{"id":16416,"date":"2026-10-26T14:07:25","date_gmt":"2026-10-26T05:07:25","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-heavy-equipment-search\/"},"modified":"2026-10-26T14:07:25","modified_gmt":"2026-10-26T05:07:25","slug":"used-heavy-equipment-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-heavy-equipment-search\/","title":{"rendered":"\u4e2d\u53e4\u5efa\u6a5f\u306e\u8ca9\u58f2\u4f1a\u793e\u304c\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6a5f\u7a2e\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306b\u5408\u3046\u5728\u5eab\u3092\u3001\u5728\u5eab\u306e\u8a18\u8ff0\u3068\u6574\u5099\u8a18\u9332\u304b\u3089\u63a2\u3057\u3066\u63d0\u6848\u306e\u5019\u88dc\u3092\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"

\u4e2d\u53e4\u5efa\u6a5f\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6a5f\u7a2e\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u5168\u30e4\u30fc\u30c9\u306e\u5728\u5eab\u304b\u3089\u5408\u3046\u6a5f\u68b0\u3092\u63a2\u3057\u307e\u3059\u3002\u5019\u88dc\u3054\u3068\u306b\u6574\u5099\u8a18\u9332\u306e\u6c17\u306b\u306a\u308b\u8a18\u8f09\u3092\u6839\u62e0\u4ed8\u304d\u3067\u6dfb\u3048\u3001\u63d0\u6848\u306e\u5019\u88dc\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1770","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-26","tech_verified_date":"2026-10-26","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u65e5\u306e\u591c\u9593\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u591c\u9593\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5168\u5728\u5eab\u306e\u53f0\u5e33\u3068\u3001\u65b0\u3057\u304f\u5897\u3048\u305f\u4f5c\u696d\u5831\u544a\u3092\u8aad\u307f\u307e\u3059\u3002**\u6574\u5099\u4e2d\u306e\u6a5f\u68b0\u3082\u5165\u308c\u3001\u72b6\u614b\u306e\u9805\u76ee\u3067\u5206\u3051\u307e\u3059\u3002** \u6574\u5099\u306e\u5b8c\u4e86\u304c\u7d0d\u671f\u306b\u9593\u306b\u5408\u3048\u3070\u63d0\u6848\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u554f\u3044\u5408\u308f\u305b\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u663c\u306e\u58f2\u7d04\u306f\u591c\u307e\u3067\u7d22\u5f15\u306b\u53cd\u6620\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3060\u3051\u306f\u5019\u88dc\u3092\u51fa\u3059\u305f\u3073\u306b\u7167\u4f1a\u3057\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b | \u304a\u5ba2\u69d8\u306e\u8a00\u8449\u306e\u307e\u307e\u306e\u30e1\u30e2\u3001\u307e\u305f\u306f\u30e1\u30fc\u30eb\u30fbWeb\u306e\u672c\u6587 | \u55b6\u696d\u304c\u8cbc\u308b\u30fb\u6253\u3061\u8fbc\u3080 |\n| \u5728\u5eab\u306e\u53f0\u5e33 | \u6a5f\u68b0\u756a\u53f7\u3001\u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u6a5f\u7a2e\u3001\u5e74\u5f0f\u3001\u7a3c\u50cd\u6642\u9593\u3001\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u3001\u904b\u8ee2\u8cea\u91cf\u3001\u5099\u8003\uff08\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u914d\u7ba1\uff09\u3001\u4ed5\u5165\u308c\u306e\u533a\u5206\u3001\u72b6\u614b | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u6574\u5099\u8a18\u9332 | \u4f5c\u696d\u5831\u544a\u306e\u756a\u53f7\u3001\u6a5f\u68b0\u756a\u53f7\u3001\u4f5c\u696d\u65e5\u3001\u90e8\u4f4d\u3001\u4f5c\u696d\u306e\u5185\u5bb9\u3001\u6307\u6458\u4e8b\u9805 | \u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a |\n| \u578b\u5f0f\u306e\u5bfe\u5fdc\u8868 | \u578b\u5f0f\u3068\u30af\u30e9\u30b9\uff08\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u306e\u76ee\u5b89\uff09\u3001\u6a5f\u7a2e\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u5bfe\u5fdc | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u90e8\u4f4d\u306e\u540c\u7fa9\u8a9e\u306e\u8868 | \u90e8\u4f4d\u306e\u8a00\u3044\u65b9\u306e\u7d44\uff08\u300c\u8db3\u56de\u308a\u3001\u4e0b\u56de\u308a\u3001\u30a2\u30f3\u30c0\u30fc\u30ad\u30e3\u30ea\u30c3\u30b8\u300d\u300c\u65cb\u56de\u30e2\u30fc\u30bf\u30fc\u3001\u65cb\u56de\u30e2\u30fc\u30bf\u300d\uff09 | \u6574\u5099\u306e\u62c5\u5f53\u3068\u4f5c\u308b\u8868 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f\u30fb\u6574\u5099\u4e2d | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u5019\u88dc\u3092\u51fa\u3059\u305f\u3073\u306b\u7167\u4f1a\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3067\u3059\u3002** \u53f0\u5e33\u306e\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u306f\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3067\u7a7a\u6b04\u3082\u3042\u308a\u307e\u3059\u304c\u3001**\u578b\u5f0f\u304b\u3089\u30af\u30e9\u30b9\u3092\u5f15\u3051\u3070\u6f0f\u308c\u307e\u305b\u3093\u3002** \u8868\u306b\u7121\u3044\u578b\u5f0f\u306f\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u3066\u3001\u55b6\u696d\u306b\u8ffd\u52a0\u3092\u983c\u307f\u307e\u3059\u3002\n\n**\u6574\u5099\u8a18\u9332\u306e\u300c\u6307\u6458\u4e8b\u9805\u300d\uff08\u76f4\u3057\u3066\u3044\u306a\u3044\u304c\u6c17\u306b\u306a\u308b\u3053\u3068\uff09\u306f\u3001\u4f5c\u696d\u306e\u5185\u5bb9\u3068\u5225\u306e\u6b04\u306b\u5206\u3051\u3001**\u5019\u88dc\u306e\u4e00\u89a7\u3067\u5fc5\u305a\u51fa\u3059\u9805\u76ee\u306b\u3057\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u5408\u3046\u6a5f\u68b0 | \u5728\u5eab\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `range`\uff08\u5e74\u5f0f\u306e\u4e0b\u9650\u3001\u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3001\u30af\u30e9\u30b9\uff09\u3068 `term`\uff08\u6a5f\u7a2e\uff09 |\n| \u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6 | \u5728\u5eab\u306e\u7d22\u5f15 | `bool` \u306e `should` \u306b `nested`\uff08\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u914d\u7ba1\uff09\u3068 `term`\uff08\u30e4\u30fc\u30c9\uff09 |\n| \u5019\u88dc\u306e\u6c17\u306b\u306a\u308b\u8a18\u8f09 | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 | \u5019\u88dc\u306e\u6a5f\u68b0\u756a\u53f7\u3067\u7d5e\u308a\u3001\u6307\u6458\u4e8b\u9805\u306e\u6b04\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u90e8\u4f4d\u3067 `match` |\n| \u7a3c\u50cd\u6642\u9593\u306e\u6ce8\u610f | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 | \u300c\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u300d\u300c\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u300d\u3067 `match_phrase` |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5019\u88dc\u306e\u6a5f\u68b0\u756a\u53f7\u3054\u3068\u306b\u7167\u4f1a |\n\n**\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306f `nested` \u3067\u6301\u3061\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u914d\u5217\u306e\u4e2d\u306e1\u3064\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4e2d\u3067\u6761\u4ef6\u3092\u305d\u308d\u3048\u3066\u63a2\u3057\u305f\u3044\u3068\u304d\u306b `nested` \u3092\u4f7f\u3046\u3068\u3055\u308c\u3001\u901a\u5e38\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u914d\u5217\u306f\u9805\u76ee\u3054\u3068\u306b\u5e73\u3089\u306b\u3055\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002**\u5e73\u3089\u306b\u3059\u308b\u3068\u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u306e\u914d\u7ba1\u300d\u3068\u300c\u72b6\u614b\uff1a\u8981\u4fee\u7406\u300d\u304c\u5225\u306e\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306e\u3082\u306e\u3067\u3082\u5408\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002** `nested` \u306f\u8ca0\u8377\u304c\u9ad8\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u4f7f\u3046\u306e\u306f\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n\u5728\u5eab\u306e\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u4e00\u90e8\u306e\u9805\u76ee\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/machines\n{\n \"mappings\": { \"properties\": {\n \"machine_no\": { \"type\": \"keyword\" },\n \"yard\": { \"type\": \"keyword\" },\n \"maker\": { \"type\": \"keyword\" },\n \"model_code\": { \"type\": \"keyword\" },\n \"machine_type\": { \"type\": \"keyword\" },\n \"class_m3\": { \"type\": \"float\" },\n \"year\": { \"type\": \"integer\" },\n \"hour_meter\": { \"type\": \"integer\" },\n \"meter_replaced\": { \"type\": \"boolean\" },\n \"attachments\": { \"type\": \"nested\", \"properties\": {\n \"kind\": { \"type\": \"keyword\" },\n \"spec\": { \"type\": \"keyword\" },\n \"condition\": { \"type\": \"keyword\" } } },\n \"stage\": { \"type\": \"keyword\" }\n } }\n}\n```\n\n\u6574\u5099\u8a18\u9332\u306f\u5225\u306e\u7d22\u5f15\u306b\u3057\u3001**\u6839\u62e0\u3092\u884c\u306e\u756a\u53f7\u3067\u793a\u305b\u308b\u3088\u3046\u3001\u4f5c\u696d\u5831\u544a\u30921\u884c\u305a\u3064\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\u3002**\n\n```json\nPUT \/maint\n{\n \"settings\": { \"analysis\": {\n \"filter\": { \"part_syn\": { \"type\": \"synonym_graph\", \"synonyms\": [\n \"\u8db3\u56de\u308a, \u4e0b\u56de\u308a, \u30a2\u30f3\u30c0\u30fc\u30ad\u30e3\u30ea\u30c3\u30b8\",\n \"\u65cb\u56de\u30e2\u30fc\u30bf\u30fc, \u65cb\u56de\u30e2\u30fc\u30bf\",\n \"\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc, \u30a2\u30ef\u30e1\u30fc\u30bf, \u7a3c\u50cd\u6642\u9593\u8a08\" ] } },\n \"analyzer\": {\n \"ja_index\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n \"filter\": [\"cjk_width\", \"lowercase\"] },\n \"ja_search\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n \"filter\": [\"cjk_width\", \"lowercase\", \"part_syn\"] } } } },\n \"mappings\": { \"properties\": {\n \"report_no\": { \"type\": \"keyword\" },\n \"line_no\": { \"type\": \"integer\" },\n \"machine_no\": { \"type\": \"keyword\" },\n \"work_date\": { \"type\": \"date\" },\n \"kind\": { \"type\": \"keyword\" },\n \"text\": { \"type\": \"text\", \"analyzer\": \"ja_index\",\n \"search_analyzer\": \"ja_search\" } } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u3068\u304d\u3060\u3051\u52b9\u304b\u305b\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3046\u3082\u306e\u3068\u3055\u308c\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002","preprocessing":"1. **\u578b\u5f0f\u304b\u3089\u30af\u30e9\u30b9\u3092\u5f15\u304f** \u2026 \u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3067 `class_m3` \u3092\u5165\u308c\u307e\u3059\u3002\u53f0\u5e33\u306e\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u3068\u9055\u3048\u3070\u3001\u4e21\u65b9\u3092\u6b8b\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\n2. **\u6570\u5024\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c0.45\u33a5\uff08JIS\uff09\u300d\u300c0.45\u300d\u3092\u6570\u5024\u306b\u3057\u3001\u300c4,850h\u300d\u300c4850\u6642\u9593\u300d\u3092\u6574\u6570\u306b\u3057\u307e\u3059\n3. **\u5099\u8003\u304b\u3089\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3092\u53d6\u308a\u51fa\u3059** \u2026 \u300cB\u914d\u7ba1\u300d\u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u914d\u7ba1\u300d\u300c1\u6b212\u6b21\u914d\u7ba1\u300d\u3092 `kind: breaker_piping` \u306b\u305d\u308d\u3048\u307e\u3059\u3002\u53d6\u308a\u51fa\u305b\u306a\u3044\u66f8\u304d\u65b9\u306f\u3001\u5143\u306e\u6587\u3092\u6b8b\u3057\u3066\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u307e\u3059\n4. **\u4f5c\u696d\u5831\u544a\u3092\u884c\u306b\u5206\u3051\u308b** \u2026 \u4f5c\u696d\u306e\u5185\u5bb9\u3068\u6307\u6458\u4e8b\u9805\u3092\u5206\u3051\u3001`kind` \u306b `work`\uff0f`finding` \u3092\u5165\u308c\u307e\u3059\n5. **\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u6574\u5099\u8a18\u9332\u306b\u300c\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u300d\u304c\u3042\u308c\u3070\u3001`meter_replaced` \u3092\u771f\u306b\u3057\u307e\u3059\n6. **\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u306e\u300c\u672a\u5206\u985e\u300d\u306f\u3001\u6368\u3066\u305a\u306b\u4e00\u89a7\u306b\u3057\u3001\u6bce\u9031\u306e\u55b6\u696d\u4f1a\u8b70\u3067\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002** 5\u756a\u76ee\u306f\u5024\u3092\u76f4\u3055\u305a\u3001**\u5019\u88dc\u306e\u4e00\u89a7\u306b\u300c\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u3042\u308a\u300d\u3068\u5fc5\u305a\u51fa\u3059\u307e\u3067\u306b\u3057\u307e\u3059\u3002** \u4ea4\u63db\u524d\u306e\u5024\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u672c\u5f53\u306e\u7a3c\u50cd\u6642\u9593\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u304b\u3089\u4f1d\u3048\u308b\u3079\u304d\u8a18\u8f09\u3092\u62fe\u3046\u3053\u3068\u306e2\u3064\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6a5f\u7a2e\u30fb\u30af\u30e9\u30b9\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u8db3\u3059\u3053\u3068 |\n| \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u914d\u7ba1\u30fb\u30e4\u30fc\u30c9\u306e\u5e0c\u671b\u3092\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u3059\u308b | \u5e0c\u671b\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u683c\u4e0a\u3052\u3059\u308b\u3053\u3068 |\n| \u300c\u89e3\u4f53\u3067\u4f7f\u3046\u300d\u306a\u3069\u306e\u7528\u9014\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308a\u3001\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f | \u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304f\u3053\u3068 |\n| \u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u304b\u3089\u3001\u6307\u6458\u4e8b\u9805\u3068\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u8a18\u8f09\u3092\u62fe\u3044\u3001\u884c\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b | \u8a18\u8f09\u304b\u3089\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6319\u3052\u308b\uff08\u30af\u30e9\u30b9\u306e\u5e45\u3001\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6271\u3044\u3001\u7d0d\u671f\uff09 | \u7279\u5b9a\u306e\u6a5f\u68b0\u3092\u52e7\u3081\u308b\u3053\u3068\u3001\u4fa1\u683c\u306b\u89e6\u308c\u308b\u3053\u3068 |\n\n**\u300c\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3057\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u300c\u8db3\u56de\u308a\u306e\u6469\u8017 60\uff05\u300d\u304c\u8cb7\u3063\u3066\u3088\u3044\u72b6\u614b\u304b\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4f7f\u3044\u65b9\u3067\u5909\u308f\u308a\u307e\u3059\u3002\n\n**\u7528\u9014\u304b\u3089\u306e\u8aad\u307f\u66ff\u3048\u306b\u306f\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** \u300c\u89e3\u4f53\u3067\u4f7f\u3046\u300d\u304b\u3089\u30d6\u30ec\u30fc\u30ab\u30fc\u306e\u914d\u7ba1\u3092\u6761\u4ef6\u306b\u3059\u308b\u306e\u306f\u63a8\u6e2c\u3067\u3001\u5727\u7815\u6a5f\u306e\u3064\u3082\u308a\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002**`inferred: true` \u3092\u4ed8\u3051\u3001\u753b\u9762\u3067\u8272\u3092\u5909\u3048\u3066\u51fa\u3057\u307e\u3059\u3002**","prompt_example":"1\u56de\u76ee\uff08\u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u5efa\u6a5f\u306e\u8ca9\u58f2\u4f1a\u793e\u3067\u3001\u55b6\u696d\u306e\u5728\u5eab\u63a2\u3057\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u304a\u5ba2\u69d8\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u554f\u3044\u5408\u308f\u305b\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u66ff\u3048\u306e\u6c7a\u307e\u308a\u3011\n- must: \u5916\u308c\u305f\u3089\u63d0\u6848\u306b\u306a\u3089\u306a\u3044\u6761\u4ef6\u3002\u6a5f\u7a2e\u3001\u30af\u30e9\u30b9\u3001\u5e74\u5f0f\u306e\u4e0b\u9650\u3001\n \u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3002\u304a\u5ba2\u69d8\u304c\u300c\u5fc5\u305a\u300d\u300c\u4ee5\u4e0a\u300d\u300c\u4ee5\u5185\u300d\u3068\u8a00\u3063\u305f\u3082\u306e\n- want: \u5916\u308c\u3066\u3082\u4ed6\u304c\u5408\u3048\u3070\u63d0\u6848\u306b\u306a\u308b\u6761\u4ef6\u3002\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3001\u914d\u7ba1\u3001\n \u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\n- \u30af\u30e9\u30b9\u306f\u3010\u30af\u30e9\u30b9\u306e\u8868\u3011\u306e\u5024\u306b\u5f53\u3066\u308b\u3002\u300c0.45\u30af\u30e9\u30b9\u300d\u306f 0.45 \u3068\u3057\u3001\n \u5e45\u3092\u3069\u3046\u3059\u308b\u304b\u306f ask \u306b\u5165\u308c\u308b\n- \u7528\u9014\u306e\u8a00\u8449\uff08\u89e3\u4f53\u3001\u6cd5\u9762\u3001\u6d5a\u6e2b\u306a\u3069\uff09\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308b\u3068\u304d\u306f\u3001\n inferred \u3092 true \u306b\u3057\u3001reason \u306b\u5143\u306e\u8a00\u8449\u3068\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f\n- ask: \u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e88\u7b97\u3068\u7d0d\u671f\u306f\u691c\u7d22\u306e\u6761\u4ef6\u306b\u305b\u305a\u3001budget_note \u3068 due_note \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u30e1\u30fc\u30ab\u30fc\u3084\u578b\u5f0f\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u304a\u5ba2\u69d8\u304c\u6319\u3052\u305f\u3082\u306e\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3092\u300c\u304f\u3089\u3044\u300d\u300c\u307b\u3069\u300d\u3067\u8a00\u308f\u308c\u305f\u5834\u5408\u306f must \u306b\u5165\u308c\u305a\u3001\n ask \u306b\u300c\u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u300d\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u4f1a\u793e\u306e\u898f\u6a21\u3084\u8cc7\u91d1\u306e\u72b6\u6cc1\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30af\u30e9\u30b9\u306e\u8868\u3011{class_table}\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u5efa\u6a5f\u306e\u8ca9\u58f2\u4f1a\u793e\u3067\u3001\u55b6\u696d\u304c\u63d0\u6848\u306e\u524d\u306b\u6574\u5099\u8a18\u9332\u3092\u78ba\u304b\u3081\u308b\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u4e0b\u306e\u3010\u5019\u88dc\u3011\u3054\u3068\u306b\u3001\u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011\u3092\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u62fe\u3046\u3082\u306e\u3011\n- finding: \u6307\u6458\u4e8b\u9805\u306e\u884c\u306f\u3001\u5185\u5bb9\u306b\u304b\u304b\u308f\u3089\u305a\u3059\u3079\u3066\u62fe\u3046\n- related: \u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u90e8\u4f4d\uff08\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011\u306e\u7528\u9014\u3068\n \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306b\u95a2\u308f\u308b\u90e8\u4f4d\uff09\u306e\u4f5c\u696d\u306e\u884c\n- meter: \u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u306e\u4ea4\u63db\u30fb\u4e0d\u8abf\u306e\u8a18\u8f09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u884c\u306e\u6587\u3092\u305d\u306e\u307e\u307e quote \u306b\u5199\u3057\u3001report_no \u3068 line_no \u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n \u8981\u7d04\u3067\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u72b6\u614b\u304c\u826f\u3044\u30fb\u60aa\u3044\u3001\u8cb7\u3063\u3066\u3088\u3044\u30fb\u3088\u304f\u306a\u3044\u3001\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8f09\u304c\u7121\u3044\u3053\u3068\u3092\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u62fe\u3046\u3082\u306e\u304c\u7121\u3051\u308c\u3070\u3001\u914d\u5217\u3092\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4fa1\u683c\u3001\u5024\u5f15\u304d\u3001\u4fdd\u8a3c\u306b\u3064\u3044\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011\u306b\u7121\u3044\u4f5c\u696d\u3084\u90e8\u54c1\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{candidates}\n\u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011{maint_lines}\n```\n\n**\u300c\u8a18\u8f09\u304c\u7121\u3044\u3053\u3068\u3092\u300e\u554f\u984c\u306a\u3057\u300f\u3068\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300c\u7279\u306b\u554f\u984c\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u300d\u3068\u66f8\u304d\u307e\u3059\u3002** \u305d\u306e\u307e\u307e\u4f1d\u3048\u308b\u3068\u3001**\u8a18\u9332\u304c\u7121\u3044\u3060\u3051\u306e\u6a5f\u68b0\u306b\u72b6\u614b\u306e\u4fdd\u8a3c\u3092\u4e0e\u3048\u305f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u8981\u7d04\u3067\u8a00\u3044\u63db\u3048\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u65cb\u56de\u6642\u306b\u7570\u97f3\u3001\u69d8\u5b50\u898b\u300d\u3092\u8981\u7d04\u3059\u308b\u3068\u3001\u300c\u69d8\u5b50\u898b\u300d\u306e\u610f\u5473\u304c\u6d88\u3048\u307e\u3059\u3002","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30011\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n \"must\": [ { \"field\": \"machine_type | class_m3 | year | hour_meter\",\n \"op\": \"eq | gte | lte\", \"value\": \"\",\n \"inferred\": false, \"reason\": \"\" } ],\n \"want\": [ { \"field\": \"attachment | yard | maker\",\n \"value\": \"\", \"inferred\": false, \"reason\": \"\" } ],\n \"budget_note\": \"\",\n \"due_note\": \"\",\n \"ask\": [\"\"]\n}\n```\n\n2\u56de\u76ee\u306f\u3001\u5019\u88dc\u3054\u3068\u306b\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```json\n{\n \"machine_no\": \"\",\n \"findings\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ],\n \"related\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ],\n \"meter\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u3092\u66f8\u304f\u5fc5\u8981\u304c\u3042\u308a\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5024\u306e\u7bc4\u56f2\u306f\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u306b Lambda \u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\u65b0\u3057\u3044\u30b9\u30ad\u30fc\u30de\u306f\u6700\u521d\u306e\u547c\u3073\u51fa\u3057\u3067\u6700\u592790\u79d2\u307b\u3069\u304b\u304b\u308b**\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u5f85\u3061\u6642\u9593\u3092\u9577\u3081\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`must` \u3068 `want` \u304c\u305d\u306e\u307e\u307e `filter` \u3068 `should` \u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u6839\u62e0\u3092\u6a5f\u68b0\u7684\u306b\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `quote` \u304c\u8a72\u5f53\u306e\u884c\u3068\u4e00\u5b57\u4e00\u53e5\u540c\u3058\u304b\u3092 Lambda \u3067\u7167\u5408\u3057\u3001**\u5408\u308f\u306a\u3051\u308c\u3070\u4e00\u89a7\u306b\u51fa\u3055\u305a\u300c\u6839\u62e0\u306e\u7167\u5408\u306b\u5931\u6557\u300d\u3068\u51fa\u3057\u307e\u3059\u3002** \u5199\u3057\u9593\u9055\u3044\u3084\u5225\u306e\u6a5f\u68b0\u306e\u884c\u306e\u6df7\u5165\u306b\u6c17\u3065\u3051\u307e\u3059\u3002\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u30682\u56de\u76ee\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u6a5f\u68b0 | \u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u5e74\u5f0f\u3001\u7a3c\u50cd\u6642\u9593\u3001\u30af\u30e9\u30b9 |\n| \u5408\u3063\u305f\u6761\u4ef6\uff0f\u5916\u308c\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5408\u3063\u305f\u3082\u306e\u30fb\u5916\u308c\u305f\u3082\u306e\u3001\u5916\u3057\u3066\u63a2\u3057\u305f `must` |\n| \u5fc5\u305a\u51fa\u3059\u9805\u76ee | **\u6307\u6458\u4e8b\u9805\u306e\u884c**\u3001\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6709\u7121\u3001\u524d\u56de\u306e\u7279\u5b9a\u81ea\u4e3b\u691c\u67fb\u306e\u5b9f\u65bd\u65e5\uff08\u53f0\u5e33\u306e\u5024\uff09 |\n| \u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u6574\u5099 | `related` \u306e\u884c\uff08\u4f5c\u696d\u5831\u544a\u306e\u756a\u53f7\u3068\u884c\u306e\u756a\u53f7\uff09 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6574\u5099\u4e2d |","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5728\u5eab\u306e\u53f0\u5e33\u306e\u66f8\u304d\u51fa\u3057\uff08\u6bce\u6669\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5728\u5eab\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| \u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a | \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8aad\u307f\u53d6\u308a\uff08\u6bce\u6669\uff09 | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\u306e\u5143 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u5728\u5eab\u306e\u7d22\u5f15\u3001\u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u554f\u3044\u5408\u308f\u305b\u306e\u5165\u529b\u3001\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u9867\u5ba2\u306e\u53f0\u5e33\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5546\u8ac7\u306e\u8a18\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u53f0\u5e33\u306b\u66f8\u304d\u307e\u3059\u3002","human_review":"1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 `inferred` \u306e\u6761\u4ef6\u3068\u30af\u30e9\u30b9\u306e\u5e45\u3092\u78ba\u304b\u3081\u3001\u9055\u3048\u3070\u76f4\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059\n2. **\u6307\u6458\u4e8b\u9805\u3092\u8aad\u3080** \u2026 \u6307\u6458\u4e8b\u9805\u306e\u884c\u3092\u4f5c\u696d\u5831\u544a\u306e\u539f\u672c\u3067\u78ba\u304b\u3081\u3001**\u4f1d\u3048\u65b9\u306b\u8ff7\u3046\u3082\u306e\u306f\u6574\u5099\u306e\u62c5\u5f53\u306b\u805e\u304d\u307e\u3059**\n3. **\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6a5f\u68b0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4ea4\u63db\u524d\u306e\u7a3c\u50cd\u6642\u9593\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3092\u6574\u5099\u306e\u62c5\u5f53\u306b\u805e\u304d\u307e\u3059\n4. **\u8fd4\u4fe1\u3092\u4ed5\u4e0a\u3052\u308b** \u2026 \u5916\u308c\u305f\u6761\u4ef6\u3068\u6307\u6458\u4e8b\u9805\u3092\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u8fd4\u4fe1\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6307\u6458\u4e8b\u9805\u306f\u3001\u304a\u5ba2\u69d8\u304c\u8cb7\u3063\u305f\u5f8c\u306e\u4fee\u7406\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c3\u53f0\u672a\u6e80 | `want` \u3092\u5f8c\u308d\u304b\u3089\u5916\u3057\u3001\u6b21\u306b `inferred` \u306e `must` \u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059\u3002**\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u305f `must` \u306f\u5916\u3055\u306a\u3044** |\n| \u578b\u5f0f\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044 | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u6b8b\u3057\u3001\u30af\u30e9\u30b9\u306e\u6761\u4ef6\u304b\u3089\u5916\u308c\u308b\u3053\u3068\u3092\u4e00\u89a7\u306e\u4e0a\u306b\u51fa\u3059 |\n| \u6574\u5099\u8a18\u9332\u304c\u7121\u3044\u6a5f\u68b0 | \u4e00\u89a7\u306b\u300c\u6574\u5099\u8a18\u9332\u306a\u3057\u300d\u3068\u51fa\u3059\u3002**\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u306f\u51fa\u3055\u306a\u3044** |\n| `quote` \u304c\u5143\u306e\u884c\u3068\u5408\u308f\u306a\u3044 | \u305d\u306e\u9805\u76ee\u3092\u51fa\u3055\u305a\u300c\u6839\u62e0\u306e\u7167\u5408\u306b\u5931\u6557\u300d\u3068\u51fa\u3057\u3001\u55b6\u696d\u304c\u539f\u672c\u3092\u958b\u304f |\n| \u5019\u88dc\u304c\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u58f2\u7d04\u6e08\u307f\u306f\u5916\u3057\u3001\u5546\u8ac7\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u6761\u4ef6\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u9078\u3073\u3001\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u306e\u5024\u304c\u7bc4\u56f2\u306e\u5916 | Lambda \u3067\u5f3e\u304d\u3001\u55b6\u696d\u306b\u66f8\u304d\u76f4\u3057\u3092\u983c\u3080 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u5927\u4e8b\u3067\u3059\u3002** \u6574\u5099\u8a18\u9332\u304c\u7121\u3044\u306e\u306f\u5831\u544a\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u304b\u3089\u3067\u3001**\u72b6\u614b\u304c\u826f\u3044\u304b\u3089\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","log_storage":"- \u691c\u7d22\u3054\u3068\u306e\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6587\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e\u8aad\u307f\u66ff\u3048\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5916\u3057\u305f\u6761\u4ef6\u306e\u9806\n- \u5019\u88dc\u3054\u3068\u306e2\u56de\u76ee\u306e JSON \u3068\u3001\u6839\u62e0\u306e\u7167\u5408\u306e\u7d50\u679c\n- \u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u6a5f\u68b0\u3068\u3001\u8fd4\u4fe1\u306b\u66f8\u3044\u305f\u6307\u6458\u4e8b\u9805\n- \u53d6\u308a\u8fbc\u3093\u3060\u53f0\u5e33\u3068\u4f5c\u696d\u5831\u544a\u306e\u5199\u3057\u306e\u6642\u523b\n\n**\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\u306f\u3001\u8aad\u307f\u66ff\u3048\u306e\u6307\u793a\u3068\u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3092\u76f4\u3059\u6750\u6599\u306b\u3057\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":6,"assumption_frequency":240,"assumption_workdays":22,"volume_month":240,"before_minutes_per_case":40,"after_minutes_per_case":14,"hourly_cost":3500,"before_hours_month":160,"after_hours_month":56,"saved_hours_month":104,"reduction_rate":65,"saved_hours_year":1248,"annual_cost_effect":4368000,"summary":"\u4e2d\u53e4\u5efa\u6a5f\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6a5f\u7a2e\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u5168\u30e4\u30fc\u30c9\u306e\u5728\u5eab\u304b\u3089\u5408\u3046\u6a5f\u68b0\u3092\u63a2\u3057\u307e\u3059\u3002\u5019\u88dc\u3054\u3068\u306b\u6574\u5099\u8a18\u9332\u306e\u6c17\u306b\u306a\u308b\u8a18\u8f09\u3092\u6839\u62e0\u4ed8\u304d\u3067\u6dfb\u3048\u3001\u63d0\u6848\u306e\u5019\u88dc\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002","before_flow":"1. \u55b6\u696d\u304c\u96fb\u8a71\u30fb\u30e1\u30fc\u30eb\u30fbWeb\u3067\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u3001\u6a5f\u7a2e\u30fb\u30af\u30e9\u30b9\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u4e88\u7b97\u30fb\u7d0d\u671f\u3092\u805e\u304d\u53d6\u3063\u3066\u30e1\u30e2\u3059\u308b\n2. \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5728\u5eab\u306e\u4e00\u89a7\u3092\u51fa\u3057\u3001\u578b\u5f0f\u3068\u5e74\u5f0f\u3067\u7d5e\u308b\n3. \u5099\u8003\u306e\u6b04\u30921\u53f0\u305a\u3064\u8aad\u307f\u3001\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u914d\u7ba1\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n4. \u5019\u88dc\u306e\u6a5f\u68b0\u306b\u3064\u3044\u3066\u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a\u3092\u63a2\u3057\u3066\u958b\u304d\u3001\u4e3b\u306a\u4fee\u7406\u3068\u6c17\u306b\u306a\u308b\u6307\u6458\u3092\u8aad\u3080\n5. \u5206\u304b\u3089\u306a\u3044\u70b9\u3092\u6574\u5099\u5de5\u5834\u306e\u62c5\u5f53\u3084\u30e4\u30fc\u30c9\u306e\u62c5\u5f53\u306b\u96fb\u8a71\u3067\u805e\u304f\n6. \u5019\u88dc\u30922\u301c5\u53f0\u306b\u7d5e\u308a\u3001\u5199\u771f\u3092\u6dfb\u3048\u3066\u304a\u5ba2\u69d8\u3078\u8fd4\u4fe1\u3059\u308b\n\n**\uff08a\uff09\u6761\u4ef6\u304c\u53f0\u5e33\u306e\u9805\u76ee\u3068\u5408\u308f\u306a\u3044\u3002** \u300c0.45\u30af\u30e9\u30b9\u300d\u306f\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u306e\u8a00\u3044\u65b9\u3067\u3059\u304c\u3001\u53f0\u5e33\u306b\u306f\u300c0.45\u300d\u300c0.5\u300d\u300c0.45\u33a5\uff08JIS\uff09\u300d\u3068\u5165\u3063\u3066\u304a\u308a\u3001**\u540c\u3058\u30af\u30e9\u30b9\u306e\u6a5f\u68b0\u304c\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3067\u6f0f\u308c\u307e\u3059\u3002** \u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u304c\u4f7f\u3048\u308b\u300d\u3082\u3001\u914d\u7ba1\u306e\u6709\u7121\u306a\u306e\u304b\u3001\u30d6\u30ec\u30fc\u30ab\u30fc\u672c\u4f53\u304c\u4ed8\u304f\u306e\u304b\u3067\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002\n\n**\uff08b\uff09\u6574\u5099\u306e\u4e2d\u8eab\u3092\u78ba\u304b\u3081\u308b\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u4f5c\u696d\u5831\u544a\u306f\u6a5f\u68b0\u3054\u3068\u306e\u6587\u66f8\u3067\u30011\u53f0\u306b\u6570\u679a\u3042\u308a\u307e\u3059\u3002**\u7a3c\u50cd\u6642\u9593\u304c\u5c11\u306a\u304f\u3066\u3082\u3001\u4ed5\u5165\u308c\u306e\u3068\u304d\u306b\u30a8\u30f3\u30b8\u30f3\u306e\u4e0d\u8abf\u3092\u76f4\u3057\u305f\u8a18\u9332\u304c\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u304a\u5ba2\u69d8\u306b\u4f1d\u3048\u308b\u3079\u304d\u3053\u3068\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306b\u306f\u3001\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n**\uff08c\uff09\u63a2\u305b\u308b\u55b6\u696d\u304c\u9650\u3089\u308c\u308b\u3002** \u5099\u8003\u306e\u66f8\u304d\u65b9\u306e\u7656\u3068\u3001\u3069\u306e\u30e4\u30fc\u30c9\u306e\u3069\u306e\u6a5f\u68b0\u304c\u6574\u5099\u306e\u3069\u306e\u6bb5\u968e\u306b\u3042\u308b\u304b\u3092\u77e5\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u7d4c\u9a13\u306e\u9577\u3044\u55b6\u696d\u3067\u3059\u3002**\u65b0\u3057\u3044\u55b6\u696d\u306f\u3001\u81ea\u5206\u306e\u30e4\u30fc\u30c9\u306e\u5728\u5eab\u3057\u304b\u63d0\u6848\u3067\u304d\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u7a3c\u50cd\u6642\u9593\u306e\u30e1\u30fc\u30bf\u30fc\u3092\u9d5c\u5451\u307f\u306b\u3067\u304d\u306a\u3044\u3002** \u7a3c\u50cd\u6642\u9593\u306e\u30e1\u30fc\u30bf\u30fc\uff08\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\uff09\u3092\u4ea4\u63db\u3057\u305f\u6a5f\u68b0\u306f\u3001\u30e1\u30fc\u30bf\u30fc\u306e\u5024\u304c\u6a5f\u68b0\u306e\u4f7f\u308f\u308c\u305f\u6642\u9593\u3068\u4e00\u81f4\u3057\u307e\u305b\u3093\u3002**\u4ea4\u63db\u306e\u8a18\u9332\u306f\u6574\u5099\u8a18\u9332\u306e\u6587\u7ae0\u306b\u3057\u304b\u6b8b\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u53f0\u5e33\u3060\u3051\u3067\u7d5e\u308b\u3068\u3001\u5b9f\u969b\u306b\u306f\u9577\u304f\u4f7f\u308f\u308c\u305f\u6a5f\u68b0\u304c\u300c\u7a3c\u50cd\u6642\u9593\u306e\u5c11\u306a\u3044\u6a5f\u68b0\u300d\u3068\u3057\u3066\u5019\u88dc\u306b\u4e0a\u304c\u308a\u307e\u3059\u3002","before_flow_steps":["\u55b6\u696d\u304c\u96fb\u8a71\u30fb\u30e1\u30fc\u30eb\u30fbWeb\u3067\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u3001\u6a5f\u7a2e\u30fb\u30af\u30e9\u30b9\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u4e88\u7b97\u30fb\u7d0d\u671f\u3092\u805e\u304d\u53d6\u3063\u3066\u30e1\u30e2\u3059\u308b","\u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5728\u5eab\u306e\u4e00\u89a7\u3092\u51fa\u3057\u3001\u578b\u5f0f\u3068\u5e74\u5f0f\u3067\u7d5e\u308b","\u5099\u8003\u306e\u6b04\u30921\u53f0\u305a\u3064\u8aad\u307f\u3001\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u914d\u7ba1\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","\u5019\u88dc\u306e\u6a5f\u68b0\u306b\u3064\u3044\u3066\u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a\u3092\u63a2\u3057\u3066\u958b\u304d\u3001\u4e3b\u306a\u4fee\u7406\u3068\u6c17\u306b\u306a\u308b\u6307\u6458\u3092\u8aad\u3080","\u5206\u304b\u3089\u306a\u3044\u70b9\u3092\u6574\u5099\u5de5\u5834\u306e\u62c5\u5f53\u3084\u30e4\u30fc\u30c9\u306e\u62c5\u5f53\u306b\u96fb\u8a71\u3067\u805e\u304f","\u5019\u88dc\u30922\u301c5\u53f0\u306b\u7d5e\u308a\u3001\u5199\u771f\u3092\u6dfb\u3048\u3066\u304a\u5ba2\u69d8\u3078\u8fd4\u4fe1\u3059\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u554f\u3044\u5408\u308f\u305b\u306e\u5185\u5bb9\u3092\u753b\u9762\u306b\u8cbc\u308b\u304b\u6253\u3061\u8fbc\u307f\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059\n2. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u554f\u3044\u5408\u308f\u305b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\n3. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8aad\u307f\u66ff\u3048\u3092\u78ba\u304b\u3081\u3001\u9055\u3046\u3068\u3053\u308d\u3092\u76f4\u3059\n4. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u5728\u5eab\u306e\u7d22\u5f15\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3067\u4e26\u3079\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\u304b\u3089\u6c17\u306b\u306a\u308b\u8a18\u8f09\u3068\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u8a18\u8f09\u3092\u63a2\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u5019\u88dc\u3054\u3068\u306b\u3001\u5408\u3046\u7406\u7531\u30fb\u6c17\u306b\u306a\u308b\u8a18\u8f09\u30fb\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u3001\u6574\u5099\u8a18\u9332\u306e\u884c\u306e\u756a\u53f7\u4ed8\u304d\u3067\u66f8\u304f\n7. **\u3010\u81ea\u52d5\u3011** \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3067\u3001\u5019\u88dc\u306e\u8ca9\u58f2\u306e\u72b6\u614b\uff08\u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6574\u5099\u4e2d\uff09\u3092\u78ba\u304b\u3081\u308b\n8. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u5019\u88dc\u306e\u4e00\u89a7\u3068\u6839\u62e0\u306e\u8a18\u8f09\u3092\u898b\u3066\u3001\u63d0\u6848\u3059\u308b\u6a5f\u68b0\u3092\u9078\u3073\u3001\u8fd4\u4fe1\u3092\u4ed5\u4e0a\u3052\u308b\n\n**6\u756a\u76ee\u3067\u3001AI\u306b\u66f8\u304b\u305b\u308b\u306e\u306f\u300c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u300d\u3060\u3051\u3067\u3059\u3002** \u300c\u6cb9\u5727\u306e\u8abf\u5b50\u304c\u826f\u3044\u300d\u3068\u306f\u66f8\u304b\u305b\u305a\u3001\u300c2026\u5e745\u6708\u3001\u65cb\u56de\u30e2\u30fc\u30bf\u30fc\u306e\u30b7\u30fc\u30eb\u4ea4\u63db\uff08\u4f5c\u696d\u5831\u544a R-2231 \u306e3\u884c\u76ee\uff09\u300d\u3068\u66f8\u304b\u305b\u307e\u3059\u3002**\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u3092\u8a00\u3046\u306e\u306f\u3001\u6574\u5099\u306e\u62c5\u5f53\u3068\u55b6\u696d\u3067\u3059\u3002**\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c0.45\u30af\u30e9\u30b9\u300d\u30920.45\u33a5\u3061\u3087\u3046\u3069\u306b\u3059\u308b\u306e\u304b\u30010.4\u301c0.5\u33a5\u306e\u5e45\u306b\u3059\u308b\u306e\u304b\u3067\u3001\u5019\u88dc\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u306e\u5e45\u306f\u3001\u55b6\u696d\u304c\u6700\u521d\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u554f\u3044\u5408\u308f\u305b\u306e\u5185\u5bb9\u3092\u753b\u9762\u306b\u8cbc\u308b\u304b\u6253\u3061\u8fbc\u307f\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u554f\u3044\u5408\u308f\u305b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8aad\u307f\u66ff\u3048\u3092\u78ba\u304b\u3081\u3001\u9055\u3046\u3068\u3053\u308d\u3092\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u5728\u5eab\u306e\u7d22\u5f15\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3067\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\u304b\u3089\u6c17\u306b\u306a\u308b\u8a18\u8f09\u3068\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u8a18\u8f09\u3092\u63a2\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u5019\u88dc\u3054\u3068\u306b\u3001\u5408\u3046\u7406\u7531\u30fb\u6c17\u306b\u306a\u308b\u8a18\u8f09\u30fb\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u3001\u6574\u5099\u8a18\u9332\u306e\u884c\u306e\u756a\u53f7\u4ed8\u304d\u3067\u66f8\u304f","**\u3010\u81ea\u52d5\u3011** \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3067\u3001\u5019\u88dc\u306e\u8ca9\u58f2\u306e\u72b6\u614b\uff08\u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6574\u5099\u4e2d\uff09\u3092\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u5019\u88dc\u306e\u4e00\u89a7\u3068\u6839\u62e0\u306e\u8a18\u8f09\u3092\u898b\u3066\u3001\u63d0\u6848\u3059\u308b\u6a5f\u68b0\u3092\u9078\u3073\u3001\u8fd4\u4fe1\u3092\u4ed5\u4e0a\u3052\u308b"],"architecture":"```\n\u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u5728\u5eab\u306e\u53f0\u5e33\uff09\u30fb\u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a\n \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u65e5\u306e\u591c\u9593\u306e\u53d6\u308a\u8fbc\u307f\nAWS Lambda \u2500\u2500 \u6570\u5024\u30fb\u914d\u7ba1\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u3001\u4f5c\u696d\u5831\u544a\u3092\u884c\u306b\u5206\u3051\u308b\n \u25bc\nAmazon OpenSearch Service\n \u2502 \u5728\u5eab\u306e\u7d22\u5f15\uff1a\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u30fb\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\uff08\u6570\u5024\uff09\n \u2502 \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\uff08nested\uff09\u3001\u30e4\u30fc\u30c9\u3001\u72b6\u614b\n \u2502 \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\uff1a\u6a5f\u68b0\u756a\u53f7\u30fb\u65e5\u4ed8\u30fb\u90e8\u4f4d\u30fb\u672c\u6587\uff08kuromoji\uff09\n \u25bc\u3010\u4eba\u3011\u55b6\u696d\u304c\u554f\u3044\u5408\u308f\u305b\u3092\u8cbc\u308b\nAWS Lambda\n \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u554f\u3044\u5408\u308f\u305b\u3092\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\n \u251c\u2500\u2500\u25b6\u3010\u4eba\u3011\u8aad\u307f\u66ff\u3048\u3092\u78ba\u304b\u3081\u308b\n \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u5728\u5eab\u3092\u7d5e\u308b \u2192 \u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u3092\u63a2\u3059\n \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u5408\u3046\u7406\u7531\u30fb\u6c17\u306b\u306a\u308b\u8a18\u8f09\u3092\u6839\u62e0\u4ed8\u304d\u3067\u66f8\u304f\n \u251c\u2500\u2500\u25b6 \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f \u2500\u2500 \u8ca9\u58f2\u306e\u72b6\u614b\n \u25bc\n\u5019\u88dc\u306e\u4e00\u89a7 \u2500\u2500\u3010\u4eba\u3011\u9078\u3093\u3067\u8fd4\u4fe1\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08bool\u3001range\u3001nested\u3001kuromoji\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u8aad\u307f\u66ff\u3048\u3068\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u3093\u3060\u53f0\u5e33\u3068\u4f5c\u696d\u5831\u544a\u306e\u5199\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u3068\u5019\u88dc\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u5728\u5eab\u306e\u60c5\u5831\u3068\u8ca9\u58f2\u306e\u72b6\u614b\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u5546\u8ac7\u4e2d\u306e\u767b\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u65e5\u672c\u8a9e\u306e\u6587\u7ae0\u3092\u5f15\u304f\u306b\u306f\u3001\u5f62\u614b\u7d20\u89e3\u6790\uff08\u6587\u7ae0\u3092\u5358\u8a9e\u306b\u533a\u5207\u308b\u51e6\u7406\uff09\u304c\u8981\u308a\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001OpenSearch Service \u306e\u30c9\u30e1\u30a4\u30f3\u306b\u306f\u65e5\u672c\u8a9e\u306e kuromoji \u3068 ICU \u306e\u89e3\u6790\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3068\u3055\u308c\u3001\u65e5\u672c\u8a9e\u5411\u3051\u3068\u3057\u3066 Sudachi \u3082\u9078\u3079\u307e\u3059\u3002**\u6574\u5099\u8a18\u9332\u306e\u672c\u6587\u306f kuromoji \u3067\u533a\u5207\u308a\u3001\u90e8\u4f4d\u306e\u8a00\u3044\u63db\u3048\uff08\u300c\u8db3\u56de\u308a\u300d\u300c\u4e0b\u56de\u308a\u300d\u300c\u30a2\u30f3\u30c0\u30fc\u30ad\u30e3\u30ea\u30c3\u30b8\u300d\uff09\u306f\u691c\u7d22\u306e\u5074\u306e\u540c\u7fa9\u8a9e\u3067\u5438\u53ce\u3057\u307e\u3059\u3002**\n\n**\u30d0\u30fc\u30b8\u30e7\u30f3\u306f 3.x \u7cfb\u3092\u9078\u3073\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001OpenSearch Service \u304c\u5bfe\u5fdc\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u3057\u3066 3.5\u30013.3\u30013.1\u30012.19 \u306a\u3069\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u65b0\u3057\u304f\u4f5c\u308b\u30c9\u30e1\u30a4\u30f3\u3067\u53e4\u3044\u7248\u3092\u9078\u3076\u7406\u7531\u306f\u3042\u308a\u307e\u305b\u3093\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u65e5\u306e\u591c\u9593\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u591c\u9593\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5168\u5728\u5eab\u306e\u53f0\u5e33\u3068\u3001\u65b0\u3057\u304f\u5897\u3048\u305f\u4f5c\u696d\u5831\u544a\u3092\u8aad\u307f\u307e\u3059\u3002**\u6574\u5099\u4e2d\u306e\u6a5f\u68b0\u3082\u5165\u308c\u3001\u72b6\u614b\u306e\u9805\u76ee\u3067\u5206\u3051\u307e\u3059\u3002** \u6574\u5099\u306e\u5b8c\u4e86\u304c\u7d0d\u671f\u306b\u9593\u306b\u5408\u3048\u3070\u63d0\u6848\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u554f\u3044\u5408\u308f\u305b\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u663c\u306e\u58f2\u7d04\u306f\u591c\u307e\u3067\u7d22\u5f15\u306b\u53cd\u6620\u3055\u308c\u306a\u3044\u305f\u3081\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3060\u3051\u306f\u5019\u88dc\u3092\u51fa\u3059\u305f\u3073\u306b\u7167\u4f1a\u3057\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b | \u304a\u5ba2\u69d8\u306e\u8a00\u8449\u306e\u307e\u307e\u306e\u30e1\u30e2\u3001\u307e\u305f\u306f\u30e1\u30fc\u30eb\u30fbWeb\u306e\u672c\u6587 | \u55b6\u696d\u304c\u8cbc\u308b\u30fb\u6253\u3061\u8fbc\u3080 |\n| \u5728\u5eab\u306e\u53f0\u5e33 | \u6a5f\u68b0\u756a\u53f7\u3001\u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u6a5f\u7a2e\u3001\u5e74\u5f0f\u3001\u7a3c\u50cd\u6642\u9593\u3001\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u3001\u904b\u8ee2\u8cea\u91cf\u3001\u5099\u8003\uff08\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u914d\u7ba1\uff09\u3001\u4ed5\u5165\u308c\u306e\u533a\u5206\u3001\u72b6\u614b | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u6574\u5099\u8a18\u9332 | \u4f5c\u696d\u5831\u544a\u306e\u756a\u53f7\u3001\u6a5f\u68b0\u756a\u53f7\u3001\u4f5c\u696d\u65e5\u3001\u90e8\u4f4d\u3001\u4f5c\u696d\u306e\u5185\u5bb9\u3001\u6307\u6458\u4e8b\u9805 | \u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a |\n| \u578b\u5f0f\u306e\u5bfe\u5fdc\u8868 | \u578b\u5f0f\u3068\u30af\u30e9\u30b9\uff08\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u306e\u76ee\u5b89\uff09\u3001\u6a5f\u7a2e\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u5bfe\u5fdc | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u90e8\u4f4d\u306e\u540c\u7fa9\u8a9e\u306e\u8868 | \u90e8\u4f4d\u306e\u8a00\u3044\u65b9\u306e\u7d44\uff08\u300c\u8db3\u56de\u308a\u3001\u4e0b\u56de\u308a\u3001\u30a2\u30f3\u30c0\u30fc\u30ad\u30e3\u30ea\u30c3\u30b8\u300d\u300c\u65cb\u56de\u30e2\u30fc\u30bf\u30fc\u3001\u65cb\u56de\u30e2\u30fc\u30bf\u300d\uff09 | \u6574\u5099\u306e\u62c5\u5f53\u3068\u4f5c\u308b\u8868 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f\u30fb\u6574\u5099\u4e2d | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u5019\u88dc\u3092\u51fa\u3059\u305f\u3073\u306b\u7167\u4f1a\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3067\u3059\u3002** \u53f0\u5e33\u306e\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u306f\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3067\u7a7a\u6b04\u3082\u3042\u308a\u307e\u3059\u304c\u3001**\u578b\u5f0f\u304b\u3089\u30af\u30e9\u30b9\u3092\u5f15\u3051\u3070\u6f0f\u308c\u307e\u305b\u3093\u3002** \u8868\u306b\u7121\u3044\u578b\u5f0f\u306f\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u3066\u3001\u55b6\u696d\u306b\u8ffd\u52a0\u3092\u983c\u307f\u307e\u3059\u3002\n\n**\u6574\u5099\u8a18\u9332\u306e\u300c\u6307\u6458\u4e8b\u9805\u300d\uff08\u76f4\u3057\u3066\u3044\u306a\u3044\u304c\u6c17\u306b\u306a\u308b\u3053\u3068\uff09\u306f\u3001\u4f5c\u696d\u306e\u5185\u5bb9\u3068\u5225\u306e\u6b04\u306b\u5206\u3051\u3001**\u5019\u88dc\u306e\u4e00\u89a7\u3067\u5fc5\u305a\u51fa\u3059\u9805\u76ee\u306b\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| \u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u5408\u3046\u6a5f\u68b0 | \u5728\u5eab\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `range`\uff08\u5e74\u5f0f\u306e\u4e0b\u9650\u3001\u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3001\u30af\u30e9\u30b9\uff09\u3068 `term`\uff08\u6a5f\u7a2e\uff09 |\n| \u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6 | \u5728\u5eab\u306e\u7d22\u5f15 | `bool` \u306e `should` \u306b `nested`\uff08\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u914d\u7ba1\uff09\u3068 `term`\uff08\u30e4\u30fc\u30c9\uff09 |\n| \u5019\u88dc\u306e\u6c17\u306b\u306a\u308b\u8a18\u8f09 | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 | \u5019\u88dc\u306e\u6a5f\u68b0\u756a\u53f7\u3067\u7d5e\u308a\u3001\u6307\u6458\u4e8b\u9805\u306e\u6b04\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u90e8\u4f4d\u3067 `match` |\n| \u7a3c\u50cd\u6642\u9593\u306e\u6ce8\u610f | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 | \u300c\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u300d\u300c\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u300d\u3067 `match_phrase` |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5019\u88dc\u306e\u6a5f\u68b0\u756a\u53f7\u3054\u3068\u306b\u7167\u4f1a |\n\n**\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306f `nested` \u3067\u6301\u3061\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u914d\u5217\u306e\u4e2d\u306e1\u3064\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u4e2d\u3067\u6761\u4ef6\u3092\u305d\u308d\u3048\u3066\u63a2\u3057\u305f\u3044\u3068\u304d\u306b `nested` \u3092\u4f7f\u3046\u3068\u3055\u308c\u3001\u901a\u5e38\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u914d\u5217\u306f\u9805\u76ee\u3054\u3068\u306b\u5e73\u3089\u306b\u3055\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002**\u5e73\u3089\u306b\u3059\u308b\u3068\u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u306e\u914d\u7ba1\u300d\u3068\u300c\u72b6\u614b\uff1a\u8981\u4fee\u7406\u300d\u304c\u5225\u306e\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306e\u3082\u306e\u3067\u3082\u5408\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002** `nested` \u306f\u8ca0\u8377\u304c\u9ad8\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u4f7f\u3046\u306e\u306f\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n\u5728\u5eab\u306e\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u4e00\u90e8\u306e\u9805\u76ee\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/machines\n{\n \"mappings\": { \"properties\": {\n \"machine_no\": { \"type\": \"keyword\" },\n \"yard\": { \"type\": \"keyword\" },\n \"maker\": { \"type\": \"keyword\" },\n \"model_code\": { \"type\": \"keyword\" },\n \"machine_type\": { \"type\": \"keyword\" },\n \"class_m3\": { \"type\": \"float\" },\n \"year\": { \"type\": \"integer\" },\n \"hour_meter\": { \"type\": \"integer\" },\n \"meter_replaced\": { \"type\": \"boolean\" },\n \"attachments\": { \"type\": \"nested\", \"properties\": {\n \"kind\": { \"type\": \"keyword\" },\n \"spec\": { \"type\": \"keyword\" },\n \"condition\": { \"type\": \"keyword\" } } },\n \"stage\": { \"type\": \"keyword\" }\n } }\n}\n```\n\n\u6574\u5099\u8a18\u9332\u306f\u5225\u306e\u7d22\u5f15\u306b\u3057\u3001**\u6839\u62e0\u3092\u884c\u306e\u756a\u53f7\u3067\u793a\u305b\u308b\u3088\u3046\u3001\u4f5c\u696d\u5831\u544a\u30921\u884c\u305a\u3064\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\u3002**\n\n```json\nPUT \/maint\n{\n \"settings\": { \"analysis\": {\n \"filter\": { \"part_syn\": { \"type\": \"synonym_graph\", \"synonyms\": [\n \"\u8db3\u56de\u308a, \u4e0b\u56de\u308a, \u30a2\u30f3\u30c0\u30fc\u30ad\u30e3\u30ea\u30c3\u30b8\",\n \"\u65cb\u56de\u30e2\u30fc\u30bf\u30fc, \u65cb\u56de\u30e2\u30fc\u30bf\",\n \"\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc, \u30a2\u30ef\u30e1\u30fc\u30bf, \u7a3c\u50cd\u6642\u9593\u8a08\" ] } },\n \"analyzer\": {\n \"ja_index\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n \"filter\": [\"cjk_width\", \"lowercase\"] },\n \"ja_search\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n \"filter\": [\"cjk_width\", \"lowercase\", \"part_syn\"] } } } },\n \"mappings\": { \"properties\": {\n \"report_no\": { \"type\": \"keyword\" },\n \"line_no\": { \"type\": \"integer\" },\n \"machine_no\": { \"type\": \"keyword\" },\n \"work_date\": { \"type\": \"date\" },\n \"kind\": { \"type\": \"keyword\" },\n \"text\": { \"type\": \"text\", \"analyzer\": \"ja_index\",\n \"search_analyzer\": \"ja_search\" } } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u3068\u304d\u3060\u3051\u52b9\u304b\u305b\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3046\u3082\u306e\u3068\u3055\u308c\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u578b\u5f0f\u304b\u3089\u30af\u30e9\u30b9\u3092\u5f15\u304f** \u2026 \u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3067 `class_m3` \u3092\u5165\u308c\u307e\u3059\u3002\u53f0\u5e33\u306e\u30d0\u30b1\u30c3\u30c8\u5bb9\u91cf\u3068\u9055\u3048\u3070\u3001\u4e21\u65b9\u3092\u6b8b\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\n2. **\u6570\u5024\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b** \u2026 \u300c0.45\u33a5\uff08JIS\uff09\u300d\u300c0.45\u300d\u3092\u6570\u5024\u306b\u3057\u3001\u300c4,850h\u300d\u300c4850\u6642\u9593\u300d\u3092\u6574\u6570\u306b\u3057\u307e\u3059\n3. **\u5099\u8003\u304b\u3089\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3092\u53d6\u308a\u51fa\u3059** \u2026 \u300cB\u914d\u7ba1\u300d\u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u914d\u7ba1\u300d\u300c1\u6b212\u6b21\u914d\u7ba1\u300d\u3092 `kind: breaker_piping` \u306b\u305d\u308d\u3048\u307e\u3059\u3002\u53d6\u308a\u51fa\u305b\u306a\u3044\u66f8\u304d\u65b9\u306f\u3001\u5143\u306e\u6587\u3092\u6b8b\u3057\u3066\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u307e\u3059\n4. **\u4f5c\u696d\u5831\u544a\u3092\u884c\u306b\u5206\u3051\u308b** \u2026 \u4f5c\u696d\u306e\u5185\u5bb9\u3068\u6307\u6458\u4e8b\u9805\u3092\u5206\u3051\u3001`kind` \u306b `work`\uff0f`finding` \u3092\u5165\u308c\u307e\u3059\n5. **\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u6574\u5099\u8a18\u9332\u306b\u300c\u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u300d\u304c\u3042\u308c\u3070\u3001`meter_replaced` \u3092\u771f\u306b\u3057\u307e\u3059\n6. **\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u306e\u300c\u672a\u5206\u985e\u300d\u306f\u3001\u6368\u3066\u305a\u306b\u4e00\u89a7\u306b\u3057\u3001\u6bce\u9031\u306e\u55b6\u696d\u4f1a\u8b70\u3067\u5bfe\u5fdc\u8868\u306b\u8db3\u3057\u3066\u3044\u304d\u307e\u3059\u3002** 5\u756a\u76ee\u306f\u5024\u3092\u76f4\u3055\u305a\u3001**\u5019\u88dc\u306e\u4e00\u89a7\u306b\u300c\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u3042\u308a\u300d\u3068\u5fc5\u305a\u51fa\u3059\u307e\u3067\u306b\u3057\u307e\u3059\u3002** \u4ea4\u63db\u524d\u306e\u5024\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u672c\u5f53\u306e\u7a3c\u50cd\u6642\u9593\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u304b\u3089\u4f1d\u3048\u308b\u3079\u304d\u8a18\u8f09\u3092\u62fe\u3046\u3053\u3068\u306e2\u3064\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6a5f\u7a2e\u30fb\u30af\u30e9\u30b9\u30fb\u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u8db3\u3059\u3053\u3068 |\n| \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u30fb\u914d\u7ba1\u30fb\u30e4\u30fc\u30c9\u306e\u5e0c\u671b\u3092\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u3059\u308b | \u5e0c\u671b\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u683c\u4e0a\u3052\u3059\u308b\u3053\u3068 |\n| \u300c\u89e3\u4f53\u3067\u4f7f\u3046\u300d\u306a\u3069\u306e\u7528\u9014\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308a\u3001\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f | \u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304f\u3053\u3068 |\n| \u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u304b\u3089\u3001\u6307\u6458\u4e8b\u9805\u3068\u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u8a18\u8f09\u3092\u62fe\u3044\u3001\u884c\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b | \u8a18\u8f09\u304b\u3089\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6319\u3052\u308b\uff08\u30af\u30e9\u30b9\u306e\u5e45\u3001\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6271\u3044\u3001\u7d0d\u671f\uff09 | \u7279\u5b9a\u306e\u6a5f\u68b0\u3092\u52e7\u3081\u308b\u3053\u3068\u3001\u4fa1\u683c\u306b\u89e6\u308c\u308b\u3053\u3068 |\n\n**\u300c\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u3092\u5224\u65ad\u3057\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u300c\u8db3\u56de\u308a\u306e\u6469\u8017 60\uff05\u300d\u304c\u8cb7\u3063\u3066\u3088\u3044\u72b6\u614b\u304b\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4f7f\u3044\u65b9\u3067\u5909\u308f\u308a\u307e\u3059\u3002\n\n**\u7528\u9014\u304b\u3089\u306e\u8aad\u307f\u66ff\u3048\u306b\u306f\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002** \u300c\u89e3\u4f53\u3067\u4f7f\u3046\u300d\u304b\u3089\u30d6\u30ec\u30fc\u30ab\u30fc\u306e\u914d\u7ba1\u3092\u6761\u4ef6\u306b\u3059\u308b\u306e\u306f\u63a8\u6e2c\u3067\u3001\u5727\u7815\u6a5f\u306e\u3064\u3082\u308a\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002**`inferred: true` \u3092\u4ed8\u3051\u3001\u753b\u9762\u3067\u8272\u3092\u5909\u3048\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n1\u56de\u76ee\uff08\u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u5efa\u6a5f\u306e\u8ca9\u58f2\u4f1a\u793e\u3067\u3001\u55b6\u696d\u306e\u5728\u5eab\u63a2\u3057\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u304a\u5ba2\u69d8\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u554f\u3044\u5408\u308f\u305b\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u66ff\u3048\u306e\u6c7a\u307e\u308a\u3011\n- must: \u5916\u308c\u305f\u3089\u63d0\u6848\u306b\u306a\u3089\u306a\u3044\u6761\u4ef6\u3002\u6a5f\u7a2e\u3001\u30af\u30e9\u30b9\u3001\u5e74\u5f0f\u306e\u4e0b\u9650\u3001\n \u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3002\u304a\u5ba2\u69d8\u304c\u300c\u5fc5\u305a\u300d\u300c\u4ee5\u4e0a\u300d\u300c\u4ee5\u5185\u300d\u3068\u8a00\u3063\u305f\u3082\u306e\n- want: \u5916\u308c\u3066\u3082\u4ed6\u304c\u5408\u3048\u3070\u63d0\u6848\u306b\u306a\u308b\u6761\u4ef6\u3002\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3001\u914d\u7ba1\u3001\n \u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\n- \u30af\u30e9\u30b9\u306f\u3010\u30af\u30e9\u30b9\u306e\u8868\u3011\u306e\u5024\u306b\u5f53\u3066\u308b\u3002\u300c0.45\u30af\u30e9\u30b9\u300d\u306f 0.45 \u3068\u3057\u3001\n \u5e45\u3092\u3069\u3046\u3059\u308b\u304b\u306f ask \u306b\u5165\u308c\u308b\n- \u7528\u9014\u306e\u8a00\u8449\uff08\u89e3\u4f53\u3001\u6cd5\u9762\u3001\u6d5a\u6e2b\u306a\u3069\uff09\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308b\u3068\u304d\u306f\u3001\n inferred \u3092 true \u306b\u3057\u3001reason \u306b\u5143\u306e\u8a00\u8449\u3068\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f\n- ask: \u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e88\u7b97\u3068\u7d0d\u671f\u306f\u691c\u7d22\u306e\u6761\u4ef6\u306b\u305b\u305a\u3001budget_note \u3068 due_note \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u30e1\u30fc\u30ab\u30fc\u3084\u578b\u5f0f\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u304a\u5ba2\u69d8\u304c\u6319\u3052\u305f\u3082\u306e\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u3092\u300c\u304f\u3089\u3044\u300d\u300c\u307b\u3069\u300d\u3067\u8a00\u308f\u308c\u305f\u5834\u5408\u306f must \u306b\u5165\u308c\u305a\u3001\n ask \u306b\u300c\u7a3c\u50cd\u6642\u9593\u306e\u4e0a\u9650\u300d\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u4f1a\u793e\u306e\u898f\u6a21\u3084\u8cc7\u91d1\u306e\u72b6\u6cc1\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30af\u30e9\u30b9\u306e\u8868\u3011{class_table}\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u5efa\u6a5f\u306e\u8ca9\u58f2\u4f1a\u793e\u3067\u3001\u55b6\u696d\u304c\u63d0\u6848\u306e\u524d\u306b\u6574\u5099\u8a18\u9332\u3092\u78ba\u304b\u3081\u308b\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u4e0b\u306e\u3010\u5019\u88dc\u3011\u3054\u3068\u306b\u3001\u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011\u3092\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u62fe\u3046\u3082\u306e\u3011\n- finding: \u6307\u6458\u4e8b\u9805\u306e\u884c\u306f\u3001\u5185\u5bb9\u306b\u304b\u304b\u308f\u3089\u305a\u3059\u3079\u3066\u62fe\u3046\n- related: \u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u90e8\u4f4d\uff08\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011\u306e\u7528\u9014\u3068\n \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306b\u95a2\u308f\u308b\u90e8\u4f4d\uff09\u306e\u4f5c\u696d\u306e\u884c\n- meter: \u30a2\u30ef\u30fc\u30e1\u30fc\u30bf\u30fc\u306e\u4ea4\u63db\u30fb\u4e0d\u8abf\u306e\u8a18\u8f09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u884c\u306e\u6587\u3092\u305d\u306e\u307e\u307e quote \u306b\u5199\u3057\u3001report_no \u3068 line_no \u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n \u8981\u7d04\u3067\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u72b6\u614b\u304c\u826f\u3044\u30fb\u60aa\u3044\u3001\u8cb7\u3063\u3066\u3088\u3044\u30fb\u3088\u304f\u306a\u3044\u3001\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a18\u8f09\u304c\u7121\u3044\u3053\u3068\u3092\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u62fe\u3046\u3082\u306e\u304c\u7121\u3051\u308c\u3070\u3001\u914d\u5217\u3092\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4fa1\u683c\u3001\u5024\u5f15\u304d\u3001\u4fdd\u8a3c\u306b\u3064\u3044\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011\u306b\u7121\u3044\u4f5c\u696d\u3084\u90e8\u54c1\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{candidates}\n\u3010\u6574\u5099\u8a18\u9332\u306e\u884c\u3011{maint_lines}\n```\n\n**\u300c\u8a18\u8f09\u304c\u7121\u3044\u3053\u3068\u3092\u300e\u554f\u984c\u306a\u3057\u300f\u3068\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300c\u7279\u306b\u554f\u984c\u306f\u898b\u3089\u308c\u307e\u305b\u3093\u300d\u3068\u66f8\u304d\u307e\u3059\u3002** \u305d\u306e\u307e\u307e\u4f1d\u3048\u308b\u3068\u3001**\u8a18\u9332\u304c\u7121\u3044\u3060\u3051\u306e\u6a5f\u68b0\u306b\u72b6\u614b\u306e\u4fdd\u8a3c\u3092\u4e0e\u3048\u305f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u8981\u7d04\u3067\u8a00\u3044\u63db\u3048\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u65cb\u56de\u6642\u306b\u7570\u97f3\u3001\u69d8\u5b50\u898b\u300d\u3092\u8981\u7d04\u3059\u308b\u3068\u3001\u300c\u69d8\u5b50\u898b\u300d\u306e\u610f\u5473\u304c\u6d88\u3048\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30011\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n \"must\": [ { \"field\": \"machine_type | class_m3 | year | hour_meter\",\n \"op\": \"eq | gte | lte\", \"value\": \"\",\n \"inferred\": false, \"reason\": \"\" } ],\n \"want\": [ { \"field\": \"attachment | yard | maker\",\n \"value\": \"\", \"inferred\": false, \"reason\": \"\" } ],\n \"budget_note\": \"\",\n \"due_note\": \"\",\n \"ask\": [\"\"]\n}\n```\n\n2\u56de\u76ee\u306f\u3001\u5019\u88dc\u3054\u3068\u306b\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n```json\n{\n \"machine_no\": \"\",\n \"findings\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ],\n \"related\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ],\n \"meter\": [ { \"report_no\": \"\", \"line_no\": 0, \"quote\": \"\" } ]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u3092\u66f8\u304f\u5fc5\u8981\u304c\u3042\u308a\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5024\u306e\u7bc4\u56f2\u306f\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u306b Lambda \u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\u65b0\u3057\u3044\u30b9\u30ad\u30fc\u30de\u306f\u6700\u521d\u306e\u547c\u3073\u51fa\u3057\u3067\u6700\u592790\u79d2\u307b\u3069\u304b\u304b\u308b**\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u5f85\u3061\u6642\u9593\u3092\u9577\u3081\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`must` \u3068 `want` \u304c\u305d\u306e\u307e\u307e `filter` \u3068 `should` \u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u6839\u62e0\u3092\u6a5f\u68b0\u7684\u306b\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `quote` \u304c\u8a72\u5f53\u306e\u884c\u3068\u4e00\u5b57\u4e00\u53e5\u540c\u3058\u304b\u3092 Lambda \u3067\u7167\u5408\u3057\u3001**\u5408\u308f\u306a\u3051\u308c\u3070\u4e00\u89a7\u306b\u51fa\u3055\u305a\u300c\u6839\u62e0\u306e\u7167\u5408\u306b\u5931\u6557\u300d\u3068\u51fa\u3057\u307e\u3059\u3002** \u5199\u3057\u9593\u9055\u3044\u3084\u5225\u306e\u6a5f\u68b0\u306e\u884c\u306e\u6df7\u5165\u306b\u6c17\u3065\u3051\u307e\u3059\u3002\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u30682\u56de\u76ee\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u6a5f\u68b0 | \u30e4\u30fc\u30c9\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u578b\u5f0f\u3001\u5e74\u5f0f\u3001\u7a3c\u50cd\u6642\u9593\u3001\u30af\u30e9\u30b9 |\n| \u5408\u3063\u305f\u6761\u4ef6\uff0f\u5916\u308c\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5408\u3063\u305f\u3082\u306e\u30fb\u5916\u308c\u305f\u3082\u306e\u3001\u5916\u3057\u3066\u63a2\u3057\u305f `must` |\n| \u5fc5\u305a\u51fa\u3059\u9805\u76ee | **\u6307\u6458\u4e8b\u9805\u306e\u884c**\u3001\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6709\u7121\u3001\u524d\u56de\u306e\u7279\u5b9a\u81ea\u4e3b\u691c\u67fb\u306e\u5b9f\u65bd\u65e5\uff08\u53f0\u5e33\u306e\u5024\uff09 |\n| \u554f\u3044\u5408\u308f\u305b\u306b\u95a2\u308f\u308b\u6574\u5099 | `related` \u306e\u884c\uff08\u4f5c\u696d\u5831\u544a\u306e\u756a\u53f7\u3068\u884c\u306e\u756a\u53f7\uff09 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6574\u5099\u4e2d |\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5728\u5eab\u306e\u53f0\u5e33\u306e\u66f8\u304d\u51fa\u3057\uff08\u6bce\u6669\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5728\u5eab\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| \u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u5831\u544a | \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8aad\u307f\u53d6\u308a\uff08\u6bce\u6669\uff09 | \u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\u306e\u5143 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u5728\u5eab\u306e\u7d22\u5f15\u3001\u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u554f\u3044\u5408\u308f\u305b\u306e\u5165\u529b\u3001\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u9867\u5ba2\u306e\u53f0\u5e33\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u5546\u8ac7\u306e\u8a18\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u53f0\u5e33\u306b\u66f8\u304d\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 `inferred` \u306e\u6761\u4ef6\u3068\u30af\u30e9\u30b9\u306e\u5e45\u3092\u78ba\u304b\u3081\u3001\u9055\u3048\u3070\u76f4\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059\n2. **\u6307\u6458\u4e8b\u9805\u3092\u8aad\u3080** \u2026 \u6307\u6458\u4e8b\u9805\u306e\u884c\u3092\u4f5c\u696d\u5831\u544a\u306e\u539f\u672c\u3067\u78ba\u304b\u3081\u3001**\u4f1d\u3048\u65b9\u306b\u8ff7\u3046\u3082\u306e\u306f\u6574\u5099\u306e\u62c5\u5f53\u306b\u805e\u304d\u307e\u3059**\n3. **\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6a5f\u68b0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4ea4\u63db\u524d\u306e\u7a3c\u50cd\u6642\u9593\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3092\u6574\u5099\u306e\u62c5\u5f53\u306b\u805e\u304d\u307e\u3059\n4. **\u8fd4\u4fe1\u3092\u4ed5\u4e0a\u3052\u308b** \u2026 \u5916\u308c\u305f\u6761\u4ef6\u3068\u6307\u6458\u4e8b\u9805\u3092\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u8fd4\u4fe1\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6307\u6458\u4e8b\u9805\u306f\u3001\u304a\u5ba2\u69d8\u304c\u8cb7\u3063\u305f\u5f8c\u306e\u4fee\u7406\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c3\u53f0\u672a\u6e80 | `want` \u3092\u5f8c\u308d\u304b\u3089\u5916\u3057\u3001\u6b21\u306b `inferred` \u306e `must` \u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059\u3002**\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u305f `must` \u306f\u5916\u3055\u306a\u3044** |\n| \u578b\u5f0f\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044 | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u6b8b\u3057\u3001\u30af\u30e9\u30b9\u306e\u6761\u4ef6\u304b\u3089\u5916\u308c\u308b\u3053\u3068\u3092\u4e00\u89a7\u306e\u4e0a\u306b\u51fa\u3059 |\n| \u6574\u5099\u8a18\u9332\u304c\u7121\u3044\u6a5f\u68b0 | \u4e00\u89a7\u306b\u300c\u6574\u5099\u8a18\u9332\u306a\u3057\u300d\u3068\u51fa\u3059\u3002**\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u306f\u51fa\u3055\u306a\u3044** |\n| `quote` \u304c\u5143\u306e\u884c\u3068\u5408\u308f\u306a\u3044 | \u305d\u306e\u9805\u76ee\u3092\u51fa\u3055\u305a\u300c\u6839\u62e0\u306e\u7167\u5408\u306b\u5931\u6557\u300d\u3068\u51fa\u3057\u3001\u55b6\u696d\u304c\u539f\u672c\u3092\u958b\u304f |\n| \u5019\u88dc\u304c\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u58f2\u7d04\u6e08\u307f\u306f\u5916\u3057\u3001\u5546\u8ac7\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u6761\u4ef6\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u9078\u3073\u3001\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u5e74\u5f0f\u30fb\u7a3c\u50cd\u6642\u9593\u306e\u5024\u304c\u7bc4\u56f2\u306e\u5916 | Lambda \u3067\u5f3e\u304d\u3001\u55b6\u696d\u306b\u66f8\u304d\u76f4\u3057\u3092\u983c\u3080 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u5927\u4e8b\u3067\u3059\u3002** \u6574\u5099\u8a18\u9332\u304c\u7121\u3044\u306e\u306f\u5831\u544a\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u304b\u3089\u3067\u3001**\u72b6\u614b\u304c\u826f\u3044\u304b\u3089\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u691c\u7d22\u3054\u3068\u306e\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6587\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e\u8aad\u307f\u66ff\u3048\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5916\u3057\u305f\u6761\u4ef6\u306e\u9806\n- \u5019\u88dc\u3054\u3068\u306e2\u56de\u76ee\u306e JSON \u3068\u3001\u6839\u62e0\u306e\u7167\u5408\u306e\u7d50\u679c\n- \u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u6a5f\u68b0\u3068\u3001\u8fd4\u4fe1\u306b\u66f8\u3044\u305f\u6307\u6458\u4e8b\u9805\n- \u53d6\u308a\u8fbc\u3093\u3060\u53f0\u5e33\u3068\u4f5c\u696d\u5831\u544a\u306e\u5199\u3057\u306e\u6642\u523b\n\n**\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\u306f\u3001\u8aad\u307f\u66ff\u3048\u306e\u6307\u793a\u3068\u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u3092\u76f4\u3059\u6750\u6599\u306b\u3057\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30e2\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08\u96fb\u8a71\u30fb\u30e1\u30fc\u30eb\u30fbWeb\u3092\u6df7\u305c\u308b\uff09\n2. \u55b6\u696d\u306b\u3001\u305d\u308c\u305e\u308c\u6700\u7d42\u7684\u306b\u3069\u306e\u6a5f\u68b0\u3092\u63d0\u6848\u3057\u305f\u304b\u3092\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3046\n3. \u5728\u5eab\u306e\u53f0\u5e33\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u578b\u5f0f\u306e\u6a2a\u306b\u30af\u30e9\u30b9\u306e\u5217\u3001\u5099\u8003\u306e\u6a2a\u306b\u914d\u7ba1\u306e\u5217\u3092\u624b\u3067\u8db3\u3059\n4. 30\u4ef6\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3001\u63a8\u6e2c\u3067\u8db3\u3057\u305f\u6761\u4ef6\u306b\u306f\u5370\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u6761\u4ef6\u3067\u8868\u8a08\u7b97\u3092\u7d5e\u308a\u8fbc\u307f\u3001\u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u6a5f\u68b0\u304c\u6b8b\u308b\u304b\u3092\u898b\u308b\n6. \u63d0\u6848\u3057\u305f\u6a5f\u68b0\u306e\u4f5c\u696d\u5831\u544a\u30921\u53f0\u305a\u3064\u8cbc\u308a\u3001\u300c\u6307\u6458\u4e8b\u9805\u306e\u884c\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u72b6\u614b\u306e\u826f\u3057\u60aa\u3057\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n\n**2\u756a\u76ee\u306e\u66f8\u304d\u51fa\u3057\u306f\u5fc5\u305a\u5148\u306b\u6e08\u307e\u305b\u3066\u304f\u3060\u3055\u3044\u3002** 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\u5099\u8003\u304b\u3089\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044\u6a5f\u68b0\u304c\u591a\u3044 | **\u53f0\u5e33\u306e\u66f8\u304d\u65b9\u306e\u6c7a\u307e\u308a\u304c\u5148\u3002** \u4ed5\u5165\u308c\u306e\u5165\u529b\u3092\u898b\u76f4\u3059 |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u554f\u3044\u5408\u308f\u305b\u3092\u6761\u4ef6\u306b\u5206\u3051\u3001\u8868\u8a08\u7b97\u3067\u7d5e\u308b \uff0f \u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u5728\u5eab\u3068\u6574\u5099\u8a18\u9332\u3092\u5165\u308c\u3001\u55b6\u696d\u304c\u6761\u4ef6\u3092\u9078\u3093\u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308b \uff0f \u5168\u30e4\u30fc\u30c9\u306e\u5728\u5eab\u306e\u691c\u7d22\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u304b\u3089\u6761\u4ef6\u3092\u8aad\u307f\u66ff\u3048\u3001\u5019\u88dc\u306e\u6574\u5099\u8a18\u9332\u306e\u8a18\u8f09\u3092\u6839\u62e0\u4ed8\u304d\u3067\u62fe\u3044\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3092\u7167\u4f1a\u3059\u308b \uff0f \u554f\u3044\u5408\u308f\u305b\u304b\u3089\u5019\u88dc\u306e\u4e00\u89a7\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef640\u5206\u304c25\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** 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\u534a\u81ea\u52d5\u5316\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001**\u55b6\u696d\u304c\u3069\u306e\u30af\u30e9\u30b9\u306e\u5e45\u3067\u63a2\u3057\u3001\u3069\u306e\u90e8\u4f4d\u306e\u8a18\u8f09\u3092\u6c17\u306b\u3057\u3066\u3044\u308b\u304b**\u304c\u691c\u7d22\u306e\u8a18\u9332\u304b\u3089\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u308c\u3092\u6307\u793a\u3068\u540c\u7fa9\u8a9e\u306e\u8868\u306b\u5199\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u7d4c\u9a13\u306e\u9577\u3044\u55b6\u696d\u306e\u898b\u65b9\u306b\u8fd1\u3044\u4e00\u89a7\u306b\u306a\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5019\u88dc\u304c0\u4ef6\u306b\u306a\u308b | **\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3068\u30e4\u30fc\u30c9\u306f `should` \u306b\u7f6e\u304f\u3002** must \u306f\u304a\u5ba2\u69d8\u304c\u8a00\u3044\u5207\u3063\u305f\u3082\u306e\u3060\u3051 |\n| \u300c\u30d6\u30ec\u30fc\u30ab\u30fc\u306e\u914d\u7ba1\u300d\u3068\u300c\u8981\u4fee\u7406\u300d\u304c\u5225\u306e\u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u306a\u306e\u306b\u5408\u3046 | \u30a2\u30bf\u30c3\u30c1\u30e1\u30f3\u30c8\u3092 `nested` \u306b\u3059\u308b |\n| \u30af\u30e9\u30b9\u306e\u66f8\u304d\u65b9\u3067\u6f0f\u308c\u308b | \u578b\u5f0f\u306e\u5bfe\u5fdc\u8868\u304b\u3089\u30af\u30e9\u30b9\u3092\u5f15\u3044\u3066 `class_m3` \u306b\u5165\u308c\u308b |\n| \u90e8\u4f4d\u306e\u8a00\u3044\u65b9\u3067\u6574\u5099\u8a18\u9332\u304c\u5f15\u3051\u306a\u3044 | \u90e8\u4f4d\u306e\u540c\u7fa9\u8a9e\u3092\u691c\u7d22\u306e\u5074\uff08`synonym_graph`\uff09\u306b\u7f6e\u304f |\n| \u6574\u5099\u8a18\u9332\u304c\u7121\u3044\u6a5f\u68b0\u306b\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u51fa\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u4e00\u89a7\u306b\u300c\u6574\u5099\u8a18\u9332\u306a\u3057\u300d\u3068\u51fa\u3059 |\n| AI\u304c\u884c\u3092\u5199\u3057\u9593\u9055\u3048\u308b | `quote` \u3092\u5143\u306e\u884c\u3068\u7167\u5408\u3057\u3001\u5408\u308f\u306a\u3051\u308c\u3070\u51fa\u3055\u306a\u3044 |\n| \u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6a5f\u68b0\u304c\u4e0a\u4f4d\u306b\u6765\u308b | \u6574\u5099\u8a18\u9332\u304b\u3089\u5370\u3092\u4ed8\u3051\u3001\u4e00\u89a7\u306b\u5fc5\u305a\u51fa\u3059 |\n| \u58f2\u308c\u305f\u6a5f\u68b0\u3092\u63d0\u6848\u3057\u305f | \u8ca9\u58f2\u306e\u72b6\u614b\u306f\u5019\u88dc\u3092\u51fa\u3059\u305f\u3073\u306b\u7167\u4f1a\u3059\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u691c\u7d22\u306e\u5074\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** 5\u884c\u76ee\u30686\u884c\u76ee\u306f\u751f\u6210AI\u306e\u5074\u306e\u5931\u6557\u3067\u3001**\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u66f8\u304b\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u305b\u308b\u5931\u6557**\u3067\u3059\u3002\u6307\u793a\u3067\u7981\u3058\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u7167\u5408\u3068\u8868\u793a\u306e\u6c7a\u307e\u308a\u3067\u9632\u304e\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u304a\u5ba2\u69d8\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u4f1a\u793e\u540d\u3001\u5de5\u4e8b\u306e\u5185\u5bb9\u3001\u4e88\u7b97\u3001\u7d0d\u671f\uff09\u3001\u5728\u5eab\u306e\u53f0\u5e33\u3001\u6574\u5099\u8a18\u9332\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3067\u3059\u3002**\u6574\u5099\u8a18\u9332\u306b\u306f\u3001\u4ed5\u5165\u308c\u5148\u306e\u4f1a\u793e\u540d\u3084\u4f7f\u308f\u308c\u3066\u3044\u305f\u73fe\u5834\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n1. **\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u62c5\u5f53\u8005\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n2. **\u4ed5\u5165\u308c\u5148\u306e\u540d\u524d\u3092\u5019\u88dc\u306e\u4e00\u89a7\u306b\u51fa\u3055\u306a\u3044** \u2026 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**\u5b89\u5168\u306b\u95a2\u308f\u308b\u8a18\u9332\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u52b4\u50cd\u5b89\u5168\u885b\u751f\u6cd5\u306e\u7b2c45\u6761\u306f\u3001\u653f\u4ee4\u3067\u5b9a\u3081\u308b\u6a5f\u68b0\u7b49\u306b\u3064\u3044\u3066\u3001\u4e8b\u696d\u8005\u306b\u5b9a\u671f\u306e\u81ea\u4e3b\u691c\u67fb\u3068\u7d50\u679c\u306e\u8a18\u9332\u3092\u6c42\u3081\u3001\u305d\u306e\u3046\u3061\u306e\u7279\u5b9a\u81ea\u4e3b\u691c\u67fb\u306f\u8cc7\u683c\u3092\u6301\u3064\u8005\u304b\u691c\u67fb\u696d\u8005\u304c\u884c\u3046\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u4e00\u89a7\u306b\u51fa\u3059\u524d\u56de\u306e\u7279\u5b9a\u81ea\u4e3b\u691c\u67fb\u306e\u5b9f\u65bd\u65e5\u306f\u53f0\u5e33\u306e\u5024\u306e\u5199\u3057\u3067\u3001\u8cb7\u3063\u305f\u5f8c\u306e\u691c\u67fb\u306f\u304a\u5ba2\u69d8\u304c\u4e8b\u696d\u8005\u3068\u3057\u3066\u884c\u3046\u3082\u306e\u3067\u3059\u3002** \u5bfe\u8c61\u306e\u6a5f\u68b0\u304b\u3069\u3046\u304b\u306f\u3001\u6a5f\u7a2e\u3054\u3068\u306b\u653f\u4ee4\u3068\u7701\u4ee4\u3067\u78ba\u304b\u3081\u307e\u3059\n6. **\u8a18\u9332\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308b** \u2026 \u554f\u3044\u5408\u308f\u305b\u3068\u5019\u88dc\u306e\u8a18\u9332\u306b\u306f\u3001\u304a\u5ba2\u69d8\u306e\u5de5\u4e8b\u306e\u4e88\u5b9a\u304c\u306b\u3058\u307f\u307e\u3059\u3002**\u898b\u3089\u308c\u308b\u4eba\u3092\u55b6\u696d\u3068\u55b6\u696d\u306e\u8cac\u4efb\u8005\u306b\u9650\u308a\u3001\u4fdd\u5b58\u306e\u671f\u9593\u3092\u6c7a\u3081\u3066\u6d88\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6307\u6458\u4e8b\u9805\u3092\u4f1d\u3048\u305a\u306b\u58f2\u308b\u3053\u3068\u3001\u30e1\u30fc\u30bf\u30fc\u4ea4\u63db\u306e\u6a5f\u68b0\u3092\u7a3c\u50cd\u6642\u9593\u306e\u5c11\u306a\u3044\u6a5f\u68b0\u3068\u3057\u3066\u793a\u3059\u3053\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u7121\u3044\u6a5f\u68b0\u3092\u554f\u984c\u306e\u7121\u3044\u6a5f\u68b0\u306e\u3088\u3046\u306b\u793a\u3059\u3053\u3068\u306e3\u3064\u3067\u3059\u3002** 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\u8868\u306e\u624b\u5165\u308c\u3092\u3059\u308b\u62c5\u5f53\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3092\u4f5c\u308b**\n\nOpenSearch \u306b\u5728\u5eab\u3068\u6574\u5099\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u55b6\u696d\u304c\u6761\u4ef6\u3092\u753b\u9762\u3067\u9078\u3093\u3067\u63a2\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u306e\u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u554f\u3044\u5408\u308f\u305b\u306e\u8aad\u307f\u66ff\u3048\u3068\u3001\u6574\u5099\u8a18\u9332\u306e\u8aad\u307f\u53d6\u308a\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u55b6\u696d\u304c\u8aad\u307f\u66ff\u3048\u3092\u76f4\u3057\u305f\u4ef6\u6570\u3001\u6839\u62e0\u306e\u7167\u5408\u306b\u5931\u6557\u3057\u305f\u4ef6\u6570\u3001\u5019\u88dc\u304c0\u4ef6\u3060\u3063\u305f\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u30011\u4ef640\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u65b0\u3057\u3044\u55b6\u696d\u304c\u5168\u30e4\u30fc\u30c9\u306e\u5728\u5eab\u3092\u540c\u3058\u65e9\u3055\u3067\u63d0\u6848\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1420","UC-0051","UC-0850","UC-1439"],"related_articles":[{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":6077,"slug":"event-kouzouka-data","title":"\u50ac\u3057\u306e\u60c5\u5831\u3092\u691c\u7d22\u306b\u51fa\u30595\u5de5\u7a0b\uff5c\u4e2d\u6b62\u3068\u5ef6\u671f\u306e\u4f1d\u3048\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| OpenSearch Service \u306e\u30c9\u30e1\u30a4\u30f3\u306b Japanese\uff08kuromoji\uff09\u3068 ICU \u306e\u89e3\u6790\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3053\u3068\u3002\u65e5\u672c\u8a9e\u5411\u3051\u3068\u3057\u3066 Sudachi \u3082\u9078\u3079\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-26 |\n| OpenSearch Service \u304c\u5bfe\u5fdc\u3059\u308b\u30d0\u30fc\u30b8\u30e7\u30f3\u306b 3.5\u30013.3\u30013.1\u30012.19 \u306a\u3069\u304c\u3042\u308b\u3053\u3068 | [AWS: What is Amazon OpenSearch Service?](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/what-is.html) | 2026-10-26 |\n| \u914d\u5217\u306e\u4e2d\u306e\u540c\u3058\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3067\u6761\u4ef6\u3092\u305d\u308d\u3048\u3066\u63a2\u3059\u3068\u304d\u306b `nested` \u3092\u4f7f\u3046\u3053\u3068\u3002\u901a\u5e38\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u914d\u5217\u306f\u9805\u76ee\u3054\u3068\u306b\u5e73\u3089\u306b\u3055\u308c\u308b\u3053\u3068\u3002`nested` \u306f\u7d22\u5f15\u3068\u691c\u7d22\u306e\u8ca0\u8377\u304c\u9ad8\u3044\u3053\u3068 | [OpenSearch: Nested field type](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_mappings\/supported-field-types\/nested.md) | 2026-10-26 |\n| `synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3044\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3053\u3068 | [OpenSearch: Synonym graph token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/synonym-graph.md) | 2026-10-26 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3002\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308b\u3053\u3068\u3002\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u65b0\u3057\u3044\u30b9\u30ad\u30fc\u30de\u306e\u6700\u521d\u306e\u547c\u3073\u51fa\u3057\u3067\u6700\u592790\u79d2\u307b\u3069\u304b\u304b\u308b\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-26 |\n| \u52b4\u50cd\u5b89\u5168\u885b\u751f\u6cd5 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