{"id":9348,"date":"2025-11-05T16:08:44","date_gmt":"2025-11-05T07:08:44","guid":{"rendered":"https:\/\/www.bigdata-navi.com\/aidrops\/?p=9348"},"modified":"2025-11-05T16:09:17","modified_gmt":"2025-11-05T07:09:17","slug":"rag%e3%81%ae%e5%89%af%e6%a5%ad%e3%81%af%e7%a8%bc%e3%81%92%e3%82%8b%ef%bc%9f%e9%80%b12%e6%97%a5%e3%83%bb%e5%9c%9f%e6%97%a5%e7%a8%bc%e5%83%8d%e6%a1%88%e4%bb%b6%e3%82%92%e7%8d%b2%e5%be%97%e3%81%99","status":"publish","type":"post","link":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/","title":{"rendered":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5"},"content":{"rendered":"<p class=\"normal-Txt\">ChatGPT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u751f\u6210AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u304c\u6025\u901f\u306b\u9032\u3080\u4e2d\u3001\u305d\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u9ad8\u3081\u308b\u6280\u8853\u3068\u3057\u3066\u300cRAG\uff08Retrieval-Augmented Generation\uff09\u300d\u304c\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u793e\u5185\u6587\u66f8\u3084\u5c02\u9580\u77e5\u8b58\u3068\u3044\u3063\u305f\u72ec\u81ea\u306e\u30c7\u30fc\u30bf\u3092\u53c2\u7167\u3057\u3066\u56de\u7b54\u3092\u751f\u6210\u3059\u308b\u3053\u306e\u6280\u8853\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u5c0e\u5165\u3092\u6025\u3044\u3067\u304a\u308a\u3001\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u304c\u6025\u5897\u3057\u3066\u3044\u308b\u306e\u304c\u73fe\u72b6\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u30b9\u30ad\u30eb\u3092\u6d3b\u304b\u3057\u305f\u526f\u696d\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u5358\u4fa1\u76f8\u5834\u304b\u3089\u696d\u52d9\u5185\u5bb9\u3001\u90312\u65e5\u3084\u571f\u65e5\u7a3c\u50cd\u3067\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u30b3\u30c4\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<div id=\"toc_container\" class=\"no_bullets\"><p class=\"toc_title\">\u76ee\u6b21<\/p><ul class=\"toc_list\"><li><a href=\"#RAG\"><span class=\"toc_number toc_depth_1\">1<\/span> RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f<\/a><\/li><li><a href=\"#RAG-2\"><span class=\"toc_number toc_depth_1\">2<\/span> RAG\u526f\u696d\u306e\u5358\u4fa1\u76f8\u5834<\/a><\/li><li><a href=\"#RAG-3\"><span class=\"toc_number toc_depth_1\">3<\/span> RAG\u526f\u696d\u306e\u4e3b\u306a\u696d\u52d9\u5185\u5bb9<\/a><ul><li><a href=\"#RAG-4\"><span class=\"toc_number toc_depth_2\">3.1<\/span> RAG\u306e\u958b\u767a<\/a><\/li><li><a href=\"#RAG-5\"><span class=\"toc_number toc_depth_2\">3.2<\/span> RAG\u306e\u904b\u7528\u4fdd\u5b88<\/a><\/li><li><a href=\"#i\"><span class=\"toc_number toc_depth_2\">3.3<\/span> \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/a><\/li><li><a href=\"#i-2\"><span class=\"toc_number toc_depth_2\">3.4<\/span> \u6280\u8853\u9867\u554f<\/a><\/li><li><a href=\"#i-3\"><span class=\"toc_number toc_depth_2\">3.5<\/span> \u8b1b\u5e2b<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-6\"><span class=\"toc_number toc_depth_1\">4<\/span> RAG\u526f\u696d\u306e\u6848\u4ef6\u4f8b<\/a><ul><li><a href=\"#i-4\"><span class=\"toc_number toc_depth_2\">4.1<\/span> \u6642\u7cfb\u5217\u4e88\u6e2c\u30fb\u56e0\u679c\u63a8\u8ad6\u30e2\u30c7\u30eb\u69cb\u7bc9\u652f\u63f4<\/a><\/li><li><a href=\"#RPAWinActor\"><span class=\"toc_number toc_depth_2\">4.2<\/span> RPA(WinActor)\u904b\u7528\u652f\u63f4\u30fb\u6280\u8853\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u696d\u52d9<\/a><\/li><li><a href=\"#i-5\"><span class=\"toc_number toc_depth_2\">4.3<\/span> \u5927\u624b\u81ea\u52d5\u8eca\u88fd\u9020\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30dd\u30b8\u30b7\u30e7\u30f3<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-7\"><span class=\"toc_number toc_depth_1\">5<\/span> RAG\u6848\u4ef6\u306e\u6280\u8853\u8981\u7d20<\/a><ul><li><a href=\"#LangChain\"><span class=\"toc_number toc_depth_2\">5.1<\/span> LangChain<\/a><\/li><li><a href=\"#OpenAI_Embeddings_API\"><span class=\"toc_number toc_depth_2\">5.2<\/span> OpenAI Embeddings API<\/a><\/li><li><a href=\"#Azure_OpenAI_Service\"><span class=\"toc_number toc_depth_2\">5.3<\/span> Azure OpenAI Service<\/a><\/li><li><a href=\"#ChromaDB\"><span class=\"toc_number toc_depth_2\">5.4<\/span> ChromaDB<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-8\"><span class=\"toc_number toc_depth_1\">6<\/span> RAG\u526f\u696d\u306e\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5<\/a><ul><li><a href=\"#i-6\"><span class=\"toc_number toc_depth_2\">6.1<\/span> \u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/a><\/li><li><a href=\"#i-7\"><span class=\"toc_number toc_depth_2\">6.2<\/span> \u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/a><\/li><li><a href=\"#i-8\"><span class=\"toc_number toc_depth_2\">6.3<\/span> \u77e5\u4eba\u304b\u3089\u306e\u7d39\u4ecb<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-9\"><span class=\"toc_number toc_depth_1\">7<\/span> RAG\u306e\u526f\u696d\u6848\u4ef6\u306e\u526f\u696d\u3067\u53ce\u5165\u3092\u5897\u3084\u3059\u30b3\u30c4<\/a><ul><li><a href=\"#i-9\"><span class=\"toc_number toc_depth_2\">7.1<\/span> \u5358\u4fa1\u304c\u5b89\u3044\u6848\u4ef6\u306f\u63a7\u3048\u308b<\/a><\/li><li><a href=\"#i-10\"><span class=\"toc_number toc_depth_2\">7.2<\/span> \u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3057\u3066\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u611f\u306e\u76f8\u5834\u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><li><a href=\"#i-11\"><span class=\"toc_number toc_depth_2\">7.3<\/span> \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u30de\u30fc\u30b8\u30f3\u7387\u306e\u78ba\u8a8d\u3092\u5fd8\u308c\u306a\u3044<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-10\"><span class=\"toc_number toc_depth_1\">8<\/span> RAG\u306e\u526f\u696d\u6848\u4ef6\u3067\u304a\u3059\u3059\u3081\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9<\/a><ul><li><a href=\"#BIG_DATANAVI\"><span class=\"toc_number toc_depth_2\">8.1<\/span> BIG DATANAVI<\/a><\/li><li><a href=\"#i-12\"><span class=\"toc_number toc_depth_2\">8.2<\/span> \u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9<\/a><\/li><li><a href=\"#IT\"><span class=\"toc_number toc_depth_2\">8.3<\/span> IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/a><\/li><li><a href=\"#HiProTech\"><span class=\"toc_number toc_depth_2\">8.4<\/span> HiProTech<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-11\"><span class=\"toc_number toc_depth_1\">9<\/span> RAG\u306e\u526f\u696d\u3092\u884c\u3046\u969b\u306e\u6ce8\u610f\u70b9<\/a><ul><li><a href=\"#i-13\"><span class=\"toc_number toc_depth_2\">9.1<\/span> :\u52e4\u52d9\u5148\u306e\u5c31\u696d\u898f\u5247\u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><li><a href=\"#i-14\"><span class=\"toc_number toc_depth_2\">9.2<\/span> \u672c\u696d\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u3048\u308b<\/a><\/li><li><a href=\"#i-15\"><span class=\"toc_number toc_depth_2\">9.3<\/span> \u78ba\u5b9a\u7533\u544a\u3092\u884c\u3046<\/a><\/li><\/ul><\/li><li><a href=\"#RAG-12\"><span class=\"toc_number toc_depth_1\">10<\/span> RAG\u306e\u526f\u696d\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><ul><li><a href=\"#12\"><span class=\"toc_number toc_depth_2\">10.1<\/span> \u90311\u301c2\u65e5\u30fb\u571f\u65e5\u30fb\u5e73\u65e5\u306e\u591c\u306a\u3069\u306e\u307f\u3068\u3044\u3063\u305f\u4f4e\u7a3c\u50cd\u3067\u53c2\u753b\u3067\u304d\u308b\u526f\u696d\u6848\u4ef6\u306f\u3042\u308b\uff1f<\/a><\/li><li><a href=\"#RAG-13\"><span class=\"toc_number toc_depth_2\">10.2<\/span> \u5728\u5b85\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u53ef\u80fd\u306aRAG\u306e\u526f\u696d\u6848\u4ef6\u306f\u3069\u306e\u3088\u3046\u306b\u63a2\u3059\uff1f<\/a><\/li><li><a href=\"#RAG-14\"><span class=\"toc_number toc_depth_2\">10.3<\/span> RAG\u672a\u7d4c\u9a13\u3067\u526f\u696d\u3067\u304d\u308b\uff1f<\/a><\/li><li><a href=\"#RAG-15\"><span class=\"toc_number toc_depth_2\">10.4<\/span> RAG\u306e\u526f\u696d\u304b\u3089\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u72ec\u7acb\u3059\u308b\u306b\u306f\uff1f<\/a><\/li><\/ul><\/li><li><a href=\"#i-16\"><span class=\"toc_number toc_depth_1\">11<\/span> \u307e\u3068\u3081<\/a><\/li><\/ul><\/div>\n<h2 class=\"articletit-H2\"><span id=\"RAG\">RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/07\/Shutterstock_606183755.png\" alt=\"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u7d50\u8ad6\u304b\u3089\u8a00\u3046\u3068\u3001RAG\u306e\u526f\u696d\u306f\u65b9\u6cd5\u6b21\u7b2c\u3067\u5927\u304d\u304f\u7a3c\u3050\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u591a\u304f\u306e\u4f01\u696d\u304c\u3001\u81ea\u793e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u305f\u9ad8\u7cbe\u5ea6\u306aAI\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3084\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3057\u3066\u304a\u308a\u3001RAG\u306f\u305d\u306e\u6838\u5fc3\u3092\u62c5\u3046\u6280\u8853\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u3057\u304b\u3057\u3001RAG\u306f\u6bd4\u8f03\u7684\u65b0\u3057\u3044\u6280\u8853\u3067\u3042\u308a\u3001\u9ad8\u5ea6\u306b\u6271\u3048\u308b\u5c02\u9580\u5bb6\u304c\u307e\u3060\u5c11\u306a\u3044\u305f\u3081\u3001\u9700\u8981\u306b\u5bfe\u3057\u3066\u4f9b\u7d66\u304c\u8ffd\u3044\u3064\u3044\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u305d\u306e\u305f\u3081\u3001RAG\u306b\u95a2\u3059\u308b\u77e5\u8b58\u3084\u958b\u767a\u7d4c\u9a13\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u5e02\u5834\u4fa1\u5024\u304c\u975e\u5e38\u306b\u9ad8\u304f\u3001\u300c\u90312\u301c3\u65e5\u300d\u3084\u300c\u571f\u65e5\u9650\u5b9a\u300d\u3068\u3044\u3063\u305f\u526f\u696d\u3067\u3082\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7372\u5f97\u3057\u3084\u3059\u3044\u306e\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u5b9f\u52d9\u7d4c\u9a13\u304c\u3042\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308c\u3070\u3001\u8907\u6570\u6848\u4ef6\u3092\u639b\u3051\u6301\u3061\u3057\u306a\u304c\u3089\u526f\u696d\u3060\u3051\u3067\u6708\u53ce100\u4e07\u5186\u3092\u8d85\u3048\u308b\u3053\u3068\u3082\u4e0d\u53ef\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-2\">RAG\u526f\u696d\u306e\u5358\u4fa1\u76f8\u5834<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/05\/Shutterstock_122772919.png\" alt=\"RAG\u526f\u696d\u306e\u5358\u4fa1\u76f8\u5834\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u526f\u696d\u306e\u5358\u4fa1\u76f8\u5834\u306f\u3001\u30b9\u30ad\u30eb\u3084\u7d4c\u9a13\u3001\u6848\u4ef6\u306e\u7a3c\u50cd\u6642\u9593\u306b\u3088\u3063\u3066\u5909\u52d5\u3057\u307e\u3059\u304c\u3001\u90312\u301c3\u65e5\u306e\u7a3c\u50cd\u3067\u3001\u304a\u3088\u305d\u6708\u984d20\u4e07\u5186\u301c50\u4e07\u5186\u7a0b\u5ea6\uff08\u6642\u7d66\u63db\u7b97\u3067\u7d045,000\u301c10,000\u5186\u7a0b\u5ea6\uff09\u304c\u76ee\u5b89\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">LangChain\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u7fd2\u719f\u5ea6\u304c\u9ad8\u304f\u3001Azure OpenAI Service\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u306e\u69cb\u7bc9\u7d4c\u9a13\u3001\u8907\u6570\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u95a2\u3059\u308b\u77e5\u898b\u304c\u3042\u308b\u3068\u3001\u3088\u308a\u9ad8\u5358\u4fa1\u306e\u6848\u4ef6\u3092\u4efb\u305b\u3066\u3082\u3089\u3048\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3084\u8981\u4ef6\u5b9a\u7fa9\u3068\u3044\u3063\u305f\u4e0a\u6d41\u5de5\u7a0b\u304b\u3089\u95a2\u308f\u308c\u308b\u5834\u5408\u306f\u3001\u3055\u3089\u306b\u9ad8\u5358\u4fa1\u306a\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u6848\u4ef6\u3092\u53d7\u6ce8\u3059\u308b\u3053\u3068\u3082\u8996\u91ce\u306b\u5165\u3063\u3066\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-3\">RAG\u526f\u696d\u306e\u4e3b\u306a\u696d\u52d9\u5185\u5bb9<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/06\/shutterstock_2625387497.jpg\" alt=\"RAG\u526f\u696d\u306e\u4e3b\u306a\u696d\u52d9\u5185\u5bb9\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u306e\u526f\u696d\u6848\u4ef6\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u591a\u5c90\u306b\u308f\u305f\u308b\u696d\u52d9\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>RAG\u306e\u958b\u767a<\/li>\r\n \t<li>RRAG\u306e\u904b\u7528\u4fdd\u5b88<\/li>\r\n \t<li>R\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/li>\r\n \t<li>R\u6280\u8853\u9867\u554f<\/li>\r\n \t<li>R\u8b1b\u5e2b<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u306e\u696d\u52d9\u5185\u5bb9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RAG-4\">RAG\u306e\u958b\u767a<\/span><\/h3>\r\n<p class=\"normal-Txt\">RAG\u306e\u958b\u767a\u696d\u52d9\u3067\u306f\u3001\u60c5\u5831\u306e\u300c\u691c\u7d22\u300d\u304b\u3089\u300c\u8981\u7d04\u30fb\u751f\u6210\u300d\u307e\u3067\u3092\u4e00\u9023\u3067\u5b9f\u73fe\u3059\u308b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3057\u3001\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084FAQ\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306a\u3069\u3092\u3082\u3068\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u306b\u6700\u9069\u306a\u60c5\u5831\u3092\u8fd4\u3059\u4ed5\u7d44\u307f\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">Python\u30fbFastAPI\u30fbLangChain\u30fbOpenAI Embeddings\u306a\u3069\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u307b\u304b\u3001LLM\u306e\u4ed5\u7d44\u307f\u3084\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u306e\u7406\u89e3\u3082\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u4f01\u696d\u306b\u3088\u3063\u3066\u306fAzure OpenAI\u3084AWS Bedrock\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3092\u5229\u7528\u3059\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u3001\u30af\u30e9\u30a6\u30c9API\u306e\u6271\u3044\u306b\u6163\u308c\u3066\u3044\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u91cd\u5b9d\u3055\u308c\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RAG-5\">RAG\u306e\u904b\u7528\u4fdd\u5b88<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u958b\u767a\u3057\u305fRAG\u30b7\u30b9\u30c6\u30e0\u3092\u5b89\u5b9a\u7a3c\u50cd\u3055\u305b\u3001\u7d99\u7d9a\u7684\u306b\u4fa1\u5024\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u308b\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u76e3\u8996\u3001\u30ed\u30b0\u306e\u5206\u6790\u3001\u30a8\u30e9\u30fc\u767a\u751f\u6642\u306e\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u904b\u7528\u30fb\u4fdd\u5b88\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u793e\u5185\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u65e5\u3005\u8ffd\u52a0\u30fb\u66f4\u65b0\u3055\u308c\u308b\u305f\u3081\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u6700\u65b0\u306e\u72b6\u614b\u306b\u4fdd\u3064\u305f\u3081\u306e\u30c7\u30fc\u30bf\u66f4\u65b0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u7ba1\u7406\u3082\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u904b\u7528\u30fb\u4fdd\u5b88\u696d\u52d9\u306f\u6bd4\u8f03\u7684\u7a3c\u50cd\u6642\u9593\u304c\u77ed\u3044\u305f\u3081\u3001\u90311\u301c2\u65e5\u3067\u3082\u5bfe\u5fdc\u3067\u304d\u308b\u526f\u696d\u6848\u4ef6\u304c\u591a\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i\">\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u6280\u8853\u7684\u306a\u5b9f\u88c5\u3060\u3051\u3067\u306a\u304f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306bRAG\u306e\u6d3b\u7528\u3092\u63d0\u6848\u3059\u308b\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u696d\u52d9\u3082\u975e\u5e38\u306b\u9700\u8981\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u4e3b\u306b\u3001AI\u5c0e\u5165\u306e\u521d\u671f\u6bb5\u968e\u3067\u300c\u3069\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u304b\u300d\u300c\u3069\u306e\u30c4\u30fc\u30eb\u3092\u9078\u5b9a\u3059\u308b\u304b\u300d\u306a\u3069\u3092\u6574\u7406\u3057\u3001PoC\u8a08\u753b\u3084\u958b\u767a\u4f53\u5236\u69cb\u7bc9\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u9031\u6570\u65e5\u306e\u7a3c\u50cd\u3067\u3082\u9ad8\u5358\u4fa1\u306a\u6848\u4ef6\u304c\u591a\u3044\u305f\u3081\u3001\u4f4e\u7a3c\u50cd\u3067\u7a3c\u304e\u305f\u3044\u65b9\u306b\u5411\u3044\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3060\u3051\u3067\u306a\u304f\u4e0a\u6d41\u5de5\u7a0b\u3078\u30ad\u30e3\u30ea\u30a2\u3092\u5e83\u3052\u305f\u3044\u4eba\u306b\u3082\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u305f\u3060\u3057\u3001\u958b\u767a\u7d4c\u9a13\u306b\u52a0\u3048\u3001\u751f\u6210AI\u306e\u69cb\u6210\u7406\u89e3\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u9762\u306e\u77e5\u8b58\u304c\u5fc5\u8981\u306a\u305f\u3081\u3001\u521d\u5fc3\u8005\u306b\u306f\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u306e\u3067\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-2\">\u6280\u8853\u9867\u554f<\/span><\/h3>\r\n<p class=\"normal-Txt\">RAG\u306e\u6280\u8853\u9867\u554f\u306f\u3001\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3084AI\u95a2\u9023\u4f01\u696d\u306e\u958b\u767a\u30c1\u30fc\u30e0\u306b\u5bfe\u3057\u3001RAG\u306b\u95a2\u3059\u308b\u5c02\u9580\u7684\u306a\u77e5\u898b\u3092\u63d0\u4f9b\u3059\u308b\u30a2\u30c9\u30d0\u30a4\u30b6\u30fc\u306e\u3088\u3046\u306a\u5f79\u5272\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">LangChain\u3084Azure OpenAI\u306e\u69cb\u6210\u30ec\u30d3\u30e5\u30fc\u3001\u5b9f\u88c5\u65b9\u91dd\u306e\u76f8\u8ac7\u5bfe\u5fdc\u3001\u30b3\u30fc\u30c9\u30ec\u30d3\u30e5\u30fc\u306a\u3069\u304c\u4e3b\u306a\u696d\u52d9\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u90311\u65e5\u3084\u591c\u9593\u306e\u307f\u306e\u7a3c\u50cd\u3067\u3082\u5951\u7d04\u3067\u304d\u308b\u6848\u4ef6\u304c\u591a\u304f\u3001\u526f\u696d\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3082\u53c2\u753b\u3057\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304b\u3089\u306e\u4fe1\u983c\u304c\u7372\u5f97\u3067\u304d\u308c\u3070\u9577\u671f\u9593\u5951\u7d04\u306b\u306a\u308b\u30b1\u30fc\u30b9\u3082\u591a\u3044\u305f\u3081\u3001\u5b89\u5b9a\u3057\u305f\u53ce\u5165\u3092\u5f97\u305f\u3044\u65b9\u306b\u3082\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-3\">\u8b1b\u5e2b<\/span><\/h3>\r\n<p class=\"normal-Txt\">RAG\u6280\u8853\u306e\u5185\u88fd\u5316\u3092\u76ee\u6307\u3059\u4f01\u696d\u304c\u5897\u3048\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u3001\u793e\u5185\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306e\u7814\u4fee\u8b1b\u5e2b\u3068\u3044\u3046\u9700\u8981\u3082\u751f\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u65b9\u306b\u5411\u3051\u3066\u3001\u30aa\u30f3\u30e9\u30a4\u30f3\u8b1b\u5ea7\u306a\u3069\u3067LangChain\u306e\u4f7f\u3044\u65b9\u3084RAG\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u306e\u57fa\u790e\u3092\u6559\u3048\u308b\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u306e\u57fa\u672c\u7684\u306a\u4ed5\u7d44\u307f\u304b\u3089\u3001LangChain\u3092\u7528\u3044\u305f\u5177\u4f53\u7684\u306a\u5b9f\u88c5\u65b9\u6cd5\u3001\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u5b9a\u57fa\u6e96\u307e\u3067\u3001\u4f53\u7cfb\u7684\u306a\u77e5\u8b58\u3092\u30ec\u30af\u30c1\u30e3\u30fc\u3057\u307e\u3059\u3002\u8b1b\u7fa9\u5f62\u5f0f\u306e\u30bb\u30df\u30ca\u30fc\u3060\u3051\u3067\u306a\u304f\u3001\u5b9f\u969b\u306b\u30b3\u30fc\u30c9\u3092\u66f8\u304d\u306a\u304c\u3089\u5b66\u3076\u30cf\u30f3\u30ba\u30aa\u30f3\u5f62\u5f0f\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u62c5\u5f53\u3059\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-6\">RAG\u526f\u696d\u306e\u6848\u4ef6\u4f8b<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/06\/shutterstock_2009492735.jpg\" alt=\"RAG\u526f\u696d\u306e\u6848\u4ef6\u4f8b\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u4ee5\u4e0b\u306f\u3001RAG\u526f\u696d\u306e\u6848\u4ef6\u4f8b\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u5358\u4fa1\u3001\u696d\u52d9\u5185\u5bb9\u3001\u5fc5\u9808\u30b9\u30ad\u30eb\u306a\u3069\u3092\u7d39\u4ecb\u3059\u308b\u306e\u3067\u3001\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-4\">\u6642\u7cfb\u5217\u4e88\u6e2c\u30fb\u56e0\u679c\u63a8\u8ad6\u30e2\u30c7\u30eb\u69cb\u7bc9\u652f\u63f4<\/span><\/h3>\r\n<table>\r\n<thead>\r\n<tr>\r\n<th class=\"w20p\"><\/th>\r\n<th>\u5185\u5bb9<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<th>\u8077\u7a2e<\/th>\r\n<td>\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5358\u4fa1\u76ee\u5b89<\/th>\r\n<td>\u301c\u00a51,200,000 \/\u6708<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u696d\u52d9\u5185\u5bb9<\/th>\r\n<td>\r\n\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u5bfe\u8c61\u3068\u3057\u305f\u4e88\u6e2c\u30e2\u30c7\u30eb\u304a\u3088\u3073\u56e0\u679c\u63a8\u8ad6\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u30fb\u8a55\u4fa1\u3092\u884c\u3046\u696d\u52d9\u3002<br>\r\n\u30fb\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u306b\u5fdc\u3058\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u9078\u5b9a\u304b\u3089\u3001\u30c7\u30fc\u30bf\u524d\u51e6\u7406\u30fb\u7279\u5fb4\u91cf\u8a2d\u8a08\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9\u30fb\u8a55\u4fa1\u3001\u7d50\u679c\u89e3\u91c8\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u62c5\u5f53\u3002<br>\r\n\u30fbSHAP\u306a\u3069\u306e\u8aac\u660e\u53ef\u80fdAI\uff08XAI\uff09\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30e2\u30c7\u30eb\u306e\u7279\u5fb4\u91cf\u5bc4\u4e0e\u5ea6\u3092\u53ef\u8996\u5316\u30fb\u691c\u8a3c\u3059\u308b\u3002<br>\r\n\u30fb\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u69cb\u9020\u7684\u56e0\u679c\u63a8\u8ad6\uff08\u56e0\u679c\u52b9\u679c\u306e\u7279\u5b9a\u3084\u4ecb\u5165\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\uff09\u3092\u5b9f\u65bd\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u652f\u63f4\u306b\u7e4b\u3052\u308b\u3002\r\n<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5fc5\u9808\u30b9\u30ad\u30eb<\/th>\r\n<td>\r\n\u30fbPython\u3092\u7528\u3044\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u7d4c\u9a13<br>\r\n\u30fb\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u5206\u6790\u30fb\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u5b9f\u52d9\u7d4c\u9a13<br>\r\n\u30fb\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30fb\u591a\u91cd\u5171\u7dda\u6027\u5bfe\u7b56\u306e\u5b9f\u52d9\u7d4c\u9a13<br>\r\n\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u7dda\u5f62\u56de\u5e30\u3001\u30c4\u30ea\u30fc\u30e2\u30c7\u30eb\u3001\u6642\u7cfb\u5217\u30e2\u30c7\u30eb\u306a\u3069\uff09\u3078\u306e\u7406\u89e3<br>\r\n\u30fb\u69cb\u9020\u7684\u56e0\u679c\u63a8\u8ad6\uff08SCM\u3001DoWhy\u3001causal impact \u306a\u3069\uff09\u306e\u5b9f\u52d9\u7d4c\u9a13\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RPAWinActor\">RPA(WinActor)\u904b\u7528\u652f\u63f4\u30fb\u6280\u8853\u30d8\u30eb\u30d7\u30c7\u30b9\u30af\u696d\u52d9<\/span><\/h3>\r\n<table>\r\n<thead>\r\n<tr>\r\n<th class=\"w20p\"><\/th>\r\n<th>\u5185\u5bb9<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<th>\u8077\u7a2e<\/th>\r\n<td>\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5358\u4fa1\u76ee\u5b89<\/th>\r\n<td>\u301c\u00a5500,000 \/\u6708<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u696d\u52d9\u5185\u5bb9<\/th>\r\n<td>\r\n\u30fbWinActor\u5229\u7528\u8077\u54e1\u304b\u3089\u306e\u30b7\u30ca\u30ea\u30aa\u5b9f\u884c\u6642\u306e\u30a8\u30e9\u30fc\u3084\u4e0d\u5177\u5408\u306b\u95a2\u3059\u308b\u6280\u8853\u7684\u306a\u554f\u5408\u305b\u306b\u5bfe\u3059\u308b\u8abf\u67fb\u3001\u5206\u6790\u3001\u304a\u3088\u3073\u89e3\u6c7a\u7b56\u306e\u63d0\u793a\u3002<br>\r\n\u30fb\u30b7\u30ca\u30ea\u30aa\u8a2d\u8a08\u652f\u63f4<br>\r\n\u30fb\u8077\u54e1\u304c\u4f5c\u6210\u4e2d\u306e\u30b7\u30ca\u30ea\u30aa\u8a2d\u8a08\u306b\u95a2\u3059\u308b\u6280\u8853\u7684\u306a\u76f8\u8ac7\u3001\u4ed5\u69d8\u66f8\u306e\u78ba\u8a8d\u3001\u5b9f\u73fe\u65b9\u6cd5\u306b\u95a2\u3059\u308b\u30a2\u30c9\u30d0\u30a4\u30b9\u306a\u3069\r\n<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5fc5\u9808\u30b9\u30ad\u30eb<\/th>\r\n<td>\r\n\u30fbRPA\u306e\u6709\u8cc7\u683c\u8005\uff08WinActor\u6280\u8853\u8005\u8a8d\u5b9a\u30d7\u30ed\u30b0\u30e9\u30e0\u7b49\uff09\u3067\u3042\u308b\u3053\u3068<br>\r\n\u30fbWinActor\u3092\u7528\u3044\u305f\u30b7\u30ca\u30ea\u30aa\u8a2d\u8a08\u30fb\u958b\u767a\u30fb\u904b\u7528\u30fb\u4fdd\u5b88\u306b\u304a\u3051\u308b\u5b9f\u52d9\u7d4c\u9a13\uff083\u5e74\u4ee5\u4e0a\u76ee\u5b89\uff09<br>\r\n\u30fbRPA\u904b\u7528\u306b\u304a\u3051\u308b\u30a8\u30e9\u30fc\u89e3\u6790\u3001\u6280\u8853\u7684\u306a\u5207\u308a\u5206\u3051\u3001\u89e3\u6c7a\u7b56\u63d0\u793a\u306e\u30b9\u30ad\u30eb<br>\r\n\u30fb\u8077\u54e1\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u5bfe\u3057\u3001\u5206\u304b\u308a\u3084\u3059\u304f\u4e01\u5be7\u306a\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u304c\u53d6\u308c\u308b\u65b9\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-5\">\u5927\u624b\u81ea\u52d5\u8eca\u88fd\u9020\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30dd\u30b8\u30b7\u30e7\u30f3<\/span><\/h3>\r\n<table>\r\n<thead>\r\n<tr>\r\n<th class=\"w20p\"><\/th>\r\n<th>\u5185\u5bb9<\/th>\r\n<\/tr>\r\n<\/thead>\r\n<tbody>\r\n<tr>\r\n<th>\u8077\u7a2e<\/th>\r\n<td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5358\u4fa1\u76ee\u5b89<\/th>\r\n<td>\u301c\u00a5650,000 \/\u6708<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u696d\u52d9\u5185\u5bb9<\/th>\r\n<td>\r\nETL\u30b8\u30e7\u30d6\u958b\u767a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30cf\u30f3\u30b9\u51e6\u7406\u3001\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u69cb\u7bc9<br>\r\n\u30fbCDM\u9818\u57df\u306e\u30c7\u30fc\u30bf\u958b\u767a<br>\r\n\u30fb\u8981\u4ef6\u5b9a\u7fa9\u3001\u57fa\u672c\u8a2d\u8a08\u3001\u8abf\u67fb\u5bfe\u5fdc<br>\r\n\u30fbTalend\u7b49\u306eETL\u30c4\u30fc\u30eb\u3092\u7528\u3044\u305f\u958b\u767a<br>\r\n\u30fbSnowflake\u3001AWS\u74b0\u5883\u3067\u306e\u30c7\u30fc\u30bf\u51e6\u7406<br>\r\n\u30fb\u30c0\u30df\u30fc\u30c7\u30fc\u30bf\u306e\u6e96\u5099\uff08GDPR\u5bfe\u5fdc\uff09\r\n<\/td>\r\n<\/tr>\r\n<tr>\r\n<th>\u5fc5\u9808\u30b9\u30ad\u30eb<\/th>\r\n<td>\r\n\u30fbETL\u30c4\u30fc\u30eb\u3092\u7528\u3044\u305f\u30b8\u30e7\u30d6\u958b\u767a\u7d4c\u9a13\uff08Talend\uff09<br>\r\n\u30fbSQL\u30af\u30a8\u30ea\u306e\u4f5c\u6210\u30b9\u30ad\u30eb<br>\r\n\u30fb\u8981\u4ef6\u5b9a\u7fa9\u30fb\u57fa\u672c\u8a2d\u8a08\u306e\u7d4c\u9a13<br>\r\n\u30fb\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3084\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u306e\u7d4c\u9a13<br>\r\n\u30fb\u30c1\u30fc\u30e0\u3067\u306e\u958b\u767a\u7d4c\u9a13<br>\r\n\u30fbSnowflake\u3001AWS\u74b0\u5883\u3067\u306e\u958b\u767a\u7d4c\u9a13<br>\r\n\u30fb\u5831\u9023\u76f8\u304c\u3057\u3063\u304b\u308a\u51fa\u6765\u308b\u65b9\uff08\u4e8b\u524d\u306b\u4f11\u6687\u306e\u9023\u7d61\u7b49\uff09<br>\r\n\u30fb\u4f53\u8abf\u7ba1\u7406\u3092\u3057\u3063\u304b\u308a\u51fa\u6765\u308b\u65b9\r\n<\/td>\r\n<\/tr>\r\n<\/tbody>\r\n<\/table>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-7\">RAG\u6848\u4ef6\u306e\u6280\u8853\u8981\u7d20<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/06\/shutterstock_2197331257.jpg\" alt=\"RAG\u6848\u4ef6\u306e\u6280\u8853\u8981\u7d20\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u6848\u4ef6\u3067\u306f\u3001\u751f\u6210AI\u3068\u5916\u90e8\u77e5\u8b58\u3092\u7d50\u3073\u3064\u3051\u308b\u305f\u3081\u306e\u591a\u69d8\u306a\u6280\u8853\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u4ee3\u8868\u7684\u306a\u6280\u8853\u8981\u7d20\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>LangChain<\/li>\r\n \t<li>OpenAI Embeddings API<\/li>\r\n \t<li>Azure OpenAI Service<\/li>\r\n \t<li>ChromaDB<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"LangChain\">LangChain<\/span><\/h3>\r\n<p class=\"normal-Txt\">LangChain\u306f\u3001LLM\u3092\u6d3b\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002RAG\u306e\u8907\u96d1\u306a\u51e6\u7406\u30d5\u30ed\u30fc\u3092\u300cChain\uff08\u9396\uff09\u300d\u3068\u3057\u3066\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u8fc5\u901f\u306a\u958b\u767a\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u526f\u696d\u6848\u4ef6\u3067\u306f\u3001PDF\u30fbCSV\u30fbWeb\u30c7\u30fc\u30bf\u306a\u3069\u3092\u53d6\u308a\u8fbc\u307f\u3001LLM\u3078\u306e\u30af\u30a8\u30ea\u306b\u6700\u9069\u5316\u3057\u3066\u6e21\u3059\u300c\u60c5\u5831\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u69cb\u7bc9\u300d\u3092\u62c5\u5f53\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"OpenAI_Embeddings_API\">OpenAI Embeddings API<\/span><\/h3>\r\n<p class=\"normal-Txt\">OpenAI Embeddings API\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30c8\u30eb\uff08\u6570\u5024\u5217\uff09\u306b\u5909\u63db\u3057\u3001\u610f\u5473\u7684\u306b\u8fd1\u3044\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u6280\u8853\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u306b\u304a\u3044\u3066\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u6587\u3092Embedding\u5316\u3057\u3001\u4e8b\u524d\u306bEmbedding\u3055\u308c\u305f\u793e\u5185\u6587\u66f8\u3068\u306e\u985e\u4f3c\u5ea6\u3092\u8a08\u7b97\u3057\u3066\u3001\u6700\u3082\u95a2\u9023\u5ea6\u306e\u9ad8\u3044\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059<\/p>\r\n\r\n<p class=\"normal-Txt\">\u526f\u696d\u6848\u4ef6\u3067\u306f\u3001\u3053\u306eAPI\u3092\u52b9\u7387\u7684\u306b\u547c\u3073\u51fa\u3057\u3001\u5927\u91cf\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30b3\u30b9\u30c8\u3092\u610f\u8b58\u3057\u306a\u304c\u3089\u30d9\u30af\u30c8\u30eb\u5316\u3059\u308b\u5b9f\u88c5\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001Embedding\u306e\u66f4\u65b0\u51e6\u7406\u3084\u691c\u7d22\u7cbe\u5ea6\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u4efb\u3055\u308c\u308b\u3053\u3068\u3082\u591a\u304f\u3001Embedding\u30e2\u30c7\u30eb\u306b\u95a2\u3059\u308b\u77e5\u898b\u3084Python\u3092\u4f7f\u3063\u305f\u5b9f\u88c5\u7d4c\u9a13\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"Azure_OpenAI_Service\">Azure OpenAI Service<\/span><\/h3>\r\n<p class=\"normal-Txt\">Azure OpenAI Service\u306f\u3001Microsoft\u306e\u30af\u30e9\u30a6\u30c9\u4e0a\u3067OpenAI\u306e\u30e2\u30c7\u30eb\u3092\u30bb\u30ad\u30e5\u30a2\u306b\u5229\u7528\u3067\u304d\u308b\u6cd5\u4eba\u5411\u3051\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u3053\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u5165\u529b\u3057\u305f\u30c7\u30fc\u30bf\u304cOpenAI\u306e\u30e2\u30c7\u30eb\u518d\u5b66\u7fd2\u306b\u4f7f\u308f\u308c\u306a\u3044\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u306e\u53b3\u3057\u3044\u6cd5\u4eba\u6848\u4ef6\u3067\u6a19\u6e96\u63a1\u7528\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"ChromaDB\">ChromaDB<\/span><\/h3>\r\n<p class=\"normal-Txt\">ChromaDB\u306f\u3001\u30d9\u30af\u30c8\u30eb\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3057\u3001\u9ad8\u901f\u306a\u985e\u4f3c\u6027\u691c\u7d22\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002\u5c0e\u5165\u304c\u6bd4\u8f03\u7684\u5bb9\u6613\u306a\u305f\u3081\u3001\u5c0f\u301c\u4e2d\u898f\u6a21\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084PoC\u3067\u983b\u7e41\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u4f01\u696d\u6848\u4ef6\u3067\u306f\u3001\u6570\u5343\u301c\u6570\u767e\u4e07\u4ef6\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6271\u3046\u30b1\u30fc\u30b9\u3082\u591a\u304f\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306e\u300cPinecone\u300d\u3084\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u6301\u3064\u300cMilvus\u300d\u3001Rust\u88fd\u3067\u9ad8\u901f\u306a\u300cQdrant\u300d\u306a\u3069\u304b\u3089\u3001\u9069\u5207\u306a\u3082\u306e\u3092\u9078\u5b9a\u30fb\u6d3b\u7528\u3067\u304d\u308b\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-8\">RAG\u526f\u696d\u306e\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/06\/shutterstock_2009492735.jpg\" alt=\"RAG\u526f\u696d\u306e\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u526f\u696d\u306e\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/li>\r\n \t<li>\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/li>\r\n \t<li>\u77e5\u4eba\u304b\u3089\u306e\u7d39\u4ecb<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-6\">\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u5c02\u9580\u6027\u306e\u9ad8\u3044RAG\u6848\u4ef6\u3092\u63a2\u3059\u4e0a\u3067\u3001\u6700\u3082\u52b9\u7387\u7684\u3067\u78ba\u5b9f\u306a\u65b9\u6cd5\u304c\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5229\u7528\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3059\u308c\u3070\u3001\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u304c\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306b\u5408\u81f4\u3057\u305f\u975e\u516c\u958b\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u9762\u5012\u306a\u5358\u4fa1\u4ea4\u6e09\u3084\u5951\u7d04\u624b\u7d9a\u304d\u3092\u4ee3\u884c\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u672c\u696d\u304c\u5fd9\u3057\u3044\u65b9\u3067\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u526f\u696d\u3092\u958b\u59cb\u3067\u304d\u308b\u306e\u304c\u5927\u304d\u306a\u30e1\u30ea\u30c3\u30c8\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-7\">\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u30af\u30e9\u30a6\u30c9\u30ef\u30fc\u30af\u30b9\u3084\u30e9\u30f3\u30b5\u30fc\u30ba\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3001RAG\u95a2\u9023\u306e\u6848\u4ef6\u304c\u65e5\u3005\u63b2\u8f09\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u5358\u4fa1\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u7d4c\u7531\u3088\u308a\u3082\u4f4e\u3044\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u53ce\u5165\u306e\u67f1\u306b\u306f\u306a\u308a\u306b\u304f\u3044\u3067\u3059\u304c\u3001\u72ec\u7acb\u306e\u8db3\u304c\u304b\u308a\u3068\u3057\u3066\u306e\u5b9f\u7e3e\u4f5c\u308a\u3084\u3001\u77ed\u671f\u9593\u3067\u591a\u69d8\u306a\u7d4c\u9a13\u3092\u7a4d\u307f\u305f\u3044\u3068\u3044\u3046\u65b9\u306b\u306f\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-8\">\u77e5\u4eba\u304b\u3089\u306e\u7d39\u4ecb<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u6280\u8853\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3067\u306e\u767b\u58c7\u3084SNS\u3001GitHub\u3067\u306e\u6d3b\u52d5\u3092\u901a\u3058\u3066\u3001\u81ea\u8eab\u306e\u5c02\u9580\u6027\u3092\u7a4d\u6975\u7684\u306b\u767a\u4fe1\u3057\u3066\u3044\u308b\u3068\u3001\u77e5\u4eba\u304b\u3089\u76f4\u63a5\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u3066\u3082\u3089\u3048\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u77e5\u4eba\u7d4c\u7531\u3067\u306e\u53d7\u6ce8\u306f\u3001\u65e2\u306b\u304a\u4e92\u3044\u306e\u4fe1\u983c\u95a2\u4fc2\u304c\u3042\u308b\u305f\u3081\u3001\u30df\u30b9\u30de\u30c3\u30c1\u304c\u5c11\u306a\u304f\u30b9\u30e0\u30fc\u30ba\u306b\u8a71\u304c\u9032\u307f\u3084\u3059\u3044\u3068\u3044\u3046\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u76f4\u63a5\u5951\u7d04\u306e\u305f\u3081\u4e2d\u9593\u30de\u30fc\u30b8\u30f3\u304c\u306a\u304f\u3001\u5358\u4fa1\u3092\u9ad8\u3081\u306b\u8a2d\u5b9a\u3067\u304d\u308b\u306e\u3082\u5927\u304d\u306a\u9b45\u529b\u3067\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-9\">RAG\u306e\u526f\u696d\u6848\u4ef6\u306e\u526f\u696d\u3067\u53ce\u5165\u3092\u5897\u3084\u3059\u30b3\u30c4<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/05\/Shutterstock_2191106677.png\" alt=\"RAG\u306e\u526f\u696d\u6848\u4ef6\u306e\u526f\u696d\u3067\u53ce\u5165\u3092\u5897\u3084\u3059\u30b3\u30c4\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u306e\u526f\u696d\u6848\u4ef6\u306e\u526f\u696d\u3067\u53ce\u5165\u3092\u5897\u3084\u3059\u30b3\u30c4\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>\u5358\u4fa1\u304c\u5b89\u3044\u6848\u4ef6\u306f\u63a7\u3048\u308b<\/li>\r\n \t<li>\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3057\u3066\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u611f\u306e\u76f8\u5834\u3092\u78ba\u8a8d\u3059\u308b<\/li>\r\n \t<li>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u30de\u30fc\u30b8\u30f3\u7387\u306e\u78ba\u8a8d\u3092\u5fd8\u308c\u306a\u3044<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-9\">\u5358\u4fa1\u304c\u5b89\u3044\u6848\u4ef6\u306f\u63a7\u3048\u308b<\/span><\/h3>\r\n<p class=\"normal-Txt\">RAG\u306f\u9ad8\u5ea6\u306a\u6280\u8853\u9818\u57df\u306e\u305f\u3081\u3001\u904e\u5ea6\u306b\u5b89\u3044\u6848\u4ef6\u306f\u5f15\u304d\u53d7\u3051\u308b\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">PoC\u652f\u63f4\u3084\u5c0f\u898f\u6a21\u958b\u767a\u306a\u308930\u301c40\u4e07\u5186\u524d\u5f8c\u304c\u76f8\u5834\u3067\u3042\u308a\u3001\u3042\u307e\u308a\u306b\u4f4e\u5358\u4fa1\u306a\u6848\u4ef6\u3092\u53d7\u3051\u7d9a\u3051\u3066\u3044\u308b\u3068\u3001\u300c\u76f8\u5834\u4ee5\u4e0b\u306e\u6848\u4ef6\u3057\u304b\u53d7\u3051\u3089\u308c\u306a\u3044\u4eba\u300d\u3068\u5468\u56f2\u304b\u3089\u8a55\u4fa1\u3092\u4f4e\u304f\u898b\u7a4d\u3082\u3089\u308c\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-10\">\u8907\u6570\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3057\u3066\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u611f\u306e\u76f8\u5834\u3092\u78ba\u8a8d\u3059\u308b<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u81ea\u5206\u306e\u5e02\u5834\u4fa1\u5024\u3092\u5ba2\u89b3\u7684\u306b\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u8907\u6570\u306e\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u767b\u9332\u3059\u308b\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u8907\u6570\u306e\u62c5\u5f53\u8005\u304b\u3089\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u5f97\u308b\u3053\u3068\u3067\u3001\u73fe\u5728\u3069\u306e\u3088\u3046\u306a\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u306e\u304b\u3001\u81ea\u5206\u306e\u7d4c\u9a13\u304c\u3069\u306e\u7a0b\u5ea6\u306e\u5358\u4fa1\u306b\u76f8\u5f53\u3059\u308b\u306e\u304b\u3068\u3044\u3063\u305f\u30ea\u30a2\u30eb\u306a\u76f8\u5834\u89b3\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-11\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u30de\u30fc\u30b8\u30f3\u7387\u306e\u78ba\u8a8d\u3092\u5fd8\u308c\u306a\u3044<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30de\u30fc\u30b8\u30f3\uff08\u4ef2\u4ecb\u624b\u6570\u6599\u306a\u3069\uff09\u306f\u3001\u6700\u7d42\u7684\u306a\u624b\u53d6\u308a\u984d\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u4f8b\u3048\u3070100\u4e07\u5186\u306e\u6848\u4ef6\u3092\u53d7\u3051\u308b\u3068\u304d\u3001\u30de\u30fc\u30b8\u30f3\u7387\u304c15\uff05\u306e\u5834\u5408\u306f\u624b\u53d6\u308a85\u4e07\u5186\u300130\uff05\u306e\u5834\u5408\u306f\u624b\u53d6\u308a75\u4e07\u5186\u3068\u300110\u4e07\u5186\u4ee5\u4e0a\u5dee\u304c\u3064\u304f\u3053\u3068\u3082\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u7279\u306bRAG\u306e\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u306b\u306a\u308b\u50be\u5411\u304c\u3042\u308b\u305f\u3081\u3001\u5148\u8ff0\u3057\u305f\u4f8b\u3088\u308a\u5dee\u304c\u5927\u304d\u304f\u306a\u308b\u3053\u3068\u3082\u3042\u308b\u306e\u3067\u3001\u30de\u30fc\u30b8\u30f3\u7387\u306f\u5fd8\u308c\u305a\u30c1\u30a7\u30c3\u30af\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-10\">RAG\u306e\u526f\u696d\u6848\u4ef6\u3067\u304a\u3059\u3059\u3081\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9<\/span><\/h2>\r\n<p class=\"normal-Txt\">RAG\u306e\u526f\u696d\u6848\u4ef6\u3067\u304a\u3059\u3059\u3081\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b5\u30fc\u30d3\u30b9\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>BIG DATANAVI<\/li>\r\n \t<li>\u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9<\/li>\r\n \t<li>IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/li>\r\n \t<li>HiProTech<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"BIG_DATANAVI\">BIG DATANAVI<\/span><\/h3>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2023\/02\/BIGDATA-NAVI.jpg\" alt=\"BIGDATA NAVI\"\/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/www.bigdata-navi.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u300eBIGDATA NAVI\u300f<\/a><\/p>\r\n<p class=\"normal-Txt\">BIGDATA NAVI\u306f\u3001AI\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30fb\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u3001LLM\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u3044\u3063\u305f\u6700\u5148\u7aef\u5206\u91ce\u306e\u6848\u4ef6\u3092\u8c4a\u5bcc\u306b\u4fdd\u6709\u3057\u3066\u3044\u308b\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u5c02\u9580\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u304c\u30b9\u30ad\u30eb\u3092\u4e01\u5be7\u306b\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u3001\u5e0c\u671b\u7a3c\u50cd\u65e5\u6570\u3084\u30ea\u30e2\u30fc\u30c8\u6761\u4ef6\u306b\u5408\u3046\u6848\u4ef6\u3092\u63d0\u6848\u3057\u3066\u304f\u308c\u308b\u305f\u3081\u3001\u526f\u696d\u521d\u5fc3\u8005\u3067\u3082\u5b89\u5fc3\u3057\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001\u5358\u4fa1\u30fb\u77ed\u671f\u306ePoC\u6848\u4ef6\u3082\u591a\u3044\u305f\u3081\u3001\u307e\u305a\u306f\u4f4e\u7a3c\u50cd\u3084\u526f\u696d\u304b\u3089\u5b9f\u52d9\u7d4c\u9a13\u3092\u7a4d\u307f\u305f\u3044\u4eba\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-12\">\u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9<\/span><\/h3>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2024\/09\/2416d5c79b97bcde20a447bea6e8b479.jpg\" alt=\"\u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\"\/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/freelance.levtech.jp\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u300e\u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u300f<\/a><\/p>\r\n<p class=\"normal-Txt\">\u30ec\u30d0\u30c6\u30c3\u30af\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306f\u3001IT\u30fbWeb\u696d\u754c\u3067\u6700\u5927\u7d1a\u306e\u6848\u4ef6\u6570\u3092\u8a87\u308b\u5927\u624b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3042\u308a\u3001\u591a\u69d8\u306a\u696d\u754c\u30fb\u898f\u6a21\u306eRAG\u95a2\u9023\u306e\u526f\u696d\u6848\u4ef6\u3092\u898b\u3064\u3051\u3084\u3059\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u5c02\u4efb\u62c5\u5f53\u8005\u306b\u3088\u308b\u624b\u539a\u3044\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u306b\u3082\u5b9a\u8a55\u304c\u3042\u308a\u3001\u521d\u3081\u3066\u526f\u696d\u306b\u6311\u6226\u3059\u308b\u65b9\u3067\u3082\u5951\u7d04\u304b\u3089\u53c2\u753b\u5f8c\u307e\u3067\u5b89\u5fc3\u3057\u3066\u6d3b\u52d5\u3067\u304d\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"IT\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba<\/span><\/h3>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2024\/05\/920c61010351a84fb01f09d714b92677.png\" alt=\"IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba\"\/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u5f15\u7528\u5143\uff1a<a href=\"https:\/\/itpropartners.com\/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\">\u300eIT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba\u300f<\/a><\/p>\r\n<p class=\"normal-Txt\">IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba\u306f\u3001\u300c\u90312\u301c3\u65e5\u300d\u300c\u30ea\u30e2\u30fc\u30c8\u300d\u3068\u3044\u3063\u305f\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u304c\u3067\u304d\u308b\u6848\u4ef6\u3092\u591a\u304f\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u306b\u3001\u65b0\u3057\u3044\u6280\u8853\u3092\u7a4d\u6975\u7684\u306b\u63a1\u7528\u3059\u308b\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3084\u30d9\u30f3\u30c1\u30e3\u30fc\u4f01\u696d\u306e\u6848\u4ef6\u304c\u8c4a\u5bcc\u3067\u3042\u308a\u3001\u65b0\u3057\u3044\u6280\u8853\u306b\u89e6\u308c\u308b\u6a5f\u4f1a\u304c\u591a\u3044\u306e\u304c\u7279\u5fb4\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u672c\u696d\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308a\u306a\u304c\u3089\u526f\u696d\u3092\u3057\u305f\u3044\u65b9\u3084\u3001\u65b0\u898f\u4e8b\u696d\u306e\u7acb\u3061\u4e0a\u3052\u30d5\u30a7\u30fc\u30ba\u3067RAG\u5c0e\u5165\u306b\u643a\u308f\u308a\u305f\u3044\u65b9\u306b\u304a\u3059\u3059\u3081\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"HiProTech\">HiProTech<\/span><\/h3>\r\n<p class=\"normal-Txt\">HiPro Tech\u306f\u3001\u30d1\u30fc\u30bd\u30eb\u30ad\u30e3\u30ea\u30a2\u304c\u904b\u55b6\u3059\u308bIT\u30a8\u30f3\u30b8\u30cb\u30a2\u5c02\u9580\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u5927\u624b\u4f01\u696d\u306e\u6848\u4ef6\u3084\u3001\u6280\u8853\u9867\u554f\u3001\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3068\u3044\u3063\u305f\u4e0a\u6d41\u5de5\u7a0b\u306e\u6848\u4ef6\u306b\u5f37\u307f\u3092\u6301\u3063\u3066\u304a\u308a\u3001\u8c4a\u5bcc\u306a\u7d4c\u9a13\u3084\u9ad8\u5ea6\u306a\u5c02\u9580\u6027\u3092\u6d3b\u304b\u3057\u3001\u4f01\u696d\u306e\u4e8b\u696d\u8ab2\u984c\u89e3\u6c7a\u306b\u76f4\u63a5\u8ca2\u732e\u3057\u305f\u3044\u30cf\u30a4\u30ec\u30d9\u30eb\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-11\">RAG\u306e\u526f\u696d\u3092\u884c\u3046\u969b\u306e\u6ce8\u610f\u70b9<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/05\/Shutterstock_2191106677.png\" alt=\"RAG\u306e\u526f\u696d\u3092\u884c\u3046\u969b\u306e\u6ce8\u610f\u70b9\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">RAG\u306e\u526f\u696d\u3092\u884c\u3046\u969b\u306f\u3001\u4ee5\u4e0b\u306e\u30dd\u30a4\u30f3\u30c8\u306b\u6ce8\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<ul class=\"dot-List\">\r\n \t<li>B\u52e4\u52d9\u5148\u306e\u5c31\u696d\u898f\u5247\u3092\u78ba\u8a8d\u3059\u308b<\/li>\r\n\t<li>\u672c\u696d\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u3048\u308b<\/li>\r\n\t<li>\u78ba\u5b9a\u7533\u544a\u3092\u884c\u3046<\/li>\r\n<\/ul>\r\n\r\n<p class=\"normal-Txt\">\u305d\u308c\u305e\u308c\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-13\">:\u52e4\u52d9\u5148\u306e\u5c31\u696d\u898f\u5247\u3092\u78ba\u8a8d\u3059\u308b<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u526f\u696d\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u5fc5\u305a\u672c\u696d\u306e\u52e4\u52d9\u5148\u306e\u5c31\u696d\u898f\u5247\u3092\u78ba\u8a8d\u3057\u3001\u526f\u696d\u304c\u8a31\u53ef\u3055\u308c\u3066\u3044\u308b\u304b\u3001\u7533\u8acb\u304c\u5fc5\u8981\u304b\u3068\u3044\u3063\u305f\u30eb\u30fc\u30eb\u3092\u628a\u63e1\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u4eee\u306b\u3001\u526f\u696d\u7981\u6b62\u3068\u77e5\u308a\u306a\u304c\u3089\u53d6\u308a\u7d44\u3093\u3060\u308a\u3001\u7121\u7533\u8acb\u3067\u526f\u696d\u3092\u59cb\u3081\u305f\u308a\u3059\u308b\u3068\u3001\u61f2\u6212\u51e6\u5206\u306e\u5bfe\u8c61\u3068\u306a\u308b\u30ea\u30b9\u30af\u3082\u3042\u308b\u305f\u3081\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305f\u3001RAG\u306e\u3088\u3046\u306aAI\u958b\u767a\u6848\u4ef6\u3067\u306f\u3001\u52e4\u52d9\u5148\u3068\u7af6\u5408\u3059\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u95a2\u308f\u308b\u3068\u6a5f\u5bc6\u60c5\u5831\u306e\u6f0f\u6d29\u30ea\u30b9\u30af\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u3082\u3042\u308b\u305f\u3081\u3001\u526f\u696d\u5185\u5bb9\u304c\u672c\u696d\u3068\u304b\u3076\u3089\u306a\u3044\u304b\u3001\u5b88\u79d8\u7fa9\u52d9\u3092\u4fb5\u5bb3\u3057\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3053\u3068\u3082\u5927\u5207\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-14\">\u672c\u696d\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u8003\u3048\u308b<\/span><\/h3>\r\n<p class=\"normal-Txt\">RAG\u958b\u767a\u306f\u6280\u8853\u7684\u96e3\u6613\u5ea6\u304c\u9ad8\u304f\u3001\u77ed\u6642\u9593\u3067\u3082\u96c6\u4e2d\u529b\u3092\u8981\u3059\u308b\u305f\u3081\u3001\u672c\u696d\u306e\u8ca0\u62c5\u304c\u5927\u304d\u3044\u6642\u671f\u306b\u7121\u7406\u306b\u526f\u696d\u3092\u7d9a\u3051\u308b\u3068\u3001\u3069\u3061\u3089\u306b\u3082\u652f\u969c\u304c\u51fa\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u672c\u696d\u3001\u526f\u696d\u3001\u3069\u3061\u3089\u306b\u652f\u969c\u304c\u51fa\u3066\u3082\u4fe1\u983c\u3092\u5931\u3046\u539f\u56e0\u306b\u306a\u308b\u305f\u3081\u3001\u7a3c\u50cd\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306f\u4f59\u88d5\u3092\u6301\u3063\u3066\u8a2d\u5b9a\u3057\u3001\u30bf\u30b9\u30af\u91cf\u3084\u7d0d\u671f\u3092\u4e8b\u524d\u306b\u660e\u78ba\u306b\u3057\u3066\u304a\u304f\u3088\u3046\u610f\u8b58\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"i-15\">\u78ba\u5b9a\u7533\u544a\u3092\u884c\u3046<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u526f\u696d\u306b\u3088\u308b\u6240\u5f97\uff08\u53ce\u5165\u304b\u3089\u7d4c\u8cbb\u3092\u5dee\u3057\u5f15\u3044\u305f\u91d1\u984d\uff09\u304c\u5e74\u9593\u306720\u4e07\u5186\u3092\u8d85\u3048\u305f\u5834\u5408\u3001\u4f1a\u793e\u54e1\u3067\u3042\u3063\u3066\u3082\u500b\u4eba\u3067\u78ba\u5b9a\u7533\u544a\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u6848\u4ef6\u306f\u5831\u916c\u5358\u4fa1\u304c\u975e\u5e38\u306b\u9ad8\u304f\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u5358\u767a\u306e\u7a3c\u50cd\u3067\u3082\u78ba\u5b9a\u7533\u544a\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u306e\u3067\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"RAG-12\">RAG\u306e\u526f\u696d\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\/span><\/h2>\r\n<figure class=\"img-Wide\">\r\n<img decoding=\"async\" src=\"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/06\/shutterstock_2406181597.jpg\" alt=\"RAG\u306e\u526f\u696d\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u8cea\u554f<\" \/>\r\n<\/figure>\r\n<p class=\"normal-Txt\">\u3053\u3053\u3067\u306f\u3001RAG\u306e\u526f\u696d\u306b\u3064\u3044\u3066\u3088\u304f\u3042\u308b\u8cea\u554f\u306b\u56de\u7b54\u3057\u307e\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"12\">\u90311\u301c2\u65e5\u30fb\u571f\u65e5\u30fb\u5e73\u65e5\u306e\u591c\u306a\u3069\u306e\u307f\u3068\u3044\u3063\u305f\u4f4e\u7a3c\u50cd\u3067\u53c2\u753b\u3067\u304d\u308b\u526f\u696d\u6848\u4ef6\u306f\u3042\u308b\uff1f<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u4f4e\u7a3c\u50cd\u3067\u53c2\u753b\u3067\u304d\u308b\u526f\u696d\u6848\u4ef6\u306f\u8c4a\u5bcc\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u3092\u6271\u3048\u308b\u9ad8\u5ea6\u306a\u5c02\u9580\u4eba\u6750\u306f\u5e0c\u5c11\u306a\u305f\u3081\u3001\u4f01\u696d\u5074\u3082\u300c\u6280\u8853\u9867\u554f\u3068\u3057\u3066\u90311\u56de\u3067\u3082\u826f\u3044\u304b\u3089\u53c2\u52a0\u3057\u3066\u307b\u3057\u3044\u300d\u300c\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u826f\u3044\u304b\u3089PoC\u958b\u767a\u3092\u30ea\u30fc\u30c9\u3057\u3066\u307b\u3057\u3044\u300d\u3068\u3044\u3063\u305f\u5f62\u3067\u3001\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u3092\u63d0\u6848\u3057\u3066\u512a\u79c0\u306a\u4eba\u6750\u3092\u78ba\u4fdd\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u4f4e\u7a3c\u50cd\u3067\u53c2\u753b\u3067\u304d\u308b\u526f\u696d\u6848\u4ef6\u3092\u63a2\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u526f\u696d\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u5e0c\u671b\u306e\u7a3c\u50cd\u6642\u9593\u3084\u66dc\u65e5\u3092\u660e\u78ba\u306b\u4f1d\u3048\u3066\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RAG-13\">\u5728\u5b85\u30fb\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u53ef\u80fd\u306aRAG\u306e\u526f\u696d\u6848\u4ef6\u306f\u3069\u306e\u3088\u3046\u306b\u63a2\u3059\uff1f<\/span><\/h3>\r\n<p class=\"normal-Txt\">BIGDATA NAVI\u3084IT\u30d7\u30ed\u30d1\u30fc\u30c8\u30ca\u30fc\u30ba\u306a\u3069\u3001AI\u9818\u57df\u306b\u5f37\u3044\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3067\u300c\u30ea\u30e2\u30fc\u30c8\u300d\u3092\u6761\u4ef6\u306b\u691c\u7d22\u3059\u308c\u3070\u3001\u591a\u304f\u306e\u6848\u4ef6\u304c\u30d2\u30c3\u30c8\u3059\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">RAG\u958b\u767a\u306f\u6210\u679c\u7269\u30d9\u30fc\u30b9\u3067\u8a55\u4fa1\u3057\u3084\u3059\u3044\u305f\u3081\u3001\u30ea\u30e2\u30fc\u30c8\u30ef\u30fc\u30af\u3068\u306e\u76f8\u6027\u304c\u975e\u5e38\u306b\u826f\u304f\u3001\u307b\u3068\u3093\u3069\u306e\u526f\u696d\u6848\u4ef6\u304c\u30d5\u30eb\u30ea\u30e2\u30fc\u30c8\u524d\u63d0\u3067\u52df\u96c6\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u7c21\u5358\u306b\u898b\u3064\u3051\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RAG-14\">RAG\u672a\u7d4c\u9a13\u3067\u526f\u696d\u3067\u304d\u308b\uff1f<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u4e0d\u53ef\u80fd\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u5b8c\u5168\u306b\u5b9f\u52d9\u672a\u7d4c\u9a13\u306e\u72b6\u614b\u304b\u3089\u526f\u696d\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u306e\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u526f\u696d\u3067\u306f\u5373\u6226\u529b\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u307e\u305a\u306f\u3001LLM\u306e\u57fa\u790e\u3068API\u5229\u7528\u3092\u5b66\u3073\u3001\u500b\u4eba\u958b\u767a\u3067LangChain\u7b49\u3092\u4f7f\u3044\u3001GitHub\u3067RAG\u30a2\u30d7\u30ea\u3092\u516c\u958b\u3059\u308b\u3001\u3068\u3044\u3046\u30b9\u30c6\u30c3\u30d7\u3067\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6e96\u5099\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n\r\n<h3 class=\"articletit-H3\"><span id=\"RAG-15\">RAG\u306e\u526f\u696d\u304b\u3089\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u72ec\u7acb\u3059\u308b\u306b\u306f\uff1f<\/span><\/h3>\r\n<p class=\"normal-Txt\">\u526f\u696d\u3067\u5b9f\u7e3e\u3092\u91cd\u306d\u3001\u8907\u6570\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u4fe1\u983c\u95a2\u4fc2\u3092\u7bc9\u304d\u3001\u526f\u696d\u53ce\u5165\u304c\u672c\u696d\u306e\u53ce\u5165\u3092\u5b89\u5b9a\u3057\u3066\u8d85\u3048\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u3089\u72ec\u7acb\u3092\u691c\u8a0e\u3059\u308b\u3001\u3068\u3044\u3046\u6d41\u308c\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u6700\u521d\u304b\u3089\u72ec\u7acb\u3092\u76ee\u6307\u3057\u3066\u526f\u696d\u306b\u53d6\u308a\u7d44\u3080\u5834\u5408\u306f\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u62c5\u5f53\u8005\u306b\u72ec\u7acb\u306e\u610f\u5411\u3092\u4f1d\u3048\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u5411\u3051\u306e\u6848\u4ef6\u63a2\u3057\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n\r\n<h2 class=\"articletit-H2\"><span id=\"i-16\">\u307e\u3068\u3081<\/span><\/h2>\r\n<p class=\"normal-Txt\">RAG\u306e\u526f\u696d\u306f\u3001AI\u958b\u767a\u30b9\u30ad\u30eb\u3092\u6d3b\u304b\u3057\u3066\u9ad8\u5358\u4fa1\u30fb\u67d4\u8edf\u306a\u50cd\u304d\u65b9\u3092\u5b9f\u73fe\u3067\u304d\u308b\u6ce8\u76ee\u5206\u91ce\u3067\u3059\u3002LangChain\u3084OpenAI API\u3092\u6271\u3046\u958b\u767a\u6848\u4ef6\u304b\u3089\u3001\u904b\u7528\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u307e\u3067\u5e45\u5e83\u3044\u696d\u52d9\u304c\u3042\u308a\u3001\u90312\u65e5\u3084\u571f\u65e5\u4e2d\u5fc3\u3067\u3082\u53c2\u753b\u3067\u304d\u308b\u6848\u4ef6\u304c\u8c4a\u5bcc\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\r\n\r\n<p class=\"normal-Txt\">\u526f\u696d\u6848\u4ef6\u3092\u52b9\u7387\u3088\u304f\u898b\u3064\u3051\u305f\u3044\u65b9\u306f\u3001AI\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u9818\u57df\u306b\u7279\u5316\u3057\u305f\u300cBIGDATA NAVI\u300d\u306e\u5229\u7528\u304c\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u5c02\u9580\u30b9\u30bf\u30c3\u30d5\u304c\u4e01\u5be7\u306b\u30d2\u30a2\u30ea\u30f3\u30b0\u3057\u3001\u3054\u81ea\u8eab\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u3084\u76ee\u7684\u306b\u5408\u308f\u305b\u305f\u6848\u4ef6\u3092\u7d39\u4ecb\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u305c\u3072\u4e00\u5ea6\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/p>\r\n\r\n<div class=\"bdn_Link02\">\r\n<a href=\"https:\/\/www.bigdata-navi.com\/entry\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u7121\u6599\u30b5\u30dd\u30fc\u30c8\u767b\u9332\u3078<\/a>\r\n<\/div>\r\n","protected":false},"excerpt":{"rendered":"ChatGPT\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u751f\u6210AI\u306e\u30d3\u30b8\u30cd\u30b9\u6d3b\u7528\u304c\u6025\u901f\u306b\u9032\u3080\u4e2d\u3001\u305d\u306e\u7cbe\u5ea6\u3092\u3055\u3089\u306b\u9ad8\u3081\u308b\u6280\u8853\u3068\u3057\u3066\u300cRAG\uff08R [&hellip;]","protected":false},"author":21,"featured_media":9359,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[5],"class_list":["post-9348","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-freelance","tag-rag","tag-181","tag-side-job","tag-proposition"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.2 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"AI drops \u7de8\u96c6\u90e8\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.2\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2 -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2\" \/>\n\t\t<meta property=\"og:description\" content=\"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-11-05T07:08:44+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2025-11-05T07:09:17+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary\" \/>\n\t\t<meta name=\"twitter:title\" content=\"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#blogposting\",\"name\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5 - AI drops\\uff5cAI\\u30fb\\u30c7\\u30fc\\u30bf\\u9818\\u57df\\u306e\\u6700\\u65b0\\u30c8\\u30ec\\u30f3\\u30c9\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u30fb\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\\u6848\\u4ef6\\u30e1\\u30c7\\u30a3\\u30a2\",\"headline\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5\",\"author\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/author\\\/h-tomizawa\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/shutterstock_2553656059.jpg\",\"width\":3854,\"height\":3042,\"caption\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5\"},\"datePublished\":\"2025-11-05T16:08:44+09:00\",\"dateModified\":\"2025-11-05T16:09:17+09:00\",\"inLanguage\":\"ja\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#webpage\"},\"articleSection\":\"\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9, RAG, \\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9, \\u526f\\u696d, \\u6848\\u4ef6\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/topics\\\/freelance\\\/#listItem\",\"name\":\"\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/topics\\\/freelance\\\/#listItem\",\"position\":2,\"name\":\"\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\",\"item\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/topics\\\/freelance\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#listItem\",\"name\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#listItem\",\"position\":3,\"name\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/topics\\\/freelance\\\/#listItem\",\"name\":\"\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#organization\",\"name\":\"AI drops\\uff5cAI\\u30fb\\u30c7\\u30fc\\u30bf\\u9818\\u57df\\u306e\\u6700\\u65b0\\u30c8\\u30ec\\u30f3\\u30c9\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u30fb\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\\u6848\\u4ef6\\u30e1\\u30c7\\u30a3\\u30a2\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/author\\\/h-tomizawa\\\/#author\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/author\\\/h-tomizawa\\\/\",\"name\":\"AI drops \\u7de8\\u96c6\\u90e8\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/09dd815402edf00a66a8b9de83abbe8f623e2a60a68c35d9dd09c188b9cf88fb?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"AI drops \\u7de8\\u96c6\\u90e8\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#webpage\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/\",\"name\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5 - AI drops\\uff5cAI\\u30fb\\u30c7\\u30fc\\u30bf\\u9818\\u57df\\u306e\\u6700\\u65b0\\u30c8\\u30ec\\u30f3\\u30c9\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u30fb\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\\u6848\\u4ef6\\u30e1\\u30c7\\u30a3\\u30a2\",\"description\":\"\\u751f\\u6210AI\\u306e\\u7cbe\\u5ea6\\u3092\\u98db\\u8e8d\\u3055\\u305b\\u308bRAG\\u306e\\u526f\\u696d\\u306f\\u3001AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u4e2d\\u3067\\u3082\\u6ce8\\u76ee\\u304c\\u9ad8\\u307e\\u3063\\u3066\\u3044\\u307e\\u3059\\u3002\\u672c\\u8a18\\u4e8b\\u3067\\u306f\\u3001RAG\\u306e\\u526f\\u696d\\u304c\\u3069\\u306e\\u304f\\u3089\\u3044\\u7a3c\\u3052\\u308b\\u306e\\u304b\\u3001\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u3067\\u3082\\u53d6\\u308a\\u7d44\\u3081\\u308b\\u6848\\u4ef6\\u306e\\u63a2\\u3057\\u65b9\\u3001\\u5831\\u916c\\u76f8\\u5834\\u3001\\u30b9\\u30ad\\u30eb\\u8981\\u4ef6\\u3001\\u6ce8\\u610f\\u70b9\\u307e\\u3067\\u8a73\\u3057\\u304f\\u89e3\\u8aac\\u3057\\u307e\\u3059\\u3002\",\"inLanguage\":\"ja\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/author\\\/h-tomizawa\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/author\\\/h-tomizawa\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/wp-content\\\/uploads\\\/2025\\\/11\\\/shutterstock_2553656059.jpg\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#mainImage\",\"width\":3854,\"height\":3042,\"caption\":\"RAG\\u306e\\u526f\\u696d\\u306f\\u7a3c\\u3052\\u308b\\uff1f\\u90312\\u65e5\\u30fb\\u571f\\u65e5\\u7a3c\\u50cd\\u6848\\u4ef6\\u3092\\u7372\\u5f97\\u3059\\u308b\\u65b9\\u6cd5\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/9348\\\/#mainImage\"},\"datePublished\":\"2025-11-05T16:08:44+09:00\",\"dateModified\":\"2025-11-05T16:09:17+09:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#website\",\"url\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/\",\"name\":\"AI drops\\uff5cAI\\u30fb\\u30c7\\u30fc\\u30bf\\u9818\\u57df\\u306e\\u6700\\u65b0\\u30c8\\u30ec\\u30f3\\u30c9\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u30fb\\u30d5\\u30ea\\u30fc\\u30e9\\u30f3\\u30b9\\u6848\\u4ef6\\u30e1\\u30c7\\u30a3\\u30a2\",\"inLanguage\":\"ja\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.bigdata-navi.com\\\/aidrops\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","description":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002","canonical_url":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#blogposting","name":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","headline":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5","author":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/author\/h-tomizawa\/#author"},"publisher":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/11\/shutterstock_2553656059.jpg","width":3854,"height":3042,"caption":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5"},"datePublished":"2025-11-05T16:08:44+09:00","dateModified":"2025-11-05T16:09:17+09:00","inLanguage":"ja","mainEntityOfPage":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#webpage"},"isPartOf":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#webpage"},"articleSection":"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9, RAG, \u30d5\u30ea\u30fc\u30e9\u30f3\u30b9, \u526f\u696d, \u6848\u4ef6"},{"@type":"BreadcrumbList","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#listItem","position":1,"name":"Home","item":"https:\/\/www.bigdata-navi.com\/aidrops\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/#listItem","name":"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9"}},{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/#listItem","position":2,"name":"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9","item":"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#listItem","name":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#listItem","position":3,"name":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5","previousItem":{"@type":"ListItem","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/#listItem","name":"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9"}}]},{"@type":"Organization","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#organization","name":"AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","url":"https:\/\/www.bigdata-navi.com\/aidrops\/"},{"@type":"Person","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/author\/h-tomizawa\/#author","url":"https:\/\/www.bigdata-navi.com\/aidrops\/author\/h-tomizawa\/","name":"AI drops \u7de8\u96c6\u90e8","image":{"@type":"ImageObject","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/09dd815402edf00a66a8b9de83abbe8f623e2a60a68c35d9dd09c188b9cf88fb?s=96&d=mm&r=g","width":96,"height":96,"caption":"AI drops \u7de8\u96c6\u90e8"}},{"@type":"WebPage","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#webpage","url":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/","name":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","description":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002","inLanguage":"ja","isPartOf":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#website"},"breadcrumb":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#breadcrumblist"},"author":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/author\/h-tomizawa\/#author"},"creator":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/author\/h-tomizawa\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-content\/uploads\/2025\/11\/shutterstock_2553656059.jpg","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#mainImage","width":3854,"height":3042,"caption":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5"},"primaryImageOfPage":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/#mainImage"},"datePublished":"2025-11-05T16:08:44+09:00","dateModified":"2025-11-05T16:09:17+09:00"},{"@type":"WebSite","@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#website","url":"https:\/\/www.bigdata-navi.com\/aidrops\/","name":"AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","inLanguage":"ja","publisher":{"@id":"https:\/\/www.bigdata-navi.com\/aidrops\/#organization"}}]},"og:locale":"ja_JP","og:site_name":"AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2 -","og:type":"article","og:title":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","og:description":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002","og:url":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/","article:published_time":"2025-11-05T07:08:44+00:00","article:modified_time":"2025-11-05T07:09:17+00:00","twitter:card":"summary","twitter:title":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5 - AI drops\uff5cAI\u30fb\u30c7\u30fc\u30bf\u9818\u57df\u306e\u6700\u65b0\u30c8\u30ec\u30f3\u30c9\u30fb\u30ad\u30e3\u30ea\u30a2\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u6848\u4ef6\u30e1\u30c7\u30a3\u30a2","twitter:description":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002"},"aioseo_meta_data":{"post_id":"9348","title":"","description":"\u751f\u6210AI\u306e\u7cbe\u5ea6\u3092\u98db\u8e8d\u3055\u305b\u308bRAG\u306e\u526f\u696d\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u3067\u3082\u6ce8\u76ee\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RAG\u306e\u526f\u696d\u304c\u3069\u306e\u304f\u3089\u3044\u7a3c\u3052\u308b\u306e\u304b\u3001\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u3067\u3082\u53d6\u308a\u7d44\u3081\u308b\u6848\u4ef6\u306e\u63a2\u3057\u65b9\u3001\u5831\u916c\u76f8\u5834\u3001\u30b9\u30ad\u30eb\u8981\u4ef6\u3001\u6ce8\u610f\u70b9\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002","keywords":null,"keyphrases":null,"focus_keyword":null,"additional_keywords":null,"truseo_locale":null,"primary_term":null,"canonical_url":null,"og_title":"","og_description":"","og_object_type":"article","og_image_type":"default","og_image_custom_url":null,"og_image_custom_fields":null,"og_image_url":null,"og_image_width":null,"og_image_height":null,"og_video":"","og_custom_url":null,"og_article_section":"","og_article_tags":"","twitter_use_og":false,"twitter_card":"summary","twitter_image_type":"default","twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_image_url":null,"twitter_title":null,"twitter_description":null,"schema_type":"default","schema_type_options":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":null,"robots_max_videopreview":null,"robots_max_imagepreview":"large","priority":null,"frequency":null,"local_seo":null,"limit_modified_date":false,"ai":null,"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-09-28 03:19:35","updated":"2026-09-28 06:34:53"},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.bigdata-navi.com\/aidrops\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/\" title=\"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\tRAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.bigdata-navi.com\/aidrops\/"},{"label":"\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9","link":"https:\/\/www.bigdata-navi.com\/aidrops\/topics\/freelance\/"},{"label":"RAG\u306e\u526f\u696d\u306f\u7a3c\u3052\u308b\uff1f\u90312\u65e5\u30fb\u571f\u65e5\u7a3c\u50cd\u6848\u4ef6\u3092\u7372\u5f97\u3059\u308b\u65b9\u6cd5","link":"https:\/\/www.bigdata-navi.com\/aidrops\/9348\/"}],"_links":{"self":[{"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/posts\/9348","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/comments?post=9348"}],"version-history":[{"count":5,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/posts\/9348\/revisions"}],"predecessor-version":[{"id":9360,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/posts\/9348\/revisions\/9360"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/media\/9359"}],"wp:attachment":[{"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/media?parent=9348"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.bigdata-navi.com\/aidrops\/wp-json\/wp\/v2\/categories?post=9348"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}