{"id":188,"date":"2026-06-22T20:03:28","date_gmt":"2026-06-22T11:03:28","guid":{"rendered":"https:\/\/www.wetch.co.jp\/ai\/?p=188"},"modified":"2026-06-22T20:03:28","modified_gmt":"2026-06-22T11:03:28","slug":"rag%e3%81%a7%e7%a4%be%e5%86%85%e3%83%8a%e3%83%ac%e3%83%83%e3%82%b8%e3%82%92ai%e6%a4%9c%e7%b4%a2%ef%bc%9a%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%a8%e5%ae%9f%e5%8b%99%e5%b0%8e%e5%85%a55%e3%82%b9%e3%83%86","status":"publish","type":"post","link":"https:\/\/www.wetch.co.jp\/ai\/2026\/06\/22\/rag%e3%81%a7%e7%a4%be%e5%86%85%e3%83%8a%e3%83%ac%e3%83%83%e3%82%b8%e3%82%92ai%e6%a4%9c%e7%b4%a2%ef%bc%9a%e4%bb%95%e7%b5%84%e3%81%bf%e3%81%a8%e5%ae%9f%e5%8b%99%e5%b0%8e%e5%85%a55%e3%82%b9%e3%83%86\/","title":{"rendered":"RAG\u3067\u793e\u5185\u30ca\u30ec\u30c3\u30b8\u3092AI\u691c\u7d22\uff1a\u4ed5\u7d44\u307f\u3068\u5b9f\u52d9\u5c0e\u51655\u30b9\u30c6\u30c3\u30d7"},"content":{"rendered":"<p><em>ChatGPT\u3084Claude\u306f\u8ce2\u3044\u304c\u3001\u300c\u3046\u3061\u306e\u793e\u5185\u898f\u5b9a\u300d\u3084\u300c\u5148\u6708\u306e\u63d0\u6848\u66f8\u300d\u306f\u77e5\u3089\u306a\u3044\u3002<strong>RAG\uff08Retrieval-Augmented Generation\uff1a\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09<\/strong>\u306f\u305d\u306e\u58c1\u3092\u58ca\u3059\u6280\u8853\u3060\u3002\u793e\u5185\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3057\u3001\u8cea\u554f\u306e\u305f\u3073\u306b\u95a2\u9023\u7b87\u6240\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u691c\u7d22\u3057\u3066LLM\u306b\u6e21\u3059\u3053\u3068\u3067\u3001\u6700\u65b0\u30fb\u56fa\u6709\u306e\u60c5\u5831\u3092\u6839\u62e0\u306b\u3057\u305f\u56de\u7b54\u304c\u5f97\u3089\u308c\u308b\u30022026\u5e74\u73fe\u5728\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u30c7\u30d5\u30a1\u30af\u30c8\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u3057\u3066\u6025\u901f\u306b\u666e\u53ca\u4e2d\u3060\u3002<\/em><\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.wetch.co.jp\/ai\/wp-content\/uploads\/2026\/06\/ill-practice.png\" alt=\"\u5b9f\u52d9\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u30a4\u30e9\u30b9\u30c8\"\/><\/figure>\n<h2>RAG\u3068\u306f\u4f55\u304b\u2014\u2014\u300c\u8a18\u61b6\u3057\u306a\u3044\u300d\u304b\u3089\u300c\u53c2\u7167\u3059\u308b\u300d\u3078<\/h2>\n<p>LLM\u5358\u4f53\u306f<strong>\u8a13\u7df4\u30ab\u30c3\u30c8\u30aa\u30d5\u4ee5\u964d\u306e\u60c5\u5831\u3092\u6301\u305f\u305a\u3001\u793e\u5185\u56fa\u6709\u60c5\u5831\u306b\u3082\u30a2\u30af\u30bb\u30b9\u3067\u304d\u306a\u3044<\/strong>\u3002\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3067\u8ffd\u52a0\u5b66\u7fd2\u3059\u308b\u624b\u3082\u3042\u308b\u304c\u3001\u6bce\u6708\u306e\u898f\u5b9a\u6539\u8a02\u3084\u65b0\u88fd\u54c1\u60c5\u5831\u306e\u305f\u3073\u306b\u518d\u5b66\u7fd2\u3059\u308b\u306e\u306f\u73fe\u5b9f\u7684\u3067\u306f\u306a\u3044\u3002<\/p>\n<p>RAG\u306f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u3057\u3066\u300c\u751f\u6210\u30e2\u30c7\u30eb\u3068\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3092\u5206\u96e2\u300d\u3059\u308b\u3053\u3068\u3067\u3053\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u3002LLM\u306f\u3044\u3064\u3082\u306e\u30e2\u30c7\u30eb\u3092\u4f7f\u3044\u7d9a\u3051\u3001\u6700\u65b0\u30fb\u56fa\u6709\u306e\u60c5\u5831\u306f<strong>\u5916\u90e8\u30d9\u30af\u30c8\u30ebDB\uff08\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\uff09\u304b\u3089\u6bce\u56de\u5f15\u3063\u5f35\u308b<\/strong>\u3002\u56de\u7b54\u306b\u306f\u51fa\u5178\u30c1\u30e3\u30f3\u30af\u304c\u81ea\u52d5\u3067\u5f15\u7528\u3055\u308c\u308b\u305f\u3081\u3001\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u306e\u30c1\u30a7\u30c3\u30af\u3082\u5bb9\u6613\u306b\u306a\u308b\u3002<\/p>\n<p>2025\u5e74\u672b\u301c2026\u5e74\u306e\u8abf\u67fb\u3067\u306f\u3001\u30b0\u30ed\u30fc\u30d0\u30eb2000\u4f01\u696d\u306e<strong>81%\u304c3\u793e\u4ee5\u4e0a\u306eLLM\u3092\u4f75\u7528<\/strong>\u3057\u3001\u793e\u5185RAG\u304c\u300c\u6700\u3082ROI\u306e\u51fa\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u300d\u3068\u3057\u3066\u4e0a\u4f4d\u306b\u6319\u304c\u3063\u3066\u3044\u308b\uff08Intuition Labs\u8abf\u67fb\uff09\u3002<\/p>\n<h2>RAG\u306e\u4ed5\u7d44\u307f\u30923\u30d5\u30a7\u30fc\u30ba\u3067\u7406\u89e3\u3059\u308b<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u30d5\u30a7\u30fc\u30ba<\/th>\n<th>\u51e6\u7406\u5185\u5bb9<\/th>\n<th>\u4e3b\u306a\u6280\u8853<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u2460 \u30a4\u30f3\u30b8\u30a7\u30b9\u30c8<br \/>\uff08\u53d6\u308a\u8fbc\u307f\uff09<\/td>\n<td>PDF\u30fbWord\u30fb\u793e\u5185Wiki\u306a\u3069\u3092\u8aad\u307f\u8fbc\u307f\u3001\u9069\u5207\u306a\u30b5\u30a4\u30ba\u306b<strong>\u30c1\u30e3\u30f3\u30af\u5206\u5272<\/strong>\u3057\u3066<strong>\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb<\/strong>\u306b\u5909\u63db\u3002\u30d9\u30af\u30c8\u30ebDB\u3078\u683c\u7d0d\u3059\u308b\u3002<\/td>\n<td>Embeddings API\u3001<a href=\"https:\/\/www.pinecone.io\/\" target=\"_blank\" rel=\"noopener\">Pinecone<\/a>\u3001<a href=\"https:\/\/weaviate.io\/\" target=\"_blank\" rel=\"noopener\">Weaviate<\/a>\u3001pgvector<\/td>\n<\/tr>\n<tr>\n<td>\u2461 \u691c\u7d22<br \/>\uff08Retrieval\uff09<\/td>\n<td>\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092\u30d9\u30af\u30c8\u30eb\u5316\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u4e2d\u304b\u3089<strong>\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044\u30c1\u30e3\u30f3\u30af<\/strong>\u3092Top-K\u4ef6\u53d6\u5f97\u3059\u308b\u3002\u30ea\u30e9\u30f3\u30ab\u30fc\u3067\u3055\u3089\u306b\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u3053\u3068\u3082\u53ef\u80fd\u3002<\/td>\n<td>\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001BM25\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22<\/td>\n<\/tr>\n<tr>\n<td>\u2462 \u751f\u6210<br \/>\uff08Generation\uff09<\/td>\n<td>\u53d6\u5f97\u3057\u305f\u30c1\u30e3\u30f3\u30af\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u8cea\u554f\u3092LLM\u306e\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u3078\u6e21\u3057\u3001<strong>\u6839\u62e0\u4ed8\u304d\u306e\u56de\u7b54\u3092\u751f\u6210<\/strong>\u3059\u308b\u3002\u51fa\u5178URL\u3082\u8fd4\u305b\u308b\u305f\u3081\u4e8b\u5b9f\u78ba\u8a8d\u304c\u5bb9\u6613\u3002<\/td>\n<td><a href=\"https:\/\/www.anthropic.com\/\" target=\"_blank\" rel=\"noopener\">Claude<\/a>\u3001GPT-4o\u3001Gemini \u306a\u3069<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u300c<strong>\u30a6\u30a3\u30f3\u30c9\u30a6\u4e88\u7b97<\/strong>\u300d\u306e\u767a\u60f3\u3060\u3002\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u4e0a\u9650\u3067\u306f\u306a\u304f\u4e88\u7b97\u3068\u3057\u3066\u6271\u3044\u3001\u8cea\u554f\u306b\u95a2\u4fc2\u3059\u308b\u30c1\u30e3\u30f3\u30af\u3060\u3051\u3092\u53b3\u9078\u3057\u3066\u6e21\u3059\u3002\u5de8\u5927\u306aPDF\u3092\u305d\u306e\u307e\u307e\u4e38\u3054\u3068\u6e21\u3059\u3068<strong>\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u30fb\u30b3\u30b9\u30c8\u30fb\u30ec\u30a4\u30c6\u30f3\u30b7\u304c\u3059\u3079\u3066\u60aa\u5316<\/strong>\u3059\u308b\uff08metacto\u300cLLM Context Management in Production\u300d\uff09\u3002<\/p>\n<h2>\u5b9f\u52d9\u5c0e\u51655\u30b9\u30c6\u30c3\u30d7<\/h2>\n<h3>Step 1\uff1a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u30921\u3064\u306b\u7d5e\u308b<\/h3>\n<p>\u300c\u793e\u5185\u898f\u5b9aQ&#038;A\u300d\u300c\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u691c\u7d22\u300d\u300c\u904e\u53bb\u63d0\u6848\u66f8\u306e\u6a2a\u65ad\u691c\u7d22\u300d\u306a\u3069\u3001<strong>\u7e70\u308a\u8fd4\u3057\u983b\u5ea6\u304c\u9ad8\u304f\u3001\u660e\u78ba\u306a\u6b63\u89e3\u304c\u5b58\u5728\u3059\u308b\u30bf\u30b9\u30af<\/strong>\u304b\u3089\u59cb\u3081\u308b\u3002AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u5931\u6557\u306e\u591a\u304f\u306f\u300c\u6700\u521d\u306b\u5e83\u3052\u3059\u304e\u308b\u3053\u3068\u300d\u3060\uff08cloudHQ, 2026\uff09\u3002<\/p>\n<h3>Step 2\uff1a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u6574\u5099\u3059\u308b<\/h3>\n<p>RAG\u306f\u300c\u5165\u529b\u54c1\u8cea\u3092\u30b9\u30b1\u30fc\u30eb\u3055\u305b\u308b\u300d\u6280\u8853\u3060\u3002\u77db\u76fe\u3057\u305f\u5185\u5bb9\u30fb\u91cd\u8907\u30da\u30fc\u30b8\u304c\u591a\u3044\u793e\u5185Wiki\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u308b\u3068\u7cbe\u5ea6\u304c\u4e0b\u304c\u308b\u3002\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u524d\u306b<strong>\u4e0d\u8981\u306a\u30d8\u30c3\u30c0\u30fc\u30fb\u30d5\u30c3\u30bf\u30fc\u30fb\u5e83\u544a\u30c6\u30ad\u30b9\u30c8\u3092\u9664\u53bb<\/strong>\u3057\u3001\u53ef\u80fd\u3067\u3042\u308c\u3070Markdown\u3084\u30d7\u30ec\u30fc\u30f3\u30c6\u30ad\u30b9\u30c8\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3002<\/p>\n<h3>Step 3\uff1a\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565\u3092\u6c7a\u3081\u308b<\/h3>\n<p>\u30c1\u30e3\u30f3\u30af\u30b5\u30a4\u30ba\u306f\u7cbe\u5ea6\u306b\u76f4\u7d50\u3059\u308b\u3002\u5c0f\u3055\u3059\u304e\u308b\u3068\u6587\u8108\u304c\u6b20\u3051\u3001\u5927\u304d\u3059\u304e\u308b\u3068\u30ce\u30a4\u30ba\u304c\u5897\u3048\u308b\u3002\u4e00\u822c\u7684\u306a\u76ee\u5b89\u306f<strong>256\u301c512\u30c8\u30fc\u30af\u30f3\uff08\u30aa\u30fc\u30d0\u30fc\u30e9\u30c3\u30d750\u30c8\u30fc\u30af\u30f3\uff09<\/strong>\u3002\u898b\u51fa\u3057\u69cb\u9020\u3092\u6301\u3064\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u898b\u51fa\u3057\u5358\u4f4d\u3067\u533a\u5207\u308b\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u300d\u304c\u6709\u52b9\u3060\u3002<\/p>\n<h3>Step 4\uff1a\u30c4\u30fc\u30eb\uff0f\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u9078\u3076<\/h3>\n<p>\u958b\u767a\u30b3\u30b9\u30c8\u3068\u67d4\u8edf\u6027\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u9078\u629e\u80a2\u304c\u5206\u304b\u308c\u308b\uff08\u4e0b\u8868\u53c2\u7167\uff09\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u9078\u629e\u80a2<\/th>\n<th>\u7279\u5fb4<\/th>\n<th>\u5411\u3044\u3066\u3044\u308b\u7d44\u7e54<\/th>\n<th>\u521d\u671f\u30b3\u30b9\u30c8\u76ee\u5b89<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><a href=\"https:\/\/www.customgpt.ai\/\" target=\"_blank\" rel=\"noopener\">CustomGPT.ai<\/a><\/td>\n<td>\u30ce\u30fc\u30b3\u30fc\u30c9\u3002URL\u3084PDF\u3092\u767b\u9332\u3059\u308b\u3060\u3051\u3067RAG\u30c1\u30e3\u30c3\u30c8bot\u5b8c\u6210\u3002\u51fa\u5178\u5f15\u7528\u3042\u308a\u3002<\/td>\n<td>\u975e\u30a8\u30f3\u30b8\u30cb\u30a2\u4e3b\u5c0e\u306e\u5c0f\u898f\u6a21\u5c0e\u5165<\/td>\n<td>$49\u301c\/\u6708<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/aws.amazon.com\/bedrock\/\" target=\"_blank\" rel=\"noopener\">Amazon Bedrock<\/a><\/td>\n<td>Knowledge Bases\u6a5f\u80fd\u3067S3\u9023\u643a\u3002\u30de\u30cd\u30fc\u30b8\u30c9RAG\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3002<\/td>\n<td>AWS\u30a4\u30f3\u30d5\u30e9\u5229\u7528\u4e2d\u306e\u4e2d\u301c\u5927\u4f01\u696d<\/td>\n<td>\u5f93\u91cf\u8ab2\u91d1\uff08\u6570\u4e07\u301c\uff09<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/cloud.google.com\/vertex-ai\" target=\"_blank\" rel=\"noopener\">Google Vertex AI<\/a><\/td>\n<td>Gemini\u3068\u306e\u7d71\u5408\u3002\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8PF\u3068\u3057\u3066\u9032\u5316\u4e2d\u3002<\/td>\n<td>Google Workspace\u3068\u9023\u643a\u3057\u305f\u3044\u7d44\u7e54<\/td>\n<td>\u5f93\u91cf\u8ab2\u91d1<\/td>\n<\/tr>\n<tr>\n<td><a href=\"https:\/\/azure.microsoft.com\/ja-jp\/products\/ai-services\/ai-search\" target=\"_blank\" rel=\"noopener\">Azure AI Search<\/a><\/td>\n<td>Microsoft 365\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u306e\u89aa\u548c\u6027\u304c\u9ad8\u3044\u3002Copilot\u3068\u7d71\u5408\u53ef\u3002<\/td>\n<td>Microsoft 365\u5229\u7528\u4e2d\u306e\u4f01\u696d<\/td>\n<td>\u5f93\u91cf\u8ab2\u91d1<\/td>\n<\/tr>\n<tr>\n<td>OSS\u81ea\u524d\u69cb\u7bc9<br \/>\uff08<a href=\"https:\/\/www.langchain.com\/\" target=\"_blank\" rel=\"noopener\">LangChain<\/a>\/<a href=\"https:\/\/docs.llamaindex.ai\/\" target=\"_blank\" rel=\"noopener\">LlamaIndex<\/a>\uff0bpgvector\uff09<\/td>\n<td>\u6700\u5927\u306e\u67d4\u8edf\u6027\u3002BYOK\uff08\u9375\u6301\u3061\u8fbc\u307f\uff09\u3067\u30c7\u30fc\u30bf\u3092\u30aa\u30f3\u30d7\u30ec\u4fdd\u6301\u53ef\u80fd\u3002<\/td>\n<td>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30bd\u30fc\u30b9\u304c\u3042\u308b\u7d44\u7e54\u30fb\u9ad8\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6<\/td>\n<td>$50,000\u301c\uff0812\u30f6\u6708\uff09<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Step 5\uff1a\u8a55\u4fa1\u3068\u7d99\u7d9a\u6539\u5584\u306e\u30eb\u30fc\u30d7\u3092\u56de\u3059<\/h3>\n<p>RAG\u306e\u7cbe\u5ea6\u306f\u300c\u56de\u7b54\u306e\u6b63\u78ba\u3055\u300d\u3068\u300c\u691c\u7d22\u306e\u518d\u73fe\u7387\u300d\u306e2\u8ef8\u3067\u8a55\u4fa1\u3059\u308b\u3002<strong><a href=\"https:\/\/www.braintrust.dev\/\" target=\"_blank\" rel=\"noopener\">Braintrust<\/a>\u3084<a href=\"https:\/\/www.langsmith.com\/\" target=\"_blank\" rel=\"noopener\">LangSmith<\/a>\u306a\u3069\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb<\/strong>\u3092\u4f7f\u3044\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u5909\u66f4\u306e\u305f\u3073\u306b\u30c6\u30b9\u30c8\u30bb\u30c3\u30c8\u3067\u8a55\u4fa1\u3059\u308b\u7fd2\u6163\u3092\u3064\u3051\u308b\u3002\u672c\u756a\u30c7\u30d7\u30ed\u30a4\u5f8c\u3082\u9031\u6b21\u3067\u30ed\u30b0\u3092\u78ba\u8a8d\u3057\u3001\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u30fb\u30ea\u30e9\u30f3\u30ab\u30fc\u30fb\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u7d99\u7d9a\u7684\u306b\u8abf\u6574\u3059\u308b\u3002<\/p>\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.wetch.co.jp\/ai\/wp-content\/uploads\/2026\/06\/library-books-rag.jpg\" alt=\"\u56f3\u66f8\u9928\u306e\u672c\u68da \u2014 \u81a8\u5927\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u52b9\u7387\u3088\u304f\u691c\u7d22\u3059\u308bRAG\u306e\u30e1\u30bf\u30d5\u30a1\u30fc\"\/><figcaption><small>Photo: <a href=\"https:\/\/www.flickr.com\/photos\/12564365@N02\/\" target=\"_blank\" rel=\"noopener\">The City of Toronto<\/a> \/ CC BY 2.0\uff08Openverse\u7d4c\u7531\uff09<\/small><\/figcaption><\/figure>\n<h2>\u3088\u304f\u3042\u308b\u3064\u307e\u305a\u304d4\u30d1\u30bf\u30fc\u30f3\u3068\u5bfe\u51e6\u6cd5<\/h2>\n<ul>\n<li><strong>\u30c1\u30e3\u30f3\u30af\u304c\u6587\u8108\u3092\u6301\u305f\u306a\u3044<\/strong>\uff1a\u300c\u524d\u30da\u30fc\u30b8\u304b\u3089\u306e\u7d9a\u304d\u300d\u3067\u59cb\u307e\u308b\u30c1\u30e3\u30f3\u30af\u306f\u305d\u308c\u5358\u4f53\u3067\u306f\u610f\u5473\u304c\u53d6\u308c\u306a\u3044\u3002\u2192 \u5404\u30c1\u30e3\u30f3\u30af\u306b<strong>\u30bb\u30af\u30b7\u30e7\u30f3\u30bf\u30a4\u30c8\u30eb\u3092\u30d7\u30ec\u30d5\u30a3\u30c3\u30af\u30b9<\/strong>\u3068\u3057\u3066\u4ed8\u4e0e\u3059\u308b\u3002<\/li>\n<li><strong>PDF\u3092\u305d\u306e\u307e\u307e\u6e21\u3057\u3066\u30c8\u30fc\u30af\u30f3\u7206\u767a<\/strong>\uff1aPDF1\u30da\u30fc\u30b8\uff1d\u6570\u5343\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u3053\u3068\u3082\u3002\u2192 <strong>Markdown\u5909\u63db\u30c4\u30fc\u30eb\uff08Docling\u3001Markitdown\u7b49\uff09<\/strong>\u3067\u524d\u51e6\u7406\u3057\u3066\u304b\u3089\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3059\u308b\u3002<\/li>\n<li><strong>\u691c\u7d22\u30b9\u30b3\u30a2\u304c\u4f4e\u3044\u306e\u306b\u56de\u7b54\u304c\u751f\u6210\u3055\u308c\u308b<\/strong>\uff1a\u985e\u4f3c\u5ea6\u304c\u95be\u5024\u4ee5\u4e0b\u306e\u30c1\u30e3\u30f3\u30af\u3092\u4f7f\u3063\u305f\u56de\u7b54\u306f\u30cf\u30eb\u30b7\u30cd\u30fc\u30b7\u30e7\u30f3\u30ea\u30b9\u30af\u304c\u9ad8\u3044\u3002\u2192 <strong>\u95be\u5024\uff08\u4f8b: 0.75\u4ee5\u4e0a\u306e\u307f\u5229\u7528\uff09\u3092\u8a2d\u5b9a<\/strong>\u3057\u3001\u8a72\u5f53\u306a\u3057\u306e\u5834\u5408\u306f\u300c\u60c5\u5831\u304c\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u8fd4\u3059\u3002<\/li>\n<li><strong>\u30ac\u30d0\u30ca\u30f3\u30b9\u4e0d\u5728\u3067\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u8aa4\u52d5\u4f5c<\/strong>\uff1aDeloitte\u300cState of AI 2026\u300d\u306b\u3088\u308b\u3068\u3001\u6210\u719f\u3057\u305f\u30ac\u30d0\u30ca\u30f3\u30b9\u30e2\u30c7\u30eb\u3092\u6301\u3064\u4f01\u696d\u306f\u5168\u4f53\u306e21%\u306e\u307f\u3002\u2192 <strong>\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08RBAC\uff09\u30fb\u76e3\u67fb\u30ed\u30b0\u30fb\u4eba\u624b\u30ec\u30d3\u30e5\u30fc\u306e\u30c8\u30ea\u30ac\u30fc\u6761\u4ef6<\/strong>\u3092Day 1\u304b\u3089\u8a2d\u8a08\u3059\u308b\u3002<\/li>\n<\/ul>\n<h2>\u307e\u3068\u3081\uff1a\u307e\u305a1\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u5c0f\u3055\u304f\u59cb\u3081\u3088\u3046<\/h2>\n<p>RAG\u306f\u300cAI\u306b\u793e\u5185\u60c5\u5831\u3092\u899a\u3048\u3055\u305b\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u6bce\u56de\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53c2\u7167\u3055\u305b\u308b\u300d\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3060\u3002\u6700\u521d\u306e\u6210\u529f\u4f53\u9a13\u306f\u5c0f\u3055\u304f\u7d5e\u3063\u305f\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304b\u3089\u751f\u307e\u308c\u308b\u3002<strong>\u30ce\u30fc\u30b3\u30fc\u30c9\u306eCustomGPT.ai\u306a\u3089\u6700\u77ed1\u301c2\u65e5<\/strong>\u3067\u793e\u5185PDF\u691c\u7d22\u30dc\u30c3\u30c8\u3092\u7acb\u3061\u4e0a\u3052\u3089\u308c\u308b\u3002\u307e\u305a\u305d\u3053\u3067\u7cbe\u5ea6\u611f\u899a\u3092\u3064\u304b\u307f\u3001\u8981\u4ef6\u304c\u898b\u3048\u3066\u304d\u305f\u3089\u30af\u30e9\u30a6\u30c9\u30de\u30cd\u30fc\u30b8\u30c9\u3084OSS\u81ea\u524d\u69cb\u7bc9\u3078\u30b9\u30c6\u30c3\u30d7\u30a2\u30c3\u30d7\u3059\u308b\u9806\u756a\u304c\u6700\u3082\u5931\u6557\u304c\u5c11\u306a\u3044\u3002<\/p>\n<hr \/>\n<h2>\u4e3b\u306a\u60c5\u5831\u6e90<\/h2>\n<ul>\n<li><a href=\"https:\/\/www.chitika.com\/best-ai-knowledge-base-software-for-enterprises-in-2026\" target=\"_blank\" rel=\"noopener\">Best AI Knowledge Base Software for Enterprises in 2026 \u2014 Chitika<\/a><\/li>\n<li><a href=\"https:\/\/www.sphereinc.com\/blogs\/best-enterprise-rag-platforms-2026\" target=\"_blank\" rel=\"noopener\">The 12 Best Enterprise RAG Platforms in 2026 \u2014 Sphere Partners<\/a><\/li>\n<li><a href=\"https:\/\/www.turingpost.com\/p\/ragtypes\" target=\"_blank\" rel=\"noopener\">20 Advanced RAG Types to Know in 2026 \u2014 Turing Post<\/a><\/li>\n<li><a href=\"https:\/\/www.metacto.com\/blogs\/llm-context-management-production\" target=\"_blank\" rel=\"noopener\">LLM Context Management in Production \u2014 metacto<\/a><\/li>\n<li><a href=\"https:\/\/blog.cloudhq.net\/ai-agents-vs-automation-why-reliable-workflows-still-win-in-2026\" target=\"_blank\" rel=\"noopener\">AI Agents vs Automation: Why Reliable Workflows Still Win in 2026 \u2014 cloudHQ<\/a><\/li>\n<li><a href=\"https:\/\/intuitionlabs.ai\/articles\/prompt-engineering-business-guide\" target=\"_blank\" rel=\"noopener\">Prompt Engineering for Business: A Practical Guide \u2014 IntuitionLabs<\/a><\/li>\n<li><a href=\"https:\/\/www.ibm.com\/think\/tutorials\/prompt-compression\" target=\"_blank\" rel=\"noopener\">Prompt Compression \u2014 IBM Think<\/a><\/li>\n<\/ul>\n<p><small>\u5404\u30c4\u30fc\u30eb\u306f\u63d0\u4f9b\u5143\u306e\u898f\u7d04\u306b\u5f93\u3063\u3066\u3054\u5229\u7528\u304f\u3060\u3055\u3044\u3002\u60c5\u5831\u306f\u5404\u60c5\u5831\u6e90\u306e\u516c\u958b\u6642\u70b9\u306e\u3082\u306e\u3067\u3059\u3002\u53ce\u96c6\u30fb\u8981\u7d04\u306fAI\u3001\u516c\u958b\u5224\u65ad\u306f\u4eba\u3002<\/small><\/p>\n","protected":false},"excerpt":{"rendered":"<p>RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3092\u4f7f\u3048\u3070\u3001\u793e\u5185\u30de\u30cb\u30e5\u30a2\u30eb\u30fb\u898f\u5b9a\u30fb\u904e\u53bb\u63d0\u6848\u66f8\u3092AI\u304c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u53c2\u7167\u3057\u3066\u56de\u7b54\u3067\u304d\u308b\u3002\u672c\u8a18\u4e8b\u3067\u306f\u4ed5\u7d44\u307f\u3092\u56f3\u89e3\u3057\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u301c\u958b\u767a\u307e\u3067\u9078\u3079\u308b\u5c0e\u5165\u30b9\u30c6\u30c3\u30d7\u3068\u3064\u307e\u305a\u304d\u5bfe\u7b56\u3092\u307e\u3068\u3081\u308b\u3002<\/p>\n","protected":false},"author":1,"featured_media":44,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"page_builder":"","footnotes":""},"categories":[14],"tags":[],"class_list":["post-188","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-14"],"_links":{"self":[{"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/posts\/188","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/comments?post=188"}],"version-history":[{"count":1,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/posts\/188\/revisions"}],"predecessor-version":[{"id":199,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/posts\/188\/revisions\/199"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/media\/44"}],"wp:attachment":[{"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/media?parent=188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/categories?post=188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wetch.co.jp\/ai\/wp-json\/wp\/v2\/tags?post=188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}