{"id":4389,"date":"2026-03-25T15:38:55","date_gmt":"2026-03-25T07:38:55","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4389"},"modified":"2026-03-25T15:55:59","modified_gmt":"2026-03-25T07:55:59","slug":"aws-bedrock-rag-ai","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-bedrock-rag-ai\/","title":{"rendered":"AWS Bedrock \u3092\u4f7f\u7528\u3057\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e RAG \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9\uff1a\u6d77\u5916\u4f01\u696d\u5411\u3051 AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5b9f\u88c5\u306e\u305f\u3081\u306e\u5b9f\u8df5\u30ac\u30a4\u30c9"},"content":{"rendered":"

\"\"<\/p>\n

\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b\u3092\u76ee\u6307\u3059\u4f01\u696d\u304c\u6700\u3082\u671b\u3080AI\u6a5f\u80fd\u306f\u3001\u300c\u81ea\u793e\u306e\u30d3\u30b8\u30cd\u30b9\u3092\u7406\u89e3\u3059\u308b\u300d\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3067\u3042\u308b\u3002<\/h2>\n

\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b\u3092\u76ee\u6307\u3059\u591a\u304f\u306e\u4f01\u696d\u304c\u3001\u540c\u3058\u7591\u554f\u3092\u62b1\u3044\u3066\u3044\u308b\u3002ChatGPT\u306f\u5f37\u529b\u3067\u3059\u304c\u3001\u5f53\u793e\u306e\u88fd\u54c1\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u3001\u55b6\u696d\u30c8\u30fc\u30af\u3092\u7406\u89e3\u3057\u3066\u304f\u308c\u307e\u305b\u3093\u3002\u5b9f\u969b\u306e\u30d3\u30b8\u30cd\u30b9\u3067\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u304b\uff1f<\/strong><\/p>\n

\u7b54\u3048\u306f\u00a0RAG\uff08\u691c\u7d22\u5f37\u5316\u751f\u6210\uff09<\/strong>\u3002<\/p>\n

RAG\u306e\u57fa\u672c\u7684\u306a\u30ed\u30b8\u30c3\u30af\u306f\u30b7\u30f3\u30d7\u30eb\u3067\u3059\u3002AI\u304c\u56de\u7b54\u3059\u308b\u524d\u306b\u3001\u307e\u305a\u72ec\u81ea\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u3092\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u6b63\u78ba\u306a\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u8a00\u8a9e\u80fd\u529b\u3092\u7dad\u6301\u3057\u3064\u3064\u3001\u300c\u77e5\u8b58\u306e\u932f\u899a\u300d\u3084\u300c\u60c5\u5831\u306e\u9069\u6642\u6027\u300d\u3068\u3044\u3063\u305f\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/p>\n

AWS Bedrock \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/strong>\u00a0\u3053\u308c\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baRAG\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u306e\u305f\u3081\u306e\u6700\u3082\u6210\u719f\u3057\u305f\u30de\u30cd\u30fc\u30b8\u30c9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u3064\u3067\u3059\u3002\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u7d44\u307f\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u81ea\u5206\u3067\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u6570\u6642\u9593\u4ee5\u5185\u306b\u5c0e\u5165\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001AWS Bedrock \u3092\u4f7f\u7528\u3057\u3066 RAG \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u69cb\u7bc9\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u8a73\u7d30\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n

I. RAG\u3068\u306f\u4f55\u304b\u3001\u305d\u3057\u3066\u30b0\u30ed\u30fc\u30d0\u30eb\u5c55\u958b\u3092\u76ee\u6307\u3059\u4f01\u696d\u306b\u3068\u3063\u3066\u306a\u305cRAG\u304c\u5fc5\u8981\u306a\u306e\u304b\uff1f<\/h3>\n

RAG vs \u7d14\u7c8b\u306a\u5927\u898f\u6a21\u30e2\u30c7\u30eb vs \u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u30e2\u30c7\u30eb<\/h3>\n\n\n\n\n\n\n\n
\u30d7\u30e9\u30f3<\/th>\n\u6599\u91d1<\/th>\n\u77e5\u8b58\u306e\u9069\u6642\u6027<\/th>\n\u6b63\u78ba\u3055<\/th>\n\u9069\u5207\u306a\u30b7\u30ca\u30ea\u30aa<\/th>\n<\/tr>\n<\/thead>\n
\u7d14\u7c8b\u306a\u5927\u898f\u6a21\u30e2\u30c7\u30eb\uff08\u76f4\u63a5API\u547c\u3073\u51fa\u3057\uff09<\/td>\n\u4f4e\u3044<\/td>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u671f\u9650\u306b\u3088\u308a\u5236\u9650\u3055\u308c\u308b<\/td>\n\u5e7b\u899a\u3092\u8d77\u3053\u3057\u3084\u3059\u3044<\/td>\n\u4e00\u822c\u5bfe\u8a71<\/td>\n<\/tr>\n
\u30e2\u30c7\u30eb\u306e\u5fae\u8abf\u6574<\/td>\n\u9ad8\uff08\u5927\u91cf\u306e\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\uff09<\/td>\n\u518d\u8a13\u7df4\u304c\u5fc5\u8981\u3067\u3059\u3002<\/td>\n\u9ad8\u3044\u304c\u9759\u7684<\/td>\n\u5782\u76f4\u30c9\u30e1\u30a4\u30f3\u56fa\u5b9a\u30bf\u30b9\u30af<\/td>\n<\/tr>\n
\u307c\u308d\u5e03<\/strong><\/td>\n\u771f\u3093\u4e2d<\/strong><\/td>\n\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\uff08\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b\u3060\u3051\uff09<\/strong><\/td>\n\u9ad8\u304f\u3066\u5236\u5fa1\u53ef\u80fd<\/strong><\/td>\n\u4f01\u696d\u77e5\u8b58\u306b\u95a2\u3059\u308b\u8cea\u7591\u5fdc\u7b54\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3001\u6587\u66f8\u691c\u7d22<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6d77\u5916\u9032\u51fa\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001RAG\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

    \n
  • AI\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9<\/strong>\u88fd\u54c1\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\u3001\u8fd4\u54c1\u30fb\u4ea4\u63db\u30dd\u30ea\u30b7\u30fc\u3001\u6d77\u5916\u306b\u304a\u3051\u308b\u6cd5\u4ee4\u9075\u5b88\u554f\u984c\u306a\u3069\u306b\u5bfe\u3059\u308b\u81ea\u52d5\u56de\u7b54\u3002<\/li>\n
  • \u8ca9\u58f2\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong>\u88fd\u54c1\u30de\u30cb\u30e5\u30a2\u30eb\u3084\u7af6\u5408\u88fd\u54c1\u3068\u306e\u6bd4\u8f03\u30c7\u30fc\u30bf\u3092\u7d20\u65e9\u304f\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/li>\n
  • \u793e\u5185\u77e5\u8b58\u306b\u95a2\u3059\u308bQ&A<\/strong>\u4eba\u4e8b\u898f\u5b9a\u3001\u7d4c\u8cbb\u7cbe\u7b97\u624b\u7d9a\u304d\u3001\u304a\u3088\u3073\u6280\u8853\u6587\u66f8\u306e\u691c\u7d22\u3002<\/li>\n
  • \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30ec\u30d3\u30e5\u30fc<\/strong>\u5bfe\u8c61\u5e02\u5834\u306e\u898f\u5236\u3092\u81ea\u52d5\u7684\u306b\u53d6\u5f97\u3057\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8a55\u4fa1\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n
    \n

    II. AWS Bedrock RAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u6982\u8981<\/h3>\n
    \n
    \n
    \n
    \u30e6\u30fc\u30b6\u30fc\u304c\u8cea\u554f\u3057\u307e\u3059 \u2193 Amazon Bedrock \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9 \u251c\u2500\u2500 \u8cea\u554f\u306e\u30d9\u30af\u30c8\u30eb\u5316 (Amazon Titan Embeddings \u306a\u3069\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb) \u251c\u2500\u2500 \u30d9\u30af\u30c8\u30eb\u306e\u53d6\u5f97 (Amazon OpenSearch Serverless \/ Pinecone) \u2514\u2500\u2500 \u95a2\u9023\u3059\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30d6\u30ed\u30c3\u30af\u306e\u53d6\u5f97 \u2193 Foundation Model (Claude 3 Sonnet \/ Llama 3 \u306a\u3069) \u2514\u2500\u2500 \u691c\u7d22\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u56de\u7b54\u3092\u751f\u6210 \u2193 \u30e6\u30fc\u30b6\u30fc\u306b\u8fd4\u3057\u307e\u3059 (\u51fa\u5178\u5f15\u7528\u3092\u542b\u3080)\r\n<\/code><\/pre>\n<\/blockquote>\n<\/div>\n<\/div>\n
    \u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/strong>\uff1a<\/p>\n\n\n\n\n\n\n\n\n\n
    \u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8<\/th>\nAWS \u30b5\u30fc\u30d3\u30b9<\/th>\n\u8aac\u660e\u3059\u308b<\/th>\n<\/tr>\n<\/thead>\n
    \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u6587\u66f8\u306e\u4fdd\u7ba1<\/td>\n\u30a2\u30de\u30be\u30f3S3<\/td>\nPDF\u3001Word\u3001HTML\u306a\u3069\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n
    \u7d44\u307f\u8fbc\u307f\u30e2\u30c7\u30eb<\/td>\nAmazon Titan Embeddings V2<\/td>\n\u30c6\u30ad\u30b9\u30c8\u3092\u30d9\u30af\u30bf\u30fc\u306b\u5909\u63db\u3059\u308b<\/td>\n<\/tr>\n
    \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/td>\nAmazon OpenSearch Serverless<\/td>\n\u30d9\u30af\u30c8\u30eb\u306e\u4fdd\u5b58\u3068\u53d6\u5f97<\/td>\n<\/tr>\n
    \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb<\/td>\n\u30af\u30ed\u30fc\u30c9\/\u30e9\u30de on Bedrock \u306a\u3069<\/td>\n\u6700\u7d42\u89e3\u7b54\u3092\u751f\u6210\u3059\u308b<\/td>\n<\/tr>\n
    \u914d\u7f6e\u30ec\u30a4\u30e4\u30fc<\/td>\nBedrock \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/td>\nRAG\u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u306e\u81ea\u52d5\u7ba1\u7406<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
    \n
    III\uff0e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u624b\u9806\uff08\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\uff09<\/h3>\n
    \u30b9\u30c6\u30c3\u30d71\uff1a\u6587\u66f8\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h4>\n
    \u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u308b\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u5f62\u5f0f<\/strong>PDF\u3001TXT\u3001HTML\u3001Markdown\u3001Word (.docx)\u3001CSV<\/p>\n
    \u30c7\u30fc\u30bf\u6e96\u5099\u306b\u95a2\u3059\u308b\u63d0\u6848<\/strong>\uff1a<\/p>\n
      \n
    • \u5404\u6587\u66f8\u306f\u00a050\u30da\u30fc\u30b8\u4ee5\u5185<\/strong>\uff08\u975e\u5e38\u306b\u5927\u304d\u306a\u6587\u66f8\u306f\u5206\u5272\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\uff09<\/li>\n
    • \u6587\u66f8\u306e\u547d\u540d\u898f\u5247\u306f\u3001\u5f8c\u3005\u51fa\u5178\u3092\u8ffd\u8de1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3002<\/li>\n
    • \u4e2d\u56fd\u8a9e\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u5b8c\u5168\u306b\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\uff08Titan Embeddings\u306f\u8907\u6570\u306e\u8a00\u8a9e\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\uff09\u3002<\/li>\n<\/ul>\n
      \u3059\u3079\u3066\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092S3\u30d0\u30b1\u30c3\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n
      \n
      \n
      AWS S3 cp<\/span> .\/knowledge-docs\/ s3:\/\/your-company-knowledge-base\/ --recursive\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
      \n
      \u30b9\u30c6\u30c3\u30d72\uff1a\u57fa\u76e4\u3068\u306a\u308b\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b<\/h4>\n
      \u5165\u529b\u00a0AWS\u30b3\u30f3\u30bd\u30fc\u30eb \u2192 Amazon Bedrock \u2192 \u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9 \u2192 \u4f5c\u6210<\/strong><\/p>\n
      \u4e3b\u8981\u69cb\u6210\u9805\u76ee\uff1a<\/p>\n
      1. \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u8a2d\u5b9a<\/strong><\/p>\n
        \n
      • \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7a2e\u985e: Amazon S3\u3092\u9078\u629e<\/li>\n
      • S3 URI: \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30d0\u30b1\u30c3\u30c8\u306e\u30d1\u30b9\u3092\u5165\u529b\u3057\u3066\u304f\u3060\u3055\u3044<\/li>\n<\/ul>\n
        2. \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306e\u9078\u629e<\/strong>\u00a0\u63a8\u85a6\u3059\u308b\uff1aAmazon Titan Embeddings V2<\/strong><\/p>\n
          \n
        • \u4e2d\u56fd\u8a9e\u3068\u82f1\u8a9e\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n
        • \u5165\u529b\u6b21\u5143: 1536<\/li>\n
        • \u4f4e\u30b3\u30b9\u30c8\uff08100\u4e07\u30c8\u30fc\u30af\u30f3\u3042\u305f\u308a\u7d04$0.02\uff09<\/li>\n<\/ul>\n
          3. \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u9078\u629e<\/strong><\/p>\n
            \n
          • \u521d\u5fc3\u8005\u306b\u304a\u3059\u3059\u3081<\/strong>Amazon OpenSearch Serverless\uff08\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u4e0d\u8981\uff09<\/li>\n
          • \u65e2\u5b58\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>Pinecone\u3001MongoDB Atlas\u3001\u304a\u3088\u3073Redis Enterprise\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n
            4. \u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u6226\u7565<\/strong><\/p>\n
              \n
            • \u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30d6\u30ed\u30c3\u30af\u30b5\u30a4\u30ba\uff1a1\u30d6\u30ed\u30c3\u30af\u3042\u305f\u308a300\u30c8\u30fc\u30af\u30f3\u300120%\u306e\u91cd\u8907<\/li>\n
            • \u69cb\u9020\u5316\u3055\u308c\u305f\u6587\u66f8\uff08FAQ\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6761\u9805\u306a\u3069\uff09\u306b\u3064\u3044\u3066\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306e\u4f7f\u7528\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n
              \n
              \u30b9\u30c6\u30c3\u30d73\uff1a\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\uff08\u540c\u671f\uff09<\/h4>\n
              \u4f5c\u6210\u5f8c\u3001\u30af\u30ea\u30c3\u30af\u00a0\u540c\u671f<\/strong>\u00a0\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d7\u30ed\u30bb\u30b9\u306e\u958b\u59cb:<\/p>\n
              \n
              \n
              S3\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u2192 \u30c6\u30ad\u30b9\u30c8\u62bd\u51fa \u2192 \u30c1\u30e3\u30f3\u30ad\u30f3\u30b0 \u2192 Titan\u57cb\u3081\u8fbc\u307f\u30d9\u30af\u30c8\u30eb\u5316 \u2192 OpenSearch\u3078\u306e\u66f8\u304d\u8fbc\u307f\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
              \u6442\u53d6\u6642\u9593\u306e\u53c2\u8003<\/strong>\uff1a<\/p>\n
                \n
              • 100\u30da\u30fc\u30b8\u306ePDF\uff1a\u7d043\uff5e5\u5206<\/li>\n
              • \u6587\u66f81000\u4ef6\uff1a\u7d0430\uff5e60\u5206\uff08\u6587\u66f8\u30b5\u30a4\u30ba\u306b\u3088\u308b\uff09<\/li>\n<\/ul>\n
                \u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u66f4\u65b0\u3059\u308b<\/strong>S3\u306b\u65b0\u3057\u3044\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3092\u8ffd\u52a0\u3057\u305f\u5f8c\u306f\u3001\u518d\u540c\u671f\u3059\u308b\u3060\u3051\u3067\u3088\u304f\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u5168\u4f53\u3092\u518d\u69cb\u7bc9\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n
                \n
                \u30b9\u30c6\u30c3\u30d74\uff1a\u30d3\u30b8\u30cd\u30b9\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u7d71\u5408<\/h4>\n
                \u4e00\u822c\u7684\u306a\u7d71\u5408\u65b9\u6cd5<\/strong>\uff1a<\/p>\n
                  \n
                1. \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8AI\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9<\/strong>API\u3092\u4ecb\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u306e\u30c1\u30e3\u30c3\u30c8\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\uff08Amazon Lex\u3084\u30ab\u30b9\u30bf\u30e0React\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306a\u3069\uff09\u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n
                2. WeChat for Business\/Lark Robot<\/strong>Webhook\u3068Lambda\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d7\u4fe1\u3057\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3092\u7167\u4f1a\u3057\u3066\u56de\u7b54\u3092\u8fd4\u3057\u307e\u3059\u3002<\/li>\n
                3. \u5185\u90e8\u30c4\u30fc\u30eb\u7d71\u5408<\/strong>Notion\u3084Confluence\u306a\u3069\u306e\u77e5\u8b58\u7ba1\u7406\u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408<\/li>\n<\/ol>\n
                  \n
                  IV\uff0e\u30b3\u30b9\u30c8\u898b\u7a4d\u3082\u308a\uff08\u4e2d\u5c0f\u4f01\u696d\u3092\u4f8b\u3068\u3057\u3066\uff09<\/h3>\n
                  \u4e88\u6e2c<\/strong>1\u65e5\u3042\u305f\u308a1000\u4ef6\u306e\u6587\u66f8\uff08\u7d045000\u30da\u30fc\u30b8\uff09\u3001100\u4ef6\u306e\u30af\u30a8\u30ea<\/p>\n\n\n\n\n\n\n\n\n\n
                  \u30b3\u30b9\u30c8\u9805\u76ee<\/th>\n\u5e73\u5747\u6708\u984d\u8cbb\u7528<\/th>\n<\/tr>\n<\/thead>\n
                  S3\u30b9\u30c8\u30ec\u30fc\u30b8\uff0810GB\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\uff09<\/td>\n~$0.23<\/td>\n<\/tr>\n
                  \u30bf\u30a4\u30bf\u30f3\u57cb\u3081\u8fbc\u307f\uff08\u521d\u671f\u6442\u53d6\uff09<\/td>\n~$2.50\uff08\u4f7f\u3044\u6368\u3066\uff09<\/td>\n<\/tr>\n
                  OpenSearch\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9<\/td>\n\u6708\u984d\u7d04$175\uff08\u6700\u5c0f\u69cb\u6210\uff09<\/td>\n<\/tr>\n
                  \u30af\u30ed\u30fc\u30c9\u30fb\u30bd\u30cd\u30c3\u30c8\u7b2c3\u756a\u63a8\u8ad6\u554f\u984c\uff081\u65e5100\u56de\u30011\u56de\u3042\u305f\u308a3000\u5165\u529b\uff0b500\u51fa\u529b\u30c8\u30fc\u30af\u30f3\uff09<\/td>\n\u7d04$35\/\u6708<\/td>\n<\/tr>\n
                  \u5408\u8a08<\/strong><\/td>\n\u7d04$210\/\u6708<\/strong><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
                  \u77e5\u3089\u305b<\/strong>OpenSearch Serverless\u306b\u306f\u6700\u4f4e\u6599\u91d1\uff080.5 OCU\uff09\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u304a\u308a\u3001\u30af\u30a8\u30ea\u91cf\u304c\u5c11\u306a\u3044\u5834\u5408\u306f\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\u00a0\u30d1\u30a4\u30f3\u30b3\u30fc\u30f3\u7121\u6599\u30d7\u30e9\u30f3<\/strong>\u00a0\u4ee3\u66ff\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u6708\u984d\u30b3\u30b9\u30c8\u3092$50\u4ee5\u4e0b\u306b\u524a\u6e1b\u3067\u304d\u308b\u3002<\/p><\/blockquote>\n
                  \n
                  V. \u3088\u304f\u3042\u308b\u843d\u3068\u3057\u7a74\u3068\u89e3\u6c7a\u7b56<\/h3>\n
                  \u843d\u3068\u3057\u7a741\uff1a\u95a2\u9023\u6027\u306e\u306a\u3044\u691c\u7d22\u7d50\u679c<\/h4>\n
                  \u7406\u7531<\/strong>\u30d6\u30ed\u30c3\u30af\u306e\u7c92\u5ea6\u304c\u5927\u304d\u3059\u304e\u305f\u308a\u5c0f\u3055\u3059\u304e\u305f\u308a\u3059\u308b\u3068\u3001\u610f\u5473\u7684\u306a\u7126\u70b9\u304c\u307c\u3084\u3051\u3066\u3057\u307e\u3046\u3002<\/p>\n
                  \u89e3\u6c7a\u3059\u308b<\/strong>\uff1a<\/p>\n
                    \n
                  • \u5bfe\u8a71\u578b\u30b7\u30ca\u30ea\u30aa\uff1a\u30d6\u30ed\u30c3\u30af\u3042\u305f\u308a200\uff5e400\u30c8\u30fc\u30af\u30f3<\/li>\n
                  • \u8a73\u7d30\u306a\u6280\u8853\u6587\u66f8\uff1a\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u30c1\u30e3\u30f3\u30ad\u30f3\u30b0\u306e\u6709\u52b9\u5316<\/li>\n<\/ul>\n
                    \u843d\u3068\u3057\u7a742\uff1a\u4e2d\u56fd\u8a9e\u306e\u56de\u7b54\u306e\u8cea\u304c\u4f4e\u3044<\/h4>\n
                    \u7406\u7531<\/strong>\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u306f\u3001\u82f1\u8a9e\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u9078\u629e\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n
                    \u89e3\u6c7a\u3059\u308b<\/strong>\u4f7f\u7528\u3092\u78ba\u8a8d\u3059\u308b\u00a0Titan Embeddings V2<\/strong>\uff08\u591a\u8a00\u8a9e\u7248\uff09\u4e2d\u56fd\u8a9e\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u5f37\u5316\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n
                    \u843d\u3068\u3057\u7a74\uff13\uff1a\u77e5\u8b58\u30d9\u30fc\u30b9\u304c\u66f4\u65b0\u3055\u308c\u3066\u3082\u3001\u56de\u7b54\u306f\u5909\u308f\u3089\u306a\u3044\u3002<\/h4>\n
                    \u7406\u7531<\/strong>S3\u30d5\u30a1\u30a4\u30eb\u3092\u66f4\u65b0\u3057\u305f\u5f8c\u3001\u540c\u671f\u3092\u5b9f\u884c\u3059\u308b\u306e\u3092\u5fd8\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n
                    \u89e3\u6c7a\u3059\u308b<\/strong>S3\u30a4\u30d9\u30f3\u30c8\u901a\u77e5\u306e\u8a2d\u5b9a \u2192 Lambda\u306e\u81ea\u52d5\u30c8\u30ea\u30ac\u30fc \u2192 \u547c\u3073\u51fa\u3057\u00a0\u53d6\u308a\u8fbc\u307f\u30b8\u30e7\u30d6\u306e\u958b\u59cb<\/code>\u00a0API\u3002<\/p>\n
                    \u843d\u3068\u3057\u7a744\uff1a\u5e7b\u899a\u3092\u542b\u3080\u56de\u7b54<\/h4>\n
                    \u7406\u7531<\/strong>\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u306f\u3001\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u4e00\u81f4\u3059\u308b\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u306a\u3044\u5834\u5408\u3067\u3082\u3001\u56de\u7b54\u3092\u300c\u634f\u9020\u300d\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308b\u3002<\/p>\n
                    \u89e3\u6c7a\u3059\u308b<\/strong>\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u660e\u793a\u7684\u306b\u6307\u793a\u3059\u308b:<\/p>\n
                    \n
                    \n
                    \u63d0\u4f9b\u3055\u308c\u305f\u53c2\u8003\u8cc7\u6599\u306b\u95a2\u9023\u60c5\u5831\u304c\u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u3001\u63a8\u6e2c\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u65e2\u5b58\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u306b\u3088\u308b\u3068\u3001\u95a2\u9023\u3059\u308b\u8a18\u9332\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u56de\u7b54\u3057\u3066\u304f\u3060\u3055\u3044\u3002\r\n<\/code><\/pre>\n<\/div>\n<\/div>\n
                    \n
                    VI. \u9ad8\u5ea6\u306a\u62e1\u5f35\u6a5f\u80fd\uff1a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u4f1a\u8a71\u5c65\u6b74\u306e\u8ffd\u52a0<\/h3>\n
                    \u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08\u30de\u30eb\u30c1\u30c6\u30ca\u30f3\u30c8\u74b0\u5883\uff09<\/h4>\n
                    \u90e8\u7f72\u3054\u3068\u306b\u6587\u66f8\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u304c\u7570\u306a\u308b\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u64cd\u4f5c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
                      \n
                    • \u5404\u90e8\u7f72\u306f\u72ec\u81ea\u306e\u77e5\u8b58\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3059\u308b\u3002<\/li>\n
                    • \u307e\u305f\u306f\u00a0\u30e1\u30bf\u30c7\u30fc\u30bf\u30d5\u30a3\u30eb\u30bf<\/strong>\u00a0\u691c\u7d22\u6642\u306b\u90e8\u9580\u30bf\u30b0\u3067\u7d5e\u308a\u8fbc\u307f\u691c\u7d22\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/li>\n<\/ul>\n
                      \u5bfe\u8a71\u8a18\u61b6<\/h4>\n
                      \u53d6\u5f97\u3068\u751f\u6210<\/code>\u00a0\u30b5\u30dd\u30fc\u30c8\u00a0\u30bb\u30c3\u30b7\u30e7\u30f3ID<\/code>\u00a0\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u95a2\u3059\u308b\u8907\u6570\u30bf\u30fc\u30f3\u306e\u5bfe\u8a71\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u81ea\u52d5\u7684\u306b\u7dad\u6301\u3057\u307e\u3059\u3002<\/p>\n
                      \n
                      \n
                      <\/div>\n
                      \n
                      \u30ec\u30b9\u30dd\u30f3\u30b9 = bedrock_agent_runtime.retrieve_and_generate(\r\n    \u5165\u529b<\/span>={'\u6587\u7ae0'<\/span>:\u8cea\u554f}\u3001sessionId=\u300c\u30e6\u30fc\u30b6\u30fc\u30bb\u30c3\u30b7\u30e7\u30f3123\u300d<\/span>,  # \u306f\u540c\u3058\u30bb\u30c3\u30b7\u30e7\u30f3 ID \u3067\u4f1a\u8a71\u306e\u7d99\u7d9a\u6027\u3092\u7dad\u6301\u3057\u307e\u3059<\/span>\r\n    ...\r\n)\r\n<\/code><\/pre>\n<\/blockquote>\n<\/div>\n<\/div>\n
                      \n
                      \u8981\u7d04\u3059\u308b<\/h3>\n
                      AWS Bedrock\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306eRAG\uff08\u30ea\u30b9\u30af\u5206\u6790\u30b0\u30eb\u30fc\u30d7\uff09\u3092\u3001\u300cAI\u30c1\u30fc\u30e0\u3092\u5fc5\u8981\u3068\u3059\u308b\u3082\u306e\u300d\u304b\u3089\u300c\u4e2d\u5c0f\u4f01\u696d\u3067\u3082\u8fc5\u901f\u306b\u5c0e\u5165\u3067\u304d\u308b\u3082\u306e\u300d\u3078\u3068\u5909\u9769\u3057\u307e\u3057\u305f\u3002<\/p>\n
                      \u4e3b\u306a\u5229\u70b9:<\/p>\n
                        \n
                      • \u2705 \u5b8c\u5168\u7ba1\u7406\u578b\u306a\u306e\u3067\u3001\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306f\u4e0d\u8981\u3067\u3059<\/li>\n
                      • \u2705 \u4e2d\u56fd\u8a9e\u6587\u66f8\u306b\u5bfe\u5fdc<\/li>\n
                      • \u2705 AWS\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\uff08S3\u3001Lambda\u3001IAM\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff09\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/li>\n
                      • \u2705\u5f93\u91cf\u8ab2\u91d1\u5236\u3067\u3001\u4e2d\u5c0f\u4f01\u696d\u306b\u3068\u3063\u3066\u30b3\u30b9\u30c8\u7ba1\u7406\u304c\u5bb9\u6613\u3067\u3059\u3002<\/li>\n<\/ul>\n
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