{"id":15309,"date":"2026-10-14T11:38:06","date_gmt":"2026-10-14T02:38:06","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/central-kitchen-recipe-search\/"},"modified":"2026-10-14T11:38:06","modified_gmt":"2026-10-14T02:38:06","slug":"central-kitchen-recipe-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/central-kitchen-recipe-search\/","title":{"rendered":"\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u306e\u30ec\u30b7\u30d4\u30fb\u88fd\u9020\u6307\u56f3\u30fb\u5909\u66f4\u8a18\u9332\u304b\u3089\u3001\u5e97\u8217\u3084\u5de5\u5834\u306e\u8cea\u554f\u306b\u8a72\u5f53\u3059\u308b\u624b\u9806\u3068\u5206\u91cf\u3092\u3001\u6539\u8a02\u306e\u7248\u3068\u6839\u62e0\u4ed8\u304d\u3067\u8fd4\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u306b\u5e97\u8217\u3084\u30e9\u30a4\u30f3\u304b\u3089\u5c4a\u304f\u30ec\u30b7\u30d4\u30fb\u88fd\u9020\u6761\u4ef6\u306e\u8cea\u554f\u306b\u3001\u3044\u307e\u6709\u52b9\u306a\u7248\u306e\u8a72\u5f53\u7b87\u6240\u3092\u63a2\u3057\u3066\u7b54\u3048\u307e\u3059\u3002\u5206\u91cf\u3068\u52a0\u71b1\u306e\u6761\u4ef6\u306f\u539f\u6587\u306e\u307e\u307e\u5199\u3057\u3001\u7248\u756a\u53f7\u30fb\u65bd\u884c\u65e5\u30fb\u524d\u306e\u7248\u304b\u3089\u306e\u5909\u66f4\u70b9\u3092\u6839\u62e0\u3068\u3057\u3066\u6dfb\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1435","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-14","tech_verified_date":"2026-10-14","trigger":"**\u5e97\u8217\u3084\u30e9\u30a4\u30f3\u306e\u62c5\u5f53\u304c\u3001\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u3044\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u8cea\u554f\u306e\u53d7\u3051\u4ed8\u3051\u3092\u30dc\u30c3\u30c8\u306b\u4e00\u672c\u5316\u3057\u3001\u62c5\u5f53\u8005\u306e\u500b\u4eba\u3042\u3066\u306e\u30c1\u30e3\u30c3\u30c8\u306b\u306f\u9001\u3089\u306a\u3044\u904b\u7528\u306b\u3057\u307e\u3059\u3002\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u30ec\u30b7\u30d4\u306e\u627f\u8a8d\u3067\u3059\u3002** \u54c1\u8cea\u7ba1\u7406\u304c\u65b0\u3057\u3044\u7248\u3092\u627f\u8a8d\u3057\u3001\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u306b\u884c\u3092\u8db3\u3057\u305f\u3068\u304d\u306b\u3001\u305d\u306e\u7248\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u306e\u6642\u70b9\u3067\u3001**\u65b0\u3057\u3044\u7248\u306b\u65bd\u884c\u65e5\u3092\u3001\u524d\u306e\u7248\u306b\u6709\u52b9\u306e\u7d42\u308f\u308a\u306e\u65e5\u3092\u5165\u308c\u307e\u3059\u3002** \u65bd\u884c\u65e5\u304c\u5148\u306e\u65e5\u4ed8\u306a\u3089\u3001\u305d\u306e\u65e5\u304c\u6765\u308b\u307e\u3067\u65b0\u3057\u3044\u7248\u306f\u691c\u7d22\u306b\u51fa\u307e\u305b\u3093\u3002\n\n**\u65bd\u884c\u65e5\u306e\u5207\u308a\u66ff\u3048\u306f\u3001\u691c\u7d22\u306e\u6761\u4ef6\u3067\u884c\u3044\u307e\u3059\u3002** \u6bce\u6669\u306b\u6587\u66f8\u306e\u5370\u3092\u4ed8\u3051\u66ff\u3048\u308b\u51e6\u7406\u3092\u4f5c\u308b\u3068\u3001\u305d\u306e\u51e6\u7406\u304c\u6b62\u307e\u3063\u305f\u65e5\u306b\u65e7\u7248\u304c\u51fa\u7d9a\u3051\u307e\u3059\u3002**\u6709\u52b9\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u65e5\u4ed8\u3092\u6587\u66f8\u306b\u6301\u305f\u305b\u3001\u691c\u7d22\u306e\u305f\u3073\u306b\u4eca\u65e5\u306e\u65e5\u4ed8\u3068\u6bd4\u3079\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u54c1\u76ee\u306e\u540d\u524d\uff08\u7565\u79f0\u30fb\u5e97\u8217\u3067\u306e\u547c\u3073\u65b9\u3092\u542b\u3080\uff09\u3001\u77e5\u308a\u305f\u3044\u3053\u3068\u3001\u500d\u7387\u306e\u6307\u5b9a | \u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8 |\n| \u624b\u9806\u306e\u6587\u66f8 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u3001\u5de5\u7a0b\u306e\u540d\u524d\u3001\u6750\u6599\u3068\u5206\u91cf\u3001\u52a0\u71b1\u306e\u6761\u4ef6\u3001\u4fdd\u5b58\u306e\u6761\u4ef6 | \u30ec\u30b7\u30d4\u3068\u88fd\u9020\u6307\u56f3\u3092\u624b\u9806\u306e\u5358\u4f4d\u306b\u5206\u3051\u305f\u3082\u306e |\n| \u5909\u66f4\u8a18\u9332 | \u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3001\u5909\u66f4\u306e\u7406\u7531\u3001\u5909\u66f4\u3057\u305f\u7b87\u6240\u3001\u627f\u8a8d\u8005 | \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868 |\n| \u54c1\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7 | \u6b63\u5f0f\u306a\u54c1\u76ee\u540d\u3068\u3001\u5e97\u8217\u3067\u306e\u547c\u3073\u65b9\u30fb\u7565\u79f0 | \u81ea\u793e\u3067\u4f5c\u308b\u4e00\u89a7 |\n| \u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831 | \u54c1\u76ee\u3054\u3068\u306e\u7279\u5b9a\u539f\u6750\u6599\u7b49\u306e\u6709\u7121 | \u54c1\u8cea\u7ba1\u7406\u306e\u53f0\u5e33 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u624b\u9806\u306e\u5358\u4f4d\u3067\u5206\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u30ec\u30b7\u30d4\u306e\u6587\u66f8\u3092\u4e38\u3054\u30681\u4ef6\u306b\u3059\u308b\u3068\u3001\u300c\u6e29\u3081\u76f4\u3057\u306f\u4f55\u5206\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u3001\u4ed5\u8fbc\u307f\u304b\u3089\u76db\u308a\u4ed8\u3051\u307e\u3067\u306e\u5168\u6587\u304c\u8fd4\u308a\u307e\u3059\u3002**\u5de5\u7a0b\u3054\u3068\u306b1\u4ef6\u306b\u3057\u3001\u54c1\u76ee\u3068\u7248\u306e\u60c5\u5831\u3092\u3059\u3079\u3066\u306e\u4ef6\u306b\u4ed8\u3051\u307e\u3059\u3002**\n\n**\u54c1\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002** \u5e97\u8217\u3067\u306f\u300c\u30c7\u30df\u300d\u300c\u30cf\u30f3\u30d0\u30fc\u30b0\u30bd\u30fc\u30b9\u300d\u3068\u547c\u3073\u3001\u30ec\u30b7\u30d4\u306e\u6b63\u5f0f\u540d\u306f\u300c\u30c7\u30df\u30b0\u30e9\u30b9\u30bd\u30fc\u30b9\uff08\u5e97\u8217\u4ed5\u4e0a\u3052\u7528\uff09\u300d\u3067\u3059\u3002**\u5225\u540d\u306e\u4e00\u89a7\u304b\u3089\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3092\u5f15\u3044\u3066\u304b\u3089\u691c\u7d22\u3057\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8a72\u5f53\u306e\u624b\u9806 | \u624b\u9806\u306e\u7d22\u5f15 | \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\uff08\u5de5\u7a0b\u306e\u672c\u6587\u306e `match` \uff0b \u57cb\u3081\u8fbc\u307f\u306e `knn`\uff09\u3001\u6709\u52b9\u306e\u671f\u9593\u3068\u5bfe\u8c61\u3067 `filter`\u3001\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067 `collapse` |\n| \u8a72\u5f53\u306e\u8a9e\u53e5 | \u624b\u9806\u306e\u7d22\u5f15 | \u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3067\u7d5e\u3063\u305f\u901a\u5e38\u306e `match` \u306b `highlight` \u3092\u4ed8\u3051\u308b |\n| \u5909\u66f4\u8a18\u9332 | \u5909\u66f4\u8a18\u9332\u306e\u7d22\u5f15 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067 `term`\u3001\u65bd\u884c\u65e5\u306e\u65b0\u3057\u3044\u9806\u306b3\u4ef6 |\n| \u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831 | \u54c1\u8cea\u7ba1\u7406\u306e\u53f0\u5e33 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067\u5f15\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/recipe-steps\/_search?search_pipeline=recipe-hybrid\n{\n  \"size\": 10,\n  \"_source\": [\"step_id\", \"item_id\", \"item_name\", \"version\", \"target\",\n              \"process\", \"body\", \"effective_from\"],\n  \"query\": {\n    \"hybrid\": {\n      \"queries\": [\n        { \"match\": { \"body\": \"\u30c7\u30df\u30b0\u30e9\u30b9 \u6e29\u3081\u76f4\u3057 \u6642\u9593\" } },\n        { \"knn\": { \"body_vector\": { \"vector\": [0.0], \"k\": 30 } } }\n      ],\n      \"filter\": {\n        \"bool\": {\n          \"filter\": [\n            { \"term\": { \"target\": \"store\" } },\n            { \"range\": { \"effective_from\": { \"lte\": \"now\/d\" } } },\n            { \"bool\": { \"should\": [\n                { \"range\": { \"effective_to\": { \"gt\": \"now\/d\" } } },\n                { \"bool\": { \"must_not\": { \"exists\": { \"field\": \"effective_to\" } } } }\n            ] } }\n          ]\n        }\n      }\n    }\n  },\n  \"collapse\": { \"field\": \"item_id\" }\n}\n```\n\n**\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306e `filter` \u306f1\u3064\u306e\u691c\u7d22\u306e\u5f62\u3067\u66f8\u304d\u3001\u8907\u6570\u306e\u6761\u4ef6\u306f `bool` \u306b\u307e\u3068\u3081\u307e\u3059\u3002** \u6709\u52b9\u306e\u7d42\u308f\u308a\u306e\u65e5\u304c\u7121\u3044\u6587\u66f8\uff08\u3044\u307e\u306e\u6700\u65b0\u306e\u7248\uff09\u3082\u62fe\u3046\u3088\u3046\u306b\u3001`should` \u30672\u3064\u306e\u6761\u4ef6\u3092\u4e26\u3079\u3066\u3044\u307e\u3059\u3002\n\n**collapse \u306b\u306f\u6ce8\u610f\u304c1\u3064\u3042\u308a\u307e\u3059\u3002** \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u3067\u306f\u3001\u4e0a\u4f4d `size` \u4ef6\u3092\u53d6\u3063\u3066\u304b\u3089\u54c1\u76ee\u3067\u307e\u3068\u3081\u308b\u306e\u3067\u3001**\u540c\u3058\u54c1\u76ee\u304c\u4e0a\u4f4d\u306b\u91cd\u306a\u308b\u3068\u3001\u8fd4\u308b\u54c1\u76ee\u306e\u6570\u304c `size` \u3088\u308a\u5c11\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u54c1\u76ee\u306e\u6570\u3092\u305d\u308d\u3048\u308b\u8a2d\u5b9a\u306f 3.10 \u304b\u3089\u3067\u3001Amazon OpenSearch Service \u306e\u7248\u3067\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**`size` \u3092\u591a\u3081\u306b\u53d6\u308a\u3001\u8fd4\u3063\u305f\u54c1\u76ee\u306e\u6570\u3067\u8db3\u308a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n\u8a72\u5f53\u306e\u8a9e\u53e5\u306f\u3001\u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3067\u7d5e\u3063\u305f\u901a\u5e38\u306e\u691c\u7d22\u3067\u53d6\u308a\u307e\u3059\u3002`highlight` \u306f\u3001\u691c\u7d22\u306b\u540c\u7fa9\u8a9e\u3092\u4f7f\u3063\u3066\u3044\u3066\u3082**\u5143\u306e\u8a9e\u3092\u5f37\u8abf\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002** \u56de\u7b54\u306e\u753b\u9762\u3067\u306f\u3001\u3053\u306e\u8a9e\u53e5\u3092\u624b\u304c\u304b\u308a\u306b\u624b\u9806\u306e\u539f\u6587\u306e\u8a72\u5f53\u7b87\u6240\u3092\u793a\u3057\u307e\u3059\u3002","preprocessing":"1. **\u627f\u8a8d\u3055\u308c\u305f\u7248\u3060\u3051\u3092\u53d6\u308a\u8fbc\u3080** \u2026 \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u306b\u884c\u304c\u3042\u308b\u7248\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u3001`_\u6700\u7d42`\u30fb`_\u4fee\u6b63` \u306e\u3088\u3046\u306a\u4f5c\u696d\u4e2d\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u53d6\u308a\u8fbc\u307f\u307e\u305b\u3093\n2. **\u624b\u9806\u306e\u5358\u4f4d\u3078\u306e\u5206\u5272** \u2026 \u898b\u51fa\u3057\uff08\u4ed5\u8fbc\u307f\u30fb\u52a0\u71b1\u30fb\u51b7\u5374\u30fb\u4fdd\u5b58\u30fb\u5e97\u8217\u3067\u306e\u4ed5\u4e0a\u3052\uff09\u3067\u5206\u3051\u3001\u6750\u6599\u8868\u306f\u5de5\u7a0b\u3054\u3068\u306b\u4ed8\u3051\u307e\u3059\n3. **\u5206\u91cf\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c1.2kg\u300d\u300c1200g\u300d\u300c1,200g\u300d\u3092\u3001\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3057\u305f\u307e\u307e\u3001\u8a08\u7b97\u7528\u306e\u6570\u5024\u3068\u5358\u4f4d\u306e\u9805\u76ee\u306b\u3082\u5165\u308c\u307e\u3059\n4. **\u7248\u306e\u60c5\u5831\u306e\u4ed8\u4e0e** \u2026 \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u5bfe\u8c61\u3001\u6709\u52b9\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u65e5\u3092\u3001\u3059\u3079\u3066\u306e\u624b\u9806\u306b\u4ed8\u3051\u307e\u3059\n5. **\u65e5\u672c\u8a9e\u306e\u89e3\u6790** \u2026 `kuromoji_tokenizer` \u306e `search` \u306e\u65b9\u5f0f\u3067\u3001\u300c\u30c7\u30df\u30b0\u30e9\u30b9\u30bd\u30fc\u30b9\u300d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u5206\u3051\u305f\u8a9e\u3068\u5143\u306e\u8a9e\u306e\u4e21\u65b9\u3067\u7d22\u5f15\u3057\u307e\u3059\u3002**\u793e\u5185\u306e\u7565\u8a9e\u306f `user_dictionary_rules` \u306b\u66f8\u304d\u307e\u3059**\n6. **\u57cb\u3081\u8fbc\u307f** \u2026 \u5de5\u7a0b\u306e\u540d\u524d\u3068\u672c\u6587\u3092\u3064\u306a\u3044\u3060\u6587\u3092 Titan Text Embeddings V2 \u3067\u57cb\u3081\u8fbc\u307f\u307e\u3059\n\n\u624b\u9806\u306e\u7d22\u5f15\u306e\u8a2d\u5b9a\u30681\u4ef6\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n```json\nPUT \/recipe-steps\n{\n  \"settings\": {\n    \"index.knn\": true,\n    \"analysis\": {\n      \"tokenizer\": {\n        \"ja_search\": {\n          \"type\": \"kuromoji_tokenizer\",\n          \"mode\": \"search\",\n          \"user_dictionary_rules\": [\"\u30c7\u30df,\u30c7\u30df,\u30c7\u30df,\u30ab\u30b9\u30bf\u30e0\u540d\u8a5e\"]\n        }\n      },\n      \"analyzer\": { \"ja\": { \"type\": \"custom\", \"tokenizer\": \"ja_search\" } }\n    }\n  },\n  \"mappings\": {\n    \"properties\": {\n      \"step_id\": { \"type\": \"keyword\" },\n      \"item_id\": { \"type\": \"keyword\" },\n      \"version\": { \"type\": \"keyword\" },\n      \"target\": { \"type\": \"keyword\" },\n      \"process\": { \"type\": \"keyword\" },\n      \"body\": { \"type\": \"text\", \"analyzer\": \"ja\" },\n      \"quantities\": { \"type\": \"nested\" },\n      \"effective_from\": { \"type\": \"date\" },\n      \"effective_to\": { \"type\": \"date\" },\n      \"body_vector\": { \"type\": \"knn_vector\", \"dimension\": 1024 }\n    }\n  }\n}\n```\n\n`quantities` \u306b\u306f\u3001\u6750\u6599\u3054\u3068\u306b `{\"material\": \"\u7389\u306d\u304e\", \"raw\": \"1.2kg\", \"value\": 1200, \"unit\": \"g\"}` \u306e\u3088\u3046\u306a\u5f62\u3067\u3001\u5143\u306e\u8868\u8a18\u3068\u8a08\u7b97\u7528\u306e\u6570\u5024\u3092\u4e26\u3079\u3066\u5165\u308c\u307e\u3059\u3002**\u500d\u7387\u306e\u8a08\u7b97\u306f\u3053\u306e `value` \u304b\u3089\u884c\u3044\u3001\u56de\u7b54\u306b\u306f `raw` \u3068\u8a08\u7b97\u3057\u305f\u5024\u3092\u4e26\u3079\u3066\u51fa\u3057\u307e\u3059\u3002** \u8a08\u7b97\u3057\u305f\u5024\u306b\u306f\u300c\u8a08\u7b97\u5024\u300d\u3068\u660e\u8a18\u3057\u3001\u539f\u6587\u306e\u5206\u91cf\u3068\u898b\u5206\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**3\u756a\u76ee\u304c\u3001\u6570\u5b57\u306e\u7167\u5408\u3092\u652f\u3048\u307e\u3059\u3002** \u5143\u306e\u8868\u8a18\u3068\u8a08\u7b97\u7528\u306e\u6570\u5024\u306e\u4e21\u65b9\u3092\u6301\u3063\u3066\u3044\u308c\u3070\u3001\u56de\u7b54\u306e\u6570\u5b57\u304c\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u3001\u8868\u8a18\u306e\u3086\u308c\u306b\u95a2\u4fc2\u306a\u304f\u7167\u3089\u305b\u307e\u3059\u3002\n\n**Titan Text Embeddings V2 \u306f\u82f1\u8a9e\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3001\u65e5\u672c\u8a9e\u306f\u591a\u8a00\u8a9e\u306e\u5bfe\u5fdc\uff08\u30d7\u30ec\u30d3\u30e5\u30fc\uff09\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002** \u81ea\u793e\u306e\u30ec\u30b7\u30d4\u306e\u8cea\u554f\u3067\u3001\u57cb\u3081\u8fbc\u307f\u3060\u3051\u3067\u3069\u3053\u307e\u3067\u5f53\u305f\u308b\u304b\u3092\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u5358\u8a9e\u306e\u4e00\u81f4\u306e\u691c\u7d22\u3092\u4e26\u3079\u3066\u3044\u308b\u306e\u306f\u3001\u54c1\u76ee\u540d\u3084\u5de5\u7a0b\u540d\u306e\u4e00\u81f4\u3092\u53d6\u308a\u3053\u307c\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f2\u3064\u3067\u3059\u3002\u8cea\u554f\u304b\u3089\u691c\u7d22\u306b\u4f7f\u3046\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3068\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u624b\u9806\u306e\u539f\u6587\u3092\u5f15\u7528\u3057\u3066\u56de\u7b54\u3092\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8cea\u554f\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057 | \u54c1\u76ee\u306e\u5019\u88dc\u3001\u77e5\u308a\u305f\u3044\u3053\u3068\uff08\u5206\u91cf\uff0f\u52a0\u71b1\uff0f\u4fdd\u5b58\uff0f\u624b\u9806\uff0f\u5909\u66f4\u70b9\uff09\u3001\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u3001\u500d\u7387\u306e\u6307\u5b9a |\n| \u56de\u7b54\u306e\u4f5c\u6210 | \u624b\u9806\u306e\u539f\u6587\u304b\u3089\u8a72\u5f53\u306e\u6587\u3092\u5f15\u7528\u3057\u3001\u77ed\u3044\u56de\u7b54\u306b\u307e\u3068\u3081\u308b |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u624b\u9806\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3092\u66f8\u304f |\n| \u5909\u66f4\u70b9\u306e\u8981\u7d04 | \u76f4\u8fd1\u306e\u5909\u66f4\u8a18\u9332\u304b\u3089\u3001\u524d\u306e\u7248\u3068\u4f55\u304c\u5909\u308f\u3063\u305f\u304b\u3092\u66f8\u304f |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5206\u91cf\u306e\u8a08\u7b97 | \u500d\u7387\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u539f\u6587\u306b\u7121\u3044\u5206\u91cf\u30fb\u6761\u4ef6\u306e\u8a18\u8ff0 | \u5f15\u7528\u3057\u305f\u624b\u9806\u306b\u7121\u3044\u6570\u5b57\u3092\u66f8\u304b\u306a\u3044 |\n| \u4ee3\u66ff\u306e\u98df\u6750\u306e\u53ef\u5426\u306e\u5224\u65ad | \u54c1\u8cea\u7ba1\u7406\u304c\u6c7a\u3081\u308b\u3002\u30a2\u30ec\u30eb\u30b2\u30f3\u304c\u5909\u308f\u308a\u3046\u308b |\n| \u52a0\u71b1\u306e\u6761\u4ef6\u306e\u8a00\u3044\u63db\u3048 | \u300c\u4e2d\u5fc3\u6e29\u5ea675\u21031\u5206\u4ee5\u4e0a\u300d\u3092\u300c\u3088\u304f\u52a0\u71b1\u300d\u306b\u3057\u306a\u3044 |\n| \u65e7\u7248\u306e\u8a18\u8f09\u3067\u306e\u56de\u7b54 | \u5909\u66f4\u70b9\u3092\u805e\u304b\u308c\u305f\u3068\u304d\u3060\u3051\u65e7\u7248\u3092\u793a\u3059 |\n\n**4\u884c\u76ee\u306f\u898b\u843d\u3068\u3057\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u751f\u6210AI\u306f\u3001\u8aad\u307f\u3084\u3059\u3055\u306e\u305f\u3081\u306b\u6570\u5b57\u3092\u8a00\u8449\u306b\u4e38\u3081\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u52a0\u71b1\u306e\u6761\u4ef6\u306f\u98df\u54c1\u306e\u5b89\u5168\u306b\u95a2\u308f\u308b\u306e\u3067\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u306e\u307e\u307e\u5f15\u7528\u3055\u305b\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u306e\u751f\u7523\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u3057\u3066\u3001\u5e97\u8217\u3068\u30e9\u30a4\u30f3\u304b\u3089\u306e\n\u30ec\u30b7\u30d4\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u7acb\u5834\u3067\u3059\u3002\n\u7b54\u3048\u306f\u3001\u6e21\u3055\u308c\u305f\u624b\u9806\u306e\u539f\u6587\u3068\u5909\u66f4\u8a18\u9332\u3060\u3051\u304b\u3089\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8cea\u554f\u306b\u8a72\u5f53\u3059\u308b\u624b\u9806\u3092\u3001\u6e21\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u304b\u3089\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n2. \u5206\u91cf\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4fdd\u5b58\u306e\u6761\u4ef6\u306f\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u56de\u7b54\u306e\u6700\u5f8c\u306b\u3001\u6839\u62e0\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u76f4\u8fd1\u306e\u5909\u66f4\u8a18\u9332\u304c\u3042\u308a\u3001\u8cea\u554f\u306b\u95a2\u4fc2\u3059\u308b\u7b87\u6240\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\n   \u4f55\u304c\u5909\u308f\u3063\u305f\u304b\u30921\u301c2\u6587\u3067\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n5. \u500d\u7387\u306e\u8a08\u7b97\u7d50\u679c\u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u539f\u6587\u306e\u5206\u91cf\u3068\u4e26\u3079\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5206\u91cf\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u7d50\u679c\u304c\u7121\u3051\u308c\u3070\u539f\u6587\u306e\u5206\u91cf\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u5206\u91cf\u30fb\u6e29\u5ea6\u30fb\u6642\u9593\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u52a0\u71b1\u306e\u6761\u4ef6\u3092\u8a00\u3044\u63db\u3048\u305f\u308a\u3001\u4e38\u3081\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ee3\u66ff\u306e\u98df\u6750\u3092\u4f7f\u3063\u3066\u3088\u3044\u304b\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u805e\u304b\u308c\u305f\u5834\u5408\u306f\u300c\u54c1\u8cea\u7ba1\u7406\u306e\u78ba\u8a8d\u304c\u8981\u308b\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u8a72\u5f53\u3059\u308b\u624b\u9806\u304c\u7121\u3044\u5834\u5408\u306f\u3001\u7121\u3044\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u54c1\u76ee\u306e\u624b\u9806\u3067\u4ee3\u308f\u308a\u306b\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7248\u756a\u53f7\u306e\u9055\u3046\u624b\u9806\u304c\u6df7\u3056\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u65bd\u884c\u65e5\u304c\u4eca\u65e5\u4ee5\u524d\u3067\u6700\u3082\u65b0\u3057\u3044\u7248\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4eca\u65e5\u306e\u65e5\u4ed8\u3011{today}\n\u3010\u8cea\u554f\u3011{question}\n\u3010\u53d6\u308a\u51fa\u3057\u305f\u9805\u76ee\u3011{parsed}\n\u3010\u691c\u7d22\u7d50\u679c\uff08\u624b\u9806\u306e\u539f\u6587\uff09\u3011{steps}\n\u3010\u5909\u66f4\u8a18\u9332\u3011{changes}\n\u3010\u500d\u7387\u306e\u8a08\u7b97\u7d50\u679c\u3011{scaled}\n```\n\n**\u300c\u4f3c\u305f\u54c1\u76ee\u306e\u624b\u9806\u3067\u4ee3\u308f\u308a\u306b\u7b54\u3048\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u5e97\u8217\u7528\u306e\u624b\u9806\u304c\u7121\u3044\u54c1\u76ee\u306b\u3001\u30e9\u30a4\u30f3\u7528\u306e\u88fd\u9020\u6307\u56f3\u3067\u7b54\u3048\u307e\u3059\u3002** \u91cf\u3082\u624b\u9806\u3082\u9055\u3046\u306e\u3067\u3001\u5e97\u8217\u3067\u306f\u305d\u306e\u307e\u307e\u4f7f\u3048\u307e\u305b\u3093\u3002**\u7121\u3044\u3068\u304d\u306f\u7121\u3044\u3068\u8fd4\u3057\u3001\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002**\n\n**\u7248\u306e\u6761\u4ef6\u3092\u6307\u793a\u306b\u3082\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u4e8c\u91cd\u306e\u5b88\u308a\u3067\u3059\u3002** \u691c\u7d22\u306e\u5074\u3067\u7d5e\u3063\u3066\u3044\u3066\u3082\u3001\u65bd\u884c\u65e5\u306e\u5f53\u65e5\u306b\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u305f\u6587\u66f8\u304c\u6df7\u3056\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"answer\": \"\",\n  \"quotes\": [\n    { \"step_id\": \"DG-STORE-v8-03\", \"text\": \"\" }\n  ],\n  \"basis\": { \"item_id\": \"DG-STORE\", \"version\": \"8\", \"effective_from\": \"2026-10-01\" },\n  \"change_note\": \"\",\n  \"scaled_values_used\": true,\n  \"topic\": \"quantity | heating | storage | procedure | change | substitution\",\n  \"needs_qa_approval\": false,\n  \"not_found\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`quotes` \u306e\u6587\u5b57\u5217\u3092\u539f\u6587\u3068\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u3001\u305d\u306e `step_id` \u306e\u624b\u9806\u306e\u672c\u6587\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\u542b\u307e\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u56de\u7b54\u306f\u8fd4\u3055\u305a\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002** \u56de\u7b54\u306e\u672c\u6587\u306b\u51fa\u308b\u5206\u91cf\u3068\u6e29\u5ea6\u3082\u3001`quotes` \u306e\u4e2d\u306b\u3042\u308b\u304b\u3092\u7167\u3089\u3057\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`topic` \u3067\u627f\u8a8d\u306e\u8981\u5426\u3092\u6a5f\u68b0\u7684\u306b\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `heating`\u30fb`substitution` \u3068\u3001\u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831\u3092\u6301\u3064\u54c1\u76ee\u306e `quantity` \u306f\u3001`needs_qa_approval` \u3092 AI\u306e\u5224\u65ad\u306b\u95a2\u4fc2\u306a\u304f `true` \u306b\u3057\u307e\u3059\u3002**\u627f\u8a8d\u306e\u8981\u5426\u306f\u898f\u5247\u3067\u6c7a\u3081\u3001AI\u306e\u7533\u544a\u306b\u983c\u308a\u307e\u305b\u3093\u3002**\n\n**3\u3064\u76ee\u306f\u3001`not_found` \u3067\u300c\u7121\u3044\u300d\u3092\u6b63\u76f4\u306b\u8fd4\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u7121\u3044\u3068\u304d\u306b\u4f55\u304b\u3092\u8fd4\u305d\u3046\u3068\u3059\u308b\u56de\u7b54\u3088\u308a\u3001\u7121\u3044\u3068\u8fd4\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059\u307b\u3046\u304c\u3001\u5e97\u8217\u306e\u4f5c\u308a\u9593\u9055\u3044\u3092\u9632\u3052\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8 | \u30dc\u30c3\u30c8\u306e\u53d7\u4fe1\u3068\u8fd4\u4fe1 | \u8cea\u554f\u306e\u53d7\u3051\u4ed8\u3051\u3068\u3001\u56de\u7b54\u306e\u8fd4\u4fe1 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u8cea\u554f\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u56de\u7b54\u306e\u4f5c\u6210 |\n| Amazon Bedrock | Titan Text Embeddings V2 \u306e\u547c\u3073\u51fa\u3057 | \u8cea\u554f\u3068\u624b\u9806\u306e\u57cb\u3081\u8fbc\u307f |\n| Amazon OpenSearch Service | \u691c\u7d22\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u6307\u5b9a\u3057\u305f `_search` | \u624b\u9806\u3068\u5909\u66f4\u8a18\u9332\u306e\u691c\u7d22 |\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u30fb\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868 | \u627f\u8a8d\u306e\u884c\u306e\u8ffd\u52a0\u3067\u53d6\u308a\u8fbc\u307f\u3092\u8d77\u52d5 | \u65b0\u3057\u3044\u7248\u306e\u53d6\u308a\u8fbc\u307f\u3068\u6709\u52b9\u306e\u671f\u9593\u306e\u8a2d\u5b9a |\n| \u627f\u8a8d\u306e\u753b\u9762 | \u793e\u5185\u306eWeb\u753b\u9762 | \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u627f\u8a8d\u5f85\u3061\u306e\u4e00\u89a7 |\n\n**\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3068\u5909\u66f4\u8a18\u9332\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u539f\u672c\u306e\u7ba1\u7406\u306f\u4eca\u307e\u3067\u901a\u308a\u54c1\u8cea\u7ba1\u7406\u304c\u884c\u3044\u307e\u3059\u3002","human_review":"1. **\u627f\u8a8d\u5f85\u3061\u3092\u78ba\u304b\u3081\u308b** \u2026 \u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4ee3\u66ff\u306e\u98df\u6750\u306b\u95a2\u308f\u308b\u56de\u7b54\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5f15\u7528\u3068\u539f\u6587\u3067\u78ba\u304b\u3081\u307e\u3059\n2. **`not_found` \u3092\u5f15\u304d\u53d6\u308b** \u2026 \u8a72\u5f53\u306e\u624b\u9806\u304c\u7121\u304b\u3063\u305f\u8cea\u554f\u306f\u3001\u62c5\u5f53\u304c\u7b54\u3048\u3001\u5fc5\u8981\u306a\u3089\u624b\u9806\u66f8\u3092\u4f5c\u308a\u307e\u3059\n3. **\u7167\u5408\u3067\u6b62\u307e\u3063\u305f\u56de\u7b54\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u6587\u306b\u7121\u304b\u3063\u305f\u56de\u7b54\u3092\u3001\u62c5\u5f53\u304c\u898b\u76f4\u3057\u307e\u3059\n4. **\u8fd4\u3057\u305f\u56de\u7b54\u3092\u9031\u306b\u4e00\u5ea6\u898b\u76f4\u3059** \u2026 \u305d\u306e\u307e\u307e\u8fd4\u3057\u305f\u56de\u7b54\u304b\u3089\u629c\u304d\u51fa\u3057\u3066\u3001\u5f15\u7528\u3068\u7248\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**1\u756a\u76ee\u306e\u627f\u8a8d\u306f\u3001\u5f15\u7528\u304c\u539f\u6587\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u3060\u3051\u3067\u3059\u3002** \u56de\u7b54\u3092\u66f8\u304d\u76f4\u3059\u5fc5\u8981\u306f\u307b\u3068\u3093\u3069\u306a\u304f\u3001**\u6570\u5341\u79d2\u3067\u7d42\u308f\u308b\u898b\u8fbc\u307f\u3067\u3059\u3002** \u627f\u8a8d\u306e\u5bfe\u8c61\u3092\u7d5e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u62c5\u5f53\u306e\u6642\u9593\u306f\u7b54\u3048\u3092\u63a2\u3059\u3053\u3068\u304b\u3089\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u79fb\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001600\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u305d\u306e\u307e\u307e\u8fd4\u3059\u56de\u7b54\u306f\u62c5\u5f53\u306e\u624b\u3092\u901a\u3089\u305a\u3001\u627f\u8a8d\u5f85\u3061\u3068 `not_found` \u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u76ee\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044\uff08\u5225\u540d\u306e\u4e00\u89a7\u306b\u7121\u3044\uff09 | \u5019\u88dc\u30923\u3064\u307e\u3067\u793a\u3057\u3066\u5e97\u8217\u306b\u805e\u304d\u8fd4\u3059 |\n| \u8a72\u5f53\u306e\u624b\u9806\u304c\u7121\u3044 | `not_found` \u3068\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059 |\n| \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u6587\u306b\u7121\u3044 | \u8fd4\u3055\u305a\u306b\u62c5\u5f53\u306b\u56de\u3059\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u65bd\u884c\u65e5\u306e\u5f53\u65e5\u306b\u65b0\u3057\u3044\u7248\u304c\u672a\u53d6\u308a\u8fbc\u307f | \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u3068\u53d6\u308a\u8fbc\u307f\u306e\u72b6\u614b\u3092\u7167\u3089\u3057\u3001\u672a\u53d6\u308a\u8fbc\u307f\u306a\u3089\u62c5\u5f53\u306b\u56de\u3059 |\n| collapse \u3067\u8fd4\u308b\u54c1\u76ee\u304c\u5c11\u306a\u3044 | `size` \u3092\u5897\u3084\u3057\u3066\u53d6\u308a\u76f4\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u518d\u5b9f\u884c |\n| \u8cea\u554f\u304c\u82e6\u60c5\u3084\u4e8b\u6545\u306e\u5831\u544a | \u56de\u7b54\u3092\u4f5c\u3089\u305a\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u8ee2\u9001\u3059\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u3092\u5165\u308c\u3066\u304a\u304f\u306e\u306f\u3001\u30dc\u30c3\u30c8\u304c\u73fe\u5834\u306e\u7a93\u53e3\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002** \u300c\u7570\u7269\u304c\u5165\u3063\u3066\u3044\u305f\u300d\u306e\u3088\u3046\u306a\u5831\u544a\u304c\u30dc\u30c3\u30c8\u306b\u5c4a\u3044\u305f\u3068\u304d\u3001**\u30ec\u30b7\u30d4\u306e\u691c\u7d22\u3067\u7b54\u3048\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002** \u8cea\u554f\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3059\u6bb5\u968e\u3067\u533a\u5206\u3057\u3001\u4eba\u306b\u56de\u3057\u307e\u3059\u3002","log_storage":"- \u8cea\u554f\uff08\u65e5\u6642\u3001\u5e97\u8217\u3001\u6295\u7a3f\u8005\uff09\u3068\u3001\u53d6\u308a\u51fa\u3057\u305f\u9805\u76ee\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08`filter`\u3001\u4eca\u65e5\u306e\u65e5\u4ed8\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3068\u7248\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u7167\u5408\u306e\u7d50\u679c\uff08\u5f15\u7528\u304c\u539f\u6587\u306b\u3042\u3063\u305f\u304b\uff09\n- \u627f\u8a8d\u306e\u8a18\u9332\uff08\u627f\u8a8d\u8005\u3001\u627f\u8a8d\u30fb\u5dee\u3057\u623b\u3057\uff09\n- `not_found` \u306e\u8cea\u554f\u3068\u3001\u62c5\u5f53\u304c\u3069\u3046\u7b54\u3048\u305f\u304b\n\n**2\u3064\u76ee\u3067\u691c\u7d22\u306e\u6761\u4ef6\u3068\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u5f8c\u304b\u3089\u300c\u305d\u306e\u65e5\u306b\u3069\u306e\u7248\u3067\u7b54\u3048\u305f\u304b\u300d\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u5e97\u8217\u3067\u4f5c\u308a\u9593\u9055\u3044\u304c\u8d77\u304d\u305f\u3068\u304d\u3001\u30dc\u30c3\u30c8\u306e\u56de\u7b54\u304c\u65e7\u7248\u3060\u3063\u305f\u306e\u304b\u3001\u5e97\u8217\u304c\u8aad\u307f\u9055\u3048\u305f\u306e\u304b\u3092\u5206\u3051\u3089\u308c\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":4,"assumption_frequency":600,"assumption_workdays":20,"volume_month":600,"before_minutes_per_case":10,"after_minutes_per_case":3,"hourly_cost":3000,"before_hours_month":100,"after_hours_month":30,"saved_hours_month":70,"reduction_rate":70,"saved_hours_year":840,"annual_cost_effect":2520000,"summary":"\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u306b\u5e97\u8217\u3084\u30e9\u30a4\u30f3\u304b\u3089\u5c4a\u304f\u30ec\u30b7\u30d4\u30fb\u88fd\u9020\u6761\u4ef6\u306e\u8cea\u554f\u306b\u3001\u3044\u307e\u6709\u52b9\u306a\u7248\u306e\u8a72\u5f53\u7b87\u6240\u3092\u63a2\u3057\u3066\u7b54\u3048\u307e\u3059\u3002\u5206\u91cf\u3068\u52a0\u71b1\u306e\u6761\u4ef6\u306f\u539f\u6587\u306e\u307e\u307e\u5199\u3057\u3001\u7248\u756a\u53f7\u30fb\u65bd\u884c\u65e5\u30fb\u524d\u306e\u7248\u304b\u3089\u306e\u5909\u66f4\u70b9\u3092\u6839\u62e0\u3068\u3057\u3066\u6dfb\u3048\u307e\u3059\u3002","before_flow":"1. \u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u3067\u8cea\u554f\u3092\u53d7\u3051\u3001\u54c1\u76ee\u3068\u77e5\u308a\u305f\u3044\u3053\u3068\u3092\u8aad\u307f\u53d6\u308b\n2. \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3067\u54c1\u76ee\u306e\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304d\u3001\u7248\u3054\u3068\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u3044\u307e\u306e\u7248\u3092\u63a2\u3059\n3. \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u3067\u3001\u3044\u307e\u306e\u7248\u306e\u65bd\u884c\u65e5\u3068\u524d\u306e\u7248\u304b\u3089\u306e\u5909\u66f4\u70b9\u3092\u78ba\u304b\u3081\u308b\n4. \u8a72\u5f53\u306e\u624b\u9806\u3092\u8aad\u307f\u3001\u5206\u91cf\u3084\u6761\u4ef6\u3092\u30c1\u30e3\u30c3\u30c8\u306b\u66f8\u304d\u5199\u3057\u3066\u8fd4\u3059\n5. \u30a2\u30ec\u30eb\u30b2\u30f3\u3084\u52a0\u71b1\u306e\u6761\u4ef6\u306b\u95a2\u308f\u308b\u8cea\u554f\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u8fd4\u3059\n\n**\uff08a\uff09\u3044\u307e\u306e\u7248\u304c\u3069\u308c\u304b\u5206\u304b\u308a\u306b\u304f\u3044\u3002** \u30d5\u30a9\u30eb\u30c0\u306b\u306f `\u30c7\u30df\u30b0\u30e9\u30b9_v7.docx`\u3001`\u30c7\u30df\u30b0\u30e9\u30b9_v8_\u6700\u7d42.docx`\u3001`\u30c7\u30df\u30b0\u30e9\u30b9_v8_\u4fee\u6b63.pdf` \u304c\u4e26\u3073\u307e\u3059\u3002**\u30d5\u30a1\u30a4\u30eb\u540d\u3060\u3051\u3067\u306f\u3001\u3069\u308c\u304c\u627f\u8a8d\u3055\u308c\u305f\u7248\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u3068\u898b\u6bd4\u3079\u3066\u521d\u3081\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u65bd\u884c\u65e5\u306e\u524d\u5f8c\u3067\u7b54\u3048\u304c\u5909\u308f\u308b\u3002** \u65b0\u3057\u3044\u7248\u304c\u6765\u9031\u306e\u6708\u66dc\u304b\u3089\u6709\u52b9\u3001\u3068\u3044\u3046\u671f\u9593\u304c\u3042\u308a\u307e\u3059\u3002**\u4eca\u65e5\u306e\u8cea\u554f\u306b\u306f\u65e7\u7248\u3067\u7b54\u3048\u3001\u6765\u9031\u306e\u8cea\u554f\u306b\u306f\u65b0\u7248\u3067\u7b54\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u3053\u3053\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u5e97\u8217\u304c\u65bd\u884c\u524d\u306b\u65b0\u3057\u3044\u914d\u5408\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u540c\u3058\u8cea\u554f\u304c\u4f55\u5ea6\u3082\u5c4a\u304f\u3002** \u6539\u8a02\u306e\u3042\u3063\u305f\u9031\u306f\u3001\u540c\u3058\u54c1\u76ee\u306b\u3064\u3044\u3066\u8907\u6570\u306e\u5e97\u8217\u304b\u3089\u540c\u3058\u8cea\u554f\u304c\u5c4a\u304d\u307e\u3059\u3002**\u7b54\u3048\u308b\u5074\u306f\u3001\u305d\u306e\u305f\u3073\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u76f4\u3057\u307e\u3059\u3002**\n\n**\uff08d\uff09\u7b54\u3048\u3089\u308c\u308b\u4eba\u304c\u9650\u3089\u308c\u308b\u3002** \u3069\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u6b63\u3057\u3044\u304b\u3092\u77e5\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u6539\u8a02\u3092\u62c5\u5f53\u3057\u305f\u4eba\u3067\u3059\u3002**\u305d\u306e\u4eba\u304c\u4f11\u307f\u306e\u65e5\u306f\u3001\u4ed6\u306e\u62c5\u5f53\u304c\u30d5\u30a9\u30eb\u30c0\u3092\u4e00\u304b\u3089\u63a2\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u3067\u8cea\u554f\u3092\u53d7\u3051\u3001\u54c1\u76ee\u3068\u77e5\u308a\u305f\u3044\u3053\u3068\u3092\u8aad\u307f\u53d6\u308b","\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3067\u54c1\u76ee\u306e\u30d5\u30a9\u30eb\u30c0\u3092\u958b\u304d\u3001\u7248\u3054\u3068\u306e\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u3044\u307e\u306e\u7248\u3092\u63a2\u3059","\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u3067\u3001\u3044\u307e\u306e\u7248\u306e\u65bd\u884c\u65e5\u3068\u524d\u306e\u7248\u304b\u3089\u306e\u5909\u66f4\u70b9\u3092\u78ba\u304b\u3081\u308b","\u8a72\u5f53\u306e\u624b\u9806\u3092\u8aad\u307f\u3001\u5206\u91cf\u3084\u6761\u4ef6\u3092\u30c1\u30e3\u30c3\u30c8\u306b\u66f8\u304d\u5199\u3057\u3066\u8fd4\u3059","\u30a2\u30ec\u30eb\u30b2\u30f3\u3084\u52a0\u71b1\u306e\u6761\u4ef6\u306b\u95a2\u308f\u308b\u8cea\u554f\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u5e97\u8217\u3084\u30e9\u30a4\u30f3\u306e\u62c5\u5f53\u304c\u3001\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u304f\n2. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u54c1\u76ee\u306e\u5019\u88dc\u30fb\u77e5\u308a\u305f\u3044\u3053\u3068\uff08\u5206\u91cf\uff0f\u6761\u4ef6\uff0f\u4fdd\u5b58\uff0f\u5909\u66f4\u70b9\uff09\u30fb\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u30fb\u500d\u7387\u306e\u6307\u5b9a\u3092\u53d6\u308a\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u3044\u307e\u6709\u52b9\u306a\u7248\u3068\u5bfe\u8c61\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u624b\u9806\u306e\u5358\u4f4d\u306e\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u8a72\u5f53\u306e\u54c1\u76ee\u306e\u5909\u66f4\u8a18\u9332\u3068\u3001\u30d2\u30c3\u30c8\u3057\u305f\u624b\u9806\u306e\u8a72\u5f53\u306e\u8a9e\u53e5\u3092\u53d6\u308a\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u500d\u7387\u306e\u6307\u5b9a\u304c\u3042\u308c\u3070\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5206\u91cf\u3092\u8a08\u7b97\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u624b\u9806\u306e\u539f\u6587\u3092\u5f15\u7528\u3057\u305f\u56de\u7b54\u3092\u3001\u7248\u756a\u53f7\u30fb\u65bd\u884c\u65e5\u30fb\u5909\u66f4\u70b9\u4ed8\u304d\u3067\u4f5c\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u56de\u7b54\u306e\u5206\u91cf\u3068\u6761\u4ef6\u304c\u624b\u9806\u306e\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u7167\u3089\u3059\n8. **\u3010\u81ea\u52d5\uff0f\u4eba\u3011** \u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4ee3\u66ff\u306e\u98df\u6750\u306b\u95a2\u308f\u308b\u8cea\u554f\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u627f\u8a8d\u5f85\u3061\u306b\u3001\u305d\u308c\u4ee5\u5916\u306f\u305d\u306e\u307e\u307e\u8fd4\u3059\n9. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u627f\u8a8d\u5f85\u3061\u306e\u56de\u7b54\u3092\u78ba\u304b\u3081\u3001\u8fd4\u3059\n\n**3\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u691c\u7d22\u306e\u524d\u306b\u3001**\u65bd\u884c\u65e5\u304c\u4eca\u65e5\u4ee5\u524d\u3067\u3001\u6b21\u306e\u7248\u306e\u65bd\u884c\u65e5\u304c\u6765\u3066\u3044\u306a\u3044\u6587\u66f8\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002** \u610f\u5473\u306e\u8fd1\u3055\u3067\u63a2\u3059\u3068\u3001\u65e7\u7248\u306e\u624b\u9806\u306e\u307b\u3046\u304c\u8cea\u554f\u306e\u8a00\u8449\u306b\u8fd1\u3044\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002**\u7248\u306e\u7d5e\u308a\u8fbc\u307f\u306f\u691c\u7d22\u306e\u6761\u4ef6\u306b\u5165\u308c\u3001AI\u306e\u5224\u65ad\u306b\u4efb\u305b\u307e\u305b\u3093\u3002**\n\n**7\u756a\u76ee\u3067\u3001\u56de\u7b54\u306e\u6570\u5b57\u3092\u539f\u6587\u3068\u7167\u3089\u3057\u307e\u3059\u3002** \u56de\u7b54\u306b\u66f8\u304b\u308c\u305f\u300c\u7389\u306d\u304e 1.2kg\u300d\u304c\u3001\u5f15\u7528\u3057\u305f\u624b\u9806\u306e\u539f\u6587\u306b\u540c\u3058\u6587\u5b57\u5217\u3067\u7121\u3051\u308c\u3070\u3001\u305d\u306e\u56de\u7b54\u306f\u8fd4\u3057\u307e\u305b\u3093\u3002**\u6570\u5b57\u306e\u53d6\u308a\u9055\u3048\u306f\u3001\u5e97\u8217\u306b\u3068\u3063\u3066\u4f5c\u308a\u76f4\u3057\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u5e97\u8217\u3084\u30e9\u30a4\u30f3\u306e\u62c5\u5f53\u304c\u3001\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u304f","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u54c1\u76ee\u306e\u5019\u88dc\u30fb\u77e5\u308a\u305f\u3044\u3053\u3068\uff08\u5206\u91cf\uff0f\u6761\u4ef6\uff0f\u4fdd\u5b58\uff0f\u5909\u66f4\u70b9\uff09\u30fb\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u30fb\u500d\u7387\u306e\u6307\u5b9a\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u3044\u307e\u6709\u52b9\u306a\u7248\u3068\u5bfe\u8c61\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u624b\u9806\u306e\u5358\u4f4d\u306e\u6587\u66f8\u3092\u691c\u7d22\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u8a72\u5f53\u306e\u54c1\u76ee\u306e\u5909\u66f4\u8a18\u9332\u3068\u3001\u30d2\u30c3\u30c8\u3057\u305f\u624b\u9806\u306e\u8a72\u5f53\u306e\u8a9e\u53e5\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u500d\u7387\u306e\u6307\u5b9a\u304c\u3042\u308c\u3070\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5206\u91cf\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u624b\u9806\u306e\u539f\u6587\u3092\u5f15\u7528\u3057\u305f\u56de\u7b54\u3092\u3001\u7248\u756a\u53f7\u30fb\u65bd\u884c\u65e5\u30fb\u5909\u66f4\u70b9\u4ed8\u304d\u3067\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u56de\u7b54\u306e\u5206\u91cf\u3068\u6761\u4ef6\u304c\u624b\u9806\u306e\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u7167\u3089\u3059","**\u3010\u81ea\u52d5\uff0f\u4eba\u3011** \u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4ee3\u66ff\u306e\u98df\u6750\u306b\u95a2\u308f\u308b\u8cea\u554f\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u627f\u8a8d\u5f85\u3061\u306b\u3001\u305d\u308c\u4ee5\u5916\u306f\u305d\u306e\u307e\u307e\u8fd4\u3059","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u627f\u8a8d\u5f85\u3061\u306e\u56de\u7b54\u3092\u78ba\u304b\u3081\u3001\u8fd4\u3059"],"architecture":"```\n\u5e97\u8217\u30fb\u30e9\u30a4\u30f3\u306e\u8cea\u554f\uff08\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u30dc\u30c3\u30c8\u3078\u306e\u6295\u7a3f\nAWS Lambda\n   \u25bc\nClaude API \u2500\u2500 \u54c1\u76ee\u306e\u5019\u88dc\u30fb\u77e5\u308a\u305f\u3044\u3053\u3068\u30fb\u5bfe\u8c61\u30fb\u500d\u7387\u3092\u53d6\u308a\u51fa\u3059\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u25bc\nAmazon Bedrock\uff08Titan Text Embeddings V2\uff09\u2500\u2500 \u8cea\u554f\u306e\u57cb\u3081\u8fbc\u307f\n   \u25bc\nAmazon OpenSearch Service\uff08kuromoji \u3067\u65e5\u672c\u8a9e\u3092\u89e3\u6790\uff09\n   \u251c\u2500\u2500 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff08\u3044\u307e\u6709\u52b9\u306a\u7248\u30fb\u5bfe\u8c61\u3067\u7d5e\u308b\u3002\u54c1\u76ee\u3067\u307e\u3068\u3081\u308b\uff09\n   \u2514\u2500\u2500 \u5909\u66f4\u8a18\u9332\u306e\u691c\u7d22\u3068\u3001\u8a72\u5f53\u306e\u8a9e\u53e5\u306e\u53d6\u308a\u51fa\u3057\n   \u25bc\nPython \u2500\u2500 \u500d\u7387\u306e\u8a08\u7b97\n   \u25bc\nClaude API \u2500\u2500 \u539f\u6587\u3092\u5f15\u7528\u3057\u305f\u56de\u7b54\uff08\u7248\u756a\u53f7\u30fb\u65bd\u884c\u65e5\u30fb\u5909\u66f4\u70b9\uff09\n   \u25bc\nPython \u2500\u2500 \u56de\u7b54\u306e\u6570\u5b57\u3068\u539f\u6587\u306e\u7167\u5408\n   \u25bc\n\u305d\u306e\u307e\u307e\u8fd4\u3059 \uff0f\u3010\u4eba\u3011\u54c1\u8cea\u7ba1\u7406\u306e\u627f\u8a8d\uff08\u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u30fb\u4ee3\u66ff\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08kuromoji\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u3001collapse\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u57cb\u3081\u8fbc\u307f | Amazon Titan Text Embeddings V2\uff08Amazon Bedrock\uff09 | Cohere Embed\u3001OpenAI \u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb |\n| \u751f\u6210AI | Claude API\uff08\u8cea\u554f\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3068\u3001\u539f\u6587\u3092\u5f15\u7528\u3057\u305f\u56de\u7b54\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u30c1\u30e3\u30c3\u30c8\u3068\u306e\u3064\u306a\u304e\u3001\u30ec\u30b7\u30d4\u306e\u53d6\u308a\u8fbc\u307f\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u30ec\u30b7\u30d4\u3068\u88fd\u9020\u6307\u56f3\u306e\u7248\u3054\u3068\u306e\u539f\u672c\uff09 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n\n**\u30ec\u30b7\u30d4\u306e\u539f\u672c\u3068\u627f\u8a8d\u306e\u6d41\u308c\u306f\u3001\u3044\u307e\u306e\u307e\u307e\u5909\u3048\u307e\u305b\u3093\u3002** \u54c1\u8cea\u7ba1\u7406\u304c\u627f\u8a8d\u3057\u305f\u7248\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304d\u3001\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u306b1\u884c\u8db3\u3059\u3001\u3068\u3044\u3046\u624b\u9806\u306f\u305d\u306e\u307e\u307e\u3067\u3001**\u627f\u8a8d\u3055\u308c\u305f\u7248\u3092\u53d6\u308a\u8fbc\u3080\u51e6\u7406\u3092\u8db3\u3059\u3060\u3051\u3067\u3059\u3002**\n\n**\u691c\u7d22\u57fa\u76e4\u306f\u3001Amazon OpenSearch Service \u306e 3.x \u306e\u7248\u3092\u524d\u63d0\u306b\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306b OpenSearch 3.5\u30fb3.3\u30fb3.1 \u304c\u9078\u3079\u307e\u3059\u3002**\u65e5\u672c\u8a9e\u306e\u89e3\u6790\u306b\u4f7f\u3046 Japanese\uff08kuromoji\uff09Analysis \u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u306f\u3001\u3059\u3079\u3066\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002** \u516c\u5f0f\u306f Sudachi \u3082\u65e5\u672c\u8a9e\u5411\u3051\u306e\u9078\u629e\u80a2\u3068\u3057\u3066\u6319\u3052\u3066\u3044\u3066\u3001\u3053\u3061\u3089\u306f\u4efb\u610f\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3068\u3057\u3066\u8db3\u3057\u307e\u3059\u3002\n\n**\u54c1\u76ee\u3067\u307e\u3068\u3081\u308b collapse \u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u3067\u306f 3.1 \u304b\u3089\u4f7f\u3048\u307e\u3059\u3002** \u540c\u3058\u54c1\u76ee\u306e\u624b\u9806\u304c\u4e0a\u4f4d\u3092\u5360\u3081\u306a\u3044\u3088\u3046\u306b\u3001\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067\u307e\u3068\u3081\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u5e97\u8217\u3084\u30e9\u30a4\u30f3\u306e\u62c5\u5f53\u304c\u3001\u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u306b\u8cea\u554f\u3092\u66f8\u3044\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u8cea\u554f\u306e\u53d7\u3051\u4ed8\u3051\u3092\u30dc\u30c3\u30c8\u306b\u4e00\u672c\u5316\u3057\u3001\u62c5\u5f53\u8005\u306e\u500b\u4eba\u3042\u3066\u306e\u30c1\u30e3\u30c3\u30c8\u306b\u306f\u9001\u3089\u306a\u3044\u904b\u7528\u306b\u3057\u307e\u3059\u3002\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u30ec\u30b7\u30d4\u306e\u627f\u8a8d\u3067\u3059\u3002** \u54c1\u8cea\u7ba1\u7406\u304c\u65b0\u3057\u3044\u7248\u3092\u627f\u8a8d\u3057\u3001\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u306b\u884c\u3092\u8db3\u3057\u305f\u3068\u304d\u306b\u3001\u305d\u306e\u7248\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u306e\u6642\u70b9\u3067\u3001**\u65b0\u3057\u3044\u7248\u306b\u65bd\u884c\u65e5\u3092\u3001\u524d\u306e\u7248\u306b\u6709\u52b9\u306e\u7d42\u308f\u308a\u306e\u65e5\u3092\u5165\u308c\u307e\u3059\u3002** \u65bd\u884c\u65e5\u304c\u5148\u306e\u65e5\u4ed8\u306a\u3089\u3001\u305d\u306e\u65e5\u304c\u6765\u308b\u307e\u3067\u65b0\u3057\u3044\u7248\u306f\u691c\u7d22\u306b\u51fa\u307e\u305b\u3093\u3002\n\n**\u65bd\u884c\u65e5\u306e\u5207\u308a\u66ff\u3048\u306f\u3001\u691c\u7d22\u306e\u6761\u4ef6\u3067\u884c\u3044\u307e\u3059\u3002** \u6bce\u6669\u306b\u6587\u66f8\u306e\u5370\u3092\u4ed8\u3051\u66ff\u3048\u308b\u51e6\u7406\u3092\u4f5c\u308b\u3068\u3001\u305d\u306e\u51e6\u7406\u304c\u6b62\u307e\u3063\u305f\u65e5\u306b\u65e7\u7248\u304c\u51fa\u7d9a\u3051\u307e\u3059\u3002**\u6709\u52b9\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u65e5\u4ed8\u3092\u6587\u66f8\u306b\u6301\u305f\u305b\u3001\u691c\u7d22\u306e\u305f\u3073\u306b\u4eca\u65e5\u306e\u65e5\u4ed8\u3068\u6bd4\u3079\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cea\u554f | \u54c1\u76ee\u306e\u540d\u524d\uff08\u7565\u79f0\u30fb\u5e97\u8217\u3067\u306e\u547c\u3073\u65b9\u3092\u542b\u3080\uff09\u3001\u77e5\u308a\u305f\u3044\u3053\u3068\u3001\u500d\u7387\u306e\u6307\u5b9a | \u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8 |\n| \u624b\u9806\u306e\u6587\u66f8 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u3001\u5de5\u7a0b\u306e\u540d\u524d\u3001\u6750\u6599\u3068\u5206\u91cf\u3001\u52a0\u71b1\u306e\u6761\u4ef6\u3001\u4fdd\u5b58\u306e\u6761\u4ef6 | \u30ec\u30b7\u30d4\u3068\u88fd\u9020\u6307\u56f3\u3092\u624b\u9806\u306e\u5358\u4f4d\u306b\u5206\u3051\u305f\u3082\u306e |\n| \u5909\u66f4\u8a18\u9332 | \u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3001\u5909\u66f4\u306e\u7406\u7531\u3001\u5909\u66f4\u3057\u305f\u7b87\u6240\u3001\u627f\u8a8d\u8005 | \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868 |\n| \u54c1\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7 | \u6b63\u5f0f\u306a\u54c1\u76ee\u540d\u3068\u3001\u5e97\u8217\u3067\u306e\u547c\u3073\u65b9\u30fb\u7565\u79f0 | \u81ea\u793e\u3067\u4f5c\u308b\u4e00\u89a7 |\n| \u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831 | \u54c1\u76ee\u3054\u3068\u306e\u7279\u5b9a\u539f\u6750\u6599\u7b49\u306e\u6709\u7121 | \u54c1\u8cea\u7ba1\u7406\u306e\u53f0\u5e33 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u624b\u9806\u306e\u5358\u4f4d\u3067\u5206\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u30ec\u30b7\u30d4\u306e\u6587\u66f8\u3092\u4e38\u3054\u30681\u4ef6\u306b\u3059\u308b\u3068\u3001\u300c\u6e29\u3081\u76f4\u3057\u306f\u4f55\u5206\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u306b\u3001\u4ed5\u8fbc\u307f\u304b\u3089\u76db\u308a\u4ed8\u3051\u307e\u3067\u306e\u5168\u6587\u304c\u8fd4\u308a\u307e\u3059\u3002**\u5de5\u7a0b\u3054\u3068\u306b1\u4ef6\u306b\u3057\u3001\u54c1\u76ee\u3068\u7248\u306e\u60c5\u5831\u3092\u3059\u3079\u3066\u306e\u4ef6\u306b\u4ed8\u3051\u307e\u3059\u3002**\n\n**\u54c1\u76ee\u306e\u5225\u540d\u306e\u4e00\u89a7\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002** \u5e97\u8217\u3067\u306f\u300c\u30c7\u30df\u300d\u300c\u30cf\u30f3\u30d0\u30fc\u30b0\u30bd\u30fc\u30b9\u300d\u3068\u547c\u3073\u3001\u30ec\u30b7\u30d4\u306e\u6b63\u5f0f\u540d\u306f\u300c\u30c7\u30df\u30b0\u30e9\u30b9\u30bd\u30fc\u30b9\uff08\u5e97\u8217\u4ed5\u4e0a\u3052\u7528\uff09\u300d\u3067\u3059\u3002**\u5225\u540d\u306e\u4e00\u89a7\u304b\u3089\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3092\u5f15\u3044\u3066\u304b\u3089\u691c\u7d22\u3057\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8a72\u5f53\u306e\u624b\u9806 | \u624b\u9806\u306e\u7d22\u5f15 | \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\uff08\u5de5\u7a0b\u306e\u672c\u6587\u306e `match` \uff0b \u57cb\u3081\u8fbc\u307f\u306e `knn`\uff09\u3001\u6709\u52b9\u306e\u671f\u9593\u3068\u5bfe\u8c61\u3067 `filter`\u3001\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067 `collapse` |\n| \u8a72\u5f53\u306e\u8a9e\u53e5 | \u624b\u9806\u306e\u7d22\u5f15 | \u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3067\u7d5e\u3063\u305f\u901a\u5e38\u306e `match` \u306b `highlight` \u3092\u4ed8\u3051\u308b |\n| \u5909\u66f4\u8a18\u9332 | \u5909\u66f4\u8a18\u9332\u306e\u7d22\u5f15 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067 `term`\u3001\u65bd\u884c\u65e5\u306e\u65b0\u3057\u3044\u9806\u306b3\u4ef6 |\n| \u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831 | \u54c1\u8cea\u7ba1\u7406\u306e\u53f0\u5e33 | \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3067\u5f15\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/recipe-steps\/_search?search_pipeline=recipe-hybrid\n{\n  \"size\": 10,\n  \"_source\": [\"step_id\", \"item_id\", \"item_name\", \"version\", \"target\",\n              \"process\", \"body\", \"effective_from\"],\n  \"query\": {\n    \"hybrid\": {\n      \"queries\": [\n        { \"match\": { \"body\": \"\u30c7\u30df\u30b0\u30e9\u30b9 \u6e29\u3081\u76f4\u3057 \u6642\u9593\" } },\n        { \"knn\": { \"body_vector\": { \"vector\": [0.0], \"k\": 30 } } }\n      ],\n      \"filter\": {\n        \"bool\": {\n          \"filter\": [\n            { \"term\": { \"target\": \"store\" } },\n            { \"range\": { \"effective_from\": { \"lte\": \"now\/d\" } } },\n            { \"bool\": { \"should\": [\n                { \"range\": { \"effective_to\": { \"gt\": \"now\/d\" } } },\n                { \"bool\": { \"must_not\": { \"exists\": { \"field\": \"effective_to\" } } } }\n            ] } }\n          ]\n        }\n      }\n    }\n  },\n  \"collapse\": { \"field\": \"item_id\" }\n}\n```\n\n**\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306e `filter` \u306f1\u3064\u306e\u691c\u7d22\u306e\u5f62\u3067\u66f8\u304d\u3001\u8907\u6570\u306e\u6761\u4ef6\u306f `bool` \u306b\u307e\u3068\u3081\u307e\u3059\u3002** \u6709\u52b9\u306e\u7d42\u308f\u308a\u306e\u65e5\u304c\u7121\u3044\u6587\u66f8\uff08\u3044\u307e\u306e\u6700\u65b0\u306e\u7248\uff09\u3082\u62fe\u3046\u3088\u3046\u306b\u3001`should` \u30672\u3064\u306e\u6761\u4ef6\u3092\u4e26\u3079\u3066\u3044\u307e\u3059\u3002\n\n**collapse \u306b\u306f\u6ce8\u610f\u304c1\u3064\u3042\u308a\u307e\u3059\u3002** \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u3067\u306f\u3001\u4e0a\u4f4d `size` \u4ef6\u3092\u53d6\u3063\u3066\u304b\u3089\u54c1\u76ee\u3067\u307e\u3068\u3081\u308b\u306e\u3067\u3001**\u540c\u3058\u54c1\u76ee\u304c\u4e0a\u4f4d\u306b\u91cd\u306a\u308b\u3068\u3001\u8fd4\u308b\u54c1\u76ee\u306e\u6570\u304c `size` \u3088\u308a\u5c11\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u54c1\u76ee\u306e\u6570\u3092\u305d\u308d\u3048\u308b\u8a2d\u5b9a\u306f 3.10 \u304b\u3089\u3067\u3001Amazon OpenSearch Service \u306e\u7248\u3067\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**`size` \u3092\u591a\u3081\u306b\u53d6\u308a\u3001\u8fd4\u3063\u305f\u54c1\u76ee\u306e\u6570\u3067\u8db3\u308a\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n\u8a72\u5f53\u306e\u8a9e\u53e5\u306f\u3001\u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3067\u7d5e\u3063\u305f\u901a\u5e38\u306e\u691c\u7d22\u3067\u53d6\u308a\u307e\u3059\u3002`highlight` \u306f\u3001\u691c\u7d22\u306b\u540c\u7fa9\u8a9e\u3092\u4f7f\u3063\u3066\u3044\u3066\u3082**\u5143\u306e\u8a9e\u3092\u5f37\u8abf\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002** \u56de\u7b54\u306e\u753b\u9762\u3067\u306f\u3001\u3053\u306e\u8a9e\u53e5\u3092\u624b\u304c\u304b\u308a\u306b\u624b\u9806\u306e\u539f\u6587\u306e\u8a72\u5f53\u7b87\u6240\u3092\u793a\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u627f\u8a8d\u3055\u308c\u305f\u7248\u3060\u3051\u3092\u53d6\u308a\u8fbc\u3080** \u2026 \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u306b\u884c\u304c\u3042\u308b\u7248\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u3001`_\u6700\u7d42`\u30fb`_\u4fee\u6b63` \u306e\u3088\u3046\u306a\u4f5c\u696d\u4e2d\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u53d6\u308a\u8fbc\u307f\u307e\u305b\u3093\n2. **\u624b\u9806\u306e\u5358\u4f4d\u3078\u306e\u5206\u5272** \u2026 \u898b\u51fa\u3057\uff08\u4ed5\u8fbc\u307f\u30fb\u52a0\u71b1\u30fb\u51b7\u5374\u30fb\u4fdd\u5b58\u30fb\u5e97\u8217\u3067\u306e\u4ed5\u4e0a\u3052\uff09\u3067\u5206\u3051\u3001\u6750\u6599\u8868\u306f\u5de5\u7a0b\u3054\u3068\u306b\u4ed8\u3051\u307e\u3059\n3. **\u5206\u91cf\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c1.2kg\u300d\u300c1200g\u300d\u300c1,200g\u300d\u3092\u3001\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3057\u305f\u307e\u307e\u3001\u8a08\u7b97\u7528\u306e\u6570\u5024\u3068\u5358\u4f4d\u306e\u9805\u76ee\u306b\u3082\u5165\u308c\u307e\u3059\n4. **\u7248\u306e\u60c5\u5831\u306e\u4ed8\u4e0e** \u2026 \u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u5bfe\u8c61\u3001\u6709\u52b9\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u65e5\u3092\u3001\u3059\u3079\u3066\u306e\u624b\u9806\u306b\u4ed8\u3051\u307e\u3059\n5. **\u65e5\u672c\u8a9e\u306e\u89e3\u6790** \u2026 `kuromoji_tokenizer` \u306e `search` \u306e\u65b9\u5f0f\u3067\u3001\u300c\u30c7\u30df\u30b0\u30e9\u30b9\u30bd\u30fc\u30b9\u300d\u306e\u3088\u3046\u306a\u8907\u5408\u8a9e\u3092\u5206\u3051\u305f\u8a9e\u3068\u5143\u306e\u8a9e\u306e\u4e21\u65b9\u3067\u7d22\u5f15\u3057\u307e\u3059\u3002**\u793e\u5185\u306e\u7565\u8a9e\u306f `user_dictionary_rules` \u306b\u66f8\u304d\u307e\u3059**\n6. **\u57cb\u3081\u8fbc\u307f** \u2026 \u5de5\u7a0b\u306e\u540d\u524d\u3068\u672c\u6587\u3092\u3064\u306a\u3044\u3060\u6587\u3092 Titan Text Embeddings V2 \u3067\u57cb\u3081\u8fbc\u307f\u307e\u3059\n\n\u624b\u9806\u306e\u7d22\u5f15\u306e\u8a2d\u5b9a\u30681\u4ef6\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n```json\nPUT \/recipe-steps\n{\n  \"settings\": {\n    \"index.knn\": true,\n    \"analysis\": {\n      \"tokenizer\": {\n        \"ja_search\": {\n          \"type\": \"kuromoji_tokenizer\",\n          \"mode\": \"search\",\n          \"user_dictionary_rules\": [\"\u30c7\u30df,\u30c7\u30df,\u30c7\u30df,\u30ab\u30b9\u30bf\u30e0\u540d\u8a5e\"]\n        }\n      },\n      \"analyzer\": { \"ja\": { \"type\": \"custom\", \"tokenizer\": \"ja_search\" } }\n    }\n  },\n  \"mappings\": {\n    \"properties\": {\n      \"step_id\": { \"type\": \"keyword\" },\n      \"item_id\": { \"type\": \"keyword\" },\n      \"version\": { \"type\": \"keyword\" },\n      \"target\": { \"type\": \"keyword\" },\n      \"process\": { \"type\": \"keyword\" },\n      \"body\": { \"type\": \"text\", \"analyzer\": \"ja\" },\n      \"quantities\": { \"type\": \"nested\" },\n      \"effective_from\": { \"type\": \"date\" },\n      \"effective_to\": { \"type\": \"date\" },\n      \"body_vector\": { \"type\": \"knn_vector\", \"dimension\": 1024 }\n    }\n  }\n}\n```\n\n`quantities` \u306b\u306f\u3001\u6750\u6599\u3054\u3068\u306b `{\"material\": \"\u7389\u306d\u304e\", \"raw\": \"1.2kg\", \"value\": 1200, \"unit\": \"g\"}` \u306e\u3088\u3046\u306a\u5f62\u3067\u3001\u5143\u306e\u8868\u8a18\u3068\u8a08\u7b97\u7528\u306e\u6570\u5024\u3092\u4e26\u3079\u3066\u5165\u308c\u307e\u3059\u3002**\u500d\u7387\u306e\u8a08\u7b97\u306f\u3053\u306e `value` \u304b\u3089\u884c\u3044\u3001\u56de\u7b54\u306b\u306f `raw` \u3068\u8a08\u7b97\u3057\u305f\u5024\u3092\u4e26\u3079\u3066\u51fa\u3057\u307e\u3059\u3002** \u8a08\u7b97\u3057\u305f\u5024\u306b\u306f\u300c\u8a08\u7b97\u5024\u300d\u3068\u660e\u8a18\u3057\u3001\u539f\u6587\u306e\u5206\u91cf\u3068\u898b\u5206\u3051\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**3\u756a\u76ee\u304c\u3001\u6570\u5b57\u306e\u7167\u5408\u3092\u652f\u3048\u307e\u3059\u3002** \u5143\u306e\u8868\u8a18\u3068\u8a08\u7b97\u7528\u306e\u6570\u5024\u306e\u4e21\u65b9\u3092\u6301\u3063\u3066\u3044\u308c\u3070\u3001\u56de\u7b54\u306e\u6570\u5b57\u304c\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u3001\u8868\u8a18\u306e\u3086\u308c\u306b\u95a2\u4fc2\u306a\u304f\u7167\u3089\u305b\u307e\u3059\u3002\n\n**Titan Text Embeddings V2 \u306f\u82f1\u8a9e\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3067\u3001\u65e5\u672c\u8a9e\u306f\u591a\u8a00\u8a9e\u306e\u5bfe\u5fdc\uff08\u30d7\u30ec\u30d3\u30e5\u30fc\uff09\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002** \u81ea\u793e\u306e\u30ec\u30b7\u30d4\u306e\u8cea\u554f\u3067\u3001\u57cb\u3081\u8fbc\u307f\u3060\u3051\u3067\u3069\u3053\u307e\u3067\u5f53\u305f\u308b\u304b\u3092\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u5358\u8a9e\u306e\u4e00\u81f4\u306e\u691c\u7d22\u3092\u4e26\u3079\u3066\u3044\u308b\u306e\u306f\u3001\u54c1\u76ee\u540d\u3084\u5de5\u7a0b\u540d\u306e\u4e00\u81f4\u3092\u53d6\u308a\u3053\u307c\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f2\u3064\u3067\u3059\u3002\u8cea\u554f\u304b\u3089\u691c\u7d22\u306b\u4f7f\u3046\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3068\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u624b\u9806\u306e\u539f\u6587\u3092\u5f15\u7528\u3057\u3066\u56de\u7b54\u3092\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8cea\u554f\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057 | \u54c1\u76ee\u306e\u5019\u88dc\u3001\u77e5\u308a\u305f\u3044\u3053\u3068\uff08\u5206\u91cf\uff0f\u52a0\u71b1\uff0f\u4fdd\u5b58\uff0f\u624b\u9806\uff0f\u5909\u66f4\u70b9\uff09\u3001\u5bfe\u8c61\uff08\u30e9\u30a4\u30f3\uff0f\u5e97\u8217\uff09\u3001\u500d\u7387\u306e\u6307\u5b9a |\n| \u56de\u7b54\u306e\u4f5c\u6210 | \u624b\u9806\u306e\u539f\u6587\u304b\u3089\u8a72\u5f53\u306e\u6587\u3092\u5f15\u7528\u3057\u3001\u77ed\u3044\u56de\u7b54\u306b\u307e\u3068\u3081\u308b |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u624b\u9806\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3092\u66f8\u304f |\n| \u5909\u66f4\u70b9\u306e\u8981\u7d04 | \u76f4\u8fd1\u306e\u5909\u66f4\u8a18\u9332\u304b\u3089\u3001\u524d\u306e\u7248\u3068\u4f55\u304c\u5909\u308f\u3063\u305f\u304b\u3092\u66f8\u304f |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5206\u91cf\u306e\u8a08\u7b97 | \u500d\u7387\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u539f\u6587\u306b\u7121\u3044\u5206\u91cf\u30fb\u6761\u4ef6\u306e\u8a18\u8ff0 | \u5f15\u7528\u3057\u305f\u624b\u9806\u306b\u7121\u3044\u6570\u5b57\u3092\u66f8\u304b\u306a\u3044 |\n| \u4ee3\u66ff\u306e\u98df\u6750\u306e\u53ef\u5426\u306e\u5224\u65ad | \u54c1\u8cea\u7ba1\u7406\u304c\u6c7a\u3081\u308b\u3002\u30a2\u30ec\u30eb\u30b2\u30f3\u304c\u5909\u308f\u308a\u3046\u308b |\n| \u52a0\u71b1\u306e\u6761\u4ef6\u306e\u8a00\u3044\u63db\u3048 | \u300c\u4e2d\u5fc3\u6e29\u5ea675\u21031\u5206\u4ee5\u4e0a\u300d\u3092\u300c\u3088\u304f\u52a0\u71b1\u300d\u306b\u3057\u306a\u3044 |\n| \u65e7\u7248\u306e\u8a18\u8f09\u3067\u306e\u56de\u7b54 | \u5909\u66f4\u70b9\u3092\u805e\u304b\u308c\u305f\u3068\u304d\u3060\u3051\u65e7\u7248\u3092\u793a\u3059 |\n\n**4\u884c\u76ee\u306f\u898b\u843d\u3068\u3057\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u751f\u6210AI\u306f\u3001\u8aad\u307f\u3084\u3059\u3055\u306e\u305f\u3081\u306b\u6570\u5b57\u3092\u8a00\u8449\u306b\u4e38\u3081\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u52a0\u71b1\u306e\u6761\u4ef6\u306f\u98df\u54c1\u306e\u5b89\u5168\u306b\u95a2\u308f\u308b\u306e\u3067\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u306e\u307e\u307e\u5f15\u7528\u3055\u305b\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u306e\u751f\u7523\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u3057\u3066\u3001\u5e97\u8217\u3068\u30e9\u30a4\u30f3\u304b\u3089\u306e\n\u30ec\u30b7\u30d4\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b\u7acb\u5834\u3067\u3059\u3002\n\u7b54\u3048\u306f\u3001\u6e21\u3055\u308c\u305f\u624b\u9806\u306e\u539f\u6587\u3068\u5909\u66f4\u8a18\u9332\u3060\u3051\u304b\u3089\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8cea\u554f\u306b\u8a72\u5f53\u3059\u308b\u624b\u9806\u3092\u3001\u6e21\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u304b\u3089\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n2. \u5206\u91cf\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4fdd\u5b58\u306e\u6761\u4ef6\u306f\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u56de\u7b54\u306e\u6700\u5f8c\u306b\u3001\u6839\u62e0\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3001\u7248\u756a\u53f7\u3001\u65bd\u884c\u65e5\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u76f4\u8fd1\u306e\u5909\u66f4\u8a18\u9332\u304c\u3042\u308a\u3001\u8cea\u554f\u306b\u95a2\u4fc2\u3059\u308b\u7b87\u6240\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\n   \u4f55\u304c\u5909\u308f\u3063\u305f\u304b\u30921\u301c2\u6587\u3067\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n5. \u500d\u7387\u306e\u8a08\u7b97\u7d50\u679c\u304c\u6e21\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u539f\u6587\u306e\u5206\u91cf\u3068\u4e26\u3079\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5206\u91cf\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u7d50\u679c\u304c\u7121\u3051\u308c\u3070\u539f\u6587\u306e\u5206\u91cf\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u5206\u91cf\u30fb\u6e29\u5ea6\u30fb\u6642\u9593\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u52a0\u71b1\u306e\u6761\u4ef6\u3092\u8a00\u3044\u63db\u3048\u305f\u308a\u3001\u4e38\u3081\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ee3\u66ff\u306e\u98df\u6750\u3092\u4f7f\u3063\u3066\u3088\u3044\u304b\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u805e\u304b\u308c\u305f\u5834\u5408\u306f\u300c\u54c1\u8cea\u7ba1\u7406\u306e\u78ba\u8a8d\u304c\u8981\u308b\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u8a72\u5f53\u3059\u308b\u624b\u9806\u304c\u7121\u3044\u5834\u5408\u306f\u3001\u7121\u3044\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u54c1\u76ee\u306e\u624b\u9806\u3067\u4ee3\u308f\u308a\u306b\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7248\u756a\u53f7\u306e\u9055\u3046\u624b\u9806\u304c\u6df7\u3056\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u65bd\u884c\u65e5\u304c\u4eca\u65e5\u4ee5\u524d\u3067\u6700\u3082\u65b0\u3057\u3044\u7248\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4eca\u65e5\u306e\u65e5\u4ed8\u3011{today}\n\u3010\u8cea\u554f\u3011{question}\n\u3010\u53d6\u308a\u51fa\u3057\u305f\u9805\u76ee\u3011{parsed}\n\u3010\u691c\u7d22\u7d50\u679c\uff08\u624b\u9806\u306e\u539f\u6587\uff09\u3011{steps}\n\u3010\u5909\u66f4\u8a18\u9332\u3011{changes}\n\u3010\u500d\u7387\u306e\u8a08\u7b97\u7d50\u679c\u3011{scaled}\n```\n\n**\u300c\u4f3c\u305f\u54c1\u76ee\u306e\u624b\u9806\u3067\u4ee3\u308f\u308a\u306b\u7b54\u3048\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u5e97\u8217\u7528\u306e\u624b\u9806\u304c\u7121\u3044\u54c1\u76ee\u306b\u3001\u30e9\u30a4\u30f3\u7528\u306e\u88fd\u9020\u6307\u56f3\u3067\u7b54\u3048\u307e\u3059\u3002** \u91cf\u3082\u624b\u9806\u3082\u9055\u3046\u306e\u3067\u3001\u5e97\u8217\u3067\u306f\u305d\u306e\u307e\u307e\u4f7f\u3048\u307e\u305b\u3093\u3002**\u7121\u3044\u3068\u304d\u306f\u7121\u3044\u3068\u8fd4\u3057\u3001\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002**\n\n**\u7248\u306e\u6761\u4ef6\u3092\u6307\u793a\u306b\u3082\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u4e8c\u91cd\u306e\u5b88\u308a\u3067\u3059\u3002** \u691c\u7d22\u306e\u5074\u3067\u7d5e\u3063\u3066\u3044\u3066\u3082\u3001\u65bd\u884c\u65e5\u306e\u5f53\u65e5\u306b\u53d6\u308a\u8fbc\u307f\u304c\u9045\u308c\u305f\u6587\u66f8\u304c\u6df7\u3056\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"answer\": \"\",\n  \"quotes\": [\n    { \"step_id\": \"DG-STORE-v8-03\", \"text\": \"\" }\n  ],\n  \"basis\": { \"item_id\": \"DG-STORE\", \"version\": \"8\", \"effective_from\": \"2026-10-01\" },\n  \"change_note\": \"\",\n  \"scaled_values_used\": true,\n  \"topic\": \"quantity | heating | storage | procedure | change | substitution\",\n  \"needs_qa_approval\": false,\n  \"not_found\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`quotes` \u306e\u6587\u5b57\u5217\u3092\u539f\u6587\u3068\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u3001\u305d\u306e `step_id` \u306e\u624b\u9806\u306e\u672c\u6587\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\u542b\u307e\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u56de\u7b54\u306f\u8fd4\u3055\u305a\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002** \u56de\u7b54\u306e\u672c\u6587\u306b\u51fa\u308b\u5206\u91cf\u3068\u6e29\u5ea6\u3082\u3001`quotes` \u306e\u4e2d\u306b\u3042\u308b\u304b\u3092\u7167\u3089\u3057\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`topic` \u3067\u627f\u8a8d\u306e\u8981\u5426\u3092\u6a5f\u68b0\u7684\u306b\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `heating`\u30fb`substitution` \u3068\u3001\u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831\u3092\u6301\u3064\u54c1\u76ee\u306e `quantity` \u306f\u3001`needs_qa_approval` \u3092 AI\u306e\u5224\u65ad\u306b\u95a2\u4fc2\u306a\u304f `true` \u306b\u3057\u307e\u3059\u3002**\u627f\u8a8d\u306e\u8981\u5426\u306f\u898f\u5247\u3067\u6c7a\u3081\u3001AI\u306e\u7533\u544a\u306b\u983c\u308a\u307e\u305b\u3093\u3002**\n\n**3\u3064\u76ee\u306f\u3001`not_found` \u3067\u300c\u7121\u3044\u300d\u3092\u6b63\u76f4\u306b\u8fd4\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u7121\u3044\u3068\u304d\u306b\u4f55\u304b\u3092\u8fd4\u305d\u3046\u3068\u3059\u308b\u56de\u7b54\u3088\u308a\u3001\u7121\u3044\u3068\u8fd4\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059\u307b\u3046\u304c\u3001\u5e97\u8217\u306e\u4f5c\u308a\u9593\u9055\u3044\u3092\u9632\u3052\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u793e\u5185\u306e\u30c1\u30e3\u30c3\u30c8 | \u30dc\u30c3\u30c8\u306e\u53d7\u4fe1\u3068\u8fd4\u4fe1 | \u8cea\u554f\u306e\u53d7\u3051\u4ed8\u3051\u3068\u3001\u56de\u7b54\u306e\u8fd4\u4fe1 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u8cea\u554f\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u56de\u7b54\u306e\u4f5c\u6210 |\n| Amazon Bedrock | Titan Text Embeddings V2 \u306e\u547c\u3073\u51fa\u3057 | \u8cea\u554f\u3068\u624b\u9806\u306e\u57cb\u3081\u8fbc\u307f |\n| Amazon OpenSearch Service | \u691c\u7d22\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u6307\u5b9a\u3057\u305f `_search` | \u624b\u9806\u3068\u5909\u66f4\u8a18\u9332\u306e\u691c\u7d22 |\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u30fb\u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868 | \u627f\u8a8d\u306e\u884c\u306e\u8ffd\u52a0\u3067\u53d6\u308a\u8fbc\u307f\u3092\u8d77\u52d5 | \u65b0\u3057\u3044\u7248\u306e\u53d6\u308a\u8fbc\u307f\u3068\u6709\u52b9\u306e\u671f\u9593\u306e\u8a2d\u5b9a |\n| \u627f\u8a8d\u306e\u753b\u9762 | \u793e\u5185\u306eWeb\u753b\u9762 | \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306e\u627f\u8a8d\u5f85\u3061\u306e\u4e00\u89a7 |\n\n**\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3068\u5909\u66f4\u8a18\u9332\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u539f\u672c\u306e\u7ba1\u7406\u306f\u4eca\u307e\u3067\u901a\u308a\u54c1\u8cea\u7ba1\u7406\u304c\u884c\u3044\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u627f\u8a8d\u5f85\u3061\u3092\u78ba\u304b\u3081\u308b** \u2026 \u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4ee3\u66ff\u306e\u98df\u6750\u306b\u95a2\u308f\u308b\u56de\u7b54\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5f15\u7528\u3068\u539f\u6587\u3067\u78ba\u304b\u3081\u307e\u3059\n2. **`not_found` \u3092\u5f15\u304d\u53d6\u308b** \u2026 \u8a72\u5f53\u306e\u624b\u9806\u304c\u7121\u304b\u3063\u305f\u8cea\u554f\u306f\u3001\u62c5\u5f53\u304c\u7b54\u3048\u3001\u5fc5\u8981\u306a\u3089\u624b\u9806\u66f8\u3092\u4f5c\u308a\u307e\u3059\n3. **\u7167\u5408\u3067\u6b62\u307e\u3063\u305f\u56de\u7b54\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u6587\u306b\u7121\u304b\u3063\u305f\u56de\u7b54\u3092\u3001\u62c5\u5f53\u304c\u898b\u76f4\u3057\u307e\u3059\n4. **\u8fd4\u3057\u305f\u56de\u7b54\u3092\u9031\u306b\u4e00\u5ea6\u898b\u76f4\u3059** \u2026 \u305d\u306e\u307e\u307e\u8fd4\u3057\u305f\u56de\u7b54\u304b\u3089\u629c\u304d\u51fa\u3057\u3066\u3001\u5f15\u7528\u3068\u7248\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**1\u756a\u76ee\u306e\u627f\u8a8d\u306f\u3001\u5f15\u7528\u304c\u539f\u6587\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b\u3060\u3051\u3067\u3059\u3002** \u56de\u7b54\u3092\u66f8\u304d\u76f4\u3059\u5fc5\u8981\u306f\u307b\u3068\u3093\u3069\u306a\u304f\u3001**\u6570\u5341\u79d2\u3067\u7d42\u308f\u308b\u898b\u8fbc\u307f\u3067\u3059\u3002** \u627f\u8a8d\u306e\u5bfe\u8c61\u3092\u7d5e\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u62c5\u5f53\u306e\u6642\u9593\u306f\u7b54\u3048\u3092\u63a2\u3059\u3053\u3068\u304b\u3089\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u79fb\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u3001600\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u305d\u306e\u307e\u307e\u8fd4\u3059\u56de\u7b54\u306f\u62c5\u5f53\u306e\u624b\u3092\u901a\u3089\u305a\u3001\u627f\u8a8d\u5f85\u3061\u3068 `not_found` \u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u76ee\u304c\u7279\u5b9a\u3067\u304d\u306a\u3044\uff08\u5225\u540d\u306e\u4e00\u89a7\u306b\u7121\u3044\uff09 | \u5019\u88dc\u30923\u3064\u307e\u3067\u793a\u3057\u3066\u5e97\u8217\u306b\u805e\u304d\u8fd4\u3059 |\n| \u8a72\u5f53\u306e\u624b\u9806\u304c\u7121\u3044 | `not_found` \u3068\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059 |\n| \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u6587\u306b\u7121\u3044 | \u8fd4\u3055\u305a\u306b\u62c5\u5f53\u306b\u56de\u3059\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u65bd\u884c\u65e5\u306e\u5f53\u65e5\u306b\u65b0\u3057\u3044\u7248\u304c\u672a\u53d6\u308a\u8fbc\u307f | \u5909\u66f4\u8a18\u9332\u306e\u4e00\u89a7\u8868\u3068\u53d6\u308a\u8fbc\u307f\u306e\u72b6\u614b\u3092\u7167\u3089\u3057\u3001\u672a\u53d6\u308a\u8fbc\u307f\u306a\u3089\u62c5\u5f53\u306b\u56de\u3059 |\n| collapse \u3067\u8fd4\u308b\u54c1\u76ee\u304c\u5c11\u306a\u3044 | `size` \u3092\u5897\u3084\u3057\u3066\u53d6\u308a\u76f4\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u518d\u5b9f\u884c |\n| \u8cea\u554f\u304c\u82e6\u60c5\u3084\u4e8b\u6545\u306e\u5831\u544a | \u56de\u7b54\u3092\u4f5c\u3089\u305a\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u306b\u8ee2\u9001\u3059\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u3092\u5165\u308c\u3066\u304a\u304f\u306e\u306f\u3001\u30dc\u30c3\u30c8\u304c\u73fe\u5834\u306e\u7a93\u53e3\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002** \u300c\u7570\u7269\u304c\u5165\u3063\u3066\u3044\u305f\u300d\u306e\u3088\u3046\u306a\u5831\u544a\u304c\u30dc\u30c3\u30c8\u306b\u5c4a\u3044\u305f\u3068\u304d\u3001**\u30ec\u30b7\u30d4\u306e\u691c\u7d22\u3067\u7b54\u3048\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002** \u8cea\u554f\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3059\u6bb5\u968e\u3067\u533a\u5206\u3057\u3001\u4eba\u306b\u56de\u3057\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8cea\u554f\uff08\u65e5\u6642\u3001\u5e97\u8217\u3001\u6295\u7a3f\u8005\uff09\u3068\u3001\u53d6\u308a\u51fa\u3057\u305f\u9805\u76ee\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08`filter`\u3001\u4eca\u65e5\u306e\u65e5\u4ed8\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u624b\u9806\u306e\u8b58\u5225\u5b50\u3068\u7248\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u7167\u5408\u306e\u7d50\u679c\uff08\u5f15\u7528\u304c\u539f\u6587\u306b\u3042\u3063\u305f\u304b\uff09\n- \u627f\u8a8d\u306e\u8a18\u9332\uff08\u627f\u8a8d\u8005\u3001\u627f\u8a8d\u30fb\u5dee\u3057\u623b\u3057\uff09\n- `not_found` \u306e\u8cea\u554f\u3068\u3001\u62c5\u5f53\u304c\u3069\u3046\u7b54\u3048\u305f\u304b\n\n**2\u3064\u76ee\u3067\u691c\u7d22\u306e\u6761\u4ef6\u3068\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u5f8c\u304b\u3089\u300c\u305d\u306e\u65e5\u306b\u3069\u306e\u7248\u3067\u7b54\u3048\u305f\u304b\u300d\u3092\u8aac\u660e\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u5e97\u8217\u3067\u4f5c\u308a\u9593\u9055\u3044\u304c\u8d77\u304d\u305f\u3068\u304d\u3001\u30dc\u30c3\u30c8\u306e\u56de\u7b54\u304c\u65e7\u7248\u3060\u3063\u305f\u306e\u304b\u3001\u5e97\u8217\u304c\u8aad\u307f\u9055\u3048\u305f\u306e\u304b\u3092\u5206\u3051\u3089\u308c\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u5c4a\u3044\u305f\u8cea\u554f\u304b\u3089\u3001\u54c1\u76ee\u306e\u3070\u3089\u3051\u305f50\u4ef6\u3092\u9078\u3076\uff08**\u6539\u8a02\u306e\u3042\u3063\u305f\u54c1\u76ee\u306e\u8cea\u554f\u3092\u5fc5\u305a\u542b\u3081\u308b**\uff09\n2. \u305d\u306e50\u4ef6\u306e\u54c1\u76ee\u306b\u3064\u3044\u3066\u3001\u3044\u307e\u306e\u7248\u306e\u624b\u9806\u66f8\u3068\u5909\u66f4\u8a18\u9332\u3092\u96c6\u3081\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u624b\u9806\u66f8\u3068\u5909\u66f4\u8a18\u9332\u3092\u6e21\u3057\u3001\u300c\u3053\u306e\u8cea\u554f\u306b\u3001\u6e21\u3057\u305f\u624b\u9806\u66f8\u306e\u539f\u6587\u3092\u5f15\u7528\u3057\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u5206\u91cf\u3068\u6e29\u5ea6\u306f\u539f\u6587\u306e\u307e\u307e\u66f8\u304d\u3001\u7248\u756a\u53f7\u3092\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u624b\u9806\u66f8\u306b\u7121\u3051\u308c\u3070\u7121\u3044\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u56de\u7b54\u3092\u3001\u5f53\u6642\u62c5\u5f53\u304c\u8fd4\u3057\u305f\u7b54\u3048\u3068\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u7b54\u3048\u3068\u540c\u3058\u5206\u91cf\u30fb\u6761\u4ef6\u304c\u3001\u7248\u756a\u53f7\u4ed8\u304d\u3067\u51fa\u305f | **\u624b\u9806\u306e\u5358\u4f4d\u306e\u7d22\u5f15\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u5206\u91cf\u3092\u4e38\u3081\u305f\u30fb\u8a00\u3044\u63db\u3048\u305f | \u6307\u793a\u3068\u5f8c\u6bb5\u306e\u7167\u5408\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u65e7\u7248\u306e\u624b\u9806\u3067\u7b54\u3048\u305f | \u7248\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u691c\u7d22\u306e\u6761\u4ef6\u306b\u5165\u308c\u308b\u3002**\u6e21\u3059\u6587\u66f8\u3092\u7d5e\u308c\u3070\u76f4\u308b** |\n\n**3\u884c\u76ee\u306f\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8907\u6570\u306e\u7248\u3092\u307e\u3068\u3081\u3066\u6e21\u3059\u3068\u5fc5\u305a\u8d77\u304d\u307e\u3059\u3002** \u305d\u308c\u304c\u3001\u7248\u306e\u7d5e\u308a\u8fbc\u307f\u3092AI\u3067\u306a\u304f\u691c\u7d22\u306e\u5074\u306b\u7f6e\u304f\u7406\u7531\u3067\u3059\u3002\u8a66\u3059\u3068\u304d\u306f\u3001**\u308f\u3056\u3068\u65e7\u7248\u3092\u6df7\u305c\u305f\u56de\u3082\u4f5c\u308a\u3001\u3069\u308c\u304f\u3089\u3044\u65e7\u7248\u3092\u62fe\u3046\u304b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup_short":"\u624b\u9806\u66f8\u3092\u624b\u5143\u306eAI\u306b\u6e21\u3057\u3001\u8cea\u554f\u306b\u7b54\u3048\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u56de\u7b54\u306e\u4e0b\u66f8\u304d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u624b\u9806\u306e\u5358\u4f4d\u306e\u7d22\u5f15\u3092 OpenSearch \u306b\u4f5c\u308a\u3001\u7248\u3067\u7d5e\u3063\u3066\u691c\u7d22\u3057\u3001\u62c5\u5f53\u304c\u56de\u7b54\u3092\u78ba\u304b\u3081\u3066\u8fd4\u3059 \uff0f \u691c\u7d22\u3068\u56de\u7b54\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u3001\u6570\u5b57\u306e\u7167\u5408\u3001\u627f\u8a8d\u306e\u8981\u5426\u306e\u898f\u5247\u3001\u627f\u8a8d\u3055\u308c\u305f\u7248\u306e\u81ea\u52d5\u306e\u53d6\u308a\u8fbc\u307f \uff0f \u8cea\u554f\u306e\u53d7\u3051\u4ed8\u3051\u304b\u3089\u8fd4\u4fe1\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef610\u5206\u304c5\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u63a2\u3059\u6642\u9593\u306f\u307b\u307c\u6d88\u3048\u307e\u3059\u304c\u3001\u3059\u3079\u3066\u306e\u56de\u7b54\u3092\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u8fd4\u3059\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30673\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u51fa\u308b\u306e\u306f\u3001**\u627f\u8a8d\u306e\u8981\u3089\u306a\u3044\u56de\u7b54\u304c\u305d\u306e\u307e\u307e\u8fd4\u308b\u3088\u3046\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30671\u304b\u6708\u4f7f\u3044\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u56de\u7b54\u306e\u50be\u5411\u3092\u898b\u307e\u3059\u3002**\u76f4\u3057\u304c\u307b\u3068\u3093\u3069\u7121\u3044\u7a2e\u985e\u306e\u8cea\u554f\u304b\u3089\u3001\u305d\u306e\u307e\u307e\u8fd4\u3059\u5bfe\u8c61\u306b\u5165\u308c\u3066\u3044\u304d\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u65e7\u7248\u306e\u624b\u9806\u304c\u8fd4\u308b | **\u6709\u52b9\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u65e5\u3067\u3001\u691c\u7d22\u306e\u6761\u4ef6\u3068\u3057\u3066\u7d5e\u308b** |\n| \u65bd\u884c\u65e5\u306e\u5207\u308a\u66ff\u3048\u306e\u51e6\u7406\u304c\u6b62\u307e\u308b | \u5370\u306e\u4ed8\u3051\u66ff\u3048\u3092\u3084\u3081\u3001\u691c\u7d22\u306e\u305f\u3073\u306b\u4eca\u65e5\u306e\u65e5\u4ed8\u3068\u6bd4\u3079\u308b |\n| \u4f5c\u696d\u4e2d\u306e\u30d5\u30a1\u30a4\u30eb\u304c\u53d6\u308a\u8fbc\u307e\u308c\u308b | \u5909\u66f4\u8a18\u9332\u306b\u884c\u304c\u3042\u308b\u7248\u3060\u3051\u3092\u53d6\u308a\u8fbc\u3080 |\n| \u5206\u91cf\u3092\u4e38\u3081\u305f\u56de\u7b54\u304c\u8fd4\u308b | \u539f\u6587\u306e\u5f15\u7528\u3092\u5fc5\u9808\u306b\u3057\u3001**\u6570\u5b57\u3092\u7167\u5408\u3059\u308b** |\n| \u5e97\u8217\u306e\u547c\u3073\u65b9\u3067\u54c1\u76ee\u304c\u5f15\u3051\u306a\u3044 | \u5225\u540d\u306e\u4e00\u89a7\u3067\u54c1\u76ee\u306e\u8b58\u5225\u5b50\u3092\u5f15\u304f |\n| \u5e97\u8217\u7528\u306e\u624b\u9806\u304c\u7121\u3044\u54c1\u76ee\u306b\u30e9\u30a4\u30f3\u7528\u3067\u7b54\u3048\u308b | \u5bfe\u8c61\u3067\u7d5e\u308a\u3001\u7121\u3051\u308c\u3070 `not_found` |\n| \u540c\u3058\u54c1\u76ee\u304c\u4e0a\u4f4d\u3092\u5360\u3081\u308b | \u54c1\u76ee\u3067 collapse \u3057\u3001\u8fd4\u308b\u4ef6\u6570\u3092\u78ba\u304b\u3081\u308b |\n| \u65e5\u672c\u8a9e\u306e\u57cb\u3081\u8fbc\u307f\u304c\u5f53\u305f\u3089\u306a\u3044 | \u5358\u8a9e\u306e\u4e00\u81f4\u306e\u691c\u7d22\u3092\u4e26\u3079\u3001**\u81ea\u793e\u306e\u8cea\u554f\u3067\u5f53\u305f\u308a\u65b9\u3092\u78ba\u304b\u3081\u308b** |\n| \u7570\u7269\u306a\u3069\u306e\u5831\u544a\u306b\u30ec\u30b7\u30d4\u3067\u7b54\u3048\u308b | \u8cea\u554f\u306e\u533a\u5206\u3067\u4eba\u306b\u56de\u3059 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u3044\u307e\u306e\u7248\u300d\u3092\u3069\u3053\u3067\u6c7a\u3081\u308b\u304b\u306e\u554f\u984c\u3067\u3059\u3002**\u7248\u306f\u691c\u7d22\u306e\u6761\u4ef6\u3067\u6c7a\u3081\u3001AI\u306b\u9078\u3070\u305b\u306a\u3044\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u81ea\u793e\u306e\u30ec\u30b7\u30d4\u3068\u88fd\u9020\u6307\u56f3\uff08\u914d\u5408\u30fb\u5de5\u7a0b\u30fb\u6761\u4ef6\uff09\u3001\u5909\u66f4\u8a18\u9332\u3001\u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u60c5\u5831\u3067\u3059\u3002**\u914d\u5408\u306f\u7af6\u4e89\u529b\u306e\u6e90\u3067\u3001\u793e\u5916\u306b\u51fa\u305b\u306a\u3044\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u898b\u3089\u308c\u308b\u7bc4\u56f2\u3092\u5206\u3051\u308b** \u2026 OpenSearch \u306e\u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3067\u3001\u5e97\u8217\u306e\u62c5\u5f53\u306f\u5e97\u8217\u7528\u306e\u624b\u9806\u3060\u3051\u3001\u30e9\u30a4\u30f3\u306e\u62c5\u5f53\u306f\u30e9\u30a4\u30f3\u7528\u306e\u624b\u9806\u3060\u3051\u3092\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3067\u304d\u307e\u3059\n2. **\u5916\u90e8\u306e\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u6e21\u3059\u306e\u306f\u3001\u8cea\u554f\u3068\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u624b\u9806\u306e\u6570\u4ef6\u3060\u3051\u3067\u3059\u3002\u30ec\u30b7\u30d4\u5168\u4f53\u3092\u6e21\u3057\u307e\u305b\u3093\n3. **\u98df\u54c1\u306e\u5b89\u5168\u306b\u95a2\u308f\u308b\u56de\u7b54\u306f\u4eba\u304c\u627f\u8a8d\u3059\u308b** \u2026 \u30a2\u30ec\u30eb\u30b2\u30f3\u30fb\u52a0\u71b1\u306e\u6761\u4ef6\u30fb\u4ee3\u66ff\u306e\u98df\u6750\u306e\u56de\u7b54\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u627f\u8a8d\u3057\u3066\u304b\u3089\u8fd4\u3057\u307e\u3059\n4. **\u65e7\u7248\u306e\u539f\u672c\u306f\u6d88\u3055\u306a\u3044** \u2026 \u76e3\u67fb\u3084\u4e8b\u6545\u306e\u8abf\u67fb\u3067\u3001\u305d\u306e\u65e5\u306b\u6709\u52b9\u3060\u3063\u305f\u7248\u3092\u793a\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\n5. **\u73fe\u5834\u306e\u5831\u544a\u3092\u30dc\u30c3\u30c8\u3067\u5b8c\u7d50\u3055\u305b\u306a\u3044** \u2026 \u7570\u7269\u30fb\u4f53\u8abf\u4e0d\u826f\u30fb\u6e29\u5ea6\u306e\u9038\u8131\u306e\u5831\u544a\u306f\u3001\u6c7a\u307e\u3063\u305f\u5831\u544a\u306e\u7d4c\u8def\u306b\u56de\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u65e7\u7248\u3084\u5225\u306e\u54c1\u76ee\u306e\u5206\u91cf\u3067\u5e97\u8217\u304c\u4f5c\u308b\u3053\u3068\u3068\u3001\u5b89\u5168\u306b\u95a2\u308f\u308b\u6761\u4ef6\u304c\u8aa4\u3063\u3066\u4f1d\u308f\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u7248\u3068\u5bfe\u8c61\u306e\u7d5e\u308a\u8fbc\u307f\u3067\u3001\u5f8c\u8005\u306f\u6570\u5b57\u306e\u7167\u5408\u3068\u627f\u8a8d\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u30bb\u30f3\u30c8\u30e9\u30eb\u30ad\u30c3\u30c1\u30f3\u3067\u4ed5\u8fbc\u307f\u54c1\u30fb\u30bd\u30fc\u30b9\u30fb\u60e3\u83dc\u3092\u4f5c\u308a\u3001\u6570\u5341\u5e97\u8217\u3078\u914d\u9001\u3057\u3066\u3044\u308b\u98f2\u98df\u30c1\u30a7\u30fc\u30f3\u3084\u3001\u5e97\u5185\u3067\u6700\u7d42\u306e\u8abf\u7406\u3092\u3059\u308b\u60e3\u83dc\u306e\u58f2\u5834\u3092\u6301\u3064\u5c0f\u58f2\u3001\u8907\u6570\u306e\u65bd\u8a2d\u306b\u6599\u7406\u3092\u51fa\u3059\u30db\u30c6\u30eb\u3002\u30ec\u30b7\u30d4\u3068\u88fd\u9020\u6307\u56f3\u304c\u7248\u3092\u91cd\u306d\u3066\u6539\u8a02\u3055\u308c\u3001\u5e97\u8217\u3084\u30e9\u30a4\u30f3\u304b\u3089\u300c\u3044\u307e\u306e\u5206\u91cf\u306f\u300d\u300c\u4f55\u304c\u5909\u308f\u3063\u305f\u304b\u300d\u3068\u3044\u3046\u8cea\u554f\u304c\u6bce\u65e5\u5c4a\u304d\u3001\u751f\u7523\u7ba1\u7406\u3084\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u7d19\u306e\u30d5\u30a1\u30a4\u30eb\u3084\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3092\u63a2\u3057\u3066\u7b54\u3048\u3066\u3044\u308b\u5834\u5408\u3002AWS 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\u306b\u624b\u9806\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u6709\u52b9\u306e\u671f\u9593\u3068\u5bfe\u8c61\u3067\u7d5e\u3063\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u62c5\u5f53\u304c\u3059\u3079\u3066\u306e\u56de\u7b54\u3092\u78ba\u304b\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u30c1\u30e3\u30c3\u30c8\u306e\u30dc\u30c3\u30c8\u3068\u3001\u6570\u5b57\u306e\u7167\u5408\u3001\u627f\u8a8d\u306e\u8981\u5426\u306e\u898f\u5247\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 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\u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Amazon OpenSearch Service \u3067\u9078\u3079\u308b OpenSearch \u306e\u7248\u306b 3.5\u30fb3.3\u30fb3.1 \u304c\u3042\u308b\u3053\u3068\u3002\u7d22\u5f15\u30fb\u6587\u66f8\u30fb\u9805\u76ee\u306e\u5358\u4f4d\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u3042\u308b\u3053\u3068 | [AWS: What is Amazon OpenSearch Service?](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/what-is.html) | 2026-10-14 |\n| Japanese\uff08kuromoji\uff09Analysis \u304c\u3059\u3079\u3066\u306e\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3053\u3068\u3002Sudachi Analysis \u304c\u65e5\u672c\u8a9e\u5411\u3051\u306b\u63a8\u5968\u3055\u308c\u308b\u4efb\u610f\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u3067\u3042\u308b\u3053\u3068\u3002Neural Search \u3068 k-NN \u304c\u4f7f\u3048\u308b\u3053\u3068 | [AWS: Plugins by engine version](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-14 |\n| `kuromoji_tokenizer` \u304c IPAdic \u306e\u8f9e\u66f8\u3067\u65e5\u672c\u8a9e\u3092\u5f62\u614b\u7d20\u306b\u5206\u3051\u308b\u3053\u3068\u3002`search` \u306e\u65b9\u5f0f\uff08\u65e2\u5b9a\uff09\u3067\u8907\u5408\u8a9e\u3092\u5206\u3051\u305f\u8a9e\u3068\u5143\u306e\u8a9e\u306e\u4e21\u65b9\u3092\u51fa\u3059\u3053\u3068\u3002`user_dictionary_rules` \u3067\u8f9e\u66f8\u306e\u898f\u5247\u3092\u66f8\u3051\u308b\u3053\u3068 | [OpenSearch: Kuromoji tokenizer](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/tokenizers\/kuromoji.md) | 2026-10-14 |\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306e\u691c\u7d22\u304c\u6700\u59275\u3064\u3067\u3001\u5168\u4f53\u306e `filter` \u306f1\u3064\u306e\u691c\u7d22\u306e\u5f62\u3067\u66f8\u304d\u8907\u6570\u306e\u6761\u4ef6\u306f `bool` \u306b\u307e\u3068\u3081\u308b\u3053\u3068 | [OpenSearch: Hybrid query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/hybrid.md) | 2026-10-14 |\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30af\u30a8\u30ea\u306e collapse \u304c 3.1 \u304b\u3089\u4f7f\u3048\u308b\u3053\u3068\u3001\u9805\u76ee\u304c `keyword` \u304b\u6570\u5024\u3067\u3042\u308b\u3053\u3068\u3001\u4e0a\u4f4d `size` \u4ef6\u3092\u307e\u3068\u3081\u308b\u305f\u3081\u8fd4\u308b\u6570\u304c `size` \u3088\u308a\u5c11\u306a\u304f\u306a\u308a\u3046\u308b\u3053\u3068\u3001\u54c1\u76ee\u306e\u6570\u3092\u305d\u308d\u3048\u308b\u8a2d\u5b9a\u304c 3.10 \u304b\u3089\u3067\u3042\u308b\u3053\u3068 | [OpenSearch: Collapsing hybrid query results](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_vector-search\/ai-search\/hybrid-search\/collapse.md) | 2026-10-14 |\n| `highlight` 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2026-10-14 |\n| `output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b\u3053\u3068\u3002`refusal`\u30fb`max_tokens` \u3067\u7d42\u308f\u308b\u3068\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3053\u3068\u3002Claude in Amazon Bedrock \u3067\u306f\u4f7f\u3048\u306a\u3044\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-14 |\n\n**\u30a2\u30ec\u30eb\u30b2\u30f3\u306e\u8868\u793a\u3001\u52a0\u71b1\u306e\u6761\u4ef6\u3001\u4ee3\u66ff\u306e\u98df\u6750\u306e\u53ef\u5426\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u8cac\u4efb\u8005\u304c\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u88fd\u54c1\u306e\u4ed5\u69d8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[126,122,124],"uc_ai_service":[127,130,132],"uc_automation":[],"uc_industry":[32,22,18,33],"uc_department":[52,51],"uc_task":[58,57],"uc_issue":[69,70,68],"uc_effect":[79,82,81],"uc_ai_function":[90],"class_list":["post-15309","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-azure-openai","uc_ai_model-claude","uc_ai_model-gemini","uc_ai_service-azure-ai","uc_ai_service-vertex-ai","uc_ai_service-opensearch","uc_industry-hotel","uc_industry-retail","uc_industry-manufacturing","uc_industry-restaurant","uc_department-quality-control","uc_department-production","uc_task-inquiry-response","uc_task-information-search","uc_issue-many-inquiries","uc_issue-person-dependent","uc_issue-cannot-find-info","uc_effect-standardization","uc_effect-faster-response","uc_effect-faster-search","uc_ai_function-rag"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15309","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15309\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=15309"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=15309"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=15309"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=15309"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=15309"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=15309"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=15309"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=15309"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=15309"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=15309"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}