{"id":16285,"date":"2026-10-23T17:55:13","date_gmt":"2026-10-23T08:55:13","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/vertex-auto-dealer-service-bulletin\/"},"modified":"2026-10-23T17:55:13","modified_gmt":"2026-10-23T08:55:13","slug":"vertex-auto-dealer-service-bulletin","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/vertex-auto-dealer-service-bulletin\/","title":{"rendered":"\u81ea\u52d5\u8eca\u30c7\u30a3\u30fc\u30e9\u30fc\u306e\u6574\u5099\u58eb\u304c\u3001\u5165\u5eab\u3057\u305f\u8eca\u306e\u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u304b\u3089\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u6280\u8853\u60c5\u5831\u3068\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u8cc7\u6599\u3092\u5f15\u304d\u3001\u5f53\u3066\u306f\u307e\u308b\u5bfe\u7b56\u3068\u624b\u9806\u3092\u63a2\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6574\u5099\u58eb\u304c\u5165\u5eab\u3057\u305f\u8eca\u306e\u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u308b\u3068\u3001\u305d\u306e\u8eca\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5f53\u305f\u308b\u30e1\u30fc\u30ab\u30fc\u306e\u6280\u8853\u60c5\u5831\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u30fb\u5e97\u8217\u306e\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u304b\u3089\u3001\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u5bfe\u7b56\u3068\u624b\u9806\u306e\u7bc0\u3092\u5f15\u7528\u3057\u3066\u4e26\u3079\u307e\u3059\u3002\u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u304b\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u304b\u3081\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1712","platform_main":"Google Vertex AI","publish_date":"","last_updated":"2026-10-23","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f\u3001\u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u53d7\u4ed8\u306e\u6642\u70b9\u3067\u306f\u6545\u969c\u30b3\u30fc\u30c9\u304c\u307e\u3060\u7121\u3044\u306e\u3067\u3001**\u554f\u8a3a\u3060\u3051\u3067\u5148\u306b\u52d5\u304b\u3059\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u6545\u969c\u30b3\u30fc\u30c9\u304c\u51fa\u306a\u3044\u75c7\u72b6\uff08\u97f3\u3001\u306b\u304a\u3044\u3001\u632f\u52d5\uff09\u306f\u3001\u6545\u969c\u30b3\u30fc\u30c9\u306e\u6b04\u3092\u300c\u306a\u3057\u300d\u306b\u3057\u3066\u62bc\u3057\u307e\u3059\u3002\n\n| \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee | \u4f7f\u3044\u9053 |\n|:--|:--|\n| \u8eca\u53f0\u756a\u53f7 | \u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u3001\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046 |\n| \u578b\u5f0f | \u7d5e\u308a\u8fbc\u307f |\n| \u521d\u5ea6\u767b\u9332\u30fb\u8d70\u884c\u8ddd\u96e2 | \u691c\u7d22\u306e\u6587\u306b\u4ed8\u3051\u308b\uff08\u8d70\u884c\u8ddd\u96e2\u306e\u6761\u4ef6\u304c\u3042\u308b\u6280\u8853\u60c5\u5831\u306e\u305f\u3081\uff09 |\n| \u554f\u8a3a\u306e\u5185\u5bb9 | \u691c\u7d22\u306e\u8cea\u554f\u6587 |\n| \u6545\u969c\u30b3\u30fc\u30c9 | \u7d5e\u308a\u8fbc\u307f\u3068\u691c\u7d22\u306e\u6587 |\n| \u6574\u5099\u58eb\u304c\u898b\u305f\u69d8\u5b50 | \u691c\u7d22\u306e\u6587\u306b\u8db3\u3059\uff08\u4efb\u610f\uff09 |\n\n**\u3082\u3046\u4e00\u3064\u306e\u30c8\u30ea\u30ac\u30fc\u306f\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\u306b\u65b0\u3057\u3044\u6280\u8853\u60c5\u5831\u3084\u8cc7\u6599\u304c\u51fa\u305f\u3053\u3068\u3067\u3059\u3002** \u30b5\u30fc\u30d3\u30b9\u306e\u6280\u8853\u62c5\u5f53\u304c\u6bce\u65e5\u30dd\u30fc\u30bf\u30eb\u3092\u898b\u3066\u3001\u65b0\u3057\u3044\u6587\u66f8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u66f8\u3044\u3066\u7f6e\u304d\u307e\u3059\u3002**\u53d6\u308a\u6d88\u3057\u3084\u5dee\u3057\u66ff\u3048\u306e\u901a\u77e5\u304c\u51fa\u305f\u6587\u66f8\u306f\u3001\u6d88\u3055\u305a\u306b `status` \u3092 `superseded` \u306b\u3057\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u306f\u6bce\u6669\u3067\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5165\u5eab\u306e\u9805\u76ee | \u4e0a\u306e\u8868\u306e\u9805\u76ee\uff08\u304a\u5ba2\u69d8\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u306f\u6e21\u3055\u306a\u3044\uff09 | \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6280\u8853\u60c5\u5831 | \u75c7\u72b6\u3001\u539f\u56e0\u3001\u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2 | \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\uff08PDF\uff09 |\n| \u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u8cc7\u6599 | \u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5185\u5bb9\u3001\u5bfe\u8c61\u306e\u7bc4\u56f2\u3001\u4f5c\u696d\u306e\u8981\u9818 | \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\uff08PDF\uff09 |\n| \u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332 | \u578b\u5f0f\u3001\u8eca\u53f0\u756a\u53f7\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u75c7\u72b6\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u539f\u56e0\u3001\u4ea4\u63db\u3057\u305f\u90e8\u54c1\u3001\u4f5c\u696d\u306e\u7d50\u679c | \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u30891\u4ef6\u305a\u3064\u4f5c\u308b |\n| \u75c7\u72b6\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7 | \u554f\u8a3a\u306e\u8a00\u8449\u3068\u6280\u8853\u60c5\u5831\u306e\u8a00\u8449\u306e\u5bfe\u5fdc\uff08\u300c\u30b3\u30c8\u30b3\u30c8\u97f3\u300d\u3068\u300c\u6253\u97f3\u300d\u306a\u3069\uff09 | \u6280\u8853\u62c5\u5f53\u304c\u4f5c\u308b |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u306e\u7bc4\u56f2\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6b63\u3057\u304f\u5199\u3059\u3053\u3068\u3067\u3059\u3002** \u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u7bc4\u56f2\u306f\u3001\u578b\u5f0f\u3054\u3068\u306b\u8eca\u53f0\u756a\u53f7\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**1\u3064\u306e\u6587\u66f8\u306b\u578b\u5f0f\u304c3\u3064\u3042\u308c\u3070\u3001\u7bc4\u56f2\u30823\u3064\u3042\u308a\u307e\u3059\u3002** \u305d\u3053\u3067\u3001\u6280\u8853\u60c5\u5831\u3092\u300c\u578b\u5f0f\u3068\u7bc4\u56f2\u306e\u7d44\u300d\u3054\u3068\u306b1\u884c\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u3057\u3001\u540c\u3058\u6587\u66f8\u3092\u8907\u6570\u306e\u884c\u304b\u3089\u6307\u3057\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306f\u3001\u6280\u8853\u60c5\u5831\u3088\u308a\u4e0b\u306b\u7f6e\u304d\u307e\u3059\u3002** \u8a18\u9332\u306f\u300c\u3053\u306e\u5e97\u3067\u3001\u3053\u306e\u8eca\u3067\u3001\u3053\u3046\u3057\u305f\u3089\u76f4\u3063\u305f\u300d\u3068\u3044\u30461\u4ef6\u306e\u4e8b\u5b9f\u3067\u3001**\u539f\u56e0\u306e\u5207\u308a\u5206\u3051\u306e\u53c2\u8003\u306b\u306f\u306a\u308a\u307e\u3059\u304c\u3001\u5bfe\u7b56\u306e\u6839\u62e0\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002**","data_source":"\u6280\u8853\u60c5\u5831\u3068\u8cc7\u6599\u306f1\u4ef6\u305a\u3064PDF\u3067 Cloud Storage \u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306f JSON Lines \u3067\u30011\u884c\u3054\u3068\u306b `id`\u3001`structData`\u3001`content`\uff08`mimeType` \u3068 `uri`\uff09\u3092\u66f8\u304d\u307e\u3059\u3002**\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306f\u6570\u306e\u9805\u76ee\u306b\u3057\u307e\u3059\u3002**\n\n```\n{\"id\":\"tsb-2025-0318-a\",\"structData\":{\"doc_kind\":\"tech_bulletin\",\n \"model_code\":\"ABC1\",\"serial_from\":100001,\"serial_to\":158400,\n \"system\":[\"steering\",\"suspension\"],\"dtc\":[],\"status\":\"active\",\n \"issued_date\":\"2025-11-20T00:00:00Z\"},\n \"content\":{\"mimeType\":\"application\/pdf\",\"uri\":\"gs:\/\/svc-docs\/tsb-2025-0318.pdf\"}}\n```\n\n**\u5165\u5eab\u306e\u305f\u3073\u306b\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u69cb\u6587\u3067\u306f\u3001\u6587\u5b57\u306e\u9805\u76ee\u306f `ANY()` \u3067\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3001\u6570\u306e\u9805\u76ee\u306f `<=`\u30fb`>=` \u306a\u3069\u3067\u6570\u3068\u306e\u6bd4\u8f03\u3001`IN()` \u3067\u7bc4\u56f2\u306e\u6307\u5b9a\u304c\u3067\u304d\u3001`AND`\u30fb`OR`\u30fb`NOT` \u3068\u62ec\u5f27\u3067\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u9805\u76ee\u306f\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n```\nmodel_code: ANY(\"ABC1\")\nAND serial_from <= 123456 AND serial_to >= 123456\nAND NOT status: ANY(\"superseded\")\n```\n\n**\u6545\u969c\u30b3\u30fc\u30c9\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u7d5e\u308a\u8fbc\u307f\u3067\u306f\u306a\u304f\u691c\u7d22\u306e\u6587\u306b\u5165\u308c\u307e\u3059\u3002** \u6280\u8853\u60c5\u5831\u306b\u306f\u6545\u969c\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3082\u3042\u308a\u3001**\u6545\u969c\u30b3\u30fc\u30c9\u3067\u7d5e\u308b\u3068\u3001\u30b3\u30fc\u30c9\u306e\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5bfe\u7b56\u304c\u843d\u3061\u307e\u3059\u3002** \u6545\u969c\u30b3\u30fc\u30c9\u306e\u4e00\u81f4\u306f\u3001\u4e26\u3079\u308b\u3068\u304d\u306b\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5370\u3092\u4ed8\u3051\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306f\u3001\u578b\u5f0f\u3067\u7d5e\u308a\u3001\u9023\u756a\u306e\u7bc4\u56f2\u306f\u898b\u307e\u305b\u3093\u3002** \u540c\u3058\u578b\u5f0f\u306e\u8fd1\u3044\u9023\u756a\u306e\u8a18\u9332\u3082\u3001\u5207\u308a\u5206\u3051\u306e\u53c2\u8003\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002\u8a18\u9332\u306f\u5225\u306e\u547c\u3073\u51fa\u3057\u306b\u3057\u3001\u6280\u8853\u60c5\u5831\u3068\u6df7\u305c\u307e\u305b\u3093\u3002\n\n**\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f\u3001\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u7528\u3068\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u7528\u3067\u5206\u3051\u307e\u3059\u3002** \u4fee\u7406\u8a18\u9332\u306f\u6bce\u6669\u5897\u3048\u3001\u6280\u8853\u60c5\u5831\u3088\u308a\u4ef6\u6570\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002\u540c\u3058\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u308b\u3068\u3001**\u4ef6\u6570\u306e\u591a\u3044\u8a18\u9332\u304c\u691c\u7d22\u306e\u4e0a\u4f4d\u3092\u5360\u3081\u3001\u6280\u8853\u60c5\u5831\u304c\u62bc\u3057\u51fa\u3055\u308c\u307e\u3059\u3002**\n\n**\u6280\u8853\u60c5\u5831\u306e\u56f3\u306b\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u306e Image annotation \u3092\u4f7f\u3044\u307e\u3059\u3002** \u90e8\u54c1\u306e\u4f4d\u7f6e\u306e\u56f3\u3084\u914d\u7dda\u306e\u56f3\u306b\u8aac\u660e\u304c\u4ed8\u304d\u3001\u300c\u52a9\u624b\u5e2d\u5074\u306e\u8db3\u5143\u306e\u30b3\u30cd\u30af\u30bf\u300d\u306e\u3088\u3046\u306a\u554f\u8a3a\u306e\u8a00\u8449\u304b\u3089\u3082\u56f3\u306e\u8f09\u3063\u305f\u7bc0\u304c\u5f15\u304b\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002**\u56f3\u306e\u8aac\u660e\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u539f\u6587\u3067\u306f\u306a\u304f\u30d1\u30fc\u30b5\u30fc\u304c\u4ed8\u3051\u305f\u6587\u306a\u306e\u3067\u3001\u6839\u62e0\u3068\u3057\u3066\u5199\u3059\u306e\u306f\u56f3\u305d\u306e\u3082\u306e\u3068\u672c\u6587\u306e\u7bc0\u306e\u756a\u53f7\u306b\u3057\u307e\u3059\u3002**","preprocessing":"1. **\u8eca\u53f0\u756a\u53f7\u3092\u5206\u3051\u308b** \u2026 \u8eca\u691c\u8a3c\u306e\u8eca\u53f0\u756a\u53f7\u3092\u3001\u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u307e\u3059\u3002**\u8f38\u5165\u8eca\u3067\u30b7\u30ea\u30a2\u30eb\u756a\u53f7\u306e\u66f8\u5f0f\u304c\u9055\u3046\u8eca\u306f\u3001\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u306a\u3044\u306e\u3067\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3057\u3001\u578b\u5f0f\u3060\u3051\u3067\u7d5e\u308a\u307e\u3059**\n2. **\u554f\u8a3a\u306e\u8a00\u8449\u3092\u8a00\u3044\u63db\u3048\u308b** \u2026 \u75c7\u72b6\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u3092\u5f53\u3066\u3001\u554f\u8a3a\u306e\u8a00\u8449\u306b\u6280\u8853\u60c5\u5831\u306e\u8a00\u8449\u3092\u6dfb\u3048\u307e\u3059\u3002\u3082\u3068\u306e\u8a00\u8449\u306f\u6d88\u3057\u307e\u305b\u3093\n3. **\u691c\u7d22\u306e\u6587\u3092\u4f5c\u308b** \u2026 \u7cfb\u7d71\uff08\u30a8\u30f3\u30b8\u30f3\u3001\u5909\u901f\u6a5f\u3001\u30b9\u30c6\u30a2\u30ea\u30f3\u30b0\u3001\u7a7a\u8abf\u3001\u96fb\u88c5\u306a\u3069\uff09\u3001\u75c7\u72b6\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u8d70\u884c\u8ddd\u96e2\u30921\u3064\u306e\u6587\u306b\u3057\u307e\u3059\n4. **\u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u7bc4\u56f2\u3092\u5199\u3059** \u2026 \u65b0\u3057\u3044\u6280\u8853\u60c5\u5831\u3092\u7f6e\u304f\u3068\u304d\u3001\u6280\u8853\u62c5\u5f53\u304c\u7bc4\u56f2\u306e\u8868\u304b\u3089\u578b\u5f0f\u3068\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u9023\u756a\u3092\u66f8\u304d\u307e\u3059\u3002**\u5199\u3057\u9593\u9055\u3044\u3092\u9632\u3050\u305f\u3081\u30012\u4eba\u3067\u8aad\u307f\u5408\u308f\u305b\u307e\u3059**\n5. **\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3092\u6574\u3048\u308b** \u2026 \u304a\u5ba2\u69d8\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u30ca\u30f3\u30d0\u30fc\u3092\u5916\u3057\u3001\u578b\u5f0f\u30fb\u9023\u756a\u30fb\u75c7\u72b6\u30fb\u539f\u56e0\u30fb\u90e8\u54c1\u30fb\u7d50\u679c\u3060\u3051\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306e\u8aad\u307f\u5408\u308f\u305b\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7bc4\u56f2\u306e\u9023\u756a\u30921\u6841\u5199\u3057\u9593\u9055\u3048\u308b\u3068\u3001**\u5f53\u305f\u308b\u306f\u305a\u306e\u8eca\u306b\u6280\u8853\u60c5\u5831\u304c\u51fa\u305a\u3001\u5f53\u305f\u3089\u306a\u3044\u8eca\u306b\u51fa\u307e\u3059\u3002** \u691c\u7d22\u306e\u7cbe\u5ea6\u3088\u308a\u3001\u3053\u306e\u5199\u3057\u306e\u6b63\u3057\u3055\u304c\u52b9\u304d\u307e\u3059\u3002\n\n**2\u756a\u76ee\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u306f\u3001\u6280\u8853\u62c5\u5f53\u304c\u6708\u306b\u4e00\u5ea6\u3001\u5019\u88dc\u304c\u51fa\u306a\u304b\u3063\u305f\u554f\u8a3a\u306e\u8a00\u8449\u3092\u96c6\u3081\u3066\u8db3\u3057\u307e\u3059\u3002** \u300c\u30ad\u30e5\u30eb\u30ad\u30e5\u30eb\u300d\u300c\u30ac\u30bf\u30ac\u30bf\u300d\u306e\u3088\u3046\u306a\u97f3\u306e\u8a00\u8449\u306f\u53d7\u4ed8\u62c5\u5f53\u3054\u3068\u306b\u66f8\u304d\u65b9\u304c\u9055\u3044\u3001\u6700\u521d\u306e\u7248\u3067\u306f\u8db3\u308a\u307e\u305b\u3093\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u7d5e\u308a\u8fbc\u307e\u308c\u305f\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u306e\u4e2d\u304b\u3089\u3001\u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u306b\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6587\u66f8\u3092\u63a2\u3057\u3001\u75c7\u72b6\u30fb\u539f\u56e0\u30fb\u5bfe\u7b56\u30fb\u624b\u9806\u306e\u7bc0\u3092\u672c\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u4e26\u3079\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6280\u8853\u60c5\u5831\u3092\u793a\u3059 | \u6587\u66f8\u306e\u756a\u53f7\u3001\u984c\u540d\u3001\u767a\u884c\u65e5\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u7bc4\u56f2 |\n| \u75c7\u72b6\u3068\u539f\u56e0\u3092\u5f15\u7528\u3059\u308b | \u6587\u66f8\u306b\u66f8\u304b\u308c\u305f\u75c7\u72b6\u3068\u539f\u56e0\u3092\u3001\u8a00\u3044\u63db\u3048\u305a\u306b |\n| \u5bfe\u7b56\u3068\u624b\u9806\u306e\u7bc0\u3092\u793a\u3059 | \u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u306e\u7bc0\u306e\u756a\u53f7 |\n| \u78ba\u304b\u3081\u308b\u4e8b\u5b9f\u3092\u6319\u3052\u308b | \u6587\u66f8\u306e\u75c7\u72b6\u3068\u898b\u6bd4\u3079\u308b\u305f\u3081\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\uff08\u767a\u751f\u306e\u6761\u4ef6\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u97f3\u306e\u51fa\u308b\u5834\u6240\u306a\u3069\uff09 |\n| \u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u3092\u4e26\u3079\u308b | \u7cfb\u7d71\u3068\u7bc4\u56f2\u304c\u91cd\u306a\u308b\u8cc7\u6599\u3092\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u8a8d\u300d\u306e\u5370\u4ed8\u304d\u3067 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u539f\u56e0\u306e\u65ad\u5b9a | \u6574\u5099\u58eb\u306e\u70b9\u691c\u3068\u8a3a\u65ad\u3067\u6c7a\u3081\u308b |\n| \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u30fb\u5b9f\u65bd\u6e08\u307f\u306e\u5224\u65ad | \u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u6c7a\u307e\u308b |\n| \u90e8\u54c1\u756a\u53f7\u30fb\u7de0\u3081\u4ed8\u3051\u306e\u5024\u30fb\u898f\u5b9a\u306e\u5024\u3092\u66f8\u304d\u63db\u3048\u308b | 1\u6587\u5b57\u306e\u9055\u3044\u3067\u5225\u306e\u90e8\u54c1\u30fb\u5225\u306e\u5024\u306b\u306a\u308b |\n| \u7bc4\u56f2\u306e\u5916\u306e\u6587\u66f8\u3084\u53d6\u308a\u6d88\u3055\u308c\u305f\u6587\u66f8\u3092\u4f7f\u3046 | \u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u5bfe\u7b56\u306b\u306a\u308b |\n| \u4fee\u7406\u66f8\u306b\u7121\u3044\u4f5c\u696d\u306e\u624b\u9806\u3092\u4f5c\u308b | \u5b89\u5168\u306b\u95a2\u308f\u308b |\n\n**3\u3064\u76ee\u306f\u3001\u5f15\u7528\u306e\u7167\u5408\u3067\u5b88\u308a\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7b54\u3048\u306e\u4e2d\u306e\u90e8\u54c1\u756a\u53f7\u3068\u6570\u5024\uff08N\u00b7m\u3001mm\u3001V \u306a\u3069\u306e\u4ed8\u3044\u305f\u6570\uff09\u3092\u62fe\u3044\u3001**\u5f15\u7528\u3057\u305f\u30c1\u30e3\u30f3\u30af\u306e\u672c\u6587\u306b\u305d\u306e\u307e\u307e\u542b\u307e\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u6570\u3092\u4f0f\u305b\u3066\u539f\u6587\u3092\u958b\u304f\u3088\u3046\u8868\u793a\u3057\u307e\u3059\u3002\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `filter` | \u578b\u5f0f\u3001\u9023\u756a\u306e\u7bc4\u56f2\u3001\u53d6\u308a\u6d88\u3057\u306e\u9664\u5916 | \u7bc4\u56f2\u306b\u5165\u308b\u6587\u66f8\u3060\u3051\u3092\u5f15\u304f |\n| `maxReturnResults` | 10\uff08\u65e2\u5b9a\uff09 | 1\u53f0\u306e\u75c7\u72b6\u306b\u306f\u5341\u5206\u3002\u6700\u5927\u306f25 |\n| `includeCitations` | \u6709\u52b9 | \u6587\u66f8\u3068\u7bc0\u306b\u51fa\u5178\u3092\u4ed8\u3051\u308b\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u95a2\u4fc2\u306e\u8584\u3044\u6587\u66f8\u3067\u7b54\u3048\u306a\u3044 |\n| `groundingSpec.filteringLevel` | `FILTERING_LEVEL_HIGH` | \u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u3092\u51fa\u3055\u306a\u3044 |\n| `promptSpec.preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |\n\n**\u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u306f\u751f\u6210\u3055\u308c\u305a\u3001`answerSkippedReasons` \u306b `LOW_GROUNDED_CONTENT` \u304c\u8fd4\u308a\u307e\u3059\u3002** \u305d\u306e\u3068\u304d\u306f\u300c\u7bc4\u56f2\u306b\u5165\u308b\u6280\u8853\u60c5\u5831\u3067\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u51fa\u3057\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3060\u3051\u3092\u4e26\u3079\u3066\u6280\u8853\u62c5\u5f53\u3078\u306e\u76f8\u8ac7\u3092\u52e7\u3081\u307e\u3059\u3002","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u578b\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u7cfb\u7d71\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u554f\u8a3a\u306e\u8a00\u8449\u3068\u8a00\u3044\u63db\u3048\u3092\u691c\u7d22\u306e\u6587\u306e\u5148\u982d\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u81ea\u52d5\u8eca\u30c7\u30a3\u30fc\u30e9\u30fc\u306e\u30b5\u30fc\u30d3\u30b9\u5de5\u5834\u3067\u3001\u6574\u5099\u58eb\u306e\u8abf\u3079\u3082\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u8aad\u3080\u306e\u306f\u6574\u5099\u58eb\u3067\u3001\u4f5c\u696d\u306e\u524d\u306b\u5fc5\u305a\u539f\u6587\u3068\n\u4fee\u7406\u66f8\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n\u3010\u524d\u63d0\u3011\n\u691c\u7d22\u306e\u5bfe\u8c61\u306f\u3001\u3053\u306e\u8eca\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5f53\u305f\u308b\u3001\u30e1\u30fc\u30ab\u30fc\u306e\n\u6280\u8853\u60c5\u5831\u3068\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u8cc7\u6599\u3060\u3051\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u306b\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6280\u8853\u60c5\u5831\u3092\u3001\u6587\u66f8\u306e\u756a\u53f7\u30fb\u984c\u540d\u30fb\n   \u767a\u884c\u65e5\u3092\u4ed8\u3051\u3066\u3001\u5f53\u3066\u306f\u307e\u308a\u305d\u3046\u306a\u9806\u306b3\u4ef6\u307e\u3067\u793a\u3059\n2. \u5404\u6587\u66f8\u306e\u75c7\u72b6\u3068\u539f\u56e0\u3092\u3001\u672c\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n3. \u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u306e\u7bc0\u306e\u756a\u53f7\u3092\u3001\u672c\u6587\u306e\u307e\u307e\u66f8\u304f\n4. \u6587\u66f8\u306e\u75c7\u72b6\u3068\u898b\u6bd4\u3079\u308b\u305f\u3081\u306b\u6574\u5099\u58eb\u304c\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u30013\u3064\u307e\u3067\u6319\u3052\u308b\n5. \u7cfb\u7d71\u304c\u91cd\u306a\u308b\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u8cc7\u6599\u304c\n   \u3042\u308c\u3070\u3001\u5c4a\u51fa\u756a\u53f7\u3084\u8cc7\u6599\u306e\u756a\u53f7\u3092\u66f8\u304d\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u8a8d\u300d\u3068\n   \u66f8\u304d\u6dfb\u3048\u308b\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u539f\u56e0\u306f\u301c\u3067\u3059\u300d\u3068\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3053\u306e\u6587\u66f8\u306e\u75c7\u72b6\u3068\u4e00\u81f4\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u54c1\u756a\u53f7\u3001\u7de0\u3081\u4ed8\u3051\u30c8\u30eb\u30af\u3001\u898f\u5b9a\u306e\u5024\u306f\u3001\u672c\u6587\u306e\u6587\u5b57\u306e\u307e\u307e\u66f8\u304d\u3001\n  \u4e38\u3081\u305f\u308a\u5358\u4f4d\u3092\u63db\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u3067\u3042\u308b\u3001\u5b9f\u65bd\u6e08\u307f\u3067\u3042\u308b\u3001\u3068\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u4f5c\u696d\u306e\u624b\u9806\u3084\u3001\u4e00\u822c\u7684\u306a\u6574\u5099\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u540d\u524d\u3084\u8eca\u306e\u767b\u9332\u756a\u53f7\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u304c\u7121\u3044\u3068\u304d\u306f\u3001\n  \u300c\u7bc4\u56f2\u306b\u5165\u308b\u6280\u8853\u60c5\u5831\u3067\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\n  \u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u5f53\u3066\u306f\u307e\u308a\u305d\u3046\u306a\u9806\u306b3\u4ef6\u307e\u3067\u300d\u3068\u6570\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5019\u88dc\u309210\u4ef6\u4e26\u3079\u308b\u3068\u6574\u5099\u58eb\u304c\u5168\u90e8\u3092\u8aad\u307e\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002** 4\u4ef6\u76ee\u4ee5\u964d\u306f\u3001\u753b\u9762\u3067\u958b\u3051\u3070\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002","output_data":"**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u3068\u5165\u5eab\u306e\u9805\u76ee\u3092\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"work_order_id\": \"\",\n  \"model_code\": \"\",\n  \"serial_no\": 0,\n  \"serial_filter_applied\": true,\n  \"dtc\": [],\n  \"bulletins\": [\n    { \"doc_id\": \"\", \"title\": \"\", \"issued_date\": \"\", \"dtc_match\": false,\n      \"symptom_quote\": \"\", \"cause_quote\": \"\", \"parts\": [],\n      \"procedure_section\": \"\", \"numbers_verified\": true, \"uri\": \"\" }\n  ],\n  \"campaign_candidates\": [ { \"doc_id\": \"\", \"kind\": \"recall | improvement | service_campaign\",\n                             \"title\": \"\", \"maker_check\": \"required\" } ],\n  \"past_repairs\": [ { \"record_id\": \"\", \"symptom\": \"\", \"cause\": \"\", \"parts\": [] } ],\n  \"facts_to_check\": [],\n  \"flags\": []\n}\n```\n\n**`campaign_candidates` \u306e `maker_check` \u306f\u3001\u3044\u3064\u3082 `required` \u3067\u3059\u3002** \u753b\u9762\u3067\u306f\u3001\u3053\u306e\u6b04\u3060\u3051\u8272\u3092\u5909\u3048\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u51fa\u3057\u307e\u3059\u3002\u56fd\u571f\u4ea4\u901a\u7701\u306e\u30ea\u30b3\u30fc\u30eb\u5236\u5ea6\u306e\u30da\u30fc\u30b8\u306b\u3088\u308c\u3070\u3001\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u306e\u5b9f\u65bd\u6e08\u307f\u306e\u8b58\u5225\u306f\u3001\u4ee4\u548c8\u5e744\u67081\u65e5\u4ee5\u964d\u3001\u5404\u30e1\u30fc\u30ab\u30fc\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306e\u8eca\u53f0\u756a\u53f7\u306b\u3088\u308b\u691c\u7d22\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5c4a\u51fa\u6642\u306e\u8b58\u5225\u306e\u65b9\u6cd5\u3068\u9055\u3046\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002**\u8eca\u4f53\u306e\u30da\u30a4\u30f3\u30c8\u306e\u5370\u3067\u5b9f\u65bd\u6e08\u307f\u3068\u898b\u306a\u3055\u306a\u3044\u3088\u3046\u3001\u753b\u9762\u306b\u3082\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002**\n\n| `flags` | \u7acb\u3066\u308b\u6761\u4ef6 |\n|:--|:--|\n| `no_serial_filter` | \u8eca\u53f0\u756a\u53f7\u3092\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u305a\u3001\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3057\u305f |\n| `numbers_unverified` | \u90e8\u54c1\u756a\u53f7\u3084\u6570\u5024\u304c\u5f15\u7528\u306e\u672c\u6587\u306b\u898b\u3064\u304b\u3089\u306a\u3044 |\n| `assertive_words` | \u7b54\u3048\u306b\u300c\u539f\u56e0\u306f\u301c\u3067\u3059\u300d\u300c\u5bfe\u8c61\u3067\u3059\u300d\u300c\u5b9f\u65bd\u6e08\u307f\u300d\u306a\u3069\u306e\u8a9e\u304c\u3042\u308b |\n| `skipped` | `answerSkippedReasons` \u304c\u8fd4\u3063\u305f |","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5165\u5eab\u306e\u756a\u53f7\u3067\u8aad\u307f\u51fa\u3057 | \u578b\u5f0f\u3001\u8eca\u53f0\u756a\u53f7\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u554f\u8a3a\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3002\u66f8\u304d\u8fbc\u307e\u306a\u3044 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\uff08\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u3068\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306e2\u56de\uff09 | \u5019\u88dc\u306e\u5f15\u7528 |\n| \u6574\u5099\u58eb\u306e\u753b\u9762 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a | \u5019\u88dc\u3001\u539f\u6587\u3078\u306e\u30ea\u30f3\u30af\u3001`flags` |\n| \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb | \u6574\u5099\u58eb\u304c\u753b\u9762\u3067\u7167\u4f1a | \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3001\u4fee\u7406\u66f8 |\n| \u6280\u8853\u62c5\u5f53 | \u753b\u9762\u304b\u3089\u76f8\u8ac7\u306e\u30dc\u30bf\u30f3 | `skipped` \u3084\u5019\u88dc\u306e\u7121\u3044\u3082\u306e\u3092\u3001\u5165\u5eab\u306e\u9805\u76ee\u3068\u691c\u7d22\u306e\u7d50\u679c\u3092\u4ed8\u3051\u3066\u9001\u308b |\n\n**\u4f5c\u696d\u306e\u7d50\u679c\u306f\u3001\u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u8a18\u9332\u3057\u3001\u7fcc\u6669\u306b\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u300c\u6280\u8853\u60c5\u5831\u306e\u3068\u304a\u308a\u306e\u5bfe\u7b56\u3067\u76f4\u3063\u305f\u300d\u300c\u76f4\u3089\u305a\u5225\u306e\u539f\u56e0\u3060\u3063\u305f\u300d\u304c\u6b8b\u308a\u3001\u6b21\u306e\u691c\u7d22\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002","human_review":"**\u539f\u56e0\u3092\u6c7a\u3081\u308b\u306e\u306f\u3044\u3064\u3082\u6574\u5099\u58eb\u306e\u70b9\u691c\u3068\u8a3a\u65ad\u3067\u3001\u4f5c\u696d\u306e\u624b\u9806\u306f\u3044\u3064\u3082\u4fee\u7406\u66f8\u306b\u5f93\u3044\u307e\u3059\u3002**\n\n1. **\u8eca\u304c\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b** \u2026 `no_serial_filter` \u304c\u7acb\u3063\u3066\u3044\u305f\u3089\u3001\u5019\u88dc\u306e\u6587\u66f8\u306e\u9069\u7528\u7bc4\u56f2\u3092\u539f\u6587\u3067\u8aad\u307f\u307e\u3059\n2. **\u5019\u88dc\u3092\u539f\u6587\u3067\u8aad\u3080** \u2026 \u5f15\u7528\u306e\u524d\u5f8c\u306e\u3001\u767a\u751f\u306e\u6761\u4ef6\u3068\u9069\u7528\u306e\u9664\u5916\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306f\u30e1\u30fc\u30ab\u30fc\u3067\u7167\u4f1a\u3059\u308b** \u2026 \u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u3001\u8eca\u53f0\u756a\u53f7\u3067\u7167\u4f1a\u3057\u307e\u3059\n4. **\u4fee\u7406\u66f8\u3067\u4f5c\u696d\u3059\u308b** \u2026 \u7de0\u3081\u4ed8\u3051\u306e\u5024\u3084\u898f\u5b9a\u306e\u5024\u306f\u3001\u4fee\u7406\u66f8\u306e\u5024\u3067\u4f5c\u696d\u3057\u307e\u3059\n\n**2\u756a\u76ee\u306e\u300c\u9069\u7528\u306e\u9664\u5916\u300d\u3092\u8aad\u307f\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6280\u8853\u60c5\u5831\u306b\u306f\u3001\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u3066\u3082\u300c\u5bd2\u51b7\u5730\u4ed5\u69d8\u3092\u9664\u304f\u300d\u306e\u3088\u3046\u306a\u4f46\u3057\u66f8\u304d\u304c\u3042\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8eca\u53f0\u756a\u53f7\u3092\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u306a\u3044\uff08\u8f38\u5165\u8eca\u306e\u30b7\u30ea\u30a2\u30eb\u756a\u53f7\u306a\u3069\uff09 | \u578b\u5f0f\u3060\u3051\u3067\u7d5e\u308a\u3001`no_serial_filter` \u3067\u7bc4\u56f2\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u308b\u3088\u3046\u51fa\u3059 |\n| \u578b\u5f0f\u306b\u5f53\u305f\u308b\u6280\u8853\u60c5\u5831\u304c1\u4ef6\u3082\u7121\u3044 | \u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3060\u3051\u3092\u4e26\u3079\u3001\u6280\u8853\u62c5\u5f53\u3078\u306e\u76f8\u8ac7\u3092\u52e7\u3081\u308b |\n| \u6545\u969c\u30b3\u30fc\u30c9\u304c\u8907\u6570\u3042\u308b | \u30b3\u30fc\u30c9\u3054\u3068\u306e\u7cfb\u7d71\u306b\u5206\u3051\u3066\u691c\u7d22\u3057\u3001\u5019\u88dc\u3092\u7cfb\u7d71\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u90e8\u54c1\u756a\u53f7\u3084\u6570\u5024\u304c\u5f15\u7528\u306b\u7121\u3044 | `numbers_unverified`\u3002\u305d\u306e\u6570\u3092\u4f0f\u305b\u3066\u539f\u6587\u3092\u958b\u304f\u3088\u3046\u51fa\u3059 |\n| \u7b54\u3048\u306b\u65ad\u5b9a\u306e\u8a9e\u304c\u51fa\u305f | \u8a9e\u3092\u6d88\u3057\u3001`assertive_words` \u3067\u6574\u5099\u58eb\u3078 |\n| \u53d6\u308a\u6d88\u3055\u308c\u305f\u6280\u8853\u60c5\u5831\u3057\u304b\u5f53\u305f\u3089\u306a\u3044 | \u51fa\u3055\u305a\u306b\u3001\u5dee\u3057\u66ff\u3048\u306e\u6587\u66f8\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u6280\u8853\u62c5\u5f53\u306b\u78ba\u304b\u3081\u308b |\n| \u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3057\u305f | \u6574\u5099\u58eb\u304c\u5f93\u6765\u3069\u304a\u308a\u30dd\u30fc\u30bf\u30eb\u3067\u691c\u7d22\u3059\u308b |","log_storage":"- \u5165\u5eab\u306e\u756a\u53f7\u3001\u578b\u5f0f\u3001\u9023\u756a\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u554f\u8a3a\u306e\u8a00\u8449\u3068\u8a00\u3044\u63db\u3048\u3001\u6545\u969c\u30b3\u30fc\u30c9\n- \u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3068\u3001\u305d\u306e\u3068\u304d\u767b\u9332\u3055\u308c\u3066\u3044\u305f\u6280\u8853\u60c5\u5831\u306e\u4ef6\u6570\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u306e\u5168\u6587\uff08`answerText`\u3001`citations`\u3001`references`\u3001`answerSkippedReasons`\uff09\n- \u753b\u9762\u306b\u51fa\u3057\u305f\u5019\u88dc\u3068 `flags`\u3001\u6574\u5099\u58eb\u304c\u958b\u3044\u305f\u6587\u66f8\n- \u4f5c\u696d\u306e\u7d50\u679c\uff08\u5019\u88dc\u306e\u5bfe\u7b56\u3067\u76f4\u3063\u305f\u304b\uff09\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u80b2\u3066\u308b\u8a18\u9332\u3067\u3059\u3002** \u5019\u88dc\u306e1\u4ef6\u76ee\u3067\u76f4\u3063\u305f\u5272\u5408\u3092\u6708\u3054\u3068\u306b\u898b\u307e\u3059\u3002\u4e0b\u304c\u3063\u3066\u304d\u305f\u3089\u3001\u9069\u7528\u7bc4\u56f2\u306e\u5199\u3057\u306e\u8aa4\u308a\u304b\u3001\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u306e\u4e0d\u8db3\u3092\u7591\u3044\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":15,"assumption_frequency":480,"assumption_workdays":20,"volume_month":480,"before_minutes_per_case":15,"after_minutes_per_case":6,"hourly_cost":3200,"before_hours_month":120,"after_hours_month":48,"saved_hours_month":72,"reduction_rate":60,"saved_hours_year":864,"annual_cost_effect":2764800,"summary":"\u6574\u5099\u58eb\u304c\u5165\u5eab\u3057\u305f\u8eca\u306e\u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u308b\u3068\u3001\u305d\u306e\u8eca\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5f53\u305f\u308b\u30e1\u30fc\u30ab\u30fc\u306e\u6280\u8853\u60c5\u5831\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u30fb\u5e97\u8217\u306e\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u304b\u3089\u3001\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u5bfe\u7b56\u3068\u624b\u9806\u306e\u7bc0\u3092\u5f15\u7528\u3057\u3066\u4e26\u3079\u307e\u3059\u3002\u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u304b\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u304b\u3081\u307e\u3059\u3002","before_flow":"1. \u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u554f\u8a3a\u306e\u5185\u5bb9\u3068\u8eca\u53f0\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u3092\u8aad\u307f\u3001\u30b9\u30ad\u30e3\u30f3\u30c4\u30fc\u30eb\u3067\u6545\u969c\u30b3\u30fc\u30c9\u3092\u8aad\u3080\n2. \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\u3067\u3001\u8eca\u540d\u3068\u75c7\u72b6\u306e\u8a00\u8449\u3084\u6545\u969c\u30b3\u30fc\u30c9\u3067\u6280\u8853\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u6587\u66f8\u30921\u3064\u305a\u3064\u958b\u304d\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5165\u5eab\u3057\u305f\u8eca\u304c\u5165\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n4. \u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u3001\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b\n5. \u5f53\u3066\u306f\u307e\u308b\u6587\u66f8\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u6574\u5099\u58eb\u3084\u6280\u8853\u62c5\u5f53\u306b\u805e\u304f\n6. \u4fee\u7406\u66f8\u306e\u4f5c\u696d\u306e\u624b\u9806\u3092\u958b\u304d\u3001\u4f5c\u696d\u306b\u5165\u308b\n\n**\uff08a\uff09\u691c\u7d22\u306e\u8a00\u8449\u304c\u5408\u308f\u306a\u3044\u3002** \u554f\u8a3a\u306e\u300c\u30b3\u30c8\u30b3\u30c8\u97f3\u300d\u304c\u3001\u6280\u8853\u60c5\u5831\u3067\u306f\u300c\u7570\u97f3\uff08\u6253\u97f3\uff09\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002**\u8a00\u8449\u3092\u5909\u3048\u3066\u4f55\u5ea6\u3082\u691c\u7d22\u3057\u3001\u51fa\u3066\u304d\u305f\u4f55\u5341\u4ef6\u304b\u3089\u7bc4\u56f2\u306b\u5165\u308b\u3082\u306e\u30921\u3064\u305a\u3064\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**\uff08b\uff09\u9069\u7528\u306e\u7bc4\u56f2\u3092\u78ba\u304b\u3081\u308b\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u6587\u66f8\u306e\u5192\u982d\u304b\u672b\u5c3e\u306e\u8868\u306b\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u304c\u3042\u308a\u3001**\u958b\u304f\u307e\u3067\u5f53\u305f\u308b\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u7bc4\u56f2\u306e\u5916\u306e\u6587\u66f8\u3092\u8aad\u307f\u9032\u3081\u3066\u3057\u307e\u3046\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u5f53\u305f\u308a\u306e\u4ed8\u3051\u65b9\u304c\u30d9\u30c6\u30e9\u30f3\u306b\u504f\u308b\u3002** \u300c\u3053\u306e\u578b\u5f0f\u306e\u3053\u306e\u97f3\u306a\u3089\u3001\u3042\u306e\u5bfe\u7b56\u300d\u3068\u77e5\u3063\u3066\u3044\u308b\u306e\u306f\u30d9\u30c6\u30e9\u30f3\u3067\u3001**\u82e5\u3044\u6574\u5099\u58eb\u306f\u805e\u304f\u307e\u3067\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u30d9\u30c6\u30e9\u30f3\u306f\u81ea\u5206\u306e\u4f5c\u696d\u306e\u624b\u3092\u6b62\u3081\u3066\u7b54\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u63a2\u3059\u6642\u9593\u304c\u4f5c\u696d\u306e\u6642\u9593\u3092\u524a\u308b\u3002** \u6574\u5099\u58eb\u306e\u4eba\u6570\u306f\u8db3\u308a\u305a\u30011\u53f0\u306b15\u5206\u306e\u8abf\u3079\u3082\u306e\u304c\u5165\u308b\u3068\u3001**\u305d\u306e\u65e5\u306b\u9810\u304b\u308c\u308b\u53f0\u6570\u304c\u6e1b\u308a\u307e\u3059\u3002**","before_flow_steps":["\u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u554f\u8a3a\u306e\u5185\u5bb9\u3068\u8eca\u53f0\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u3092\u8aad\u307f\u3001\u30b9\u30ad\u30e3\u30f3\u30c4\u30fc\u30eb\u3067\u6545\u969c\u30b3\u30fc\u30c9\u3092\u8aad\u3080","\u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\u3067\u3001\u8eca\u540d\u3068\u75c7\u72b6\u306e\u8a00\u8449\u3084\u6545\u969c\u30b3\u30fc\u30c9\u3067\u6280\u8853\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b","\u51fa\u3066\u304d\u305f\u6587\u66f8\u30921\u3064\u305a\u3064\u958b\u304d\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5165\u5eab\u3057\u305f\u8eca\u304c\u5165\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","\u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u3001\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b","\u5f53\u3066\u306f\u307e\u308b\u6587\u66f8\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u6574\u5099\u58eb\u3084\u6280\u8853\u62c5\u5f53\u306b\u805e\u304f","\u4fee\u7406\u66f8\u306e\u4f5c\u696d\u306e\u624b\u9806\u3092\u958b\u304d\u3001\u4f5c\u696d\u306b\u5165\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c\u554f\u8a3a\u306e\u5185\u5bb9\u3092\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308c\u3001\u6574\u5099\u58eb\u304c\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5165\u5eab\u306e\u756a\u53f7\u304b\u3089\u578b\u5f0f\u30fb\u8eca\u53f0\u756a\u53f7\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u521d\u5ea6\u767b\u9332\u3092\u8aad\u307f\u3001\u8eca\u53f0\u756a\u53f7\u3092\u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u578b\u5f0f\u3068\u9023\u756a\u3067\u7d5e\u3063\u3066\u3001Agent Search\uff08Vertex AI Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3076\n4. **\u3010\u81ea\u52d5\u3011** \u8fd4\u3063\u305f\u5f15\u7528\u3092\u3001\u6280\u8853\u60c5\u5831\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u30fb\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306b\u5206\u3051\u3066\u4e26\u3079\u3001\u90e8\u54c1\u756a\u53f7\u3068\u6570\u5024\u304c\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n5. **\u3010\u4eba\u3011** \u6574\u5099\u58eb\u304c\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b\n6. **\u3010\u4eba\u3011** \u6574\u5099\u58eb\u304c\u5019\u88dc\u306e\u6280\u8853\u60c5\u5831\u3092\u539f\u6587\u3067\u8aad\u307f\u3001\u4fee\u7406\u66f8\u306e\u624b\u9806\u3067\u4f5c\u696d\u3059\u308b\n7. **\u3010\u4eba\u3011** \u5019\u88dc\u306b\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u304c\u7121\u3051\u308c\u3070\u3001\u6280\u8853\u62c5\u5f53\u306b\u76f8\u8ac7\u3059\u308b\u3002\u4f5c\u696d\u306e\u7d50\u679c\u306f\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u8a18\u9332\u3059\u308b\n\n**3\u756a\u76ee\u3067\u3001\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306e\u5916\u306e\u6587\u66f8\u306f\u691c\u7d22\u306e\u5bfe\u8c61\u306b\u3082\u306a\u308a\u307e\u305b\u3093\u3002** \u7b54\u3048\u306e\u6839\u62e0\u306b\u3001\u5225\u306e\u5e74\u5f0f\u306e\u5bfe\u7b56\u304c\u5165\u308b\u4f59\u5730\u3092\u306a\u304f\u3057\u307e\u3059\u3002\n\n**5\u756a\u76ee\u3092\u4eba\u306e\u4f5c\u696d\u306b\u6b8b\u3059\u306e\u306f\u3001\u5bfe\u8c61\u304b\u3069\u3046\u304b\u306e\u78ba\u5b9a\u306f\u4ed5\u69d8\u306e\u9055\u3044\u307e\u3067\u898b\u308b\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u3057\u304b\u6c7a\u307e\u3089\u306a\u3044\u304b\u3089\u3067\u3059\u3002** \u5b9f\u65bd\u6e08\u307f\u304b\u3069\u3046\u304b\u3082\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u304b\u3081\u307e\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c\u554f\u8a3a\u306e\u5185\u5bb9\u3092\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u308c\u3001\u6574\u5099\u58eb\u304c\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u5165\u5eab\u306e\u756a\u53f7\u304b\u3089\u578b\u5f0f\u30fb\u8eca\u53f0\u756a\u53f7\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u521d\u5ea6\u767b\u9332\u3092\u8aad\u307f\u3001\u8eca\u53f0\u756a\u53f7\u3092\u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u578b\u5f0f\u3068\u9023\u756a\u3067\u7d5e\u3063\u3066\u3001Agent Search\uff08Vertex AI Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3076","**\u3010\u81ea\u52d5\u3011** \u8fd4\u3063\u305f\u5f15\u7528\u3092\u3001\u6280\u8853\u60c5\u5831\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u30fb\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306b\u5206\u3051\u3066\u4e26\u3079\u3001\u90e8\u54c1\u756a\u53f7\u3068\u6570\u5024\u304c\u539f\u6587\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u6574\u5099\u58eb\u304c\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u6574\u5099\u58eb\u304c\u5019\u88dc\u306e\u6280\u8853\u60c5\u5831\u3092\u539f\u6587\u3067\u8aad\u307f\u3001\u4fee\u7406\u66f8\u306e\u624b\u9806\u3067\u4f5c\u696d\u3059\u308b","**\u3010\u4eba\u3011** \u5019\u88dc\u306b\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u304c\u7121\u3051\u308c\u3070\u3001\u6280\u8853\u62c5\u5f53\u306b\u76f8\u8ac7\u3059\u308b\u3002\u4f5c\u696d\u306e\u7d50\u679c\u306f\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u8a18\u9332\u3059\u308b"],"architecture":"```\n\u30e1\u30fc\u30ab\u30fc\u306e\u6280\u8853\u60c5\u5831  \u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u8cc7\u6599  \u5e97\u8217\u306e\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\n   \u2502  \u578b\u5f0f\u30fb\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u30fb\u7cfb\u7d71\u30fb\u6545\u969c\u30b3\u30fc\u30c9\u30fb\u6587\u66f8\u306e\u7a2e\u985e\u3092\u4ed8\u3051\u308b\n   \u25bc\nCloud Storage \u2500\u2500 \u30e1\u30bf\u30c7\u30fc\u30bf\uff08JSON Lines\uff09\n   \u25bc\nAgent Search\uff08Vertex AI Search\uff09\u2500\u2500 \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u3001\u56f3\u8868\u306e\u8aac\u660e\uff09\n   \u2502   model_code\uff0fserial_from\uff0fserial_to\uff0fsystem\uff0fdtc\uff0fdoc_kind\n   \u25bc\n\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6574\u5099\u58eb\u304c\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u691c\u7d22\u3092\u62bc\u3059\n   \u25bc\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3001Cloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u8eca\u53f0\u756a\u53f7\u3092\u578b\u5f0f\u3068\u9023\u756a\u306b\u5206\u3051\u308b\n   \u251c\u2500\u2500\u25b6 answer \u30e1\u30bd\u30c3\u30c9\uff08\u578b\u5f0f\u3068\u9023\u756a\u306e\u7bc4\u56f2\u3067\u7d5e\u308b\uff09\n   \u2514\u2500\u2500\u25b6 \u7a2e\u985e\u3054\u3068\u306b\u4e26\u3079\u3001\u90e8\u54c1\u756a\u53f7\u3068\u6570\u5024\u3092\u539f\u6587\u3068\u7167\u5408\n   \u25bc\n\u6574\u5099\u58eb\u306e\u753b\u9762\uff08\u5019\u88dc\u3068\u539f\u6587\u3078\u306e\u30ea\u30f3\u30af\uff09\n   \u25bc\u3010\u4eba\u3011\u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u3001\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9 | Azure AI Search\u3001Amazon OpenSearch Service |\n| \u751f\u6210AI | Gemini\uff08answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09 | \u2500 |\n| \u9023\u643a | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3002Cloud Run \u3067\u52d5\u304b\u3057\u3001\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u30fb\u691c\u7d22\u30fb\u6574\u5099\u58eb\u306e\u753b\u9762\u3092\u3064\u306a\u3050\uff09 | Node.js \u3067\u540c\u3058\u3082\u306e\u3092\u66f8\u304f |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u30fb\u4fee\u7406\u8a18\u9332\u306e\u5199\u3057\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3001\u691c\u7d22\u306e\u8a18\u9332\uff09 | \u2500 |\n\n**\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306f\u5165\u5eab\u306e\u9805\u76ee\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u4f5c\u696d\u306e\u8a18\u9332\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8a18\u9332\u3059\u308b\u306e\u306f\u6574\u5099\u58eb\u3067\u3059\u3002**\u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3082\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u547c\u3073\u307e\u305b\u3093\u3002** \u7167\u4f1a\u306e\u4ed5\u7d44\u307f\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u9055\u3044\u3001\u8ca9\u58f2\u4f1a\u793e\u306e\u62c5\u5f53\u8005\u304c\u753b\u9762\u3067\u884c\u3046\u524d\u63d0\u306b\u3057\u307e\u3059\u3002\n\n**\u691c\u7d22\u306e\u571f\u53f0\u306f\u3001Agent Search\uff08Vertex AI Search \u304b\u3089\u6539\u79f0\u4e2d\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u691c\u7d22\u306e\u6307\u5b9a\u306b\u7d5e\u308a\u8fbc\u307f\u306e `filter` \u3092\u66f8\u3051\u3001\u56de\u7b54\u306e\u751f\u6210\u306e\u6307\u5b9a\u306b\u306f\u5f15\u7528\u3092\u4ed8\u3051\u308b `includeCitations`\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u3001\u95a2\u4fc2\u306e\u8584\u3044\u5185\u5bb9\u3067\u7b54\u3048\u306a\u3044 `ignoreLowRelevantContent`\u3001\u7b54\u3048\u65b9\u3092\u6307\u793a\u3059\u308b `promptSpec.preamble` \u304c\u3042\u308a\u307e\u3059\u3002**\u7d5e\u308a\u8fbc\u307f\u306e\u69cb\u6587\u306f\u3001\u6570\u306e\u9805\u76ee\u3092 `<=` \u3084 `>=` \u3067\u6570\u3068\u6bd4\u3079\u3089\u308c\u3001`IN()` \u3067\u7bc4\u56f2\u3082\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002** \u3053\u306e\u69cb\u6210\u306f\u3001\u3053\u3053\u3092\u8eca\u53f0\u756a\u53f7\u306e\u9023\u756a\u306e\u7bc4\u56f2\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n**\u6280\u8853\u60c5\u5831\u306e\u53d6\u308a\u8fbc\u307f\u306b\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u3092\u4f7f\u3044\u307e\u3059\u3002** \u516c\u5f0f\u3067\u306f\u3001\u6bb5\u843d\u30fb\u8868\u30fb\u898b\u51fa\u3057\u306e\u307b\u304b\u3001**\u56f3\uff08\u753b\u50cf\uff09\u306e\u8aac\u660e\u3092\u4f5c\u3063\u3066\u30c1\u30e3\u30f3\u30af\u306b\u4ed8\u3051\u308b\u8a2d\u5b9a\uff08Image annotation\uff09\u3068\u3001\u8868\u306e\u8aac\u660e\u3092\u4ed8\u3051\u308b\u8a2d\u5b9a\uff08Table annotation\uff09**\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308b\u3068\u304d\u306b\u9078\u3073\u307e\u3059\u3002\u6280\u8853\u60c5\u5831\u306e\u90e8\u54c1\u306e\u4f4d\u7f6e\u306e\u56f3\u3084\u3001\u9069\u7528\u7bc4\u56f2\u306e\u8868\u304c\u3001\u691c\u7d22\u306b\u5f15\u304b\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u6545\u969c\u30b3\u30fc\u30c9\u3092\u5165\u308c\u3066\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u53d7\u4ed8\u306e\u6642\u70b9\u3067\u306f\u6545\u969c\u30b3\u30fc\u30c9\u304c\u307e\u3060\u7121\u3044\u306e\u3067\u3001**\u554f\u8a3a\u3060\u3051\u3067\u5148\u306b\u52d5\u304b\u3059\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u6545\u969c\u30b3\u30fc\u30c9\u304c\u51fa\u306a\u3044\u75c7\u72b6\uff08\u97f3\u3001\u306b\u304a\u3044\u3001\u632f\u52d5\uff09\u306f\u3001\u6545\u969c\u30b3\u30fc\u30c9\u306e\u6b04\u3092\u300c\u306a\u3057\u300d\u306b\u3057\u3066\u62bc\u3057\u307e\u3059\u3002\n\n| \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee | \u4f7f\u3044\u9053 |\n|:--|:--|\n| \u8eca\u53f0\u756a\u53f7 | \u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u3001\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046 |\n| \u578b\u5f0f | \u7d5e\u308a\u8fbc\u307f |\n| \u521d\u5ea6\u767b\u9332\u30fb\u8d70\u884c\u8ddd\u96e2 | \u691c\u7d22\u306e\u6587\u306b\u4ed8\u3051\u308b\uff08\u8d70\u884c\u8ddd\u96e2\u306e\u6761\u4ef6\u304c\u3042\u308b\u6280\u8853\u60c5\u5831\u306e\u305f\u3081\uff09 |\n| \u554f\u8a3a\u306e\u5185\u5bb9 | \u691c\u7d22\u306e\u8cea\u554f\u6587 |\n| \u6545\u969c\u30b3\u30fc\u30c9 | \u7d5e\u308a\u8fbc\u307f\u3068\u691c\u7d22\u306e\u6587 |\n| \u6574\u5099\u58eb\u304c\u898b\u305f\u69d8\u5b50 | \u691c\u7d22\u306e\u6587\u306b\u8db3\u3059\uff08\u4efb\u610f\uff09 |\n\n**\u3082\u3046\u4e00\u3064\u306e\u30c8\u30ea\u30ac\u30fc\u306f\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\u306b\u65b0\u3057\u3044\u6280\u8853\u60c5\u5831\u3084\u8cc7\u6599\u304c\u51fa\u305f\u3053\u3068\u3067\u3059\u3002** \u30b5\u30fc\u30d3\u30b9\u306e\u6280\u8853\u62c5\u5f53\u304c\u6bce\u65e5\u30dd\u30fc\u30bf\u30eb\u3092\u898b\u3066\u3001\u65b0\u3057\u3044\u6587\u66f8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u3092\u66f8\u3044\u3066\u7f6e\u304d\u307e\u3059\u3002**\u53d6\u308a\u6d88\u3057\u3084\u5dee\u3057\u66ff\u3048\u306e\u901a\u77e5\u304c\u51fa\u305f\u6587\u66f8\u306f\u3001\u6d88\u3055\u305a\u306b `status` \u3092 `superseded` \u306b\u3057\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u306f\u6bce\u6669\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5165\u5eab\u306e\u9805\u76ee | \u4e0a\u306e\u8868\u306e\u9805\u76ee\uff08\u304a\u5ba2\u69d8\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u306f\u6e21\u3055\u306a\u3044\uff09 | \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6280\u8853\u60c5\u5831 | \u75c7\u72b6\u3001\u539f\u56e0\u3001\u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2 | \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\uff08PDF\uff09 |\n| \u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u8cc7\u6599 | \u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5185\u5bb9\u3001\u5bfe\u8c61\u306e\u7bc4\u56f2\u3001\u4f5c\u696d\u306e\u8981\u9818 | \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb\uff08PDF\uff09 |\n| \u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332 | \u578b\u5f0f\u3001\u8eca\u53f0\u756a\u53f7\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u75c7\u72b6\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u539f\u56e0\u3001\u4ea4\u63db\u3057\u305f\u90e8\u54c1\u3001\u4f5c\u696d\u306e\u7d50\u679c | \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u30891\u4ef6\u305a\u3064\u4f5c\u308b |\n| \u75c7\u72b6\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7 | \u554f\u8a3a\u306e\u8a00\u8449\u3068\u6280\u8853\u60c5\u5831\u306e\u8a00\u8449\u306e\u5bfe\u5fdc\uff08\u300c\u30b3\u30c8\u30b3\u30c8\u97f3\u300d\u3068\u300c\u6253\u97f3\u300d\u306a\u3069\uff09 | \u6280\u8853\u62c5\u5f53\u304c\u4f5c\u308b |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u306e\u7bc4\u56f2\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u6b63\u3057\u304f\u5199\u3059\u3053\u3068\u3067\u3059\u3002** \u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u7bc4\u56f2\u306f\u3001\u578b\u5f0f\u3054\u3068\u306b\u8eca\u53f0\u756a\u53f7\u306e\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**1\u3064\u306e\u6587\u66f8\u306b\u578b\u5f0f\u304c3\u3064\u3042\u308c\u3070\u3001\u7bc4\u56f2\u30823\u3064\u3042\u308a\u307e\u3059\u3002** \u305d\u3053\u3067\u3001\u6280\u8853\u60c5\u5831\u3092\u300c\u578b\u5f0f\u3068\u7bc4\u56f2\u306e\u7d44\u300d\u3054\u3068\u306b1\u884c\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u3057\u3001\u540c\u3058\u6587\u66f8\u3092\u8907\u6570\u306e\u884c\u304b\u3089\u6307\u3057\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306f\u3001\u6280\u8853\u60c5\u5831\u3088\u308a\u4e0b\u306b\u7f6e\u304d\u307e\u3059\u3002** \u8a18\u9332\u306f\u300c\u3053\u306e\u5e97\u3067\u3001\u3053\u306e\u8eca\u3067\u3001\u3053\u3046\u3057\u305f\u3089\u76f4\u3063\u305f\u300d\u3068\u3044\u30461\u4ef6\u306e\u4e8b\u5b9f\u3067\u3001**\u539f\u56e0\u306e\u5207\u308a\u5206\u3051\u306e\u53c2\u8003\u306b\u306f\u306a\u308a\u307e\u3059\u304c\u3001\u5bfe\u7b56\u306e\u6839\u62e0\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u6280\u8853\u60c5\u5831\u3068\u8cc7\u6599\u306f1\u4ef6\u305a\u3064PDF\u3067 Cloud Storage \u306b\u7f6e\u304d\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306f JSON Lines \u3067\u30011\u884c\u3054\u3068\u306b `id`\u3001`structData`\u3001`content`\uff08`mimeType` \u3068 `uri`\uff09\u3092\u66f8\u304d\u307e\u3059\u3002**\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306f\u6570\u306e\u9805\u76ee\u306b\u3057\u307e\u3059\u3002**\n\n```\n{\"id\":\"tsb-2025-0318-a\",\"structData\":{\"doc_kind\":\"tech_bulletin\",\n \"model_code\":\"ABC1\",\"serial_from\":100001,\"serial_to\":158400,\n \"system\":[\"steering\",\"suspension\"],\"dtc\":[],\"status\":\"active\",\n \"issued_date\":\"2025-11-20T00:00:00Z\"},\n \"content\":{\"mimeType\":\"application\/pdf\",\"uri\":\"gs:\/\/svc-docs\/tsb-2025-0318.pdf\"}}\n```\n\n**\u5165\u5eab\u306e\u305f\u3073\u306b\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u69cb\u6587\u3067\u306f\u3001\u6587\u5b57\u306e\u9805\u76ee\u306f `ANY()` \u3067\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3001\u6570\u306e\u9805\u76ee\u306f `<=`\u30fb`>=` \u306a\u3069\u3067\u6570\u3068\u306e\u6bd4\u8f03\u3001`IN()` \u3067\u7bc4\u56f2\u306e\u6307\u5b9a\u304c\u3067\u304d\u3001`AND`\u30fb`OR`\u30fb`NOT` \u3068\u62ec\u5f27\u3067\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u307e\u3059\u3002\u9805\u76ee\u306f\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n```\nmodel_code: ANY(\"ABC1\")\nAND serial_from <= 123456 AND serial_to >= 123456\nAND NOT status: ANY(\"superseded\")\n```\n\n**\u6545\u969c\u30b3\u30fc\u30c9\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u7d5e\u308a\u8fbc\u307f\u3067\u306f\u306a\u304f\u691c\u7d22\u306e\u6587\u306b\u5165\u308c\u307e\u3059\u3002** \u6280\u8853\u60c5\u5831\u306b\u306f\u6545\u969c\u30b3\u30fc\u30c9\u3092\u66f8\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3082\u3042\u308a\u3001**\u6545\u969c\u30b3\u30fc\u30c9\u3067\u7d5e\u308b\u3068\u3001\u30b3\u30fc\u30c9\u306e\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5bfe\u7b56\u304c\u843d\u3061\u307e\u3059\u3002** \u6545\u969c\u30b3\u30fc\u30c9\u306e\u4e00\u81f4\u306f\u3001\u4e26\u3079\u308b\u3068\u304d\u306b\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5370\u3092\u4ed8\u3051\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306f\u3001\u578b\u5f0f\u3067\u7d5e\u308a\u3001\u9023\u756a\u306e\u7bc4\u56f2\u306f\u898b\u307e\u305b\u3093\u3002** \u540c\u3058\u578b\u5f0f\u306e\u8fd1\u3044\u9023\u756a\u306e\u8a18\u9332\u3082\u3001\u5207\u308a\u5206\u3051\u306e\u53c2\u8003\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002\u8a18\u9332\u306f\u5225\u306e\u547c\u3073\u51fa\u3057\u306b\u3057\u3001\u6280\u8853\u60c5\u5831\u3068\u6df7\u305c\u307e\u305b\u3093\u3002\n\n**\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306f\u3001\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u7528\u3068\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u7528\u3067\u5206\u3051\u307e\u3059\u3002** \u4fee\u7406\u8a18\u9332\u306f\u6bce\u6669\u5897\u3048\u3001\u6280\u8853\u60c5\u5831\u3088\u308a\u4ef6\u6570\u304c\u591a\u304f\u306a\u308a\u307e\u3059\u3002\u540c\u3058\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u308b\u3068\u3001**\u4ef6\u6570\u306e\u591a\u3044\u8a18\u9332\u304c\u691c\u7d22\u306e\u4e0a\u4f4d\u3092\u5360\u3081\u3001\u6280\u8853\u60c5\u5831\u304c\u62bc\u3057\u51fa\u3055\u308c\u307e\u3059\u3002**\n\n**\u6280\u8853\u60c5\u5831\u306e\u56f3\u306b\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u306e Image annotation \u3092\u4f7f\u3044\u307e\u3059\u3002** \u90e8\u54c1\u306e\u4f4d\u7f6e\u306e\u56f3\u3084\u914d\u7dda\u306e\u56f3\u306b\u8aac\u660e\u304c\u4ed8\u304d\u3001\u300c\u52a9\u624b\u5e2d\u5074\u306e\u8db3\u5143\u306e\u30b3\u30cd\u30af\u30bf\u300d\u306e\u3088\u3046\u306a\u554f\u8a3a\u306e\u8a00\u8449\u304b\u3089\u3082\u56f3\u306e\u8f09\u3063\u305f\u7bc0\u304c\u5f15\u304b\u308c\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002**\u56f3\u306e\u8aac\u660e\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u539f\u6587\u3067\u306f\u306a\u304f\u30d1\u30fc\u30b5\u30fc\u304c\u4ed8\u3051\u305f\u6587\u306a\u306e\u3067\u3001\u6839\u62e0\u3068\u3057\u3066\u5199\u3059\u306e\u306f\u56f3\u305d\u306e\u3082\u306e\u3068\u672c\u6587\u306e\u7bc0\u306e\u756a\u53f7\u306b\u3057\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u8eca\u53f0\u756a\u53f7\u3092\u5206\u3051\u308b** \u2026 \u8eca\u691c\u8a3c\u306e\u8eca\u53f0\u756a\u53f7\u3092\u3001\u578b\u5f0f\u306e\u90e8\u5206\u3068\u9023\u756a\u306b\u5206\u3051\u307e\u3059\u3002**\u8f38\u5165\u8eca\u3067\u30b7\u30ea\u30a2\u30eb\u756a\u53f7\u306e\u66f8\u5f0f\u304c\u9055\u3046\u8eca\u306f\u3001\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u306a\u3044\u306e\u3067\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3057\u3001\u578b\u5f0f\u3060\u3051\u3067\u7d5e\u308a\u307e\u3059**\n2. **\u554f\u8a3a\u306e\u8a00\u8449\u3092\u8a00\u3044\u63db\u3048\u308b** \u2026 \u75c7\u72b6\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u3092\u5f53\u3066\u3001\u554f\u8a3a\u306e\u8a00\u8449\u306b\u6280\u8853\u60c5\u5831\u306e\u8a00\u8449\u3092\u6dfb\u3048\u307e\u3059\u3002\u3082\u3068\u306e\u8a00\u8449\u306f\u6d88\u3057\u307e\u305b\u3093\n3. **\u691c\u7d22\u306e\u6587\u3092\u4f5c\u308b** \u2026 \u7cfb\u7d71\uff08\u30a8\u30f3\u30b8\u30f3\u3001\u5909\u901f\u6a5f\u3001\u30b9\u30c6\u30a2\u30ea\u30f3\u30b0\u3001\u7a7a\u8abf\u3001\u96fb\u88c5\u306a\u3069\uff09\u3001\u75c7\u72b6\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u8d70\u884c\u8ddd\u96e2\u30921\u3064\u306e\u6587\u306b\u3057\u307e\u3059\n4. **\u6280\u8853\u60c5\u5831\u306e\u9069\u7528\u7bc4\u56f2\u3092\u5199\u3059** \u2026 \u65b0\u3057\u3044\u6280\u8853\u60c5\u5831\u3092\u7f6e\u304f\u3068\u304d\u3001\u6280\u8853\u62c5\u5f53\u304c\u7bc4\u56f2\u306e\u8868\u304b\u3089\u578b\u5f0f\u3068\u59cb\u307e\u308a\u3068\u7d42\u308f\u308a\u306e\u9023\u756a\u3092\u66f8\u304d\u307e\u3059\u3002**\u5199\u3057\u9593\u9055\u3044\u3092\u9632\u3050\u305f\u3081\u30012\u4eba\u3067\u8aad\u307f\u5408\u308f\u305b\u307e\u3059**\n5. **\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3092\u6574\u3048\u308b** \u2026 \u304a\u5ba2\u69d8\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u30ca\u30f3\u30d0\u30fc\u3092\u5916\u3057\u3001\u578b\u5f0f\u30fb\u9023\u756a\u30fb\u75c7\u72b6\u30fb\u539f\u56e0\u30fb\u90e8\u54c1\u30fb\u7d50\u679c\u3060\u3051\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306e\u8aad\u307f\u5408\u308f\u305b\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7bc4\u56f2\u306e\u9023\u756a\u30921\u6841\u5199\u3057\u9593\u9055\u3048\u308b\u3068\u3001**\u5f53\u305f\u308b\u306f\u305a\u306e\u8eca\u306b\u6280\u8853\u60c5\u5831\u304c\u51fa\u305a\u3001\u5f53\u305f\u3089\u306a\u3044\u8eca\u306b\u51fa\u307e\u3059\u3002** \u691c\u7d22\u306e\u7cbe\u5ea6\u3088\u308a\u3001\u3053\u306e\u5199\u3057\u306e\u6b63\u3057\u3055\u304c\u52b9\u304d\u307e\u3059\u3002\n\n**2\u756a\u76ee\u306e\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u306f\u3001\u6280\u8853\u62c5\u5f53\u304c\u6708\u306b\u4e00\u5ea6\u3001\u5019\u88dc\u304c\u51fa\u306a\u304b\u3063\u305f\u554f\u8a3a\u306e\u8a00\u8449\u3092\u96c6\u3081\u3066\u8db3\u3057\u307e\u3059\u3002** \u300c\u30ad\u30e5\u30eb\u30ad\u30e5\u30eb\u300d\u300c\u30ac\u30bf\u30ac\u30bf\u300d\u306e\u3088\u3046\u306a\u97f3\u306e\u8a00\u8449\u306f\u53d7\u4ed8\u62c5\u5f53\u3054\u3068\u306b\u66f8\u304d\u65b9\u304c\u9055\u3044\u3001\u6700\u521d\u306e\u7248\u3067\u306f\u8db3\u308a\u307e\u305b\u3093\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u7d5e\u308a\u8fbc\u307e\u308c\u305f\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u306e\u4e2d\u304b\u3089\u3001\u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u306b\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6587\u66f8\u3092\u63a2\u3057\u3001\u75c7\u72b6\u30fb\u539f\u56e0\u30fb\u5bfe\u7b56\u30fb\u624b\u9806\u306e\u7bc0\u3092\u672c\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u4e26\u3079\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6280\u8853\u60c5\u5831\u3092\u793a\u3059 | \u6587\u66f8\u306e\u756a\u53f7\u3001\u984c\u540d\u3001\u767a\u884c\u65e5\u3001\u9069\u7528\u306e\u578b\u5f0f\u3068\u7bc4\u56f2 |\n| \u75c7\u72b6\u3068\u539f\u56e0\u3092\u5f15\u7528\u3059\u308b | \u6587\u66f8\u306b\u66f8\u304b\u308c\u305f\u75c7\u72b6\u3068\u539f\u56e0\u3092\u3001\u8a00\u3044\u63db\u3048\u305a\u306b |\n| \u5bfe\u7b56\u3068\u624b\u9806\u306e\u7bc0\u3092\u793a\u3059 | \u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u306e\u7bc0\u306e\u756a\u53f7 |\n| \u78ba\u304b\u3081\u308b\u4e8b\u5b9f\u3092\u6319\u3052\u308b | \u6587\u66f8\u306e\u75c7\u72b6\u3068\u898b\u6bd4\u3079\u308b\u305f\u3081\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\uff08\u767a\u751f\u306e\u6761\u4ef6\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u97f3\u306e\u51fa\u308b\u5834\u6240\u306a\u3069\uff09 |\n| \u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u3092\u4e26\u3079\u308b | \u7cfb\u7d71\u3068\u7bc4\u56f2\u304c\u91cd\u306a\u308b\u8cc7\u6599\u3092\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u8a8d\u300d\u306e\u5370\u4ed8\u304d\u3067 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u539f\u56e0\u306e\u65ad\u5b9a | \u6574\u5099\u58eb\u306e\u70b9\u691c\u3068\u8a3a\u65ad\u3067\u6c7a\u3081\u308b |\n| \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u30fb\u5b9f\u65bd\u6e08\u307f\u306e\u5224\u65ad | \u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u7167\u4f1a\u3067\u6c7a\u307e\u308b |\n| \u90e8\u54c1\u756a\u53f7\u30fb\u7de0\u3081\u4ed8\u3051\u306e\u5024\u30fb\u898f\u5b9a\u306e\u5024\u3092\u66f8\u304d\u63db\u3048\u308b | 1\u6587\u5b57\u306e\u9055\u3044\u3067\u5225\u306e\u90e8\u54c1\u30fb\u5225\u306e\u5024\u306b\u306a\u308b |\n| \u7bc4\u56f2\u306e\u5916\u306e\u6587\u66f8\u3084\u53d6\u308a\u6d88\u3055\u308c\u305f\u6587\u66f8\u3092\u4f7f\u3046 | \u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u5bfe\u7b56\u306b\u306a\u308b |\n| \u4fee\u7406\u66f8\u306b\u7121\u3044\u4f5c\u696d\u306e\u624b\u9806\u3092\u4f5c\u308b | \u5b89\u5168\u306b\u95a2\u308f\u308b |\n\n**3\u3064\u76ee\u306f\u3001\u5f15\u7528\u306e\u7167\u5408\u3067\u5b88\u308a\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7b54\u3048\u306e\u4e2d\u306e\u90e8\u54c1\u756a\u53f7\u3068\u6570\u5024\uff08N\u00b7m\u3001mm\u3001V \u306a\u3069\u306e\u4ed8\u3044\u305f\u6570\uff09\u3092\u62fe\u3044\u3001**\u5f15\u7528\u3057\u305f\u30c1\u30e3\u30f3\u30af\u306e\u672c\u6587\u306b\u305d\u306e\u307e\u307e\u542b\u307e\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u6570\u3092\u4f0f\u305b\u3066\u539f\u6587\u3092\u958b\u304f\u3088\u3046\u8868\u793a\u3057\u307e\u3059\u3002\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n| \u8a2d\u5b9a | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `filter` | \u578b\u5f0f\u3001\u9023\u756a\u306e\u7bc4\u56f2\u3001\u53d6\u308a\u6d88\u3057\u306e\u9664\u5916 | \u7bc4\u56f2\u306b\u5165\u308b\u6587\u66f8\u3060\u3051\u3092\u5f15\u304f |\n| `maxReturnResults` | 10\uff08\u65e2\u5b9a\uff09 | 1\u53f0\u306e\u75c7\u72b6\u306b\u306f\u5341\u5206\u3002\u6700\u5927\u306f25 |\n| `includeCitations` | \u6709\u52b9 | \u6587\u66f8\u3068\u7bc0\u306b\u51fa\u5178\u3092\u4ed8\u3051\u308b\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09 |\n| `ignoreLowRelevantContent` | \u6709\u52b9 | \u95a2\u4fc2\u306e\u8584\u3044\u6587\u66f8\u3067\u7b54\u3048\u306a\u3044 |\n| `groundingSpec.filteringLevel` | `FILTERING_LEVEL_HIGH` | \u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u3092\u51fa\u3055\u306a\u3044 |\n| `promptSpec.preamble` | \u4e0b\u306e\u6307\u793a | \u7b54\u3048\u65b9\u306e\u898f\u5247\u3092\u4e0e\u3048\u308b |\n\n**\u6839\u62e0\u306e\u5f31\u3044\u7b54\u3048\u306f\u751f\u6210\u3055\u308c\u305a\u3001`answerSkippedReasons` \u306b `LOW_GROUNDED_CONTENT` \u304c\u8fd4\u308a\u307e\u3059\u3002** \u305d\u306e\u3068\u304d\u306f\u300c\u7bc4\u56f2\u306b\u5165\u308b\u6280\u8853\u60c5\u5831\u3067\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\u3068\u51fa\u3057\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3060\u3051\u3092\u4e26\u3079\u3066\u6280\u8853\u62c5\u5f53\u3078\u306e\u76f8\u8ac7\u3092\u52e7\u3081\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e `promptSpec.preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u578b\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u7cfb\u7d71\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3001\u554f\u8a3a\u306e\u8a00\u8449\u3068\u8a00\u3044\u63db\u3048\u3092\u691c\u7d22\u306e\u6587\u306e\u5148\u982d\u306b\u4ed8\u3051\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u81ea\u52d5\u8eca\u30c7\u30a3\u30fc\u30e9\u30fc\u306e\u30b5\u30fc\u30d3\u30b9\u5de5\u5834\u3067\u3001\u6574\u5099\u58eb\u306e\u8abf\u3079\u3082\u306e\u3092\n\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\u8aad\u3080\u306e\u306f\u6574\u5099\u58eb\u3067\u3001\u4f5c\u696d\u306e\u524d\u306b\u5fc5\u305a\u539f\u6587\u3068\n\u4fee\u7406\u66f8\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n\u3010\u524d\u63d0\u3011\n\u691c\u7d22\u306e\u5bfe\u8c61\u306f\u3001\u3053\u306e\u8eca\u306e\u578b\u5f0f\u3068\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u5f53\u305f\u308b\u3001\u30e1\u30fc\u30ab\u30fc\u306e\n\u6280\u8853\u60c5\u5831\u3068\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u8cc7\u6599\u3060\u3051\u3067\u3059\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n1. \u75c7\u72b6\u3068\u6545\u969c\u30b3\u30fc\u30c9\u306b\u5f53\u3066\u306f\u307e\u308a\u3046\u308b\u6280\u8853\u60c5\u5831\u3092\u3001\u6587\u66f8\u306e\u756a\u53f7\u30fb\u984c\u540d\u30fb\n   \u767a\u884c\u65e5\u3092\u4ed8\u3051\u3066\u3001\u5f53\u3066\u306f\u307e\u308a\u305d\u3046\u306a\u9806\u306b3\u4ef6\u307e\u3067\u793a\u3059\n2. \u5404\u6587\u66f8\u306e\u75c7\u72b6\u3068\u539f\u56e0\u3092\u3001\u672c\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n3. \u5bfe\u7b56\u306e\u90e8\u54c1\u3068\u90e8\u54c1\u756a\u53f7\u3001\u4f5c\u696d\u306e\u624b\u9806\u306e\u7bc0\u306e\u756a\u53f7\u3092\u3001\u672c\u6587\u306e\u307e\u307e\u66f8\u304f\n4. \u6587\u66f8\u306e\u75c7\u72b6\u3068\u898b\u6bd4\u3079\u308b\u305f\u3081\u306b\u6574\u5099\u58eb\u304c\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u30013\u3064\u307e\u3067\u6319\u3052\u308b\n5. \u7cfb\u7d71\u304c\u91cd\u306a\u308b\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u8cc7\u6599\u304c\n   \u3042\u308c\u3070\u3001\u5c4a\u51fa\u756a\u53f7\u3084\u8cc7\u6599\u306e\u756a\u53f7\u3092\u66f8\u304d\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u8a8d\u300d\u3068\n   \u66f8\u304d\u6dfb\u3048\u308b\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u539f\u56e0\u306f\u301c\u3067\u3059\u300d\u3068\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3053\u306e\u6587\u66f8\u306e\u75c7\u72b6\u3068\u4e00\u81f4\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u54c1\u756a\u53f7\u3001\u7de0\u3081\u4ed8\u3051\u30c8\u30eb\u30af\u3001\u898f\u5b9a\u306e\u5024\u306f\u3001\u672c\u6587\u306e\u6587\u5b57\u306e\u307e\u307e\u66f8\u304d\u3001\n  \u4e38\u3081\u305f\u308a\u5358\u4f4d\u3092\u63db\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u3067\u3042\u308b\u3001\u5b9f\u65bd\u6e08\u307f\u3067\u3042\u308b\u3001\u3068\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u4f5c\u696d\u306e\u624b\u9806\u3084\u3001\u4e00\u822c\u7684\u306a\u6574\u5099\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u540d\u524d\u3084\u8eca\u306e\u767b\u9332\u756a\u53f7\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u304c\u7121\u3044\u3068\u304d\u306f\u3001\n  \u300c\u7bc4\u56f2\u306b\u5165\u308b\u6280\u8853\u60c5\u5831\u3067\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u78ba\u8a8d\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u300d\n  \u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u5f53\u3066\u306f\u307e\u308a\u305d\u3046\u306a\u9806\u306b3\u4ef6\u307e\u3067\u300d\u3068\u6570\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5019\u88dc\u309210\u4ef6\u4e26\u3079\u308b\u3068\u6574\u5099\u58eb\u304c\u5168\u90e8\u3092\u8aad\u307e\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002** 4\u4ef6\u76ee\u4ee5\u964d\u306f\u3001\u753b\u9762\u3067\u958b\u3051\u3070\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u3068\u5165\u5eab\u306e\u9805\u76ee\u3092\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"work_order_id\": \"\",\n  \"model_code\": \"\",\n  \"serial_no\": 0,\n  \"serial_filter_applied\": true,\n  \"dtc\": [],\n  \"bulletins\": [\n    { \"doc_id\": \"\", \"title\": \"\", \"issued_date\": \"\", \"dtc_match\": false,\n      \"symptom_quote\": \"\", \"cause_quote\": \"\", \"parts\": [],\n      \"procedure_section\": \"\", \"numbers_verified\": true, \"uri\": \"\" }\n  ],\n  \"campaign_candidates\": [ { \"doc_id\": \"\", \"kind\": \"recall | improvement | service_campaign\",\n                             \"title\": \"\", \"maker_check\": \"required\" } ],\n  \"past_repairs\": [ { \"record_id\": \"\", \"symptom\": \"\", \"cause\": \"\", \"parts\": [] } ],\n  \"facts_to_check\": [],\n  \"flags\": []\n}\n```\n\n**`campaign_candidates` \u306e `maker_check` \u306f\u3001\u3044\u3064\u3082 `required` \u3067\u3059\u3002** \u753b\u9762\u3067\u306f\u3001\u3053\u306e\u6b04\u3060\u3051\u8272\u3092\u5909\u3048\u3001\u300c\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u51fa\u3057\u307e\u3059\u3002\u56fd\u571f\u4ea4\u901a\u7701\u306e\u30ea\u30b3\u30fc\u30eb\u5236\u5ea6\u306e\u30da\u30fc\u30b8\u306b\u3088\u308c\u3070\u3001\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u306e\u5b9f\u65bd\u6e08\u307f\u306e\u8b58\u5225\u306f\u3001\u4ee4\u548c8\u5e744\u67081\u65e5\u4ee5\u964d\u3001\u5404\u30e1\u30fc\u30ab\u30fc\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306e\u8eca\u53f0\u756a\u53f7\u306b\u3088\u308b\u691c\u7d22\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5c4a\u51fa\u6642\u306e\u8b58\u5225\u306e\u65b9\u6cd5\u3068\u9055\u3046\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002**\u8eca\u4f53\u306e\u30da\u30a4\u30f3\u30c8\u306e\u5370\u3067\u5b9f\u65bd\u6e08\u307f\u3068\u898b\u306a\u3055\u306a\u3044\u3088\u3046\u3001\u753b\u9762\u306b\u3082\u66f8\u3044\u3066\u304a\u304d\u307e\u3059\u3002**\n\n| `flags` | \u7acb\u3066\u308b\u6761\u4ef6 |\n|:--|:--|\n| `no_serial_filter` | \u8eca\u53f0\u756a\u53f7\u3092\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u305a\u3001\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u5916\u3057\u305f |\n| `numbers_unverified` | \u90e8\u54c1\u756a\u53f7\u3084\u6570\u5024\u304c\u5f15\u7528\u306e\u672c\u6587\u306b\u898b\u3064\u304b\u3089\u306a\u3044 |\n| `assertive_words` | \u7b54\u3048\u306b\u300c\u539f\u56e0\u306f\u301c\u3067\u3059\u300d\u300c\u5bfe\u8c61\u3067\u3059\u300d\u300c\u5b9f\u65bd\u6e08\u307f\u300d\u306a\u3069\u306e\u8a9e\u304c\u3042\u308b |\n| `skipped` | `answerSkippedReasons` \u304c\u8fd4\u3063\u305f |\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5165\u5eab\u306e\u756a\u53f7\u3067\u8aad\u307f\u51fa\u3057 | \u578b\u5f0f\u3001\u8eca\u53f0\u756a\u53f7\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u554f\u8a3a\u3001\u6545\u969c\u30b3\u30fc\u30c9\u3002\u66f8\u304d\u8fbc\u307e\u306a\u3044 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\uff08\u6280\u8853\u60c5\u5831\u30fb\u8cc7\u6599\u3068\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306e2\u56de\uff09 | \u5019\u88dc\u306e\u5f15\u7528 |\n| \u6574\u5099\u58eb\u306e\u753b\u9762 | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a | \u5019\u88dc\u3001\u539f\u6587\u3078\u306e\u30ea\u30f3\u30af\u3001`flags` |\n| \u30e1\u30fc\u30ab\u30fc\u306e\u30dd\u30fc\u30bf\u30eb | \u6574\u5099\u58eb\u304c\u753b\u9762\u3067\u7167\u4f1a | \u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3001\u4fee\u7406\u66f8 |\n| \u6280\u8853\u62c5\u5f53 | \u753b\u9762\u304b\u3089\u76f8\u8ac7\u306e\u30dc\u30bf\u30f3 | `skipped` \u3084\u5019\u88dc\u306e\u7121\u3044\u3082\u306e\u3092\u3001\u5165\u5eab\u306e\u9805\u76ee\u3068\u691c\u7d22\u306e\u7d50\u679c\u3092\u4ed8\u3051\u3066\u9001\u308b |\n\n**\u4f5c\u696d\u306e\u7d50\u679c\u306f\u3001\u6574\u5099\u58eb\u304c\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u8a18\u9332\u3057\u3001\u7fcc\u6669\u306b\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3068\u3057\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u300c\u6280\u8853\u60c5\u5831\u306e\u3068\u304a\u308a\u306e\u5bfe\u7b56\u3067\u76f4\u3063\u305f\u300d\u300c\u76f4\u3089\u305a\u5225\u306e\u539f\u56e0\u3060\u3063\u305f\u300d\u304c\u6b8b\u308a\u3001\u6b21\u306e\u691c\u7d22\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u539f\u56e0\u3092\u6c7a\u3081\u308b\u306e\u306f\u3044\u3064\u3082\u6574\u5099\u58eb\u306e\u70b9\u691c\u3068\u8a3a\u65ad\u3067\u3001\u4f5c\u696d\u306e\u624b\u9806\u306f\u3044\u3064\u3082\u4fee\u7406\u66f8\u306b\u5f93\u3044\u307e\u3059\u3002**\n\n1. **\u8eca\u304c\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b** \u2026 `no_serial_filter` \u304c\u7acb\u3063\u3066\u3044\u305f\u3089\u3001\u5019\u88dc\u306e\u6587\u66f8\u306e\u9069\u7528\u7bc4\u56f2\u3092\u539f\u6587\u3067\u8aad\u307f\u307e\u3059\n2. **\u5019\u88dc\u3092\u539f\u6587\u3067\u8aad\u3080** \u2026 \u5f15\u7528\u306e\u524d\u5f8c\u306e\u3001\u767a\u751f\u306e\u6761\u4ef6\u3068\u9069\u7528\u306e\u9664\u5916\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306f\u30e1\u30fc\u30ab\u30fc\u3067\u7167\u4f1a\u3059\u308b** \u2026 \u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u3092\u3001\u8eca\u53f0\u756a\u53f7\u3067\u7167\u4f1a\u3057\u307e\u3059\n4. **\u4fee\u7406\u66f8\u3067\u4f5c\u696d\u3059\u308b** \u2026 \u7de0\u3081\u4ed8\u3051\u306e\u5024\u3084\u898f\u5b9a\u306e\u5024\u306f\u3001\u4fee\u7406\u66f8\u306e\u5024\u3067\u4f5c\u696d\u3057\u307e\u3059\n\n**2\u756a\u76ee\u306e\u300c\u9069\u7528\u306e\u9664\u5916\u300d\u3092\u8aad\u307f\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6280\u8853\u60c5\u5831\u306b\u306f\u3001\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u3066\u3082\u300c\u5bd2\u51b7\u5730\u4ed5\u69d8\u3092\u9664\u304f\u300d\u306e\u3088\u3046\u306a\u4f46\u3057\u66f8\u304d\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8eca\u53f0\u756a\u53f7\u3092\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u306a\u3044\uff08\u8f38\u5165\u8eca\u306e\u30b7\u30ea\u30a2\u30eb\u756a\u53f7\u306a\u3069\uff09 | \u578b\u5f0f\u3060\u3051\u3067\u7d5e\u308a\u3001`no_serial_filter` \u3067\u7bc4\u56f2\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u308b\u3088\u3046\u51fa\u3059 |\n| \u578b\u5f0f\u306b\u5f53\u305f\u308b\u6280\u8853\u60c5\u5831\u304c1\u4ef6\u3082\u7121\u3044 | \u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3060\u3051\u3092\u4e26\u3079\u3001\u6280\u8853\u62c5\u5f53\u3078\u306e\u76f8\u8ac7\u3092\u52e7\u3081\u308b |\n| \u6545\u969c\u30b3\u30fc\u30c9\u304c\u8907\u6570\u3042\u308b | \u30b3\u30fc\u30c9\u3054\u3068\u306e\u7cfb\u7d71\u306b\u5206\u3051\u3066\u691c\u7d22\u3057\u3001\u5019\u88dc\u3092\u7cfb\u7d71\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u90e8\u54c1\u756a\u53f7\u3084\u6570\u5024\u304c\u5f15\u7528\u306b\u7121\u3044 | `numbers_unverified`\u3002\u305d\u306e\u6570\u3092\u4f0f\u305b\u3066\u539f\u6587\u3092\u958b\u304f\u3088\u3046\u51fa\u3059 |\n| \u7b54\u3048\u306b\u65ad\u5b9a\u306e\u8a9e\u304c\u51fa\u305f | \u8a9e\u3092\u6d88\u3057\u3001`assertive_words` \u3067\u6574\u5099\u58eb\u3078 |\n| \u53d6\u308a\u6d88\u3055\u308c\u305f\u6280\u8853\u60c5\u5831\u3057\u304b\u5f53\u305f\u3089\u306a\u3044 | \u51fa\u3055\u305a\u306b\u3001\u5dee\u3057\u66ff\u3048\u306e\u6587\u66f8\u304c\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u6280\u8853\u62c5\u5f53\u306b\u78ba\u304b\u3081\u308b |\n| \u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3057\u305f | \u6574\u5099\u58eb\u304c\u5f93\u6765\u3069\u304a\u308a\u30dd\u30fc\u30bf\u30eb\u3067\u691c\u7d22\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5165\u5eab\u306e\u756a\u53f7\u3001\u578b\u5f0f\u3001\u9023\u756a\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u554f\u8a3a\u306e\u8a00\u8449\u3068\u8a00\u3044\u63db\u3048\u3001\u6545\u969c\u30b3\u30fc\u30c9\n- \u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3068\u3001\u305d\u306e\u3068\u304d\u767b\u9332\u3055\u308c\u3066\u3044\u305f\u6280\u8853\u60c5\u5831\u306e\u4ef6\u6570\n- answer \u30e1\u30bd\u30c3\u30c9\u306e\u8fd4\u308a\u5024\u306e\u5168\u6587\uff08`answerText`\u3001`citations`\u3001`references`\u3001`answerSkippedReasons`\uff09\n- \u753b\u9762\u306b\u51fa\u3057\u305f\u5019\u88dc\u3068 `flags`\u3001\u6574\u5099\u58eb\u304c\u958b\u3044\u305f\u6587\u66f8\n- \u4f5c\u696d\u306e\u7d50\u679c\uff08\u5019\u88dc\u306e\u5bfe\u7b56\u3067\u76f4\u3063\u305f\u304b\uff09\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u3092\u80b2\u3066\u308b\u8a18\u9332\u3067\u3059\u3002** \u5019\u88dc\u306e1\u4ef6\u76ee\u3067\u76f4\u3063\u305f\u5272\u5408\u3092\u6708\u3054\u3068\u306b\u898b\u307e\u3059\u3002\u4e0b\u304c\u3063\u3066\u304d\u305f\u3089\u3001\u9069\u7528\u7bc4\u56f2\u306e\u5199\u3057\u306e\u8aa4\u308a\u304b\u3001\u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u306e\u4e0d\u8db3\u3092\u7591\u3044\u307e\u3059\u3002","minimal_setup":"1. \u5165\u5eab\u306e\u591a\u3044\u578b\u5f0f\u30922\u3064\u9078\u3073\u3001\u305d\u306e\u578b\u5f0f\u306e\u6280\u8853\u60c5\u5831\u306e\u3046\u3061\u3001\u904e\u53bb1\u5e74\u306b\u4f7f\u3063\u305f\u3082\u306e\u309220\u4ef6\u96c6\u3081\u308b\n2. \u904e\u53bb3\u304b\u6708\u306e\u5165\u5eab\u304b\u3089\u3001\u6280\u8853\u60c5\u5831\u306e\u5bfe\u7b56\u3067\u76f4\u3063\u305f20\u53f0\u3068\u3001\u5225\u306e\u539f\u56e0\u3060\u3063\u305f10\u53f0\u3092\u62fe\u3046\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u6280\u8853\u60c5\u5831\u3092\u8cbc\u308a\u3001\u7b2c7\u7ae0\u306e\u6307\u793a\u3092\u8cbc\u3063\u3066\u3001\u578b\u5f0f\u30fb\u8eca\u53f0\u756a\u53f7\u30fb\u554f\u8a3a\u30fb\u6545\u969c\u30b3\u30fc\u30c9\u30921\u53f0\u305a\u3064\u5165\u308c\u308b\n4. \u51fa\u3066\u304d\u305f\u5019\u88dc\u3092\u3001\u5b9f\u969b\u306b\u76f4\u3057\u305f\u5bfe\u7b56\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5b9f\u969b\u306b\u76f4\u3057\u305f\u5bfe\u7b56\u306e\u6587\u66f8\u304c3\u4ef6\u4ee5\u5185\u306b\u51fa\u305f | **\u691c\u7d22\u57fa\u76e4\u3078\u306e\u53d6\u308a\u8fbc\u307f\u306b\u9032\u3080** |\n| \u7bc4\u56f2\u306e\u5916\u306e\u8eca\u306b\u6280\u8853\u60c5\u5831\u3092\u5f53\u3066\u305f | **\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306e\u7d5e\u308a\u8fbc\u307f\u304c\u8981\u308b\u3068\u5206\u304b\u308b\u3002** \u672c\u756a\u3067\u306f\u691c\u7d22\u306e\u524d\u306b\u5916\u3059 |\n| \u90e8\u54c1\u756a\u53f7\u3092\u66f8\u304d\u63db\u3048\u305f\u3001\u7de0\u3081\u4ed8\u3051\u306e\u5024\u3092\u4e38\u3081\u305f | \u7167\u5408\u3092\u6700\u521d\u304b\u3089\u4f5c\u308b |\n| \u300c\u539f\u56e0\u306f\u301c\u3067\u3059\u300d\u3068\u65ad\u5b9a\u3057\u305f | \u6307\u793a\u3067\u76f4\u308b\u304b\u8a66\u3059 |\n\n**2\u884c\u76ee\u306f\u3001\u6700\u5c0f\u69cb\u6210\u3067\u306f\u307b\u307c\u5fc5\u305a\u8d77\u304d\u307e\u3059\u3002** \u8cbc\u3063\u305f\u6587\u66f8\u306e\u7bc4\u56f2\u306e\u8868\u3092AI\u304c\u8aad\u307f\u843d\u3068\u3059\u305f\u3081\u3067\u3001**\u7bc4\u56f2\u306e\u5224\u5b9a\u3092AI\u306b\u4efb\u305b\u306a\u3044\u8a2d\u8a08\u306e\u7406\u7531\u304c\u3053\u3053\u3067\u5206\u304b\u308a\u307e\u3059\u3002**","minimal_setup_short":"\u578b\u5f0f\u3054\u3068\u306e\u6280\u8853\u60c5\u5831\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u30011\u53f0\u305a\u3064\u5165\u308c\u308b \uff0f \u75c7\u72b6\u304b\u3089\u5019\u88dc\u3092\u63a2\u3057\u3066\u5f15\u7528\u3059\u308b","semi_auto_setup":"\u4e0a\u8a18\uff0b\u6280\u8853\u60c5\u5831\u3068\u8cc7\u6599\u3092\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u53d6\u308a\u8fbc\u307f\u3001\u6574\u5099\u58eb\u304c\u691c\u7d22\u306e\u753b\u9762\u3067\u578b\u5f0f\u3068\u9023\u756a\u3092\u5165\u308c\u3066\u4f7f\u3046 \uff0f \u7bc4\u56f2\u3067\u7d5e\u3063\u305f\u691c\u7d22\u3068\u5f15\u7528","full_setup":"\u4e0a\u8a18\uff0b\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u547c\u3073\u3001\u8eca\u53f0\u756a\u53f7\u306e\u5206\u5272\u3001\u8a00\u3044\u63db\u3048\u3001\u6280\u8853\u60c5\u5831\u3068\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306e\u691c\u7d22\u3001\u6570\u5024\u306e\u7167\u5408\u307e\u3067\u81ea\u52d5\u3067\u884c\u3046 \uff0f \u5165\u5eab\u306e\u9805\u76ee\u304b\u3089\u5019\u88dc\u306e\u4e00\u89a7\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3001\u53f0\u6570\u306f\u3055\u3070\u3051\u307e\u305b\u3093\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u300115\u5206\u304c9\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u7bc4\u56f2\u306e\u78ba\u304b\u3081\u306f\u6e1b\u308a\u307e\u3059\u304c\u3001\u578b\u5f0f\u3068\u9023\u756a\u3092\u6253\u3061\u8fbc\u3080\u624b\u9593\u3068\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3092\u5225\u306b\u63a2\u3059\u624b\u9593\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30676\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001\u8eca\u53f0\u756a\u53f7\u3092\u6253\u3061\u8fbc\u307e\u305a\u306b\u6e08\u307f\u3001\u90e8\u54c1\u756a\u53f7\u306e\u7167\u5408\u3068\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306e\u691c\u7d22\u304c\u540c\u6642\u306b\u7d42\u308f\u308b\u3053\u3068\u3067\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u671f\u9593\u306b\u3001\u5019\u88dc\u304c\u51fa\u306a\u304b\u3063\u305f\u554f\u8a3a\u306e\u8a00\u8449\u3068\u3001\u7bc4\u56f2\u306e\u5199\u3057\u306e\u8aa4\u308a\u304c\u96c6\u307e\u308a\u307e\u3059\u3002**\u305d\u308c\u3092\u76f4\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u6574\u5099\u58eb\u306e\u4fe1\u983c\u3092\u65e9\u304f\u5f97\u3089\u308c\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u7bc4\u56f2\u306e\u5916\u306e\u8eca\u306b\u6280\u8853\u60c5\u5831\u304c\u51fa\u308b | \u9023\u756a\u3092\u6570\u306e\u9805\u76ee\u306b\u3057\u3001\u691c\u7d22\u306e\u524d\u306b\u7bc4\u56f2\u3067\u7d5e\u308b |\n| \u7bc4\u56f2\u306e\u5199\u3057\u9593\u9055\u3044\u3067\u5f53\u305f\u308b\u306f\u305a\u306e\u6587\u66f8\u304c\u51fa\u306a\u3044 | \u65b0\u3057\u3044\u6587\u66f8\u306f2\u4eba\u3067\u8aad\u307f\u5408\u308f\u305b\u308b |\n| \u6545\u969c\u30b3\u30fc\u30c9\u3067\u7d5e\u3063\u3066\u30b3\u30fc\u30c9\u306e\u7121\u3044\u5bfe\u7b56\u304c\u843d\u3061\u308b | \u6545\u969c\u30b3\u30fc\u30c9\u306f\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u308f\u305a\u3001\u691c\u7d22\u306e\u6587\u3068\u5370\u3060\u3051\u306b\u4f7f\u3046 |\n| \u90e8\u54c1\u756a\u53f7\u3084\u7de0\u3081\u4ed8\u3051\u306e\u5024\u304c\u66f8\u304d\u63db\u308f\u308b | \u5f15\u7528\u306e\u672c\u6587\u3068\u7167\u5408\u3057\u3001\u7121\u3051\u308c\u3070\u4f0f\u305b\u308b |\n| \u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u7b49\u306e\u5bfe\u8c61\u3068\u8aad\u307e\u308c\u308b | `maker_check` \u3092\u5fc5\u9808\u306b\u3057\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u78ba\u304b\u3081\u308b |\n| \u30da\u30a4\u30f3\u30c8\u306e\u5370\u3067\u5b9f\u65bd\u6e08\u307f\u3068\u898b\u306a\u3059 | \u5b9f\u65bd\u306e\u72b6\u6cc1\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u8eca\u53f0\u756a\u53f7\u306e\u691c\u7d22\u3067\u78ba\u304b\u3081\u308b |\n| \u554f\u8a3a\u306e\u8a00\u8449\u3067\u691c\u7d22\u304c\u5f53\u305f\u3089\u306a\u3044 | \u8a00\u3044\u63db\u3048\u306e\u4e00\u89a7\u3092\u5f53\u3066\u3001\u3082\u3068\u306e\u8a00\u8449\u3068\u4e26\u3079\u308b |\n| \u8f38\u5165\u8eca\u3067\u9023\u756a\u306b\u5206\u3051\u3089\u308c\u306a\u3044 | \u578b\u5f0f\u3060\u3051\u3067\u7d5e\u308a\u3001\u7bc4\u56f2\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u308b\u5370\u3092\u51fa\u3059 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u8eca\u53f0\u756a\u53f7\u306e\u7bc4\u56f2\u306b\u95a2\u308f\u308b\u5931\u6557\u3067\u3001**\u7bc4\u56f2\u306e\u5224\u5b9a\u3092AI\u306e\u5916\u306e\u6570\u306e\u6bd4\u8f03\u3067\u884c\u3046\u3053\u3068\u3067\u9632\u304e\u307e\u3059\u3002**\n\n**5\u884c\u76ee\u30686\u884c\u76ee\u306f\u3001\u304a\u5ba2\u69d8\u3078\u306e\u8aac\u660e\u306b\u76f4\u63a5\u3072\u3073\u304d\u307e\u3059\u3002** \u300c\u3053\u306e\u8eca\u306f\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5bfe\u8c61\u3067\u3059\u300d\u300c\u5b9f\u65bd\u6e08\u307f\u3067\u3059\u300d\u3068\u53d7\u4ed8\u62c5\u5f53\u304c\u4f1d\u3048\u305f\u5f8c\u3067\u9055\u3063\u3066\u3044\u305f\u3068\u5206\u304b\u308b\u3068\u3001\u3082\u3046\u4e00\u5ea6\u5165\u5eab\u3057\u3066\u3044\u305f\u3060\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\u753b\u9762\u306e\u5019\u88dc\u3092\u898b\u305f\u6bb5\u968e\u3067\u306f\u3001\u304a\u5ba2\u69d8\u306b\u4f55\u3082\u4f1d\u3048\u306a\u3044**\u904b\u7528\u3092\u3001\u53d7\u4ed8\u62c5\u5f53\u306b\u3082\u5fb9\u5e95\u3057\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u30e1\u30fc\u30ab\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u6280\u8853\u60c5\u5831\u3068\u8cc7\u6599\uff08\u8ca9\u58f2\u4f1a\u793e\u5411\u3051\u306e\u6587\u66f8\uff09\u3001\u5165\u5eab\u306e\u9805\u76ee\uff08\u578b\u5f0f\u3001\u8eca\u53f0\u756a\u53f7\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u75c7\u72b6\uff09\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u3067\u3059\u3002\u304a\u5ba2\u69d8\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u767b\u9332\u756a\u53f7\u306f\u691c\u7d22\u306b\u6e21\u3057\u307e\u305b\u3093\u3002\n\n1. **\u30e1\u30fc\u30ab\u30fc\u3068\u306e\u5951\u7d04\u3092\u5148\u306b\u78ba\u304b\u3081\u308b** \u2026 \u8ca9\u58f2\u4f1a\u793e\u5411\u3051\u306e\u30dd\u30fc\u30bf\u30eb\u306e\u6587\u66f8\u3092\u3001\u793e\u5916\u306e\u30af\u30e9\u30a6\u30c9\u306e\u691c\u7d22\u306b\u7f6e\u3044\u3066\u3088\u3044\u304b\u3001**\u30e1\u30fc\u30ab\u30fc\u3068\u306e\u5951\u7d04\u3084\u5229\u7528\u306e\u898f\u5b9a\u3067\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u8a8d\u3081\u3089\u308c\u306a\u3044\u5834\u5408\u306f\u3001\u3053\u306e\u69cb\u6210\u3092\u4f7f\u308f\u305a\u3001\u30dd\u30fc\u30bf\u30eb\u306e\u691c\u7d22\u306e\u4f7f\u3044\u65b9\u3092\u6574\u3048\u308b\u65b9\u5411\u306b\u3057\u307e\u3059\n2. **\u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u5224\u65ad\u3092\u4ee3\u308f\u3089\u306a\u3044** \u2026 \u56fd\u571f\u4ea4\u901a\u7701\u306e\u30ea\u30b3\u30fc\u30eb\u60c5\u5831\u306e\u691c\u7d22\u306e\u30da\u30fc\u30b8\u306f\u3001\u8eca\u53f0\u756a\u53f7\u304c\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u3066\u3082\u4ed5\u69d8\u306e\u9055\u3044\u3067\u5bfe\u8c61\u5916\u306e\u5834\u5408\u304c\u3042\u308b\u3068\u3057\u3066\u3001\u30e1\u30fc\u30ab\u30fc\u304b\u8ca9\u58f2\u4f1a\u793e\u3078\u306e\u78ba\u8a8d\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002**\u5bfe\u8c61\u3068\u5b9f\u65bd\u306e\u72b6\u6cc1\u306f\u3001\u30e1\u30fc\u30ab\u30fc\u306e\u7167\u4f1a\u3067\u3057\u304b\u78ba\u5b9a\u3055\u305b\u307e\u305b\u3093**\n3. **\u4f5c\u696d\u306e\u624b\u9806\u3092AI\u306b\u4f5c\u3089\u305b\u306a\u3044** \u2026 \u5236\u52d5\u3084\u64cd\u8235\u306b\u95a2\u308f\u308b\u4f5c\u696d\u306e\u624b\u9806\u3092\u3001\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\u88dc\u3063\u305f\u7b54\u3048\u3067\u884c\u3046\u3068\u4e8b\u6545\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002**\u624b\u9806\u306f\u4fee\u7406\u66f8\u306e\u7bc0\u3067\u78ba\u304b\u3081\u307e\u3059**\n4. **\u8eca\u53f0\u756a\u53f7\u3092\u8a18\u9332\u306e\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u8eca\u53f0\u756a\u53f7\u306f\u3001\u304a\u5ba2\u69d8\u306e\u8eca\u3092\u7279\u5b9a\u3067\u304d\u308b\u756a\u53f7\u3067\u3059\u3002**\u691c\u7d22\u306e\u8a18\u9332\u306f\u793e\u5185\u306e\u4fdd\u7ba1\u5148\u306b\u7f6e\u304d\u3001\u5229\u7528\u8005\u3092\u6574\u5099\u306e\u90e8\u9580\u306b\u9650\u308a\u307e\u3059**\n5. **\u30c7\u30fc\u30bf\u306e\u7f6e\u304d\u5834\u6240\u3092\u78ba\u304b\u3081\u308b** \u2026 \u516c\u5f0f\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5834\u6240\u306f `global`\u30fb`us`\u30fb`eu` \u3067\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306f\u3042\u308a\u307e\u305b\u3093\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u5bfe\u7b56\u3067\u90e8\u54c1\u3092\u66ff\u3048\u3066\u76f4\u3089\u306a\u3044\u3053\u3068\u3068\u3001\u30ea\u30b3\u30fc\u30eb\u7b49\u306e\u672a\u5b9f\u65bd\u306e\u8eca\u3092\u5b9f\u65bd\u6e08\u307f\u3068\u3057\u3066\u304a\u5ba2\u69d8\u306b\u8fd4\u3059\u3053\u3068\u3067\u3059\u3002** 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\u6574\u5099\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306e\u547c\u3073\u51fa\u3057\u3001\u8eca\u53f0\u756a\u53f7\u306e\u5206\u5272\u3001\u904e\u53bb\u306e\u4fee\u7406\u8a18\u9332\u306e\u691c\u7d22\u3001\u6570\u5024\u306e\u7167\u5408\u3092\u4f5c\u308a\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u307b\u304b\u306e\u5e97\u8217\u3068\u578b\u5f0f\u306b\u5e83\u3052\u307e\u3059\u3002**\u65b0\u3057\u3044\u6280\u8853\u60c5\u5831\u304c\u51fa\u308b\u305f\u3073\u306b\u7bc4\u56f2\u304c\u5199\u3055\u308c\u3066\u8aad\u307f\u5408\u308f\u305b\u304c\u6e08\u307f\u3001\u5019\u88dc\u306e1\u4ef6\u76ee\u3067\u76f4\u3063\u305f\u5272\u5408\u304c\u6bce\u6708\u898b\u3089\u308c\u3066\u3044\u308b\u72b6\u614b\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0053","UC-0078","UC-0169","UC-0726"],"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":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"},{"id":5349,"slug":"kokoku-link-zokusei","title":"\u5e83\u544a\u306e\u30ea\u30f3\u30af\u306b\u4ed8\u3051\u308b\u6307\u5b9a\u3068\u306f\uff1f\uff5c\u691c\u7d22\u306e\u8a55\u4fa1\u3092\u5b88\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Vertex AI Search \u304c Agent Search \u3078\u6539\u79f0\u4e2d\u3067\u3042\u308b\u3053\u3068\u3002answer \u30e1\u30bd\u30c3\u30c9\u306e `searchSpec.searchParams` \u306b `filter` \u3092\u66f8\u3051\u308b\u3053\u3068\u3001`maxReturnResults` \u304c\u65e2\u5b9a10\u30fb\u6700\u592725\u3067\u3042\u308b\u3053\u3068\u3002`includeCitations`\uff08\u65e2\u5b9a\u306f false\uff09\u3001`ignoreLowRelevantContent`\u3001`promptSpec.preamble`\u3002`groundingSpec` \u306e `filteringLevel`\u3001\u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u3067 `LOW_GROUNDED_CONTENT` \u304c\u8fd4\u308b\u3053\u3068\u3002\u5f15\u7528\u306e `startIndex`\uff0f`endIndex` \u304c UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3067\u3042\u308b\u3053\u3068 | [Google Cloud: Get answers and follow-ups](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/answer) | 2026-10-15 |\n| \u7d5e\u308a\u8fbc\u307f\u306e\u69cb\u6587\u3067\u3001\u6587\u5b57\u306e\u9805\u76ee\u306e `ANY()`\u3001\u6570\u306e\u9805\u76ee\u306e\u6bd4\u8f03\uff08`<=`\u30fb`>=` \u306a\u3069\uff09\u3068 `IN()` \u306b\u3088\u308b\u7bc4\u56f2\u3001`AND`\uff0f`OR`\uff0f`NOT` \u3068\u62ec\u5f27\u3067\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u4f7f\u3048\u308b\u3053\u3068\u3001\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Google Cloud: Filter custom search for structured or unstructured data](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/filter-search-metadata) | 2026-10-15 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u304c\u6bb5\u843d\u30fb\u8868\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u4f5c\u6210\u6642\u306b Image annotation\uff08\u56f3\u306e\u8aac\u660e\u3092\u30c1\u30e3\u30f3\u30af\u306b\u4ed8\u3051\u308b\uff09\u3068 Table annotation\uff08\u8868\u306e\u8aac\u660e\u3092\u4ed8\u3051\u308b\uff09\u3092\u9078\u3079\u308b\u3053\u3068\u3001\u56f3\u306e\u5f62\u5f0f\u304c BMP\u30fbGIF\u30fbJPEG\u30fbPNG\u30fbTIFF \u3067\u3042\u308b\u3053\u3068 | [Google Cloud: Parse and chunk documents](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/parse-chunk-documents) | 2026-10-15 |\n| \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u5834\u6240\u304c `global`\u30fb`us`\u30fb`eu` \u3067\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u7121\u3044\u3053\u3068 | [Google Cloud: Locations](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/locations) | 2026-10-15 |\n| \u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u30fb\u30b5\u30fc\u30d3\u30b9\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u5b9a\u7fa9\u3002\u30ea\u30b3\u30fc\u30eb\u30fb\u6539\u5584\u5bfe\u7b56\u306e\u5b9f\u65bd\u6e08\u307f\u306e\u8b58\u5225\u304c\u3001\u4ee4\u548c8\u5e744\u67081\u65e5\u4ee5\u964d\u306f\u5404\u30e1\u30fc\u30ab\u30fc\u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u306e\u30ea\u30b3\u30fc\u30eb\u7b49\u5bfe\u8c61\u691c\u7d22\u3067\u8eca\u53f0\u756a\u53f7\u3092\u5165\u308c\u3066\u78ba\u304b\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5c4a\u51fa\u6642\u306e\u8b58\u5225\u306e\u65b9\u6cd5\u3068\u7570\u306a\u308b\u5834\u5408\u304c\u3042\u308b\u3053\u3068 | [\u56fd\u571f\u4ea4\u901a\u7701: \u81ea\u52d5\u8eca\u306e\u30ea\u30b3\u30fc\u30eb\u5236\u5ea6\u306b\u3064\u3044\u3066](https:\/\/renrakuda.mlit.go.jp\/renrakuda\/report.html) | 2026-10-15 |\n| 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