRAG\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u65b9\u6cd5\u306f\u3001\u958b\u767a\u30b9\u30ad\u30eb\u3084\u5c02\u9580\u77e5\u8b58\u304c\u5c11\u306a\u3044\u4f01\u696d\u3067\u3082\u5c0e\u5165\u3057\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\n<p>\u8fd1\u5e74\u3067\u306f\u3001RAG\u6a5f\u80fd\u3092\u642d\u8f09\u3057\u305fSaaS\u30b5\u30fc\u30d3\u30b9\u3084\u3001\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u306a\u3069\u306e\u64cd\u4f5c\u3067AI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u308b\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u304c\u767b\u5834\u3057\u307e\u3057\u305f\u3002\u4f8b\u3048\u3070\u3001Dify\u3084Azure OpenAI\uff0bAI Search\u306e\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308c\u3070\u3001\u8907\u96d1\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u884c\u308f\u306a\u304f\u3066\u3082\u3001\u793e\u5185\u6587\u66f8\u3092\u767b\u9332\u3057\u3066AI\u306b\u8cea\u554f\u3067\u304d\u308b\u74b0\u5883\u3092\u77ed\u671f\u9593\u3067\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u5c0e\u5165\u3057\u3084\u3059\u3044<\/li>\n<li>\u6570\u65e5\u7a0b\u5ea6\u306e\u77ed\u671f\u9593\u3067RAG\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u308b<\/li>\n<li>\u958b\u767a\u30b3\u30b9\u30c8\u3084\u521d\u671f\u5c0e\u5165\u8cbb\u7528\u3092\u6291\u3048\u3089\u308c\u308b<\/li>\n<li>\u5c0f\u898f\u6a21\u306aPoC\u3084\u793e\u5185\u691c\u8a3c\u3092\u59cb\u3081\u3084\u3059\u3044<\/li>\n<\/ul>\n<p><strong>\u30c7\u30e1\u30ea\u30c3\u30c8<\/strong><\/p>\n<ul>\n<li>\u691c\u7d22\u30ed\u30b8\u30c3\u30af\u3084\u56de\u7b54\u751f\u6210\u51e6\u7406\u306a\u3069\u7d30\u304b\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u306b\u9650\u754c\u304c\u3042\u308b<\/li>\n<li>\u72ec\u81ea\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9ad8\u5ea6\u306a\u9023\u643a\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308b<\/li>\n<li>\u5927\u898f\u6a21\u5229\u7528\u3084\u7279\u6b8a\u306a\u696d\u52d9\u8981\u4ef6\u3067\u306f\u6a5f\u80fd\u4e0d\u8db3\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b<\/li>\n<\/ul>\n<p>SaaS\u30fb\u30ce\u30fc\u30b3\u30fc\u30c9\u578bRAG\u30c4\u30fc\u30eb\u306f\u300c\u9ad8\u5ea6\u306a\u958b\u767a\u74b0\u5883\u3092\u6574\u3048\u308b\u524d\u306b\u3001\u307e\u305a\u751f\u6210AI\u306e\u52b9\u679c\u3092\u78ba\u8a8d\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u4f01\u696d\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u5229\u7528\u7bc4\u56f2\u304c\u5e83\u304c\u3063\u3066\u3088\u308a\u9ad8\u3044\u56de\u7b54\u7cbe\u5ea6\u3084\u8907\u96d1\u306a\u696d\u52d9\u9023\u643a\u304c\u5fc5\u8981\u306b\u306a\u3063\u305f\u5834\u5408\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u958b\u767a\u3084\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u5229\u7528\u3057\u305f\u672c\u683c\u7684\u306aRAG\u69cb\u7bc9\u3078\u79fb\u884c\u3059\u308b\u3053\u3068\u304c\u671b\u307e\u3057\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u6700\u521d\u304b\u3089\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001SaaS\u3084\u30ce\u30fc\u30b3\u30fc\u30c9\u30c4\u30fc\u30eb\u3067\u52b9\u679c\u691c\u8a3c\u3092\u884c\u3044\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u6bb5\u968e\u7684\u306b\u62e1\u5f35\u3057\u3066\u3044\u304f\u9032\u3081\u65b9\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h2 id=\"D\">RAG\u3092\u69cb\u7bc9\u3059\u308b5\u3064\u306e\u624b\u9806<\/h2>\n<p>RAG\u306f\u300c\u3069\u306e\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3055\u305b\u308b\u304b\u300d\u300c\u3069\u306e\u3088\u3046\u306b\u691c\u7d22\u3059\u308b\u304b\u300d\u306b\u3088\u3063\u3066\u56de\u7b54\u54c1\u8cea\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002\u69cb\u7bc9\u5f8c\u306b\u300c\u671f\u5f85\u3057\u305f\u56de\u7b54\u304c\u5f97\u3089\u308c\u306a\u3044\u300d\u300c\u73fe\u5834\u3067\u4f7f\u308f\u308c\u306a\u3044\u300d\u3068\u3044\u3046\u4e8b\u614b\u306b\u306a\u308b\u3053\u3068\u3092\u9632\u3050\u305f\u3081\u306b\u3082\u3001\u521d\u671f\u8a2d\u8a08\u306e\u6bb5\u968e\u304b\u3089\u9069\u5207\u306a\u624b\u9806\u3067\u9032\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<ol>\n<li>\u4e8b\u524d\u6e96\u5099\u3068\u6d3b\u7528\u30c7\u30fc\u30bf\u306e\u6574\u7406\u30fb\u9078\u5b9a<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\uff08\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u30fb\u30c1\u30e3\u30f3\u30af\u5206\u5272\uff09<\/li>\n<li>\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3068\u683c\u7d0d<\/li>\n<li>\u691c\u7d22\u51e6\u7406\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08<\/li>\n<li>LLM\u306b\u3088\u308b\u56de\u7b54\u751f\u6210\u3068\u7cbe\u5ea6\u8a55\u4fa1<\/li>\n<\/ol>\n<h3>\u2460\u4e8b\u524d\u6e96\u5099\u3068\u6d3b\u7528\u30c7\u30fc\u30bf\u306e\u6574\u7406\u30fb\u9078\u5b9a<\/h3>\n<p>RAG\u306f\u3001\u767b\u9332\u3055\u308c\u305f\u8cc7\u6599\u3084\u30c7\u30fc\u30bf\u3092\u691c\u7d22\u3057\u3001\u305d\u306e\u5185\u5bb9\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u53c2\u7167\u5143\u3068\u306a\u308b\u30c7\u30fc\u30bf\u304c\u4e0d\u6b63\u78ba\u3067\u3042\u308c\u3070\u3001\u3069\u308c\u3060\u3051\u9ad8\u6027\u80fd\u306aLLM\u3092\u5229\u7528\u3057\u3066\u3082\u6b63\u3057\u3044\u56de\u7b54\u3092\u5f97\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u306b\u53e4\u3044\u30eb\u30fc\u30eb\u304c\u6b8b\u3063\u3066\u3044\u308b\u3001\u540c\u3058\u5185\u5bb9\u306a\u306e\u306b\u90e8\u7f72\u3054\u3068\u306b\u7570\u306a\u308b\u8868\u73fe\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u3001\u8907\u6570\u306e\u8cc7\u6599\u3067\u7570\u306a\u308b\u60c5\u5831\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u308b\u3068\u3044\u3046\u72b6\u614b\u3067\u306f\u3001AI\u304c\u3069\u306e\u60c5\u5831\u3092\u6b63\u3057\u3044\u3082\u306e\u3068\u3057\u3066\u6271\u3046\u3079\u304d\u304b\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\u305d\u306e\u7d50\u679c\u3001\u8aa4\u3063\u305f\u56de\u7b54\u3084\u66d6\u6627\u306a\u56de\u7b54\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001RAG\u69cb\u7bc9\u306e\u6700\u521d\u306e\u6bb5\u968e\u3067\u306f\u3001\u53c2\u7167\u3055\u305b\u308b\u30c7\u30fc\u30bf\u306e\u6574\u7406\u30fb\u9078\u5b9a\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u4f5c\u696d\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>RAG\u306b\u767b\u9332\u3059\u308b\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u9078\u5b9a\uff08PDF\u3001Word\u3001Markdown\u3001Excel\u30fb\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306a\u3069\uff09<\/li>\n<li>\u53e4\u3044\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u4e0d\u8981\u306a\u8cc7\u6599\u306e\u524a\u9664<\/li>\n<li>\u6700\u65b0\u7248\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3078\u306e\u66f4\u65b0<\/li>\n<li>\u8868\u8a18\u63fa\u308c\u3084\u91cd\u8907\u60c5\u5831\u306e\u6574\u7406<\/li>\n<li>\u90e8\u7f72\u3054\u3068\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u30ca\u30ec\u30c3\u30b8\u306e\u96c6\u7d04<\/li>\n<li>\u30d5\u30a1\u30a4\u30eb\u5f62\u5f0f\u3084\u8a18\u8f09\u30eb\u30fc\u30eb\u306e\u7d71\u4e00<\/li>\n<\/ul>\n<p>\u300c\u3069\u306e\u3088\u3046\u306a\u60c5\u5831\u3092\u53c2\u7167\u3055\u305b\u308b\u304b\u300d\u306b\u3088\u3063\u3066\u6027\u80fd\u304c\u6c7a\u307e\u308b\u304b\u3089\u3053\u305d\u3001\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u524d\u306e\u30c7\u30fc\u30bf\u6574\u5099\u3092\u884c\u3044\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u91cd\u8981\u306a\u571f\u53f0\u3092\u4f5c\u308a\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u2461\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\uff08\u30c6\u30ad\u30b9\u30c8\u62bd\u51fa\u30fb\u30c1\u30e3\u30f3\u30af\u5206\u5272\uff09<\/h3>\n<p>\u30c7\u30fc\u30bf\u3092RAG\u306b\u767b\u9332\u3059\u308b\u524d\u306b\u306f\u3001AI\u304c\u5fc5\u8981\u306a\u60c5\u5831\u3092\u6b63\u78ba\u306b\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u300c\u524d\u51e6\u7406\u300d\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>RAG\u306f\u3001\u767b\u9332\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u63a2\u3057\u51fa\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5143\u306e\u6587\u66f8\u306b\u4e0d\u8981\u306a\u60c5\u5831\u3084\u5f62\u5f0f\u306e\u4e71\u308c\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3001AI\u304c\u691c\u7d22\u5bfe\u8c61\u3092\u6b63\u3057\u304f\u5224\u65ad\u3067\u304d\u305a\u3001\u56de\u7b54\u7cbe\u5ea6\u306e\u4f4e\u4e0b\u306b\u3064\u306a\u304c\u308b\u306e\u3067\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u60c5\u5831\u306f\u691c\u7d22\u6642\u306e\u30ce\u30a4\u30ba\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5168\u30da\u30fc\u30b8\u306b\u8868\u793a\u3055\u308c\u308b\u30da\u30fc\u30b8\u756a\u53f7<\/li>\n<li>\u4f1a\u793e\u540d\u3084\u90e8\u7f72\u540d\u306a\u3069\u306e\u56fa\u5b9a\u30d8\u30c3\u30c0\u30fc<\/li>\n<li>\u4e0d\u8981\u306a\u30d5\u30c3\u30bf\u30fc\u60c5\u5831<\/li>\n<li>\u610f\u5473\u3092\u6301\u305f\u306a\u3044\u6539\u884c\u3084\u8a18\u53f7<\/li>\n<li>\u91cd\u8907\u3057\u3066\u8a18\u8f09\u3055\u308c\u305f\u6587\u7ae0<\/li>\n<\/ul>\n<p>\u307e\u305a\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u304b\u3089\u4e0a\u8a18\u306e\u60c5\u5831\u3092\u53d6\u308a\u9664\u304f\u300c\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u300d\u3092\u884c\u3044\u307e\u3057\u3087\u3046\u3002\u4e0d\u8981\u306a\u60c5\u5831\u3092\u524a\u9664\u3059\u308b\u3068\u3001\u672c\u5f53\u306b\u5fc5\u8981\u306a\u5185\u5bb9\u3092AI\u304c\u691c\u7d22\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u307e\u305f\u3001\u4f59\u8a08\u306a\u6587\u5b57\u60c5\u5831\u3092\u6e1b\u3089\u3059\u3053\u3068\u3067LLM\u304c\u51e6\u7406\u3059\u308b\u30c8\u30fc\u30af\u30f3\u91cf\u3092\u524a\u6e1b\u3067\u304d\u3001\u5229\u7528\u30b3\u30b9\u30c8\u306e\u6291\u5236\u306b\u3082\u3064\u306a\u304c\u308b\u306e\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u3055\u3089\u306b\u3001\u9577\u6587\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u9069\u5207\u306a\u30b5\u30a4\u30ba\u306b\u5206\u5272\u3059\u308b\u300c\u30c1\u30e3\u30f3\u30af\u5206\u5272\u300d\u3082\u9032\u3081\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u6570\u767e\u30da\u30fc\u30b8\u3042\u308b\u30de\u30cb\u30e5\u30a2\u30eb\u30921\u3064\u306e\u30c7\u30fc\u30bf\u3068\u3057\u3066\u767b\u9332\u3057\u3066\u3082\u3001AI\u306f\u305d\u306e\u4e2d\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u63a2\u3057\u51fa\u3059\u3053\u3068\u304c\u56f0\u96e3\u3067\u3059\u3002\u305d\u3053\u3067\u3001\u6587\u7ae0\u3092\u610f\u5473\u306e\u307e\u3068\u307e\u308a\u3054\u3068\u306b\u5206\u5272\u3057\u3001\u691c\u7d22\u3057\u3084\u3059\u3044\u5358\u4f4d\uff08\u30c1\u30e3\u30f3\u30af\uff09\u306b\u6574\u7406\u3057\u307e\u3059\u3002\u9069\u5207\u306a\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u95a2\u9023\u6027\u306e\u9ad8\u3044\u90e8\u5206\u3060\u3051\u3092\u6b63\u78ba\u306b\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001RAG\u306e\u56de\u7b54\u7cbe\u5ea6\u5411\u4e0a\u3092\u5b9f\u73fe\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3>\u2462\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u30d9\u30af\u30c8\u30eb\u5316\u3068\u683c\u7d0d<\/h3>\n<p>RAG\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u8cea\u554f\u3092\u53d7\u3051\u305f\u969b\u306b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u95a2\u9023\u6027\u306e\u9ad8\u3044\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u6587\u7ae0\u306e\u300c\u610f\u5473\u300d\u3084\u300c\u6587\u8108\u306e\u8fd1\u3055\u300d\u3092\u3082\u3068\u306b\u691c\u7d22\u3067\u304d\u308b\u4ed5\u7d44\u307f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u5206\u5272\u3057\u305f\u30c1\u30e3\u30f3\u30af\u30c7\u30fc\u30bf\u3092\u3001Embedding Model\uff08\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\uff09\u306b\u3088\u3063\u3066\u591a\u6b21\u5143\u306e\u6570\u5024\u30c7\u30fc\u30bf\u3067\u3042\u308b\u300c\u30d9\u30af\u30c8\u30eb\u300d\u306b\u5909\u63db\u3057\u3001\u30d9\u30af\u30c8\u30eb\u60c5\u5831\u3092Pinecone\u3001Chroma\u3001pgvector\u306a\u3069\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u4fdd\u5b58\u3057\u307e\u3059\u3002\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u3053\u3068\u3067\u3001AI\u306f\u5358\u8a9e\u306e\u5b8c\u5168\u4e00\u81f4\u3067\u306f\u306a\u304f\u300c\u6587\u7ae0\u304c\u6301\u3064\u610f\u5473\u306e\u8fd1\u3055\u300d\u3092\u3082\u3068\u306b\u60c5\u5831\u3092\u63a2\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u985e\u4f3c\u3057\u305f\u60c5\u5831\u3092\u9ad8\u901f\u3067\u691c\u7d22\u3059\u308b\u3053\u3068\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u6570\u4e07\u301c\u6570\u767e\u4e07\u4ef6\u898f\u6a21\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6271\u3046\u5834\u5408\u3067\u3082\u3001\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u77ed\u6642\u9593\u3067\u62bd\u51fa\u3067\u304d\u308b\u306e\u304c\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\n<\/div>\n<h3>\u2463\u691c\u7d22\u51e6\u7406\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u8a2d\u8a08<\/h3>\n<p>\u30e6\u30fc\u30b6\u30fc\u304b\u3089\u5165\u529b\u3055\u308c\u305f\u8cea\u554f\u306b\u5bfe\u3057\u3066\u3001\u3069\u306e\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u3069\u306e\u3088\u3046\u306a\u5f62\u3067LLM\u3078\u6e21\u3059\u304b\u3092\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002LLM\u306f\u3001\u6307\u793a\u304c\u66d6\u6627\u306a\u5834\u5408\u3001\u691c\u7d22\u7d50\u679c\u306b\u542b\u307e\u308c\u308b\u60c5\u5831\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u81ea\u8eab\u304c\u6301\u3064\u5b66\u7fd2\u6e08\u307f\u306e\u77e5\u8b58\u3092\u3082\u3068\u306b\u56de\u7b54\u3092\u88dc\u5b8c\u3057\u3088\u3046\u3068\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u4e8b\u5b9f\u3068\u306f\u7570\u306a\u308b\u5185\u5bb9\u3092\u751f\u6210\u3059\u308b\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\uff08\u8aa4\u60c5\u5831\uff09\u304c\u767a\u751f\u3057\u3084\u3059\u304f\u306a\u308b\u306e\u3067\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4fdd\u5b58\u3055\u308c\u305f\u60c5\u5831\u306e\u4e2d\u304b\u3089\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u691c\u7d22\u3059\u308b\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3057\u3001\u691c\u7d22\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f\u4e0a\u4f4d\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u300c\u53c2\u8003\u60c5\u5831\u300d\u3068\u3057\u3066\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u7d44\u307f\u8fbc\u307f\u3001LLM\u3078\u56de\u7b54\u3092\u751f\u6210\u3055\u305b\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u3068\u304d\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30eb\u30fc\u30eb\u3092\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u8a2d\u5b9a\u3057\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u51fa\u529b\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u300c\u4ee5\u4e0b\u306e\u53c2\u8003\u8cc7\u6599\u3060\u3051\u3092\u6839\u62e0\u306b\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n<li>\u300c\u8cc7\u6599\u5185\u306b\u60c5\u5831\u304c\u306a\u3044\u5834\u5408\u306f\u3001\u63a8\u6e2c\u305b\u305a\u300e\u60c5\u5831\u304c\u3042\u308a\u307e\u305b\u3093\u300f\u3068\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n<li>\u300c\u56de\u7b54\u306b\u306f\u53c2\u7167\u5143\u306e\u8cc7\u6599\u540d\u3092\u63d0\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u300d<\/li>\n<\/ul>\n<p>\u300c\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u300d\uff0b\u300c\u691c\u7d22\u3067\u53d6\u5f97\u3057\u305f\u6b63\u78ba\u306a\u8cc7\u6599\u300d\uff0b\u300c\u56de\u7b54\u30eb\u30fc\u30eb\u300d\u3092\u30bb\u30c3\u30c8\u3067LLM\u3078\u6e21\u3059\u3068\u3001AI\u304c\u4e0d\u8981\u306a\u63a8\u6e2c\u3092\u884c\u3046\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002LLM\u3078\u306e\u6307\u793a\u65b9\u6cd5\u307e\u3067\u9069\u5207\u306b\u8a2d\u8a08\u3057\u3001\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044RAG\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u73fe\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3>\u2464LLM\u306b\u3088\u308b\u56de\u7b54\u751f\u6210\u3068\u7cbe\u5ea6\u8a55\u4fa1<\/h3>\n<p>\u6700\u5f8c\u306e\u5de5\u7a0b\u3067\u306f\u3001\u8a2d\u8a08\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u306b\u5b9f\u969b\u306b\u8cea\u554f\u3092\u5165\u529b\u3057\u3001LLM\u304c\u751f\u6210\u3059\u308b\u56de\u7b54\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002\u691c\u7d22\u306b\u3088\u3063\u3066\u53d6\u5f97\u3057\u305f\u60c5\u5831\u3092\u3082\u3068\u306bLLM\u3078\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5165\u529b\u3057\u3001\u56de\u7b54\u304c\u610f\u56f3\u3057\u305f\u5185\u5bb9\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u8a55\u4fa1\u3092\u884c\u308f\u305a\u306bRAG\u3092\u904b\u7528\u3059\u308b\u3068\u3001\u8aa4\u3063\u305f\u60c5\u5831\u3092\u30e6\u30fc\u30b6\u30fc\u3078\u63d0\u4f9b\u3057\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u3082\u5426\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002\u5c0e\u5165\u524d\u306b\u306f\u5b9f\u969b\u306e\u696d\u52d9\u3067\u60f3\u5b9a\u3055\u308c\u308b\u8cea\u554f\uff08\u30c6\u30b9\u30c8\u30af\u30a8\u30ea\uff09\u3092\u7528\u610f\u3057\u3001\u56de\u7b54\u5185\u5bb9\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001RAGAS\u3084\u4eba\u306b\u3088\u308b\u30c6\u30b9\u30c8\u30fb\u30ec\u30d3\u30e5\u30fc\u3092\u6d3b\u7528\u3057\u3066\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3084\u4fe1\u983c\u6027\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3067\u3001\u3069\u306e\u90e8\u5206\u3092\u6539\u5584\u3059\u3079\u304d\u304b\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>RAGAS\u3068\u306f\u3001RAG\u306e\u6027\u80fd\u3092\u81ea\u52d5\u7684\u306b\u30c6\u30b9\u30c8\u30fb\u8a55\u4fa1\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u3059\u3002<\/p>\n<\/div>\n<p>\u306a\u304a\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u3084\u4fe1\u983c\u6027\u304c\u4f4e\u3044\u5834\u5408\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u3069\u3061\u3089\u304b\u304c\u539f\u56e0\u3067\u3059\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u30a8\u30e9\u30fc<\/th>\n<th>\u539f\u56e0<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u691c\u7d22\u51e6\u7406\u306e\u5931\u6557<\/td>\n<td>\u8cea\u554f\u306b\u95a2\u9023\u3059\u308b\u6b63\u3057\u3044\u8cc7\u6599\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u306a\u3044<\/td>\n<\/tr>\n<tr>\n<td>\u56de\u7b54\u751f\u6210\u51e6\u7406\u306e\u5931\u6557<\/td>\n<td>\u6b63\u3057\u3044\u8cc7\u6599\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u308b\u3082\u306e\u306e\u3001LLM\u304c\u5185\u5bb9\u3092\u6b63\u3057\u304f\u89e3\u91c8\u3067\u304d\u3066\u3044\u306a\u3044<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5fc5\u8981\u306a\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u8cc7\u6599\u3092\u691c\u7d22\u3067\u304d\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3084\u691c\u7d22\u30ed\u30b8\u30c3\u30af\u306e\u898b\u76f4\u3057\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u9069\u5207\u306a\u8cc7\u6599\u3092\u53d6\u5f97\u3067\u304d\u3066\u3044\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u8aa4\u3063\u305f\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3084LLM\u5074\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u307e\u305f\u3001\u7cbe\u5ea6\u8a55\u4fa1\u306e\u7d50\u679c\u3001\u76ee\u6a19\u3068\u3059\u308b\u56de\u7b54\u54c1\u8cea\u306b\u5c4a\u304b\u306a\u3044\u5834\u5408\u306f\u3001\u4fee\u6b63\u3092\u7e70\u308a\u8fd4\u3057\u306a\u304c\u3089\u6700\u9069\u306a\u7cbe\u5ea6\u3078\u8fd1\u3065\u3051\u308b\u3053\u3068\u304c\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n<h2 id=\"E\">RAG\u304c\u300c\u4f7f\u3048\u306a\u3044\u300d\u3092\u9632\u3050\u7cbe\u5ea6\u5411\u4e0a\u306e3\u3064\u306e\u30dd\u30a4\u30f3\u30c8<\/h2>\n<p>RAG\u306f\u793e\u5185\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u5f37\u529b\u306a\u4ed5\u7d44\u307f\u3067\u3059\u304c\u3001\u69cb\u7bc9\u3057\u305f\u3060\u3051\u3067\u5fc5\u305a\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300c\u8cea\u554f\u306b\u5bfe\u3057\u3066\u95a2\u4fc2\u306e\u306a\u3044\u8cc7\u6599\u3092\u691c\u7d22\u3057\u3066\u3057\u307e\u3046\u300d\u300c\u56de\u7b54\u5185\u5bb9\u306b\u4e0d\u8db3\u3084\u8aa4\u308a\u304c\u3042\u308b\u300d\u300c\u73fe\u5834\u3067\u671f\u5f85\u3057\u305f\u3088\u3046\u306b\u4f7f\u3048\u306a\u3044\u300d\u306a\u3069\u3001\u8ab2\u984c\u304c\u767a\u751f\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u6b21\u9805\u304b\u3089\u306f\u3001RAG\u3092\u5b9f\u52d9\u3067\u6d3b\u7528\u3067\u304d\u308b\u30ec\u30d9\u30eb\u307e\u3067\u9ad8\u3081\u300c\u4f7f\u3048\u306a\u3044AI\u300d\u306b\u3057\u306a\u3044\u305f\u3081\u306e3\u3064\u306e\u7cbe\u5ea6\u5411\u4e0a\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u300c\u30ea\u30e9\u30f3\u30ab\u30fc\uff08\u518d\u9806\u4f4d\u4ed8\u3051\uff09\u300d\u306e\u5c0e\u5165\u306b\u3088\u308b\u691c\u7d22\u7cbe\u5ea6\u306e\u5e95\u4e0a\u3052<\/li>\n<li>\u53c2\u7167\u30bd\u30fc\u30b9\u306e\u660e\u793a<\/li>\n<li>\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e\u3068\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08<\/li>\n<\/ul>\n<h3>\u2460\u300c\u30ea\u30e9\u30f3\u30ab\u30fc\uff08\u518d\u9806\u4f4d\u4ed8\u3051\uff09\u300d\u306e\u5c0e\u5165\u306b\u3088\u308b\u691c\u7d22\u7cbe\u5ea6\u306e\u5e95\u4e0a\u3052<\/h3>\n<p>\u901a\u5e38\u306eRAG\u3067\u306f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306b\u3088\u3063\u3066\u8cea\u554f\u3068\u610f\u5473\u306e\u8fd1\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u95a2\u9023\u6027\u306e\u4f4e\u3044\u60c5\u5831\u304c\u691c\u7d22\u7d50\u679c\u306b\u6df7\u3056\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u6709\u52b9\u306a\u306e\u304c\u3001\u691c\u7d22\u7d50\u679c\u3092\u8cea\u554f\u3068\u306e\u95a2\u9023\u6027\u306b\u5fdc\u3058\u3066\u4e26\u3073\u66ff\u3048\u308b\u300c\u30ea\u30e9\u30f3\u30ab\u30fc\u300d\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3067\u5019\u88dc\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u53d6\u5f97<\/li>\n<li>\u30ea\u30e9\u30f3\u30ab\u30fc\u3067\u95a2\u9023\u6027\u3092\u518d\u8a55\u4fa1\u3057\u3066\u9806\u4f4d\u3092\u8abf\u6574<\/li>\n<\/ul>\n<p>\u4f8b\u3048\u3070\u300c\u7d4c\u8cbb\u7cbe\u7b97\u306e\u7533\u8acb\u671f\u9650\u300d\u3092\u8cea\u554f\u3057\u305f\u5834\u5408\u3001\u7d4c\u8cbb\u95a2\u9023\u306e\u8cc7\u6599\u306e\u4e2d\u304b\u3089\u3001\u7533\u8acb\u671f\u9650\u304c\u8a18\u8f09\u3055\u308c\u305f\u8cc7\u6599\u3092\u512a\u5148\u3057\u3066LLM\u3078\u6e21\u305b\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u793e\u5185\u6587\u66f8\u304c\u591a\u3044\u4f01\u696d\u3067\u306f\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u6b63\u3057\u304f\u691c\u7d22\u3067\u304d\u308b\u304b\u304c\u56de\u7b54\u7cbe\u5ea6\u3092\u5de6\u53f3\u3059\u308b\u305f\u3081\u3001\u30ea\u30e9\u30f3\u30ab\u30fc\u306e\u6d3b\u7528\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h3>\u2461\u53c2\u7167\u30bd\u30fc\u30b9\u306e\u660e\u793a<\/h3>\n<p>RAG\u306e\u56de\u7b54\u306b\u306f\u3001\u53c2\u7167\u3057\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u540d\u3084\u30da\u30fc\u30b8\u3001\u30ea\u30f3\u30af\u306a\u3069\u3092\u3042\u308f\u305b\u3066\u8868\u793a\u3059\u308b\u3068\u3001\u5229\u7528\u8005\u304c\u56de\u7b54\u306e\u6839\u62e0\u3092\u78ba\u8a8d\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u300c\u7d4c\u8cbb\u7cbe\u7b97\u306e\u7533\u8acb\u671f\u9650\u306f\u6bce\u6708\u3007\u65e5\u3067\u3059\u300d\u3068\u3044\u3046\u56de\u7b54\u3068\u3068\u3082\u306b\u3001\u300c\u7d4c\u8cbb\u7cbe\u7b97\u30de\u30cb\u30e5\u30a2\u30eb P.12\u300d\u3068\u8868\u793a\u3059\u308b\u30a4\u30e1\u30fc\u30b8\u3067\u3059\u3002<\/p>\n<p>\u53c2\u7167\u5143\u3092\u660e\u793a\u3059\u308c\u3070\u3001\u56de\u7b54\u5185\u5bb9\u3092\u5229\u7528\u8005\u81ea\u8eab\u3067\u78ba\u8a8d\u3067\u304d\u308b\u305f\u3081\u3001\u8aa4\u60c5\u5831\u3092\u305d\u306e\u307e\u307e\u696d\u52d9\u306b\u5229\u7528\u3059\u308b\u30ea\u30b9\u30af\u3092\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u7279\u306b\u4eba\u4e8b\u30fb\u6cd5\u52d9\u306a\u3069\u3001\u56de\u7b54\u306e\u6b63\u78ba\u6027\u304c\u91cd\u8981\u306a\u696d\u52d9\u3067\u306f\u6709\u52b9\u306a\u5bfe\u7b56\u3067\u3059\u3002<\/p>\n<h3>\u2462\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e\u3068\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u5236\u3059\u308b\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08<\/h3>\n<p>\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u306b\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u66f4\u65b0\u65e5\u6642\u30fb\u90e8\u7f72\u540d\u30fb\u88fd\u54c1\u540d\u30fb\u6587\u66f8\u30ab\u30c6\u30b4\u30ea\u306a\u3069\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u4ed8\u4e0e\u3059\u308b\u65b9\u6cd5\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u300c2025\u5e74\u4ee5\u964d\u306b\u66f4\u65b0\u3055\u308c\u305f\u88fd\u54c1A\u306e\u8cc7\u6599\u306e\u307f\u300d\u3068\u3044\u3063\u305f\u6761\u4ef6\u3067\u691c\u7d22\u5bfe\u8c61\u3092\u7d5e\u308c\u3070\u3001\u4e0d\u8981\u306a\u60c5\u5831\u3092\u9664\u5916\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u3092\u6291\u3048\u308b\u305f\u3081\u3001\u30b7\u30b9\u30c6\u30e0\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30eb\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u300c\u63d0\u793a\u3055\u308c\u305f\u8cc7\u6599\u306e\u307f\u3092\u6839\u62e0\u306b\u56de\u7b54\u3059\u308b\u300d<\/li>\n<li>\u300c\u8a72\u5f53\u3059\u308b\u60c5\u5831\u304c\u306a\u3051\u308c\u3070\u300e\u308f\u304b\u308a\u307e\u305b\u3093\u300f\u3068\u56de\u7b54\u3059\u308b\u300d<\/li>\n<li>\u300c\u4e0d\u78ba\u304b\u306a\u60c5\u5831\u3092\u63a8\u6e2c\u3057\u3066\u88dc\u5b8c\u3057\u306a\u3044\u300d<\/li>\n<\/ul>\n<p>\u691c\u7d22\u5bfe\u8c61\u3092\u9069\u5207\u306b\u7d5e\u308a\u3001\u56de\u7b54\u30eb\u30fc\u30eb\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u6839\u62e0\u306e\u306a\u3044\u56de\u7b54\u3092\u6291\u3048\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2 id=\"F\">\u81ea\u793e\u3067RAG\u69cb\u7bc9\u3092\u884c\u3046\u969b\u306e3\u3064\u306e\u8ab2\u984c\u3068\u5bfe\u7b56<\/h2>\n<p>\u81ea\u793e\u3067RAG\u3092\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u969b\u306b\u591a\u304f\u306e\u4f01\u696d\u304c\u76f4\u9762\u3059\u308b\u4ee3\u8868\u7684\u306a3\u3064\u306e\u8ab2\u984c\u3068\u3001\u305d\u306e\u5bfe\u7b56\u306b\u3064\u3044\u3066\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u751f\u6210AI\u3084LLM\u7279\u6709\u306e\u6280\u8853\u30fb\u958b\u767a\u30b9\u30ad\u30eb\u306e\u4e0d\u8db3<\/li>\n<li>\u56de\u7b54\u7cbe\u5ea6\u3092\u691c\u8a3c\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u7d9a\u3051\u308b\u904b\u7528\u306e\u624b\u9593\u306e\u591a\u3055<\/li>\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3068\u4f01\u696d\u60c5\u5831\u30fb\u6a5f\u5bc6\u60c5\u5831\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u58c1<\/li>\n<\/ul>\n<h3>\u2460\u751f\u6210AI\u3084LLM\u7279\u6709\u306e\u6280\u8853\u30fb\u958b\u767a\u30b9\u30ad\u30eb\u306e\u4e0d\u8db3<\/h3>\n<p>RAG\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306f\u3001\u4e00\u822c\u7684\u306aWeb\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3068\u306f\u7570\u306a\u308b\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001LLM\u306e\u7279\u6027\u3092\u7406\u89e3\u3057\u305f\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3084Embedding Model\u3092\u7528\u3044\u305f\u30d9\u30af\u30c8\u30eb\u5316\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u8a2d\u8a08\u30fb\u904b\u7528\u3001\u691c\u7d22\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u751f\u6210AI\u306a\u3089\u3067\u306f\u306e\u6280\u8853\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>Web\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u306e\u7d4c\u9a13\u304c\u3042\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u3001\u751f\u6210AI\u3084\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u77e5\u8b58\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u3068\u3001\u8a2d\u8a08\u3084\u5b9f\u88c5\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u307e\u305f\u3001\u793e\u5185\u3060\u3051\u3067\u77e5\u8b58\u3092\u7fd2\u5f97\u3057\u306a\u304c\u3089\u958b\u767a\u3092\u9032\u3081\u3088\u3046\u3068\u3059\u308b\u3068\u5b66\u7fd2\u30b3\u30b9\u30c8\u304c\u81a8\u3089\u307f\u3001PoC\u3084\u672c\u756a\u5c0e\u5165\u307e\u3067\u306e\u671f\u9593\u304c\u9577\u671f\u5316\u3057\u3084\u3059\u3044\u306e\u3067\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u5bfe\u7b56\u3068\u3057\u3066\u6709\u52b9\u306a\u306e\u306f\u3001PoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u304b\u3089\u6bb5\u968e\u7684\u306b\u9032\u3081\u308b\u3001\u307e\u305f\u306f\u5916\u90e8\u306e\u5c02\u9580\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u3044\u304d\u306a\u308a\u5927\u898f\u6a21\u306aRAG\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u307e\u305a\u306fPoC\u3067\u5c0f\u898f\u6a21\u306a\u691c\u8a3c\u3092\u884c\u3044\u3001\u6280\u8853\u9762\u3084\u904b\u7528\u9762\u306e\u8ab2\u984c\u3092\u6d17\u3044\u51fa\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<p><a id=\"banner_wp_7_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/wp_jirei\/\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-4264\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2024\/01\/\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u4eba\u6750\u6d3b\u7528\u4e8b\u4f8b\u96c6\u30d0\u30ca\u30fc.png\" alt=\"\" width=\"900\" height=\"200\" \/><\/a><\/p>\n<h3>\u2461\u56de\u7b54\u7cbe\u5ea6\u3092\u691c\u8a3c\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3057\u7d9a\u3051\u308b\u904b\u7528\u306e\u624b\u9593\u306e\u591a\u3055<\/h3>\n<p>RAG\u306f\u3001\u4e00\u5ea6\u69cb\u7bc9\u3059\u308c\u3070\u7d42\u308f\u308a\u3068\u3044\u3046\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u306e\u66f4\u65b0\u3001\u65b0\u3057\u3044\u8cc7\u6599\u306e\u8ffd\u52a0\u3001\u696d\u52d9\u30d5\u30ed\u30fc\u306e\u5909\u66f4\u306a\u3069\u306b\u5408\u308f\u305b\u3066\u3001\u53c2\u7167\u30c7\u30fc\u30bf\u306f\u5e38\u306b\u5909\u5316\u3057\u307e\u3059\u3002<\/p>\n<p>\u5229\u7528\u8005\u304b\u3089\u5bc4\u305b\u3089\u308c\u308b\u8cea\u554f\u3082\u591a\u69d8\u3067\u3042\u308b\u305f\u3081\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0\u3057\u305f\u3053\u3068\u3067\u691c\u7d22\u7d50\u679c\u304c\u5909\u308f\u308a\u3001\u3053\u308c\u307e\u3067\u6b63\u3057\u304f\u56de\u7b54\u3067\u304d\u3066\u3044\u305f\u8cea\u554f\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u3053\u3068\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>RAG\u3092\u5b9f\u52d9\u3067\u5b89\u5b9a\u3057\u3066\u904b\u7528\u3059\u308b\u306b\u306f\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u5b9a\u671f\u7684\u306b\u691c\u8a3c\u3057\u3001\u691c\u7d22\u30ed\u30b8\u30c3\u30af\u3084\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u306a\u3069\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u8a55\u4fa1\u7528\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u4f5c\u6210\u3084\u7cbe\u5ea6\u6e2c\u5b9a\u3001\u6539\u5584\u5185\u5bb9\u306e\u691c\u8a3c\u3092\u4eba\u624b\u3060\u3051\u3067\u884c\u3046\u3068\u3001\u5927\u304d\u306a\u904b\u7528\u8ca0\u8377\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p>\u5bfe\u7b56\u306b\u8ff7\u3063\u305f\u3068\u304d\u306f\u3001\u8a55\u4fa1\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3068\u904b\u7528\u30d7\u30ed\u30bb\u30b9\u306e\u6a19\u6e96\u5316\u3092\u76ee\u6307\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>RAGAS\u306a\u3069\u306e\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3057\u3001\u56de\u7b54\u7cbe\u5ea6\u3092\u7d99\u7d9a\u7684\u306b\u6e2c\u5b9a\u3067\u304d\u308b\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n<\/div>\n<h3>\u2462\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3068\u4f01\u696d\u60c5\u5831\u30fb\u6a5f\u5bc6\u60c5\u5831\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u58c1<\/h3>\n<p>RAG\u3092\u4f01\u696d\u3067\u904b\u7528\u3059\u308b\u3046\u3048\u3067\u3001\u7279\u306b\u91cd\u8981\u3068\u306a\u308b\u306e\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3067\u3059\u3002<\/p>\n<p>\u793e\u5185\u306b\u306f\u3001\u4eba\u4e8b\u60c5\u5831\u3001\u7d4c\u55b6\u8cc7\u6599\u3001\u5951\u7d04\u66f8\u3001\u5f79\u54e1\u5411\u3051\u8cc7\u6599\u306a\u3069\u3001\u95b2\u89a7\u3067\u304d\u308b\u793e\u54e1\u304c\u9650\u5b9a\u3055\u308c\u308b\u6a5f\u5bc6\u60c5\u5831\u304c\u6570\u591a\u304f\u5b58\u5728\u3057\u307e\u3059\u3002\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u884c\u308f\u308c\u3066\u3044\u306a\u3044\u3068\u3001\u672c\u6765\u95b2\u89a7\u6a29\u9650\u306e\u306a\u3044\u30e6\u30fc\u30b6\u30fc\u306b\u5bfe\u3057\u3066RAG\u304c\u6a5f\u5bc6\u60c5\u5831\u3092\u56de\u7b54\u3057\u3066\u3057\u307e\u3046\u30ea\u30b9\u30af\u304c\u3042\u308b\u306e\u3067\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u60c5\u5831\u6f0f\u3048\u3044\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306e\u6a29\u9650\u306b\u5fdc\u3058\u3066\u691c\u7d22\u5bfe\u8c61\u3092\u5236\u5fa1\u3059\u308b\u4ed5\u7d44\u307f\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u4f8b\u3048\u3070\u3001\u55b6\u696d\u90e8\u306e\u793e\u54e1\u306b\u306f\u55b6\u696d\u8cc7\u6599\u306e\u307f\u3001\u4eba\u4e8b\u90e8\u306e\u793e\u54e1\u306b\u306f\u4eba\u4e8b\u95a2\u9023\u8cc7\u6599\u306e\u307f\u3092\u691c\u7d22\u5bfe\u8c61\u3068\u3059\u308b\u3001\u306a\u3069\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u3057\u304b\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u6a29\u9650\u7ba1\u7406\u3092RAG\u3078\u7d44\u307f\u8fbc\u3080\u306b\u306f\u3001\u65e2\u5b58\u306e\u8a8d\u8a3c\u57fa\u76e4\u3084\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3068\u9023\u643a\u3057\u305f\u8a2d\u8a08\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u5bfe\u7b56\u3068\u3057\u3066\u3001ID\u7ba1\u7406\u57fa\u76e4\uff08IDaaS\uff09\u3068\u306e\u9023\u643a\u3068\u691c\u7d22\u6642\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u306e\u5b9f\u88c5\u306a\u3069\u3092\u691c\u8a0e\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>RAG\u3067\u306f\u56de\u7b54\u7cbe\u5ea6\u3060\u3051\u3067\u306a\u304f\u3001\u300c\u8ab0\u306b\u3069\u306e\u60c5\u5831\u3092\u56de\u7b54\u3057\u3066\u3088\u3044\u304b\u300d\u3092\u9069\u5207\u306b\u5236\u5fa1\u3059\u308b\u3053\u3068\u3082\u91cd\u8981\u3067\u3059\u3002\u5c0e\u5165\u5f8c\u306b\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u8ffd\u52a0\u3059\u308b\u306e\u306f\u96e3\u3057\u3044\u305f\u3081\u3001\u8a8d\u8a3c\u57fa\u76e4\u3068\u306e\u9023\u643a\u3084\u6a29\u9650\u8a2d\u8a08\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u521d\u671f\u8a2d\u8a08\u6bb5\u968e\u304b\u3089\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n<h2 id=\"G\">RAG\u69cb\u7bc9\u3092\u5185\u88fd\u5316\u3059\u308b\u304b\u5916\u90e8\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u304b\u306e\u691c\u8a0e\u9805\u76ee3\u3064<\/h2>\n<p>RAG\u3092\u5c0e\u5165\u3059\u308b\u969b\u306f\u300c\u81ea\u793e\u3067\u69cb\u7bc9\u30fb\u904b\u7528\u3059\u308b\u3079\u304d\u304b\u300d\u300c\u5916\u90e8\u306e\u5c02\u9580\u4eba\u6750\u3084\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3079\u304d\u304b\u300d\u3068\u3044\u3046\u5224\u65ad\u3082\u5fc5\u8981\u3067\u3059\u3002\u5185\u88fd\u5316\u306b\u306f\u81ea\u793e\u306b\u30ce\u30a6\u30cf\u30a6\u3092\u84c4\u7a4d\u3067\u304d\u308b\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308b\u4e00\u65b9\u3067\u3001\u751f\u6210AI\u3084LLM\u306b\u95a2\u3059\u308b\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u4eba\u6750\u306e\u78ba\u4fdd\u3084\u80b2\u6210\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n<p>\u3069\u3061\u3089\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u306f\u3001\u793e\u5185\u306e\u6280\u8853\u529b\u3084\u4eba\u54e1\u4f53\u5236\u3001\u5c0e\u5165\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3001\u5c06\u6765\u7684\u306a\u904b\u7528\u65b9\u91dd\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u81ea\u793e\u306e\u72b6\u6cc1\u306b\u5408\u308f\u306a\u3044\u9032\u3081\u65b9\u3092\u9078\u3076\u3068\u3001\u958b\u767a\u671f\u9593\u306e\u9577\u671f\u5316\u3084\u904b\u7528\u8ca0\u8377\u306e\u5897\u52a0\u306b\u3064\u306a\u304c\u308a\u304b\u306d\u307e\u305b\u3093\u3002<\/p>\n<p>RAG\u69cb\u7bc9\u3092\u5185\u88fd\u5316\u3059\u308b\u304b\u5916\u90e8\u4eba\u6750\u3092\u6d3b\u7528\u3059\u308b\u304b\u5224\u65ad\u3059\u308b\u969b\u306b\u3001\u78ba\u8a8d\u3057\u3066\u304a\u304d\u305f\u30443\u3064\u306e\u691c\u8a0e\u9805\u76ee\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h3>\u2460\u793e\u5185\u306b\u5b9f\u52d9\u7d4c\u9a13\u306e\u3042\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u3044\u308b\u304b\u3069\u3046\u304b<\/h3>\n<p>RAG\u3092\u5185\u88fd\u5316\u3059\u308b\u306b\u306f\u3001LLM\u30fbRAG\u306e\u5b9f\u88c5\u3084\u691c\u7d22\u7cbe\u5ea6\u6539\u5584\u307e\u3067\u7d4c\u9a13\u3057\u305f\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u793e\u5185\u306b\u3044\u308b\u304b\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u7d4c\u9a13\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3084Embedding\u3092\u542b\u3080RAG\u306e\u5b9f\u88c5<\/li>\n<li>\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9\u30fb\u904b\u7528<\/li>\n<li>\u30ea\u30e9\u30f3\u30ab\u30fc\u306a\u3069\u3092\u4f7f\u3063\u305f\u691c\u7d22\u7cbe\u5ea6\u306e\u6539\u5584<\/li>\n<li>\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u56de\u7b54\u7cbe\u5ea6\u306e\u8a55\u4fa1\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/li>\n<\/ul>\n<p>\u3053\u3046\u3057\u305f\u77e5\u898b\u3092\u6301\u3064\u4eba\u6750\u304c\u3044\u308c\u3070\u5185\u88fd\u5316\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u7d4c\u9a13\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u5834\u5408\u3084\u77ed\u671f\u9593\u3067\u5c0e\u5165\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u5916\u90e8\u306e\u5c02\u9580\u4eba\u6750\u3092\u6d3b\u7528\u3057\u305f\u307b\u3046\u304c\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u521d\u671f\u69cb\u7bc9\u3060\u3051\u5916\u90e8\u3078\u4f9d\u983c\u3057\u3001\u904b\u7528\u30fb\u6539\u5584\u3092\u793e\u5185\u3078\u5f15\u304d\u7d99\u3050\u65b9\u6cd5\u3082\u3042\u308a\u307e\u3059\u3002\u5c06\u6765\u7684\u306a\u5185\u88fd\u5316\u3092\u76ee\u6307\u3059\u4f01\u696d\u306b\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<h3>\u2461\u6c42\u3081\u308b\u56de\u7b54\u7cbe\u5ea6\u306e\u30ec\u30d9\u30eb\u304c\u9ad8\u3044\u304b\u3069\u3046\u304b<\/h3>\n<p>RAG\u306f\u7528\u9014\u306b\u3088\u3063\u3066\u5fc5\u8981\u306a\u56de\u7b54\u7cbe\u5ea6\u304c\u7570\u306a\u308b\u305f\u3081\u3001\u8aa4\u56de\u7b54\u3092\u3069\u3053\u307e\u3067\u8a31\u5bb9\u3067\u304d\u308b\u304b\u3092\u57fa\u6e96\u306b\u5224\u65ad\u3057\u307e\u3057\u3087\u3046\u3002\u793e\u5185FAQ\u3084\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u306a\u3069\u3001\u4eba\u304c\u5185\u5bb9\u3092\u78ba\u8a8d\u3067\u304d\u308b\u7528\u9014\u3067\u3042\u308c\u3070\u3001\u6a19\u6e96\u7684\u306aRAG\u3067\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u65b9\u3001\u5951\u7d04\u66f8\u3084\u91d1\u878d\u30fb\u533b\u7642\u60c5\u5831\u306a\u3069\u9ad8\u3044\u6b63\u78ba\u6027\u304c\u6c42\u3081\u3089\u308c\u308b\u7528\u9014\u3067\u306f\u3001\u30ea\u30e9\u30f3\u30ab\u30fc\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u691c\u7d22\u624b\u6cd5\u3084\u3001RAGAS\u306a\u3069\u3092\u4f7f\u3063\u305f\u7d99\u7d9a\u7684\u306a\u7cbe\u5ea6\u8a55\u4fa1\u30fb\u6539\u5584\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u5c02\u9580\u7684\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001RAG\u69cb\u7bc9\u306e\u5b9f\u7e3e\u3092\u6301\u3064\u5916\u90e8\u4eba\u6750\u306e\u6d3b\u7528\u3082\u691c\u8a0e\u3059\u308b\u3068\u826f\u3044\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3>\u2462\u8907\u96d1\u306a\u30a4\u30f3\u30d5\u30e9\u8a2d\u8a08\u3092\u4f34\u3046\u304b<\/h3>\n<p>RAG\u3092\u672c\u756a\u904b\u7528\u3059\u308b\u969b\u306f\u3001LLM\u3060\u3051\u3067\u306a\u304f\u3001\u8a8d\u8a3c\u30fb\u6a29\u9650\u7ba1\u7406\u3001\u793e\u5185\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u53ef\u7528\u6027\u306a\u3069\u3082\u542b\u3081\u305f\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<p>\u7279\u306b\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8981\u4ef6\u304c\u3042\u308b\u3068\u69cb\u7bc9\u96e3\u6613\u5ea6\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u90e8\u7f72\u3084\u5f79\u8077\u3054\u3068\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/li>\n<li>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u30fb\u9589\u57df\u7db2\u3067\u306e\u69cb\u7bc9<\/li>\n<li>SharePoint\u3084Google Drive\u306a\u3069\u3068\u306e\u9023\u643a<\/li>\n<li>\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u691c\u7d22<\/li>\n<li>\u9ad8\u53ef\u7528\u6027\u3084\u969c\u5bb3\u5bfe\u7b56<\/li>\n<\/ul>\n<p>\u30de\u30cd\u30fc\u30b8\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u6a19\u6e96\u6a5f\u80fd\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u5834\u5408\u306f\u5185\u88fd\u5316\u3057\u3084\u3059\u3044\u4e00\u65b9\u3001\u8907\u96d1\u306a\u30b7\u30b9\u30c6\u30e0\u9023\u643a\u3084\u53b3\u683c\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u5916\u90e8\u306e\u5c02\u9580\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3092\u6d3b\u7528\u3057\u305f\u307b\u3046\u304c\u3001\u8a2d\u8a08\u30df\u30b9\u3084\u624b\u623b\u308a\u3092\u9632\u304e\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><a id=\"banner_wp_47_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/contact\/\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-4270\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2024\/10\/inquiries_banner_small-3.png\" alt=\"\" width=\"900\" height=\"200\" \/><\/a><\/p>\n<h2 id=\"H\">RAG\u69cb\u7bc9\u306a\u3089\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/h2>\n<p>RAG\u306f\u6bd4\u8f03\u7684\u77ed\u671f\u9593\u3067\u69cb\u7bc9\u3067\u304d\u308b\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u304c\u3001\u5b9f\u52d9\u3067\u6d3b\u7528\u3067\u304d\u308b\u56de\u7b54\u7cbe\u5ea6\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u30c7\u30fc\u30bf\u6574\u5099\u3001\u691c\u7d22\u8a2d\u8a08\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3001\u7d99\u7d9a\u7684\u306a\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u3001\u5e45\u5e83\u3044\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u4e2d\u306b\u306f\u300cPoC\u307e\u3067\u306f\u3067\u304d\u305f\u3082\u306e\u306e\u56de\u7b54\u7cbe\u5ea6\u304c\u4e0a\u304c\u3089\u306a\u3044\u300d\u300c\u81ea\u793e\u306b\u751f\u6210AI\u3084LLM\u306e\u77e5\u898b\u3092\u6301\u3064\u4eba\u6750\u304c\u3044\u306a\u3044\u300d\u300c\u77ed\u671f\u9593\u3067RAG\u3092\u5c0e\u5165\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u8ab2\u984c\u3092\u62b1\u3048\u308b\u4f01\u696d\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3067\u306f\u3001\u751f\u6210AI\u30fbLLM\u30fbRAG\u306e\u77e5\u898b\u3092\u6301\u3064\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306eIT\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u3084AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u3054\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u300c\u307e\u305a\u306fPoC\u3060\u3051\u4f9d\u983c\u3057\u305f\u3044\u300d\u300c\u5185\u88fd\u5316\u3092\u898b\u636e\u3048\u3066\u6280\u8853\u79fb\u8ee2\u3092\u53d7\u3051\u305f\u3044\u300d\u300c\u7279\u5b9a\u5de5\u7a0b\u306e\u307f\u652f\u63f4\u3057\u3066\u307b\u3057\u3044\u300d\u306a\u3069\u306e\u3054\u8981\u671b\u306b\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>RAG\u5c0e\u5165\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u81ea\u793e\u306e\u76ee\u7684\u3084\u4f53\u5236\u306b\u5408\u3063\u305f\u69cb\u7bc9\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u751f\u6210AI\u306e\u6d3b\u7528\u3092\u52a0\u901f\u3055\u305b\u305f\u3044\u65b9\u3084RAG\u69cb\u7bc9\u30fb\u904b\u7528\u306b\u8ab2\u984c\u3092\u611f\u3058\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u300c\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u300d\u3078\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><a id=\"banner_wp_34_top\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/wp_freeconsultant.jp_introduction\/\"><br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2024\/11\/FC\u30b5\u30fc\u30d3\u30b9\u8cc7\u6599WP.png\" alt=\"\" width=\"900\" height=\"200\" class=\"alignnone size-full wp-image-9405\" \/><\/a><\/p>\n<h2 id=\"I\">\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306b\u3088\u308b\u751f\u6210AI\u5c0e\u5165\u306e\u6210\u529f\u4e8b\u4f8b3\u9078<\/h2>\n<p>\u6b21\u9805\u304b\u3089\u306f\u3001\u751f\u6210AI\u306e\u6d3b\u7528\u306b\u3088\u3063\u3066\u696d\u52d9\u52b9\u7387\u5316\u3084DX\u63a8\u9032\u3092\u5b9f\u73fe\u3057\u305f\u5177\u4f53\u7684\u306a\u652f\u63f4\u4e8b\u4f8b\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5927\u624bSIer<\/li>\n<li>\u5927\u624b\u4fdd\u967a\u4ee3\u7406\u5e97<\/li>\n<li>\u5927\u624b\u91d1\u878d\u4f1a\u793e<\/li>\n<\/ul>\n<h3>\u2460\u5927\u624bSIer<\/h3>\n<p>\u5927\u624bSIer\u4f01\u696d\u3067\u306f\u3001\u793e\u5185\u306b\u84c4\u7a4d\u3055\u308c\u305f\u30ca\u30ec\u30c3\u30b8\u3084\u904e\u53bb\u8cc7\u6599\u3092\u53ce\u96c6\u30fb\u5206\u6790\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u7d44\u7e54\u304c\u7e26\u5272\u308a\u306b\u306a\u3063\u3066\u3044\u305f\u3053\u3068\u3067\u5fc5\u8981\u306a\u60c5\u5831\u304c\u5404\u90e8\u9580\u306b\u5206\u6563\u3057\u3066\u304a\u308a\u3001\u8cc7\u6599\u306e\u53ce\u96c6\u3084\u78ba\u8a8d\u306b\u591a\u304f\u306e\u6642\u9593\u3068\u624b\u9593\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u52b9\u7387\u5316\u306e\u5fc5\u8981\u6027\u3092\u611f\u3058\u3066\u3044\u305f\u3082\u306e\u306e\u3001\u793e\u5185\u306b\u751f\u6210AI\u306e\u6280\u8853\u77e5\u8b58\u3084\u5b9f\u88c5\u30ce\u30a6\u30cf\u30a6\u3092\u6301\u3064\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u73fe\u5834\u306e\u8981\u671b\u3092\u3069\u306e\u3088\u3046\u306b\u30b7\u30b9\u30c6\u30e0\u3078\u843d\u3068\u3057\u8fbc\u3080\u3079\u304d\u304b\u306e\u5224\u65ad\u304c\u96e3\u3057\u3044\u72b6\u6cc1\u3067\u3057\u305f\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u305d\u3053\u3067\u3001\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306e\u751f\u6210AI\u9818\u57df\u306e\u77e5\u898b\u3092\u6301\u3064\u30d7\u30ed\u4eba\u6750\u304cPM\u3068\u3057\u3066\u53c2\u753b\u3057\u3001\u793e\u5185\u62c5\u5f53\u8005\u3068\u9023\u643a\u3057\u306a\u304c\u3089\u3001\u751f\u6210AI\u30c7\u30b8\u30bf\u30eb\u793e\u54e1\u306e\u4f01\u753b\u7acb\u6848\u304b\u3089\u5b9f\u88c5\u307e\u3067\u3092\u652f\u63f4\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u652f\u63f4\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5404\u90e8\u9580\u3078\u306e\u30d2\u30a2\u30ea\u30f3\u30b0\u306b\u3088\u308b\u696d\u52d9\u8ab2\u984c\u306e\u6574\u7406<\/li>\n<li>\u751f\u6210AI\u3067\u5b9f\u73fe\u53ef\u80fd\u306a\u696d\u52d9\u7bc4\u56f2\u306e\u691c\u8a0e<\/li>\n<li>\u751f\u6210AI\u30c7\u30b8\u30bf\u30eb\u793e\u54e1\u306e\u5177\u4f53\u7684\u306a\u6d3b\u7528\u65b9\u6cd5\u306e\u4f01\u753b\u7acb\u6848<\/li>\n<li>\u904b\u7528\u958b\u59cb\u5f8c\u306e\u56de\u7b54\u54c1\u8cea\u3084\u5229\u4fbf\u6027\u5411\u4e0a\u306b\u5411\u3051\u305f\u6539\u5584\u6d3b\u52d5<\/li>\n<\/ul>\n<p>\u73fe\u5834\u90e8\u9580\u3068\u6280\u8853\u5074\u306e\u6a4b\u6e21\u3057\u5f79\u3068\u3057\u3066\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u63a8\u9032\u3057\u3001\u696d\u52d9\u3067\u5229\u7528\u3067\u304d\u308b\u30ec\u30d9\u30eb\u307e\u3067\u751f\u6210AI\u30c7\u30b8\u30bf\u30eb\u793e\u54e1\u306e\u958b\u767a\u3092\u9032\u3081\u307e\u3057\u305f\u3002\u305d\u306e\u7d50\u679c\u5f97\u3089\u308c\u305f\u6210\u679c\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u73fe\u5834\u8ab2\u984c\u3068\u6280\u8853\u7684\u306a\u5b9f\u73fe\u53ef\u80fd\u7bc4\u56f2\u3092\u6574\u7406\u3057\u3001\u6700\u9069\u306a\u6d3b\u7528\u65b9\u6cd5\u3092\u8a2d\u8a08<\/li>\n<li>\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3092\u6a2a\u65ad\u7684\u306b\u6d3b\u7528\u3067\u304d\u308b\u751f\u6210AI\u74b0\u5883\u3092\u69cb\u7bc9<\/li>\n<li>\u5c0e\u5165\u5f8c\u3082\u7d99\u7d9a\u7684\u306a\u6539\u5584\u3092\u884c\u3044\u3001\u5b9f\u52d9\u3067\u6d3b\u7528\u3067\u304d\u308bAI\u3078\u6210\u9577\u3055\u305b\u305f<\/li>\n<\/ul>\n<p>\u751f\u6210AI\u30c7\u30b8\u30bf\u30eb\u793e\u54e1\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u3053\u308c\u307e\u3067\u90e8\u9580\u3054\u3068\u306b\u5206\u6563\u3057\u3066\u3044\u305f\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3084\u5fc5\u8981\u8cc7\u6599\u3092\u3001\u5fc5\u8981\u306a\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u3059\u3050\u306b\u691c\u7d22\u30fb\u53d6\u5f97\u3067\u304d\u308b\u74b0\u5883\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002\u5f93\u6765\u306f\u62c5\u5f53\u8005\u304c\u5404\u90e8\u7f72\u3078\u554f\u3044\u5408\u308f\u305b\u305f\u308a\u904e\u53bb\u8cc7\u6599\u3092\u63a2\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3057\u305f\u304c\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u60c5\u5831\u53ce\u96c6\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u9867\u5ba2\u63d0\u6848\u306b\u5411\u3051\u305f\u6e96\u5099\u3084\u8cc7\u6599\u4f5c\u6210\u306e\u52b9\u7387\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3057\u305f\u3002<\/p>\n<h3>\u2461\u5927\u624b\u4fdd\u967a\u4ee3\u7406\u5e97<\/h3>\n<p>\u5927\u624b\u4fdd\u967a\u4ee3\u7406\u5e97\u3067\u306f\u3001Azure OpenAI\u304a\u3088\u3073Python\u3092\u6d3b\u7528\u3057\u305f\u751f\u6210AI\u30dc\u30c3\u30c8\u306e\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u958b\u767a\u3092\u5b8c\u4e86\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u5f8c\u306f\u793e\u5185\u5229\u7528\u306e\u62e1\u5927\u304a\u3088\u3073\u9867\u5ba2\u5411\u3051\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u306e\u5c55\u958b\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u3092\u5b9f\u969b\u306e\u696d\u52d9\u3067\u6d3b\u7528\u3067\u304d\u308b\u30ec\u30d9\u30eb\u3078\u767a\u5c55\u3055\u305b\u308b\u306b\u306f\u3001\u751f\u6210AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u5c55\u958b\u6226\u7565\u3001\u904b\u7528\u4f53\u5236\u306e\u6574\u5099\u3001\u793e\u5185\u3078\u306e\u6d78\u900f\u65bd\u7b56\u306a\u3069\u3001\u8907\u6570\u306e\u8ab2\u984c\u304c\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u751f\u6210AI\u306b\u95a2\u3059\u308b\u6700\u65b0\u6280\u8853\u306e\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u3084\u958b\u767a\u3057\u305f\u30dc\u30c3\u30c8\u3092\u793e\u5185\u5916\u3078\u5c55\u958b\u3059\u308b\u305f\u3081\u306e\u63a8\u9032\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u305f\u3053\u3068\u304b\u3089\u3001\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306e\u751f\u6210AI\u9818\u57df\u306b\u7cbe\u901a\u3057\u305f\u30d7\u30ed\u4eba\u6750\u304c\u3001\u30a8\u30d0\u30f3\u30b8\u30a7\u30ea\u30b9\u30c8\u3068\u3057\u3066\u751f\u6210AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u793e\u5185\u5c55\u958b\u30fb\u4e8b\u696d\u5316\u3092\u4f34\u8d70\u652f\u63f4\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u652f\u63f4\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u751f\u6210AI\u30dc\u30c3\u30c8\u306e\u793e\u5185\u6d3b\u7528\u306b\u5411\u3051\u305f\u5c55\u958b\u6226\u7565\u306e\u7b56\u5b9a<\/li>\n<li>\u6700\u65b0\u751f\u6210AI\u30c4\u30fc\u30eb\u30fb\u6280\u8853\u52d5\u5411\u306e\u8abf\u67fb\u304a\u3088\u3073\u5206\u6790<\/li>\n<li>\u9867\u5ba2\u5411\u3051\u30b5\u30fc\u30d3\u30b9\u5316\u306b\u5411\u3051\u305f\u4f01\u753b\u30fb\u691c\u8a0e\u652f\u63f4<\/li>\n<li>\u30d7\u30ed\u30d1\u30fc\u793e\u54e1\u3078\u306e\u30b9\u30ad\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc<\/li>\n<\/ul>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u6280\u8853\u5c0e\u5165\u3060\u3051\u306b\u7559\u307e\u308b\u3053\u3068\u306a\u304f\u3001\u73fe\u5834\u3067\u7d99\u7d9a\u7684\u306b\u6d3b\u7528\u3055\u308c\u308b\u4ed5\u7d44\u307f\u3065\u304f\u308a\u3092\u91cd\u8996\u3057\u3001\u751f\u6210AI\u6d3b\u7528\u306e\u5b9a\u7740\u5316\u3092\u63a8\u9032\u3057\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<p>\u305d\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6210\u679c\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u958b\u767a\u6e08\u307f\u306e\u751f\u6210AI\u30dc\u30c3\u30c8\u3092\u5b9f\u52d9\u5229\u7528\u3067\u304d\u308b\u30b5\u30fc\u30d3\u30b9\u3078\u767a\u5c55<\/li>\n<li>\u6700\u65b0\u6280\u8853\u306e\u8abf\u67fb\u304b\u3089\u5b9f\u88c5\u30fb\u4e8b\u696d\u5316\u307e\u3067\u4e00\u8cab\u3057\u3066\u652f\u63f4<\/li>\n<li>\u30b9\u30ad\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc\u306b\u3088\u308a\u793e\u5185\u3067\u7d99\u7d9a\u7684\u306b\u751f\u6210AI\u6d3b\u7528\u3067\u304d\u308b\u4f53\u5236\u3092\u69cb\u7bc9<\/li>\n<\/ul>\n<p><span class=\"q_underline q_underline1\"><strong>\u751f\u6210AI\u30dc\u30c3\u30c8\u306e\u6d3b\u7528\u306b\u3088\u308a\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u5de5\u6570\u309260\uff05\u524a\u6e1b<\/strong><\/span>\u3057\u3001\u793e\u54e1\u304c\u3088\u308a\u4ed8\u52a0\u4fa1\u5024\u306e\u9ad8\u3044\u696d\u52d9\u3078\u6ce8\u529b\u3067\u304d\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u305f\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002\u751f\u6210AI\u30dc\u30c3\u30c8\u306e\u5168\u793e\u5c55\u958b\u3092\u5b9f\u73fe\u3057\u3001\u793e\u54e1\u9593\u3067\u767a\u751f\u3057\u3066\u3044\u305f\u30ca\u30ec\u30c3\u30b8\u5171\u6709\u3084\u554f\u3044\u5408\u308f\u305b\u5bfe\u5fdc\u306b\u304b\u304b\u308b\u6642\u9593\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u307e\u305f\u3001\u793e\u5185\u3067\u306e\u6d3b\u7528\u5b9f\u7e3e\u3092\u3082\u3068\u306b\u3001\u9867\u5ba2\u5411\u3051\u751f\u6210AI\u30b5\u30fc\u30d3\u30b9\u306e\u4e8b\u696d\u5316\u306b\u3082\u7740\u624b\u3057\u3001\u6700\u65b0\u306e\u751f\u6210AI\u6280\u8853\u3092\u5206\u6790\u3057\u306a\u304c\u3089\u81ea\u793e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u5b9f\u88c5\u3092\u9032\u3081\u308b\u4f53\u5236\u3092\u6574\u5099\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3>\u2462\u5927\u624b\u91d1\u878d\u4f1a\u793e<\/h3>\n<p>\u5927\u624b\u91d1\u878d\u4f1a\u793e\u3067\u306f\u3001\u751f\u6210AI\u3092\u6d3b\u7528\u3057\u305f\u696d\u52d9\u52b9\u7387\u5316\u3092\u63a8\u9032\u3059\u308b\u305f\u3081\u3001\u5404\u4e8b\u696d\u90e8\u9580\u3068\u9023\u643a\u3057\u306a\u304c\u3089\u793e\u5185\u3067\u306e\u751f\u6210AI\u6d3b\u7528\u3092\u9032\u3081\u3066\u3044\u305f\u3082\u306e\u306e\u3001\u751f\u6210AI\u306b\u95a2\u3059\u308b\u5c02\u9580\u77e5\u8b58\u3084\u8981\u4ef6\u5b9a\u7fa9\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u307e\u3067\u3092\u63a8\u9032\u3067\u304d\u308b\u4eba\u6750\u304c\u4e0d\u8db3\u3057\u3066\u3044\u307e\u3057\u305f\u3002\u307e\u305f\u3001\u60c5\u5831\u53ce\u96c6\u3084\u55b6\u696d\u63d0\u6848\u8cc7\u6599\u306e\u4f5c\u6210\u306a\u3069\u3001\u6642\u9593\u3084\u624b\u9593\u304c\u304b\u304b\u308b\u696d\u52d9\u3092\u751f\u6210AI\u3067\u52b9\u7387\u5316\u3057\u305f\u3044\u3068\u3044\u3046\u30cb\u30fc\u30ba\u304c\u3042\u308b\u4e00\u65b9\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u5074\u306e\u8981\u671b\u3092\u6574\u7406\u3057\u3001\u5b9f\u52d9\u3067\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd\u3078\u843d\u3068\u3057\u8fbc\u3081\u308b\u4eba\u6750\u3082\u4e0d\u8db3\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001\u30d5\u30ea\u30fc\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8.jp\u306e\u751f\u6210AI\u9818\u57df\u306e\u77e5\u898b\u3092\u6301\u3064\u30d7\u30ed\u4eba\u6750\u304c\u53c2\u753b\u3057\u3001\u5404\u4e8b\u696d\u90e8\u9580\u3068\u9023\u643a\u3057\u306a\u304c\u3089\u3001\u73fe\u5834\u3067\u6d3b\u7528\u3067\u304d\u308b\u751f\u6210AI\u6a5f\u80fd\u306e\u4f01\u753b\u30fb\u958b\u767a\u3092\u652f\u63f4\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u652f\u63f4\u3092\u5b9f\u65bd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u751f\u6210AI\u6d3b\u7528\u306b\u5411\u3051\u305f\u8981\u6c42\u6574\u7406\u30fb\u8981\u4ef6\u5b9a\u7fa9<\/li>\n<li>\u696d\u52d9\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u751f\u6210AI\u6a5f\u80fd\u306e\u4f01\u753b\u7acb\u6848<\/li>\n<li>\u751f\u6210AI\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u6a5f\u80fd\u5b9f\u88c5\u652f\u63f4<\/li>\n<li>\u751f\u6210AI\u6d3b\u7528\u306b\u95a2\u3059\u308b\u793e\u54e1\u3078\u306e\u30ca\u30ec\u30c3\u30b8\u30c8\u30e9\u30f3\u30b9\u30d5\u30a1\u30fc<\/li>\n<\/ul>\n<p>\u30d3\u30b8\u30cd\u30b9\u5074\u306e\u8981\u671b\u3092\u6280\u8853\u8981\u4ef6\u3078\u5909\u63db\u3057\u3001\u30a2\u30a4\u30c7\u30a2\u6bb5\u968e\u3060\u3063\u305f\u751f\u6210AI\u6d3b\u7528\u6848\u3092\u5b9f\u969b\u306e\u696d\u52d9\u3067\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd\u3078\u767a\u5c55\u3055\u305b\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u6210\u679c\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u5404\u4e8b\u696d\u90e8\u9580\u306e\u696d\u52d9\u8ab2\u984c\u3092\u3082\u3068\u306b\u751f\u6210AI\u6d3b\u7528\u65b9\u6cd5\u3092\u8a2d\u8a08<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u3092\u6574\u7406\u3057\u3001\u5b9f\u52d9\u3067\u4f7f\u3048\u308b\u6a5f\u80fd\u3078\u5b9f\u88c5<\/li>\n<li>PoC\u306b\u3088\u308b\u691c\u8a3c\u3092\u901a\u3058\u3066\u751f\u6210AI\u6d3b\u7528\u306e\u53ef\u80fd\u6027\u3092\u5177\u4f53\u5316<\/li>\n<\/ul>\n<p>\u5404\u4e8b\u696d\u90e8\u9580\u3068\u5bc6\u306b\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u308a\u306a\u304c\u3089\u3001\u73fe\u5834\u306e\u8ab2\u984c\u306b\u5408\u308f\u305b\u305f\u751f\u6210AI\u6a5f\u80fd\u306e\u4f01\u753b\u30fb\u5b9f\u88c5\u3092\u5b9f\u73fe\u3057\u307e\u3057\u305f\u3002<\/p>\n<div class=\"com-balloon\">\n<figure><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/08\/balloon-icon.png\" alt=\"\" width=\"80\" height=\"80\" class=\"\" \/><\/figure>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u60c5\u5831\u53ce\u96c6\u3084\u6587\u66f8\u4f5c\u6210\u306a\u3069\u3001\u3053\u308c\u307e\u3067\u591a\u304f\u306e\u6642\u9593\u3092\u8981\u3057\u3066\u3044\u305f\u696d\u52d9\u3092\u52b9\u7387\u5316\u3067\u304d\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<p>\u307e\u305f\u3001\u751f\u6210AI\u6d3b\u7528\u306b\u95a2\u3059\u308bPoC\u3084\u5b9f\u8a3c\u5b9f\u9a13\u3092\u901a\u3058\u3066\u3001\u4f01\u753b\u6bb5\u968e\u306e\u30a2\u30a4\u30c7\u30a2\u3092\u5b9f\u52d9\u30ec\u30d9\u30eb\u3067\u5229\u7528\u3067\u304d\u308b\u6a5f\u80fd\u3078\u767a\u5c55\u3055\u305b\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p><a id=\"banner_jirei_ai_1_middle\" href=\"https:\/\/mirai-works.co.jp\/business-pro\/ai_success\/\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-12316\" src=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png\" alt=\"\" width=\"1200\" height=\"360\" srcset=\"https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc.png 1200w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-300x90.png 300w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-1024x307.png 1024w, https:\/\/mirai-works.co.jp\/business-pro\/wp-content\/uploads\/2025\/06\/AI\u30d0\u30ca\u30fc-768x230.png 768w\" sizes=\"auto, (max-width: 1200px) 100vw, 1200px\" \/><\/a><\/p>\n<h2 id=\"J\">\u307e\u3068\u3081<\/h2>\n<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u306f\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u696d\u52d9\u30c7\u30fc\u30bf\u306a\u3069\u306e\u72ec\u81ea\u60c5\u5831\u3092LLM\u306b\u53c2\u7167\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u751f\u6210AI\u3092\u3088\u308a\u5b9f\u52d9\u306b\u6d3b\u7528\u3057\u3084\u3059\u304f\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001RAG\u3092\u69cb\u7bc9\u3059\u308b\u3060\u3051\u3067\u9ad8\u7cbe\u5ea6\u306a\u56de\u7b54\u304c\u5f97\u3089\u308c\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u8aad\u307f\u8fbc\u307e\u305b\u308b\u30c7\u30fc\u30bf\u306e\u6574\u7406\u3001\u9069\u5207\u306a\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3001\u691c\u7d22\u7cbe\u5ea6\u306e\u5411\u4e0a\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3001\u7d99\u7d9a\u7684\u306a\u8a55\u4fa1\u30fb\u6539\u5584\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5de5\u7a0b\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u521d\u3081\u3066\u300c\u73fe\u5834\u3067\u4f7f\u3048\u308bRAG\u300d\u306b\u306a\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001RAG\u5c0e\u5165\u5f8c\u306b\u300c\u56de\u7b54\u304c\u7684\u5916\u308c\u300d\u300c\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u304c\u591a\u3044\u300d\u300c\u696d\u52d9\u3067\u5229\u7528\u3067\u304d\u306a\u3044\u300d\u3068\u3044\u3046\u72b6\u614b\u306b\u306a\u308b\u3053\u3068\u3092\u9632\u3050\u306b\u306f\u3001\u30ea\u30e9\u30f3\u30ab\u30fc\u306e\u6d3b\u7528\u3084\u53c2\u7167\u5143\u306e\u660e\u793a\u306a\u3069\u3001\u7cbe\u5ea6\u5411\u4e0a\u306e\u305f\u3081\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002<\/p>\n<p><a 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