{"id":16633,"date":"2026-10-27T09:09:59","date_gmt":"2026-10-27T00:09:59","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/sharehouse-resident-chat\/"},"modified":"2026-10-27T09:09:59","modified_gmt":"2026-10-27T00:09:59","slug":"sharehouse-resident-chat","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/sharehouse-resident-chat\/","title":{"rendered":"\u5916\u56fd\u4eba\u5411\u3051\u30b7\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u904b\u55b6\u4f1a\u793e\u304c\u3001\u5165\u5c45\u8005\u304b\u3089\u591a\u8a00\u8a9e\u3067\u5c4a\u304f\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u306b Azure OpenAI \u306e\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u3001\u4fee\u7e55\u3068\u82e6\u60c5\u306f\u62c5\u5f53\u306b\u56de\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u5165\u5c45\u8005\u304b\u3089 LINE \u306b\u591a\u8a00\u8a9e\u3067\u5c4a\u304f\u30b4\u30df\u51fa\u3057\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u3001\u305d\u306e\u4eba\u306e\u4f4f\u3080\u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u6839\u62e0\u306b\u3001Azure OpenAI \u306e\u30c1\u30e3\u30c3\u30c8\u304c\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u307e\u3059\u3002\u4fee\u7e55\u306e\u4f9d\u983c\u3001\u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u82e6\u60c5\u3001\u7dca\u6025\u306e\u9023\u7d61\u306f\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u4ed8\u3051\u3066\u62c5\u5f53\u8005\u306b\u56de\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1856","platform_main":"Azure OpenAI Service","publish_date":"","last_updated":"2026-10-27","tech_verified_date":"2026-10-26","trigger":"**\u5165\u5c45\u8005\u304c LINE 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\u516c\u5f0f\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306f\u3001\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u8868\u793a\u3059\u308b\u53e3\u304c\u3042\u308a\u30015\u79d2\u304b\u308960\u79d2\u306e\u9593\u3067\u8868\u793a\u3059\u308b\u79d2\u6570\u3092\u6307\u5b9a\u3067\u304d\u3001\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u65b0\u3057\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u304f\u3068\u6d88\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u5165\u5c45\u8005\u306f\u300c\u8aad\u307e\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u601d\u3063\u3066\u540c\u3058\u8cea\u554f\u3092\u4f55\u5ea6\u3082\u9001\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001\u5370\u3067\u53d7\u3051\u53d6\u3063\u305f\u3053\u3068\u3092\u4f1d\u3048\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8 | \u672c\u6587\u3001\u9001\u3063\u305f\u65e5\u6642\u3001LINE \u306e\u5229\u7528\u8005ID | LINE \u306e Webhook |\n| \u5165\u5c45\u8005\u306e\u60c5\u5831 | \u7269\u4ef6\u3001\u90e8\u5c4b\u3001\u5951\u7d04\u671f\u9593\u3001\u9000\u53bb\u4e88\u5b9a\u65e5\u3001\u3075\u3060\u3093\u4f7f\u3046\u8a00\u8a9e | \u5165\u5c45\u8005\u306e\u53f0\u5e33 |\n| \u7269\u4ef6\u306e\u6587\u66f8 | \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3001\u8a2d\u5099\u306e\u6848\u5185\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3001\u9000\u53bb\u306e\u624b\u7d9a\u304d\u3001\u3088\u304f\u3042\u308b\u8cea\u554f | Azure AI Search \u306e\u7d22\u5f15 |\n| \u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a | \u540c\u3058\u5165\u5c45\u8005\u3068\u306e\u76f4\u8fd1\u306e\u6570\u5f80\u5fa9 | Azure Cosmos DB |\n| \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7 | \u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u7cbe\u7b97\u30fb\u5951\u7d04\u30fb\u7dca\u6025\u306b\u5f53\u305f\u308b\u554f\u3044\u5408\u308f\u305b\u306e\u4f8b\u3068\u3001\u56de\u3059\u5148 | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n| \u7dca\u6025\u306e\u6587\u9762 | \u706b\u4e8b\u30fb\u30ac\u30b9\u30fb\u6c34\u6f0f\u308c\u30fb\u3051\u304c\u306e\u3068\u304d\u306e\u56fa\u5b9a\u306e\u6587\u9762\uff08\u8a00\u8a9e\u3054\u3068\uff09\u3068\u9023\u7d61\u5148 | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u6587\u9762 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7269\u4ef6\u306e\u6587\u66f8\u3068\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u3067\u3059\u3002** \u7269\u4ef6\u306e\u6587\u66f8\u304c\u53e4\u3051\u308c\u3070\u3001AI\u306f\u53e4\u3044\u30eb\u30fc\u30eb\u3092\u6b63\u3057\u304f\u7b54\u3048\u307e\u3059\u3002**\u30eb\u30fc\u30eb\u3092\u5909\u3048\u305f\u3089\u6587\u66f8\u3092\u76f4\u3059\u3001\u3068\u3044\u3046\u624b\u9806\u304c\u7121\u3044\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u8aa4\u3063\u305f\u7b54\u3048\u3092\u4e01\u5be7\u306b\u8fd4\u3059\u4ed5\u7d44\u307f\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u5165\u5c45\u8005\u306e\u53f0\u5e33\u306e LINE \u306e\u5229\u7528\u8005ID\u306f\u3001\u5165\u5c45\u306e\u3068\u304d\u306b\u7d10\u3065\u3051\u307e\u3059\u3002** \u5165\u5c45\u306e\u6848\u5185\u3067\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u53cb\u3060\u3061\u306b\u8ffd\u52a0\u3057\u3066\u3082\u3089\u3044\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u9001\u3063\u3066\u3082\u3089\u3063\u3066\u62c5\u5f53\u304c\u53f0\u5e33\u306b\u767b\u9332\u3057\u307e\u3059\u3002**\u7d10\u3065\u3044\u3066\u3044\u306a\u3044\u5229\u7528\u8005ID\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u306f\u3001\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u7b54\u3048\u307e\u305b\u3093\u3002**","data_source":"**\u7269\u4ef6\u306e\u6587\u66f8\u306f\u3001\u7269\u4ef6\u3054\u3068\u306b\u5206\u3051\u30661\u3064\u306e\u7d22\u5f15\u306b\u5165\u308c\u307e\u3059\u3002** \u6587\u66f8\u3092\u898b\u51fa\u3057\u3054\u3068\u306e\u77ed\u3044\u584a\u306b\u5206\u3051\u3001\u5404\u584a\u306b `property_id`\uff08\u7269\u4ef6\uff09\u3001`doc_type`\uff08\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306a\u3069\uff09\u3001`updated_at`\uff08\u6700\u7d42\u306e\u6539\u5b9a\u65e5\uff09\u3092\u6301\u305f\u305b\u307e\u3059\u3002\u672c\u6587\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u691c\u7d22\u7528\u306e\u9805\u76ee\u3068\u3001\u57cb\u3081\u8fbc\u307f\u306b\u3057\u305f\u30d9\u30af\u30c8\u30eb\u306e\u9805\u76ee\u306e\u4e21\u65b9\u306b\u5165\u308c\u307e\u3059\u3002\n\n**\u691c\u7d22\u306f\u3001\u7269\u4ef6\u3067\u5fc5\u305a\u7d5e\u308a\u8fbc\u307f\u307e\u3059\u3002** \u5165\u5c45\u8005\u306e\u53f0\u5e33\u3067\u78ba\u304b\u3081\u305f `property_id` \u3068\u3001\u5168\u7269\u4ef6\u306b\u5171\u901a\u306e\u6587\u66f8\u3092\u8868\u3059 `common` \u306e2\u3064\u3060\u3051\u3092 `filter` \u306b\u5165\u308c\u307e\u3059\u3002\n\n```\n\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u8981\u6c42\uff08\u629c\u7c8b\uff09\nPOST \/indexes\/house-docs\/docs\/search?api-version=2026-04-01\n{\n  \"search\": \"<\u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8>\",\n  \"filter\": \"property_id eq 'H-023' or property_id eq 'common'\",\n  \"vectorQueries\": [\n    { \"kind\": \"vector\", \"vector\": [ <\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u57cb\u3081\u8fbc\u307f> ],\n      \"k\": 50, \"fields\": \"contentVector\" }\n  ],\n  \"select\": \"chunk_id, property_id, doc_type, title, content, updated_at\",\n  \"top\": 5\n}\n```\n\n**`filter` \u3092\u5916\u3059\u3068\u3001\u5225\u306e\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3092\u7b54\u3048\u307e\u3059\u3002** \u30b4\u30df\u306e\u65e5\u3082\u5171\u7528\u90e8\u306e\u4f7f\u7528\u6642\u9593\u3082\u7269\u4ef6\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**\u7b2c3\u7ae0\u306e\uff08b\uff09\u306e\u53d6\u308a\u9055\u3048\u3092\u3001\u691c\u7d22\u306e\u5074\u3067\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n**\u7269\u4ef6\u306e\u6587\u66f8\u306e\u584a\u306f\u3001\u898b\u51fa\u3057\u3054\u3068\u306b\u77ed\u304f\u5206\u3051\u307e\u3059\u3002** \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u306e PDF \u30921\u30da\u30fc\u30b8\u305a\u3064\u5165\u308c\u308b\u3068\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3068\u6765\u5ba2\u306e\u6c7a\u307e\u308a\u304c\u540c\u3058\u584a\u306b\u5165\u308a\u3001**\u7b54\u3048\u306b\u95a2\u4fc2\u306e\u306a\u3044\u6c7a\u307e\u308a\u307e\u3067\u751f\u6210AI\u306b\u6e21\u308a\u307e\u3059\u3002** \u898b\u51fa\u3057\u3092\u5883\u306b\u5206\u3051\u3001\u584a\u3054\u3068\u306b `title` \u3092\u6301\u305f\u305b\u308b\u3068\u3001\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b\u3068\u304d\u306b\u3082\u63a2\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u306f\u3001\u540c\u3058\u5165\u5c45\u8005\u306e\u6700\u8fd1\u306e\u6570\u5f80\u5fa9\u3060\u3051\u3092\u8aad\u307f\u307e\u3059\u3002** \u300c\u305d\u308c\u306f\u4f55\u6642\u307e\u3067\uff1f\u300d\u306e\u3088\u3046\u306b\u524d\u306e\u8cea\u554f\u3092\u53d7\u3051\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u308b\u305f\u3081\u3067\u3001**\u4f55\u65e5\u3082\u524d\u306e\u3084\u308a\u53d6\u308a\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u53e4\u3044\u8a71\u984c\u304c\u6df7\u3056\u308b\u3068\u3001\u7b54\u3048\u304c\u95a2\u4fc2\u306e\u306a\u3044\u65b9\u5411\u306b\u5f15\u3063\u5f35\u3089\u308c\u307e\u3059\u3002","preprocessing":"1. **\u5165\u5c45\u8005\u306e\u78ba\u8a8d** \u2026 LINE \u306e\u5229\u7528\u8005ID\u304b\u3089\u53f0\u5e33\u3092\u5f15\u304d\u307e\u3059\u3002**\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u805e\u304f\u6c7a\u307e\u3063\u305f\u6587\u9762\u3092\u8fd4\u3057\u307e\u3059**\n2. **\u7dca\u6025\u306e\u8a9e\u306e\u7167\u5408** \u2026 \u8a00\u8a9e\u3054\u3068\u306e\u7dca\u6025\u306e\u8a9e\u306e\u4e00\u89a7\u3067\u7167\u5408\u3057\u3001\u5f53\u305f\u308c\u3070\u751f\u6210AI\u3092\u547c\u3070\u305a\u306b\u56fa\u5b9a\u306e\u6587\u9762\u3092\u8fd4\u3057\u3001\u62c5\u5f53\u306e\u643a\u5e2f\u306b\u901a\u77e5\u3057\u307e\u3059\n3. **\u8a00\u8a9e\u306e\u5224\u5b9a** \u2026 \u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8a00\u8a9e\u3092\u5224\u5b9a\u3057\u3001\u53f0\u5e33\u306e\u3075\u3060\u3093\u4f7f\u3046\u8a00\u8a9e\u3068\u9055\u3048\u3070\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8a00\u8a9e\u3092\u512a\u5148\u3057\u307e\u3059\n4. **\u9000\u53bb\u306e\u4e88\u5b9a\u306e\u4ed8\u52a0** \u2026 \u9000\u53bb\u4e88\u5b9a\u65e5\u304c\u8fd1\u3044\u5165\u5c45\u8005\u306b\u306f\u3001\u305d\u306e\u60c5\u5831\u3092\u6307\u793a\u306b\u52a0\u3048\u307e\u3059\n5. **\u500b\u4eba\u60c5\u5831\u306e\u9664\u53bb** \u2026 \u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u66f8\u304b\u308c\u305f\u4ed6\u306e\u5165\u5c45\u8005\u306e\u540d\u524d\u3084\u96fb\u8a71\u756a\u53f7\u306f\u3001\u8981\u7d04\u306b\u6b8b\u3055\u306a\u3044\u3088\u3046\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u9023\u6295\u306e\u307e\u3068\u3081** \u2026 \u6570\u79d2\u306e\u9593\u306b\u7d9a\u3051\u3066\u5c4a\u3044\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u30011\u3064\u306b\u307e\u3068\u3081\u3066\u6271\u3044\u307e\u3059\n\n**2\u756a\u76ee\u306e\u4e00\u89a7\u306f\u3001\u53d6\u308a\u3053\u307c\u3057\u3088\u308a\u62fe\u3044\u3059\u304e\u3092\u9078\u3073\u307e\u3059\u3002** \u300c\u706b\u300d\u3067\u7167\u5408\u3059\u308b\u3068\u300c\u706b\u66dc\u65e5\u300d\u306b\u5f53\u305f\u308b\u306e\u3067\u3001**\u8a9e\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u4f5c\u308a\u3001\u5f53\u305f\u3063\u305f\u3089\u56fa\u5b9a\u306e\u6587\u9762\u306e\u5f8c\u3067\u62c5\u5f53\u304c\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u62fe\u3044\u3059\u304e\u305f\u7dca\u6025\u306e\u9023\u7d61\u306f\u62c5\u5f53\u304c\u6570\u5206\u3067\u843d\u3061\u7740\u304b\u305b\u3089\u308c\u307e\u3059\u304c\u3001**\u53d6\u308a\u3053\u307c\u3057\u305f\u706b\u4e8b\u306f\u53d6\u308a\u8fd4\u3057\u304c\u3064\u304d\u307e\u305b\u3093\u3002**\n\n**6\u756a\u76ee\u306f\u3001\u5165\u5c45\u8005\u306e\u9001\u308a\u65b9\u306b\u5408\u308f\u305b\u308b\u305f\u3081\u3067\u3059\u3002** \u5916\u56fd\u4eba\u306e\u5165\u5c45\u8005\u306f\u30011\u3064\u306e\u8cea\u554f\u3092\u77ed\u3044\u30e1\u30c3\u30bb\u30fc\u30b83\u901a\u306b\u5206\u3051\u3066\u9001\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002**1\u901a\u305a\u3064\u7b54\u3048\u308b\u3068\u3001\u6700\u521d\u306e1\u901a\u3060\u3051\u3092\u898b\u305f\u7684\u5916\u308c\u306a\u8fd4\u4e8b\u306b\u306a\u308a\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u3053\u3068\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u3092\u898b\u5206\u3051\u3066\u3001\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u6c7a\u3081\u3001\u7b54\u3048\u308b\u306a\u3089\u6839\u62e0\u306e\u6587\u66f8\u306b\u6cbf\u3063\u3066\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b\u306e\u7a2e\u985e\u3092\u898b\u5206\u3051\u308b | \u30eb\u30fc\u30eb\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306e\u624b\u7d9a\u304d\u30fb\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u30fb\u5951\u7d04\u30fb\u305d\u306e\u4ed6 | \u8ff7\u3063\u305f\u3089\u56de\u3059 |\n| \u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b | \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306b\u5f53\u305f\u308b\u3082\u306e\u3001\u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u3044\u3082\u306e\u306f\u56de\u3059 | \u8ff7\u3063\u305f\u3089\u56de\u3059 |\n| \u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u308b | \u691c\u7d22\u3057\u305f\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u3001\u77ed\u304f\u66f8\u304f | \u6587\u66f8\u306b\u7121\u3051\u308c\u3070\u7b54\u3048\u305a\u56de\u3059 |\n| \u6839\u62e0\u306e\u6587\u66f8\u3092\u793a\u3059 | \u7b54\u3048\u306b\u4f7f\u3063\u305f\u584a\u306e `chunk_id` | \u4f7f\u3063\u305f\u584a\u304c\u7121\u3051\u308c\u3070\u7b54\u3048\u306a\u3044 |\n| \u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u66f8\u304f | \u56de\u3059\u554f\u3044\u5408\u308f\u305b\u306e\u4e2d\u8eab\u3001\u5834\u6240\u3001\u3044\u3064\u304b\u3089\u3001\u5165\u5c45\u8005\u306e\u5e0c\u671b | \u5206\u304b\u3089\u306a\u3044\u9805\u76ee\u306f\u300c\u4e0d\u660e\u300d |\n\n**\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306b\u306f\u3001\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u56de\u3059\u3079\u304d\u3082\u306e\u3092\u66f8\u304d\u307e\u3059\u3002** \u300c\u9000\u53bb\u306e\u9023\u7d61\u306f\u4f55\u65e5\u524d\u307e\u3067\uff1f\u300d\u306f\u6587\u66f8\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u300c\u6765\u9031\u51fa\u305f\u3044\u3051\u3069\u5927\u4e08\u592b\uff1f\u300d\u306f**\u5951\u7d04\u306e\u89e3\u91c8\u3068\u7cbe\u7b97\u306b\u95a2\u308f\u308b\u306e\u3067\u56de\u3057\u307e\u3059\u3002** \u300c\u96a3\u306e\u90e8\u5c4b\u304c\u3046\u308b\u3055\u3044\u300d\u306f\u82e6\u60c5\u3067\u3001\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u306b\u9759\u304b\u306b\u3059\u308b\u6642\u9593\u304c\u66f8\u3044\u3066\u3042\u3063\u3066\u3082\u3001**\u7b54\u3048\u305a\u306b\u56de\u3057\u307e\u3059\u3002** \u30eb\u30fc\u30eb\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067\u306f\u3001\u82e6\u60c5\u306f\u89e3\u6c7a\u3057\u306a\u3044\u304b\u3089\u3067\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4fee\u7e55\u306e\u65e5\u7a0b\u3084\u696d\u8005\u306e\u624b\u914d\u3092\u7d04\u675f\u3059\u308b\u3053\u3068 | \u696d\u8005\u306e\u90fd\u5408\u3067\u6c7a\u307e\u308b\u3002\u7d04\u675f\u304c\u5916\u308c\u308b\u3068\u4fe1\u7528\u3092\u843d\u3068\u3059 |\n| \u9000\u53bb\u6642\u306e\u7cbe\u7b97\u306e\u91d1\u984d\u3084\u6577\u91d1\u306e\u6271\u3044\u3092\u7b54\u3048\u308b\u3053\u3068 | \u5951\u7d04\u3068\u90e8\u5c4b\u306e\u72b6\u614b\u3092\u898b\u3066\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u30c8\u30e9\u30d6\u30eb\u306e\u5224\u65ad | \u53cc\u65b9\u306e\u8a71\u3092\u805e\u3044\u3066\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u308b |\n| \u6587\u66f8\u306b\u7121\u3044\u30eb\u30fc\u30eb\u3092\u7b54\u3048\u308b\u3053\u3068 | \u7269\u4ef6\u3054\u3068\u306b\u9055\u3046\u3002\u63a8\u6e2c\u3067\u7b54\u3048\u308b\u3068\u8aa4\u3063\u305f\u6848\u5185\u306b\u306a\u308b |\n| \u4ed6\u306e\u5165\u5c45\u8005\u306e\u60c5\u5831\u3092\u7b54\u3048\u308b\u3053\u3068 | \u90e8\u5c4b\u306e\u756a\u53f7\u3001\u540d\u524d\u3001\u5728\u5ba4\u306e\u6709\u7121\u3092\u4f1d\u3048\u306a\u3044 |\n| \u7dca\u6025\u306e\u9023\u7d61\u3078\u306e\u6587\u7ae0\u3092\u8003\u3048\u308b\u3053\u3068 | \u56fa\u5b9a\u306e\u6587\u9762\u3067\u3001\u3059\u3050\u306b\u8fd4\u3059 |","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30b7\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u904b\u55b6\u4f1a\u793e\u306e\u3001\u5165\u5c45\u8005\u5411\u3051\u306e\u7a93\u53e3\u3067\u3059\u3002\n\u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u3001\u4e0b\u306e\u3010\u7269\u4ef6\u306e\u6587\u66f8\u3011\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u6587\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u7b54\u3048\u305a\u3001\u62c5\u5f53\u306b\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u308b\u7bc4\u56f2\u3011\n- \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3001\u8a2d\u5099\u306e\u4f7f\u3044\u65b9\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3001\u9000\u53bb\u306e\u624b\u7d9a\u304d\u306e\u6d41\u308c\n\n\u3010\u5fc5\u305a\u62c5\u5f53\u306b\u56de\u3059\u3082\u306e\u3011\n- \u58ca\u308c\u305f\u30fb\u52d5\u304b\u306a\u3044\u30fb\u6c34\u304c\u6f0f\u308c\u308b\u306a\u3069\u306e\u4fee\u7e55\u306e\u4f9d\u983c\n- \u4ed6\u306e\u5165\u5c45\u8005\u306b\u3064\u3044\u3066\u306e\u82e6\u60c5\u3084\u76f8\u8ac7\n- \u304a\u91d1\uff08\u5bb6\u8cc3\u3001\u7cbe\u7b97\u3001\u6577\u91d1\u3001\u9055\u7d04\u91d1\uff09\u3068\u5951\u7d04\u306e\u89e3\u91c8\n- \u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u3044\u8cea\u554f\n- \u8ff7\u3063\u305f\u3068\u304d\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5165\u5c45\u8005\u304c\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u66f8\u3044\u305f\u8a00\u8a9e\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u77ed\u304f\u3001\u624b\u9806\u306f\u756a\u53f7\u4ed8\u304d\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f7f\u3063\u305f\u6587\u66f8\u306e chunk_id \u3092 cited_chunks \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4fee\u7e55\u306e\u65e5\u7a0b\u3001\u696d\u8005\u304c\u6765\u308b\u6642\u9593\u3092\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6587\u66f8\u306b\u91d1\u984d\u304c\u3042\u3063\u3066\u3082\u3001\u62c5\u5f53\u306b\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7269\u4ef6\u306e\u6587\u66f8\u306b\u7121\u3044\u30eb\u30fc\u30eb\u3092\u3001\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed6\u306e\u5165\u5c45\u8005\u306e\u540d\u524d\u3001\u90e8\u5c4b\u3001\u5728\u5ba4\u304b\u3069\u3046\u304b\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u62c5\u5f53\u306b\u56de\u3059\u3068\u304d\u306f\u3001reply \u306b\u300c\u62c5\u5f53\u306b\u4f1d\u3048\u307e\u3057\u305f\u3002\u62c5\u5f53\u304b\u3089\u9023\u7d61\u3057\u307e\u3059\u300d\n  \u3068\u3044\u3046\u610f\u5473\u306e\u6587\u3092\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u66f8\u304d\u3001\u3044\u3064\u9023\u7d61\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- summary_ja \u306b\u306f\u3001\u62c5\u5f53\u304c\u8aad\u3080\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5834\u6240\u3001\u3044\u3064\u304b\u3089\u3001\u5165\u5c45\u8005\u306e\u5e0c\u671b\u3092\u66f8\u304d\u3001\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u4e0d\u660e\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5165\u5c45\u8005\u306e\u60c5\u5831\u3011\u7269\u4ef6 {property_name}\uff0f\u90e8\u5c4b {room}\uff0f\u9000\u53bb\u4e88\u5b9a\u65e5 {move_out}\n\u3010\u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u3011{recent_turns}\n\u3010\u7269\u4ef6\u306e\u6587\u66f8\u3011{chunks}\n\u3010\u30e1\u30c3\u30bb\u30fc\u30b8\u3011{message}\n```\n\n**\u300c\u6587\u66f8\u306b\u91d1\u984d\u304c\u3042\u3063\u3066\u3082\u56de\u3059\u300d\u3068\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u91d1\u984d\u306e\u7b54\u3048\u306f\u6761\u4ef6\u3067\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002** \u9000\u53bb\u306e\u624b\u6570\u6599\u304c\u6587\u66f8\u306b\u66f8\u3044\u3066\u3042\u3063\u3066\u3082\u3001\u5951\u7d04\u306e\u6642\u671f\u3084\u90e8\u5c4b\u306e\u72b6\u614b\u3067\u6271\u3044\u304c\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u91d1\u984d\u3092\u7a93\u53e3\u3067\u7b54\u3048\u308b\u3068\u3001\u7cbe\u7b97\u306e\u3068\u304d\u306b\u300c\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u3053\u3046\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u307e\u3059\u3002**\n\n**\u300c\u3044\u3064\u9023\u7d61\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u660e\u65e5\u9023\u7d61\u3057\u307e\u3059\u300d\u3068\u66f8\u304f\u3068\u3001\u62c5\u5f53\u304c\u4f11\u307f\u306e\u65e5\u306b\u7d04\u675f\u304c\u5916\u308c\u307e\u3059\u3002\n\n**\u6307\u793a\u306f\u8a00\u8a9e\u3054\u3068\u306b\u5206\u3051\u307e\u305b\u3093\u3002** \u65e5\u672c\u8a9e\u306e\u6307\u793a1\u3064\u3067\u3001\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u8fd4\u3059\u3088\u3046\u6c42\u3081\u307e\u3059\u3002\u8a00\u8a9e\u3054\u3068\u306b\u6307\u793a\u3092\u7528\u610f\u3059\u308b\u3068\u3001**\u6539\u5b9a\u306e\u305f\u3073\u306b\u5168\u90e8\u306e\u8a00\u8a9e\u306e\u6307\u793a\u3092\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u3001\u3069\u308c\u304b1\u3064\u3060\u3051\u53e4\u3044\u307e\u307e\u6b8b\u308a\u307e\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"language\": \"vi\",\n  \"category\": \"rule | facility | move_out | repair | complaint | money | contract | other\",\n  \"action\": \"answer | handoff\",\n  \"reply\": \"\",\n  \"cited_chunks\": [\"H-023-rule-04\"],\n  \"handoff_reason\": \"\",\n  \"summary_ja\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`action` \u3067\u4ed5\u7d44\u307f\u306e\u52d5\u304d\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `answer` \u306a\u3089\u8fd4\u4e8b\u3092\u305d\u306e\u307e\u307e\u9001\u308a\u3001`handoff` \u306a\u3089\u8fd4\u4e8b\u306b\u52a0\u3048\u3066\u62c5\u5f53\u306e\u4e00\u89a7\u306b `summary_ja` \u3092\u5165\u308c\u307e\u3059\u3002**\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u3001\u6587\u7ae0\u306e\u8a00\u3044\u56de\u3057\u304b\u3089\u8aad\u307f\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**2\u3064\u76ee\u306f\u3001`cited_chunks` \u3067\u7b54\u3048\u306e\u6839\u62e0\u3092\u5f8c\u304b\u3089\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** Azure Functions \u306f\u3001`action` \u304c `answer` \u306a\u306e\u306b `cited_chunks` \u304c\u7a7a\u3001\u307e\u305f\u306f\u691c\u7d22\u3067\u6e21\u3057\u3066\u3044\u306a\u3044 `chunk_id` \u304c\u5165\u3063\u3066\u3044\u308b\u3068\u304d\u306f\u3001**\u8fd4\u4e8b\u3092\u9001\u3089\u305a\u306b\u56de\u3059**\u5074\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`category` \u3067\u56de\u3059\u5148\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `repair` \u306f\u4fee\u7e55\u306e\u62c5\u5f53\u3001`complaint` \u306f\u8cac\u4efb\u8005\u3001`money` \u3068 `contract` \u306f\u5951\u7d04\u306e\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\u3002\n\n**\u30b9\u30ad\u30fc\u30de\u306f\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306e\u5236\u7d04\u306b\u5408\u308f\u305b\u307e\u3059\u3002** \u3059\u3079\u3066\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u5fc5\u9808\u306b\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002`category` \u3068 `action` \u306f\u5217\u6319\u578b\u3067\u66f8\u3051\u307e\u3059\u3002**`reply` \u306e\u9577\u3055\u306f `maxLength` \u3067\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001Azure Functions \u3067\u6587\u5b57\u6570\u3092\u898b\u3066\u3001\u9577\u3059\u304e\u308c\u3070\u77ed\u304f\u3059\u308b\u6307\u793a\u3092\u4ed8\u3051\u3066\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8 | Messaging API\uff08Webhook\u3001\u5fdc\u7b54\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8868\u793a\uff09 | \u53d7\u4fe1\u3068\u8fd4\u4fe1 |\n| \u5165\u5c45\u8005\u306e\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a | \u5229\u7528\u8005ID\u304b\u3089\u7269\u4ef6\u30fb\u90e8\u5c4b\u30fb\u9000\u53bb\u4e88\u5b9a\u65e5\u3092\u5f15\u304f |\n| Azure AI Search | \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22 | \u7269\u4ef6\u3067\u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u306e\u584a\u3092\u53d6\u308b |\n| Azure OpenAI | Chat Completions API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u898b\u5206\u3051\u30fb\u7b54\u3048\u30fb\u8981\u7d04 |\n| \u62c5\u5f53\u306e\u4e00\u89a7 | Teams \u306e\u30c1\u30e3\u30cd\u30eb\u307e\u305f\u306f\u793e\u5185\u306e\u4e00\u89a7 | \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u3068\u65e5\u672c\u8a9e\u306e\u8981\u7d04 |\n| Azure Cosmos DB | \u4fdd\u5b58 | \u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u3001\u56de\u3057\u305f\u8a18\u9332 |\n\n**\u62c5\u5f53\u304c\u5165\u5c45\u8005\u306b\u8fd4\u4e8b\u3092\u3059\u308b\u3068\u304d\u306f\u3001LINE \u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u884c\u3044\u307e\u3059\u3002** \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u306f\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u306e\u539f\u6587\u3068\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u304c\u4e26\u3076\u306e\u3067\u3001**\u62c5\u5f53\u306f\u8981\u7d04\u3067\u72b6\u6cc1\u3092\u3064\u304b\u307f\u3001\u8fd4\u4e8b\u306e\u6587\u306f\u81ea\u5206\u3067\u66f8\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**","human_review":"**AI\u304c\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u30011\u4ef6\u305a\u3064\u4eba\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u67081,500\u4ef6\u306e\u3046\u3061\u7b54\u3048\u3067\u6e08\u3080\u3082\u306e\u3092\u5168\u4ef6\u78ba\u304b\u3081\u308b\u3068\u3001\u7b2c10\u7ae0\u306e\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001\u6b21\u306e3\u3064\u3067\u8aa4\u308a\u3092\u62fe\u3044\u307e\u3059\u3002\n\n1. **\u56de\u3063\u3066\u304d\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u3059\u3079\u3066\u62c5\u5f53\u304c\u5bfe\u5fdc\u3059\u308b** \u2026 \u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u30fb\u5951\u7d04\u30fb\u6587\u66f8\u306b\u7121\u3044\u8cea\u554f\n2. **\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u6bce\u65e5\u629c\u304d\u51fa\u3057\u3066\u8aad\u3080** \u2026 1\u65e520\u4ef6\u3092\u629c\u304d\u51fa\u3057\u3001\u6839\u62e0\u306e\u6587\u66f8\u3068\u7167\u3089\u3057\u3066\u8aa4\u308a\u3092\u62fe\u3046\n3. **\u5165\u5c45\u8005\u304b\u3089\u306e\u300c\u9055\u3046\u300d\u3092\u62fe\u3046** \u2026 \u7b54\u3048\u306e\u5f8c\u306b\u5165\u5c45\u8005\u304c\u300c\u9055\u3046\u300d\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u8fd4\u3057\u305f\u3084\u308a\u53d6\u308a\u306f\u3001\u81ea\u52d5\u3067\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b\n\n**\u629c\u304d\u51fa\u3057\u306f\u3001\u8a00\u8a9e\u3068\u7a2e\u985e\u304c\u504f\u3089\u306a\u3044\u3088\u3046\u306b\u9078\u3073\u307e\u3059\u3002** \u82f1\u8a9e\u306e\u554f\u3044\u5408\u308f\u305b\u3060\u3051\u3092\u8aad\u3093\u3067\u3044\u308b\u3068\u3001\u30cd\u30d1\u30fc\u30eb\u8a9e\u306e\u7b54\u3048\u306e\u8aa4\u308a\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\u8a00\u8a9e\u3054\u3068\u306b\u5c11\u306a\u304f\u3068\u30821\u4ef6\u3001`category` \u3054\u3068\u306b\u5c11\u306a\u304f\u3068\u30821\u4ef6\u3092\u5165\u308c\u306620\u4ef6\u306b\u3057\u307e\u3059\u3002**\n\n**\u904b\u7528\u306e\u6700\u521d\u306e1\u304b\u6708\u306f\u3001\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u5168\u4ef6\u8aad\u307f\u307e\u3059\u3002** \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306e\u8db3\u308a\u306a\u3044\u3068\u3053\u308d\u3068\u3001\u6587\u66f8\u306e\u53e4\u3044\u3068\u3053\u308d\u304c\u3001\u3053\u306e1\u304b\u6708\u3067\u307b\u3068\u3093\u3069\u898b\u3064\u304b\u308a\u307e\u3059\u3002**\u5168\u4ef6\u306e\u78ba\u8a8d\u304b\u3089\u629c\u304d\u51fa\u3057\u306b\u5207\u308a\u66ff\u3048\u308b\u306e\u306f\u3001\u8aa4\u308a\u306e\u4ef6\u6570\u304c\u843d\u3061\u7740\u3044\u3066\u304b\u3089\u3067\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u53f0\u5e33\u306b\u5229\u7528\u8005ID\u304c\u7121\u3044 | \u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u805e\u304f\u6587\u9762\u3092\u8fd4\u3059\u3002\u62c5\u5f53\u304c\u53f0\u5e33\u306b\u7d10\u3065\u3051\u308b |\n| \u7dca\u6025\u306e\u8a9e\u306b\u5f53\u305f\u308b | \u751f\u6210AI\u3092\u547c\u3070\u305a\u3001\u56fa\u5b9a\u306e\u6587\u9762\u3068\u9023\u7d61\u5148\u3092\u8fd4\u3057\u3001\u62c5\u5f53\u306e\u643a\u5e2f\u306b\u901a\u77e5\u3059\u308b |\n| \u691c\u7d22\u3067\u6587\u66f8\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u7b54\u3048\u305a\u306b\u56de\u3059\u3002**\u3088\u304f\u56de\u308b\u8cea\u554f\u306f\u6587\u66f8\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b** |\n| \u751f\u6210AI\u306e\u5fdc\u7b54\u304c1\u5206\u306b\u9593\u306b\u5408\u308f\u306a\u3044 | \u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u3067\u300c\u78ba\u8a8d\u3057\u3066\u6539\u3081\u3066\u304a\u77e5\u3089\u305b\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u3001\u62c5\u5f53\u306b\u56de\u3059 |\n| \u5165\u529b\u304c\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3067\u6b62\u307e\u308b | \u82e6\u60c5\u306e\u5f37\u3044\u8a00\u8449\u3067\u6b62\u307e\u308b\u3053\u3068\u304c\u3042\u308b\u3002HTTP 400 \u306e `content_filter` \u3092\u53d7\u3051\u305f\u3089\u3001\u305d\u306e\u307e\u307e\u62c5\u5f53\u306b\u56de\u3059 |\n| \u51fa\u529b\u304c\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3067\u6b62\u307e\u308b | `finish_reason` \u304c `content_filter`\u3002\u8fd4\u4e8b\u3092\u9001\u3089\u305a\u62c5\u5f53\u306b\u56de\u3059 |\n| `answer` \u306a\u306e\u306b\u6839\u62e0\u304c\u7a7a | \u8fd4\u4e8b\u3092\u9001\u3089\u305a\u306b\u56de\u3059 |\n| \u9000\u53bb\u6e08\u307f\u306e\u5165\u5c45\u8005\u304b\u3089\u5c4a\u304f | \u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u9000\u53bb\u5f8c\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059 |\n| \u753b\u50cf\u3084\u30b9\u30bf\u30f3\u30d7\u3060\u3051\u304c\u5c4a\u304f | \u753b\u50cf\u306f\u8aad\u307e\u305b\u305a\u3001\u300c\u6587\u5b57\u3067\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u8fd4\u3059\u3002\u4fee\u7e55\u306e\u5199\u771f\u306a\u3089\u62c5\u5f53\u306b\u56de\u3059 |\n\n**\u5165\u529b\u304c\u6b62\u307e\u308b\u4f8b\u5916\u306f\u3001\u82e6\u60c5\u306e\u7a93\u53e3\u3067\u306f\u907f\u3051\u3089\u308c\u307e\u305b\u3093\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u65e2\u5b9a\u306e\u5b89\u5168\u65b9\u91dd\uff08DefaultV2\uff09\u306f\u30d8\u30a4\u30c8\u3068\u516c\u5e73\u6027\u30fb\u6027\u7684\u30fb\u66b4\u529b\u30fb\u81ea\u50b7\u306e4\u3064\u306b\u3064\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u4e21\u65b9\u3067\u91cd\u5927\u5ea6\u304c\u4e2d\u4ee5\u4e0a\u3092\u30d6\u30ed\u30c3\u30af\u3057\u3001\u5165\u529b\u304c\u6b62\u307e\u308b\u3068\u30a8\u30e9\u30fc\u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6012\u308a\u306e\u5f37\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u307b\u3069\u4eba\u304c\u53d7\u3051\u308b\u3079\u304d\u3082\u306e\u306a\u306e\u3067\u3001\u6b62\u307e\u3063\u305f\u3089\u62c5\u5f53\u306b\u56de\u3059\u3001\u3092\u6b63\u5e38\u306a\u6d41\u308c\u3068\u3057\u3066\u4f5c\u308a\u307e\u3059\u3002** \u5b66\u7fd2\u30fb\u8a55\u4fa1\u3055\u308c\u305f\u8a00\u8a9e\u306f\u4e2d\u56fd\u8a9e\u30fb\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u65e5\u672c\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u305d\u308c\u4ee5\u5916\u306e\u8a00\u8a9e\u306f\u7cbe\u5ea6\u304c\u5909\u308f\u308a\u3046\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30d9\u30c8\u30ca\u30e0\u8a9e\u3084\u30cd\u30d1\u30fc\u30eb\u8a9e\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u6b62\u307e\u308a\u65b9\u3092\u8a66\u3057\u3066\u304a\u304d\u307e\u3059\u3002**","log_storage":"- \u53d7\u4fe1\u3057\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u65e5\u6642\u3001\u5229\u7528\u8005ID\u3001\u5224\u5b9a\u3057\u305f\u8a00\u8a9e\n- \u53f0\u5e33\u3067\u78ba\u304b\u3081\u305f\u7269\u4ef6\u3068\u90e8\u5c4b\n- \u691c\u7d22\u3067\u6e21\u3057\u305f\u6587\u66f8\u306e\u584a\u306e `chunk_id` \u3068\u3001\u305d\u306e\u6642\u70b9\u306e `updated_at`\n- \u751f\u6210AI\u306e\u51fa\u529b\uff08`category`\u3001`action`\u3001`reply`\u3001`cited_chunks`\u3001`summary_ja`\uff09\n- \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u304c\u53d7\u3051\u305f\u65e5\u6642\u3068\u5bfe\u5fdc\u306e\u7d50\u679c\n- **\u5165\u5c45\u8005\u304c\u300c\u9055\u3046\u300d\u3068\u8fd4\u3057\u305f\u3084\u308a\u53d6\u308a\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u5185\u5bb9**\n\n**3\u3064\u76ee\u306e `updated_at` \u306f\u3001\u30eb\u30fc\u30eb\u3092\u6539\u5b9a\u3057\u305f\u5f8c\u306e\u82e6\u60c5\u306e\u3068\u304d\u306b\u8981\u308a\u307e\u3059\u3002** \u300c\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u6765\u5ba2\u306f\u6cca\u307e\u308c\u308b\u3068\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u7b54\u3048\u305f\u6642\u70b9\u306e\u6587\u66f8\u304c\u6539\u5b9a\u306e\u524d\u3060\u3063\u305f\u306e\u304b\u3001AI\u304c\u8aad\u307f\u9055\u3048\u305f\u306e\u304b**\u3092\u3053\u306e\u30ed\u30b0\u3067\u5206\u3051\u3089\u308c\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":5,"assumption_frequency":1500,"assumption_workdays":22,"volume_month":1500,"before_minutes_per_case":8,"after_minutes_per_case":2,"hourly_cost":2500,"before_hours_month":200,"after_hours_month":50,"saved_hours_month":150,"reduction_rate":75,"saved_hours_year":1800,"annual_cost_effect":4500000,"summary":"\u5165\u5c45\u8005\u304b\u3089 LINE \u306b\u591a\u8a00\u8a9e\u3067\u5c4a\u304f\u30b4\u30df\u51fa\u3057\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u3001\u305d\u306e\u4eba\u306e\u4f4f\u3080\u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u6839\u62e0\u306b\u3001Azure OpenAI \u306e\u30c1\u30e3\u30c3\u30c8\u304c\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u307e\u3059\u3002\u4fee\u7e55\u306e\u4f9d\u983c\u3001\u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u82e6\u60c5\u3001\u7dca\u6025\u306e\u9023\u7d61\u306f\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u4ed8\u3051\u3066\u62c5\u5f53\u8005\u306b\u56de\u3057\u307e\u3059\u3002","before_flow":"1. LINE \u306e\u7ba1\u7406\u753b\u9762\u3067\u65b0\u3057\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u958b\u304d\u3001\u5165\u5c45\u8005\u306e\u540d\u524d\u304b\u3089\u7269\u4ef6\u3068\u90e8\u5c4b\u3092\u53f0\u5e33\u3067\u78ba\u304b\u3081\u308b\n2. \u82f1\u8a9e\u4ee5\u5916\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u6a5f\u68b0\u7ffb\u8a33\u306b\u304b\u3051\u3066\u8aad\u3080\n3. \u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u958b\u304d\u3001\u7b54\u3048\u3092\u63a2\u3059\n4. \u65e5\u672c\u8a9e\u3067\u7b54\u3048\u3092\u66f8\u304d\u3001\u6a5f\u68b0\u7ffb\u8a33\u3067\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u306b\u76f4\u3057\u3066\u8fd4\u3059\n5. \u4fee\u7e55\u306e\u4f9d\u983c\u306a\u3089\u3001\u4fee\u7e55\u306e\u624b\u914d\u306e\u4e00\u89a7\u306b\u66f8\u304d\u3001\u5354\u529b\u696d\u8005\u306b\u9023\u7d61\u3059\u308b\n6. \u82e6\u60c5\uff08\u9a12\u97f3\u3001\u5171\u7528\u90e8\u306e\u6c5a\u308c\u3001\u4ed6\u306e\u5165\u5c45\u8005\u306e\u6765\u5ba2\uff09\u306a\u3089\u3001\u8cac\u4efb\u8005\u306b\u76f8\u8ac7\u3057\u3066\u8fd4\u4e8b\u3092\u6c7a\u3081\u308b\n7. \u9000\u53bb\u306e\u9023\u7d61\u306a\u3089\u3001\u5951\u7d04\u3092\u78ba\u304b\u3081\u3066\u9000\u53bb\u306e\u624b\u7d9a\u304d\u306e\u6848\u5185\u3092\u8fd4\u3059\n\n**\uff08a\uff09\u540c\u3058\u8cea\u554f\u306b\u4f55\u5ea6\u3082\u7b54\u3048\u308b\u3002** \u30b4\u30df\u306e\u51fa\u3057\u65b9\u3001Wi-Fi \u306e\u30d1\u30b9\u30ef\u30fc\u30c9\u3001\u6d17\u6fef\u6a5f\u306e\u4f7f\u3044\u65b9\u306f\u3001\u5165\u5c45\u306e\u3068\u304d\u306b\u6848\u5185\u3092\u6e21\u3057\u3066\u3044\u3066\u3082\u6bce\u6708\u5c4a\u304d\u307e\u3059\u3002**\u5165\u5c45\u8005\u304c\u5165\u308c\u66ff\u308f\u308b\u305f\u3073\u306b\u3001\u540c\u3058\u8cea\u554f\u304c\u6700\u521d\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u7269\u4ef6\u3092\u53d6\u308a\u9055\u3048\u308b\u3002** \u5165\u5c45\u8005\u306e\u540d\u524d\u304b\u3089\u7269\u4ef6\u3092\u63a2\u3059\u3068\u304d\u3001\u540c\u3058\u540d\u524d\u306e\u5165\u5c45\u8005\u3084\u3001\u6700\u8fd1\u8ee2\u5c45\u3057\u305f\u5165\u5c45\u8005\u3067\u53d6\u308a\u9055\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7cfb\u5217\u306e\u7269\u4ef6\u306e\u9593\u3067\u90e8\u5c4b\u3092\u79fb\u308b\u5165\u5c45\u8005\u3082\u591a\u304f\u3001\u53f0\u5e33\u306e\u66f4\u65b0\u304c\u9045\u308c\u308b\u3068\u524d\u306e\u7269\u4ef6\u306e\u307e\u307e\u6b8b\u308a\u307e\u3059\u3002**\u5225\u306e\u7269\u4ef6\u306e\u30b4\u30df\u306e\u65e5\u3092\u4f1d\u3048\u3066\u3057\u307e\u3046\u3068\u3001\u305d\u306e\u30b4\u30df\u306f\u56de\u53ce\u3055\u308c\u305a\u306b\u6b8b\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u4fee\u7e55\u306e\u4f9d\u983c\u304c\u57cb\u3082\u308c\u308b\u3002** 1\u65e5\u306b\u6570\u5341\u4ef6\u5c4a\u304f\u8cea\u554f\u306e\u306a\u304b\u306b\u3001\u300c\u30c8\u30a4\u30ec\u306e\u6c34\u304c\u6b62\u307e\u3089\u306a\u3044\u300d\u304c\u6df7\u3056\u308a\u307e\u3059\u3002**\u62c5\u5f53\u304c\u9806\u756a\u306b\u8aad\u3093\u3067\u3044\u304f\u3068\u3001\u4fee\u7e55\u306e\u4f9d\u983c\u306b\u6c17\u3065\u304f\u306e\u304c\u6570\u6642\u9593\u5f8c\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u591c\u3068\u4f11\u65e5\u306f\u6b62\u307e\u308b\u3002** \u62c5\u5f53\u306e\u52e4\u52d9\u6642\u9593\u306e\u5916\u306b\u5c4a\u3044\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u7fcc\u55b6\u696d\u65e5\u307e\u3067\u8fd4\u4e8b\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u7c21\u5358\u306a\u8cea\u554f\u3067\u3082\u534a\u65e5\u4ee5\u4e0a\u5f85\u305f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u3001\u5165\u5c45\u8005\u306e\u6e80\u8db3\u5ea6\u306e\u8abf\u67fb\u3067\u6bce\u56de\u3044\u3061\u3070\u3093\u4f4e\u3044\u9805\u76ee\u3067\u3059\u3002**","before_flow_steps":["LINE 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**\u3010\u81ea\u52d5\u3011** \u5165\u5c45\u8005\u304c LINE \u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u308b\u3068\u3001\u53d7\u3051\u53d6\u308a\u306e\u4ed5\u7d44\u307f\u304c\u52d5\u304d\u3001\u5f85\u3063\u3066\u3044\u308b\u5370\u3092\u8868\u793a\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** LINE \u306e\u5229\u7528\u8005ID\u304b\u3089\u5165\u5c45\u8005\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u7269\u4ef6\u3068\u90e8\u5c4b\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u7dca\u6025\u306e\u8a9e\uff08\u706b\u4e8b\u3001\u30ac\u30b9\u306e\u306b\u304a\u3044\u3001\u6c34\u304c\u3042\u3075\u308c\u308b \u306a\u3069\uff09\u3092\u6a5f\u68b0\u7684\u306b\u7167\u5408\u3057\u3001\u5f53\u305f\u308c\u3070\u6c7a\u307e\u3063\u305f\u6587\u9762\u3067\u7b54\u3048\u3066\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u305d\u306e\u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u691c\u7d22\u3059\u308b\n5. **\u3010\u81ea\u52d5\u3011** Azure OpenAI \u304c\u3001\u691c\u7d22\u3057\u305f\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u308b\u304b\u3001\u7b54\u3048\u305a\u306b\u62c5\u5f53\u3078\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u7b54\u3048\u308b\u5834\u5408\u306f\u8fd4\u4e8b\u3092\u9001\u308b\u3002\u56de\u3059\u5834\u5408\u306f\u300c\u62c5\u5f53\u306b\u4f1d\u3048\u307e\u3057\u305f\u300d\u3068\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u8fd4\u3057\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u56de\u3063\u3066\u304d\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u8aad\u307f\u3001\u4fee\u7e55\u306e\u624b\u914d\u3084\u82e6\u60c5\u306e\u5bfe\u5fdc\u3092\u3059\u308b\n8. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u6bce\u65e5\u3001AI\u304c\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u304b\u3089\u629c\u304d\u51fa\u3057\u305f\u4e00\u90e8\u3092\u8aad\u307f\u3001\u7b54\u3048\u306e\u8aa4\u308a\u3092\u62fe\u3046\n\n**5\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u3044\u554f\u3044\u5408\u308f\u305b\u3001\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u9000\u53bb\u306e\u7cbe\u7b97\u30fb\u304a\u91d1\u306b\u95a2\u308f\u308b\u554f\u3044\u5408\u308f\u305b\u306f\u3001**\u7b54\u3048\u3092\u8003\u3048\u3055\u305b\u305a\u306b\u56de\u3057\u307e\u3059\u3002** \u300c\u305f\u3076\u3093\u3053\u3046\u3067\u3059\u300d\u3068\u7b54\u3048\u308b\u7a93\u53e3\u306f\u3001\u5916\u56fd\u4eba\u306e\u5165\u5c45\u8005\u306b\u3068\u3063\u3066\u3044\u3061\u3070\u3093\u56f0\u308b\u7a93\u53e3\u3067\u3059\u3002\n\n**3\u756a\u76ee\u3092\u751f\u6210AI\u306e\u524d\u306b\u7f6e\u3044\u3066\u3044\u308b\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u7dca\u6025\u306e\u9023\u7d61\u306b\u751f\u6210AI\u304c\u6587\u7ae0\u3092\u8003\u3048\u308b\u3068\u3001\u8fd4\u4e8b\u304c\u9045\u308c\u3001\u8a00\u3044\u56de\u3057\u304c\u63fa\u308c\u307e\u3059\u3002**\u7dca\u6025\u306e\u6587\u9762\u306f\u4eba\u304c\u6c7a\u3081\u305f\u56fa\u5b9a\u306e\u6587\u3067\u3001\u3059\u3050\u306b\u8fd4\u3057\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5165\u5c45\u8005\u304c LINE \u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u308b\u3068\u3001\u53d7\u3051\u53d6\u308a\u306e\u4ed5\u7d44\u307f\u304c\u52d5\u304d\u3001\u5f85\u3063\u3066\u3044\u308b\u5370\u3092\u8868\u793a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** LINE \u306e\u5229\u7528\u8005ID\u304b\u3089\u5165\u5c45\u8005\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u7269\u4ef6\u3068\u90e8\u5c4b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u7dca\u6025\u306e\u8a9e\uff08\u706b\u4e8b\u3001\u30ac\u30b9\u306e\u306b\u304a\u3044\u3001\u6c34\u304c\u3042\u3075\u308c\u308b \u306a\u3069\uff09\u3092\u6a5f\u68b0\u7684\u306b\u7167\u5408\u3057\u3001\u5f53\u305f\u308c\u3070\u6c7a\u307e\u3063\u305f\u6587\u9762\u3067\u7b54\u3048\u3066\u62c5\u5f53\u306b\u77e5\u3089\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u305d\u306e\u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u691c\u7d22\u3059\u308b","**\u3010\u81ea\u52d5\u3011** Azure OpenAI \u304c\u3001\u691c\u7d22\u3057\u305f\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u308b\u304b\u3001\u7b54\u3048\u305a\u306b\u62c5\u5f53\u3078\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u7b54\u3048\u308b\u5834\u5408\u306f\u8fd4\u4e8b\u3092\u9001\u308b\u3002\u56de\u3059\u5834\u5408\u306f\u300c\u62c5\u5f53\u306b\u4f1d\u3048\u307e\u3057\u305f\u300d\u3068\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u8fd4\u3057\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u56de\u3063\u3066\u304d\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u8aad\u307f\u3001\u4fee\u7e55\u306e\u624b\u914d\u3084\u82e6\u60c5\u306e\u5bfe\u5fdc\u3092\u3059\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u6bce\u65e5\u3001AI\u304c\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u304b\u3089\u629c\u304d\u51fa\u3057\u305f\u4e00\u90e8\u3092\u8aad\u307f\u3001\u7b54\u3048\u306e\u8aa4\u308a\u3092\u62fe\u3046"],"architecture":"```\n\u5165\u5c45\u8005\uff08LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\uff09\n   \u2502\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u53d7\u4fe1\uff08Webhook\uff09\n   \u25bc\nAzure Functions\n   \u251c\u2500\u2500 \u5f85\u3063\u3066\u3044\u308b\u5370\u3092\u8868\u793a\uff08loading animation\uff09\n   \u251c\u2500\u2500 LINE \u306e\u5229\u7528\u8005ID \u2192 \u5165\u5c45\u8005\u306e\u53f0\u5e33 \u2192 \u7269\u4ef6\u30fb\u90e8\u5c4b\n   \u251c\u2500\u2500 \u7dca\u6025\u306e\u8a9e\u306e\u7167\u5408 \u2192 \u5f53\u305f\u308c\u3070\u56fa\u5b9a\u306e\u6587\u9762\uff0b\u62c5\u5f53\u3078\u901a\u77e5\n   \u25bc\nAzure AI Search\uff08\u7269\u4ef6\u3054\u3068\u306e\u6587\u66f8\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\uff0b\u30d9\u30af\u30c8\u30eb\u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\uff09\n   \u25bc\nAzure OpenAI\uff08Chat Completions\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u2502   \u7b54\u3048\u308b\uff0f\u56de\u3059\u3001\u8fd4\u4e8b\u306e\u6587\u3001\u6839\u62e0\u306e\u6587\u66f8\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\n   \u25bc\n\u7b54\u3048\u308b \u2192 \u8fd4\u4e8b\u3092\u9001\u308b\uff08\u5fdc\u7b54\u30e1\u30c3\u30bb\u30fc\u30b8\uff09\n\u56de\u3059   \u2192 \u300c\u62c5\u5f53\u306b\u4f1d\u3048\u307e\u3057\u305f\u300d\uff0b\u62c5\u5f53\u306e\u4e00\u89a7\u3078\u65e5\u672c\u8a9e\u306e\u8981\u7d04\n   \u25bc\n\u3010\u62c5\u5f53\u304c\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u9000\u53bb\u3092\u5bfe\u5fdc\u3011\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u751f\u6210AI | Azure OpenAI\uff08Microsoft Foundry\uff09 | Claude API |\n| \u9023\u643a | Azure Functions\uff08\u53d7\u4fe1\u3001\u53f0\u5e33\u306e\u7167\u4f1a\u3001\u7dca\u6025\u306e\u7167\u5408\u3001\u691c\u7d22\u3068\u547c\u3073\u51fa\u3057\u306e\u9806\u756a\u3001\u8fd4\u4fe1\uff09 | Power Automate |\n| \u6587\u66f8\u306e\u691c\u7d22 | Azure AI Search\uff08\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3001\u7269\u4ef6\u3067\u7d5e\u308a\u8fbc\u307f\uff09 | Amazon OpenSearch Service |\n| \u7a93\u53e3 | LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\uff08Messaging API\uff09 | \u5165\u5c45\u8005\u5411\u3051\u306eWeb\u306e\u30c1\u30e3\u30c3\u30c8 |\n| \u4f1a\u8a71\u306e\u8a18\u9332 | Azure Cosmos DB\uff08\u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u3068\u56de\u3057\u305f\u8a18\u9332\uff09 | Azure Table Storage |\n\n**\u4fee\u7e55\u306e\u624b\u914d\u3068\u5951\u7d04\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308b\u3060\u3051\u3067\u3001\u696d\u8005\u3078\u306e\u9023\u7d61\u3001\u9000\u53bb\u65e5\u306e\u78ba\u5b9a\u3001\u7cbe\u7b97\u306f\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002**AI\u306e\u8fd4\u4e8b\u304c\u7d04\u675f\u3068\u3057\u3066\u6b8b\u308b\u7d4c\u8def\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n**\u691c\u7d22\u306f\u81ea\u524d\u3067\u884c\u3044\u3001\u305d\u306e\u7d50\u679c\u3092\u751f\u6210AI\u306b\u6e21\u3057\u307e\u3059\u3002** Azure OpenAI \u306b\u306f\u81ea\u793e\u306e\u30c7\u30fc\u30bf\u306b\u63a5\u7d9a\u3057\u3066\u7b54\u3048\u3055\u305b\u308b\u300c\u6301\u3061\u8fbc\u307f\u30c7\u30fc\u30bf\uff08On Your Data\uff09\u300d\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306f\u3053\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u306e\u5224\u65ad\u3068\u6839\u62e0\u306e\u6587\u66f8\u3092\u6c7a\u307e\u3063\u305f\u6b04\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u306e\u3067\u3001\u691c\u7d22\u306f Azure Functions \u304b\u3089 Azure AI Search \u3092\u547c\u3093\u3067\u884c\u3044\u307e\u3059\u3002**\n\n**Azure AI Search \u306f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3067\u4f7f\u3044\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306f\u5168\u6587\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u30921\u3064\u306e\u8981\u6c42\u3067\u4e26\u884c\u3057\u3066\u5b9f\u884c\u3057\u3001Reciprocal Rank Fusion\uff08RRF\uff09\u3067\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u57cb\u3081\u8fbc\u307f\u306e\u7a7a\u9593\u306b\u591a\u8a00\u8a9e\u306e\u5185\u5bb9\u304c\u542b\u307e\u308c\u3066\u3044\u308c\u3070\u3001\u8a00\u8a9e\u306e\u89e3\u6790\u5668\u3084\u7ffb\u8a33\u306a\u3057\u306b\u30d9\u30af\u30c8\u30eb\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u4e00\u81f4\u3092\u898b\u3064\u3051\u3089\u308c\u308b**\u3068\u3082\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30d9\u30c8\u30ca\u30e0\u8a9e\u306e\u8cea\u554f\u3067\u65e5\u672c\u8a9e\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3092\u63a2\u305b\u308b\u306e\u306f\u3001\u3053\u306e\u305f\u3081\u3067\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u5165\u5c45\u8005\u304c LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u9001\u3063\u305f\u3068\u304d\u306b\u3001Messaging API \u306e Webhook \u3067 Azure Functions \u3092\u52d5\u304b\u3057\u307e\u3059\u3002** 1\u901a\u3054\u3068\u306b\u52d5\u304d\u3001\u307e\u3068\u3081\u3066\u51e6\u7406\u306f\u3057\u307e\u305b\u3093\u3002\n\n**\u8fd4\u4e8b\u306f\u5fdc\u7b54\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u9001\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306f\u3001\u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u306f1\u56de\u3057\u304b\u4f7f\u3048\u305a\u3001Webhook \u3092\u53d7\u3051\u3066\u304b\u30891\u5206\u4ee5\u5185\u306b\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u30011\u5206\u3092\u8d85\u3048\u305f\u5834\u5408\u306e\u52d5\u4f5c\u306f\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u691c\u7d22\u3068\u751f\u6210\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u30821\u5206\u3092\u8d85\u3048\u306a\u3044\u3088\u3046\u3001\u751f\u6210AI\u306e\u547c\u3073\u51fa\u3057\u306b\u306f\u6642\u9593\u306e\u4e0a\u9650\u3092\u8a2d\u3051\u307e\u3059\u3002** \u4e0a\u9650\u3092\u8d85\u3048\u305f\u3089\u3001\u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u3067\u300c\u78ba\u8a8d\u3057\u3066\u6539\u3081\u3066\u304a\u77e5\u3089\u305b\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u3001\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u56de\u3057\u307e\u3059\u3002\n\n**\u53d7\u3051\u53d6\u3063\u3066\u3059\u3050\u306b\u3001\u5f85\u3063\u3066\u3044\u308b\u5370\u3092\u8868\u793a\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u3067\u306f\u3001\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u8868\u793a\u3059\u308b\u53e3\u304c\u3042\u308a\u30015\u79d2\u304b\u308960\u79d2\u306e\u9593\u3067\u8868\u793a\u3059\u308b\u79d2\u6570\u3092\u6307\u5b9a\u3067\u304d\u3001\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u65b0\u3057\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u304f\u3068\u6d88\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u5165\u5c45\u8005\u306f\u300c\u8aad\u307e\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u601d\u3063\u3066\u540c\u3058\u8cea\u554f\u3092\u4f55\u5ea6\u3082\u9001\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001\u5370\u3067\u53d7\u3051\u53d6\u3063\u305f\u3053\u3068\u3092\u4f1d\u3048\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8 | \u672c\u6587\u3001\u9001\u3063\u305f\u65e5\u6642\u3001LINE \u306e\u5229\u7528\u8005ID | LINE \u306e Webhook |\n| \u5165\u5c45\u8005\u306e\u60c5\u5831 | \u7269\u4ef6\u3001\u90e8\u5c4b\u3001\u5951\u7d04\u671f\u9593\u3001\u9000\u53bb\u4e88\u5b9a\u65e5\u3001\u3075\u3060\u3093\u4f7f\u3046\u8a00\u8a9e | \u5165\u5c45\u8005\u306e\u53f0\u5e33 |\n| \u7269\u4ef6\u306e\u6587\u66f8 | \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3001\u8a2d\u5099\u306e\u6848\u5185\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3001\u9000\u53bb\u306e\u624b\u7d9a\u304d\u3001\u3088\u304f\u3042\u308b\u8cea\u554f | Azure AI Search \u306e\u7d22\u5f15 |\n| \u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a | \u540c\u3058\u5165\u5c45\u8005\u3068\u306e\u76f4\u8fd1\u306e\u6570\u5f80\u5fa9 | Azure Cosmos DB |\n| \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7 | \u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u7cbe\u7b97\u30fb\u5951\u7d04\u30fb\u7dca\u6025\u306b\u5f53\u305f\u308b\u554f\u3044\u5408\u308f\u305b\u306e\u4f8b\u3068\u3001\u56de\u3059\u5148 | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n| \u7dca\u6025\u306e\u6587\u9762 | \u706b\u4e8b\u30fb\u30ac\u30b9\u30fb\u6c34\u6f0f\u308c\u30fb\u3051\u304c\u306e\u3068\u304d\u306e\u56fa\u5b9a\u306e\u6587\u9762\uff08\u8a00\u8a9e\u3054\u3068\uff09\u3068\u9023\u7d61\u5148 | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u6587\u9762 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7269\u4ef6\u306e\u6587\u66f8\u3068\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u3067\u3059\u3002** \u7269\u4ef6\u306e\u6587\u66f8\u304c\u53e4\u3051\u308c\u3070\u3001AI\u306f\u53e4\u3044\u30eb\u30fc\u30eb\u3092\u6b63\u3057\u304f\u7b54\u3048\u307e\u3059\u3002**\u30eb\u30fc\u30eb\u3092\u5909\u3048\u305f\u3089\u6587\u66f8\u3092\u76f4\u3059\u3001\u3068\u3044\u3046\u624b\u9806\u304c\u7121\u3044\u3068\u3001\u3053\u306e\u69cb\u6210\u306f\u8aa4\u3063\u305f\u7b54\u3048\u3092\u4e01\u5be7\u306b\u8fd4\u3059\u4ed5\u7d44\u307f\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u5165\u5c45\u8005\u306e\u53f0\u5e33\u306e LINE \u306e\u5229\u7528\u8005ID\u306f\u3001\u5165\u5c45\u306e\u3068\u304d\u306b\u7d10\u3065\u3051\u307e\u3059\u3002** \u5165\u5c45\u306e\u6848\u5185\u3067\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u53cb\u3060\u3061\u306b\u8ffd\u52a0\u3057\u3066\u3082\u3089\u3044\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u9001\u3063\u3066\u3082\u3089\u3063\u3066\u62c5\u5f53\u304c\u53f0\u5e33\u306b\u767b\u9332\u3057\u307e\u3059\u3002**\u7d10\u3065\u3044\u3066\u3044\u306a\u3044\u5229\u7528\u8005ID\u304b\u3089\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u306f\u3001\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u7b54\u3048\u307e\u305b\u3093\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u7269\u4ef6\u306e\u6587\u66f8\u306f\u3001\u7269\u4ef6\u3054\u3068\u306b\u5206\u3051\u30661\u3064\u306e\u7d22\u5f15\u306b\u5165\u308c\u307e\u3059\u3002** \u6587\u66f8\u3092\u898b\u51fa\u3057\u3054\u3068\u306e\u77ed\u3044\u584a\u306b\u5206\u3051\u3001\u5404\u584a\u306b `property_id`\uff08\u7269\u4ef6\uff09\u3001`doc_type`\uff08\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306a\u3069\uff09\u3001`updated_at`\uff08\u6700\u7d42\u306e\u6539\u5b9a\u65e5\uff09\u3092\u6301\u305f\u305b\u307e\u3059\u3002\u672c\u6587\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u691c\u7d22\u7528\u306e\u9805\u76ee\u3068\u3001\u57cb\u3081\u8fbc\u307f\u306b\u3057\u305f\u30d9\u30af\u30c8\u30eb\u306e\u9805\u76ee\u306e\u4e21\u65b9\u306b\u5165\u308c\u307e\u3059\u3002\n\n**\u691c\u7d22\u306f\u3001\u7269\u4ef6\u3067\u5fc5\u305a\u7d5e\u308a\u8fbc\u307f\u307e\u3059\u3002** \u5165\u5c45\u8005\u306e\u53f0\u5e33\u3067\u78ba\u304b\u3081\u305f `property_id` \u3068\u3001\u5168\u7269\u4ef6\u306b\u5171\u901a\u306e\u6587\u66f8\u3092\u8868\u3059 `common` \u306e2\u3064\u3060\u3051\u3092 `filter` \u306b\u5165\u308c\u307e\u3059\u3002\n\n```\n\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u8981\u6c42\uff08\u629c\u7c8b\uff09\nPOST \/indexes\/house-docs\/docs\/search?api-version=2026-04-01\n{\n  \"search\": \"<\u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8>\",\n  \"filter\": \"property_id eq 'H-023' or property_id eq 'common'\",\n  \"vectorQueries\": [\n    { \"kind\": \"vector\", \"vector\": [ <\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u57cb\u3081\u8fbc\u307f> ],\n      \"k\": 50, \"fields\": \"contentVector\" }\n  ],\n  \"select\": \"chunk_id, property_id, doc_type, title, content, updated_at\",\n  \"top\": 5\n}\n```\n\n**`filter` \u3092\u5916\u3059\u3068\u3001\u5225\u306e\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3092\u7b54\u3048\u307e\u3059\u3002** \u30b4\u30df\u306e\u65e5\u3082\u5171\u7528\u90e8\u306e\u4f7f\u7528\u6642\u9593\u3082\u7269\u4ef6\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**\u7b2c3\u7ae0\u306e\uff08b\uff09\u306e\u53d6\u308a\u9055\u3048\u3092\u3001\u691c\u7d22\u306e\u5074\u3067\u8d77\u304d\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n**\u7269\u4ef6\u306e\u6587\u66f8\u306e\u584a\u306f\u3001\u898b\u51fa\u3057\u3054\u3068\u306b\u77ed\u304f\u5206\u3051\u307e\u3059\u3002** \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u306e PDF \u30921\u30da\u30fc\u30b8\u305a\u3064\u5165\u308c\u308b\u3068\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3068\u6765\u5ba2\u306e\u6c7a\u307e\u308a\u304c\u540c\u3058\u584a\u306b\u5165\u308a\u3001**\u7b54\u3048\u306b\u95a2\u4fc2\u306e\u306a\u3044\u6c7a\u307e\u308a\u307e\u3067\u751f\u6210AI\u306b\u6e21\u308a\u307e\u3059\u3002** \u898b\u51fa\u3057\u3092\u5883\u306b\u5206\u3051\u3001\u584a\u3054\u3068\u306b `title` \u3092\u6301\u305f\u305b\u308b\u3068\u3001\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b\u3068\u304d\u306b\u3082\u63a2\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u306f\u3001\u540c\u3058\u5165\u5c45\u8005\u306e\u6700\u8fd1\u306e\u6570\u5f80\u5fa9\u3060\u3051\u3092\u8aad\u307f\u307e\u3059\u3002** \u300c\u305d\u308c\u306f\u4f55\u6642\u307e\u3067\uff1f\u300d\u306e\u3088\u3046\u306b\u524d\u306e\u8cea\u554f\u3092\u53d7\u3051\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u308b\u305f\u3081\u3067\u3001**\u4f55\u65e5\u3082\u524d\u306e\u3084\u308a\u53d6\u308a\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u53e4\u3044\u8a71\u984c\u304c\u6df7\u3056\u308b\u3068\u3001\u7b54\u3048\u304c\u95a2\u4fc2\u306e\u306a\u3044\u65b9\u5411\u306b\u5f15\u3063\u5f35\u3089\u308c\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5165\u5c45\u8005\u306e\u78ba\u8a8d** \u2026 LINE \u306e\u5229\u7528\u8005ID\u304b\u3089\u53f0\u5e33\u3092\u5f15\u304d\u307e\u3059\u3002**\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u805e\u304f\u6c7a\u307e\u3063\u305f\u6587\u9762\u3092\u8fd4\u3057\u307e\u3059**\n2. **\u7dca\u6025\u306e\u8a9e\u306e\u7167\u5408** \u2026 \u8a00\u8a9e\u3054\u3068\u306e\u7dca\u6025\u306e\u8a9e\u306e\u4e00\u89a7\u3067\u7167\u5408\u3057\u3001\u5f53\u305f\u308c\u3070\u751f\u6210AI\u3092\u547c\u3070\u305a\u306b\u56fa\u5b9a\u306e\u6587\u9762\u3092\u8fd4\u3057\u3001\u62c5\u5f53\u306e\u643a\u5e2f\u306b\u901a\u77e5\u3057\u307e\u3059\n3. **\u8a00\u8a9e\u306e\u5224\u5b9a** \u2026 \u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8a00\u8a9e\u3092\u5224\u5b9a\u3057\u3001\u53f0\u5e33\u306e\u3075\u3060\u3093\u4f7f\u3046\u8a00\u8a9e\u3068\u9055\u3048\u3070\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u8a00\u8a9e\u3092\u512a\u5148\u3057\u307e\u3059\n4. **\u9000\u53bb\u306e\u4e88\u5b9a\u306e\u4ed8\u52a0** \u2026 \u9000\u53bb\u4e88\u5b9a\u65e5\u304c\u8fd1\u3044\u5165\u5c45\u8005\u306b\u306f\u3001\u305d\u306e\u60c5\u5831\u3092\u6307\u793a\u306b\u52a0\u3048\u307e\u3059\n5. **\u500b\u4eba\u60c5\u5831\u306e\u9664\u53bb** \u2026 \u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u66f8\u304b\u308c\u305f\u4ed6\u306e\u5165\u5c45\u8005\u306e\u540d\u524d\u3084\u96fb\u8a71\u756a\u53f7\u306f\u3001\u8981\u7d04\u306b\u6b8b\u3055\u306a\u3044\u3088\u3046\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u9023\u6295\u306e\u307e\u3068\u3081** \u2026 \u6570\u79d2\u306e\u9593\u306b\u7d9a\u3051\u3066\u5c4a\u3044\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u30011\u3064\u306b\u307e\u3068\u3081\u3066\u6271\u3044\u307e\u3059\n\n**2\u756a\u76ee\u306e\u4e00\u89a7\u306f\u3001\u53d6\u308a\u3053\u307c\u3057\u3088\u308a\u62fe\u3044\u3059\u304e\u3092\u9078\u3073\u307e\u3059\u3002** \u300c\u706b\u300d\u3067\u7167\u5408\u3059\u308b\u3068\u300c\u706b\u66dc\u65e5\u300d\u306b\u5f53\u305f\u308b\u306e\u3067\u3001**\u8a9e\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u4f5c\u308a\u3001\u5f53\u305f\u3063\u305f\u3089\u56fa\u5b9a\u306e\u6587\u9762\u306e\u5f8c\u3067\u62c5\u5f53\u304c\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u62fe\u3044\u3059\u304e\u305f\u7dca\u6025\u306e\u9023\u7d61\u306f\u62c5\u5f53\u304c\u6570\u5206\u3067\u843d\u3061\u7740\u304b\u305b\u3089\u308c\u307e\u3059\u304c\u3001**\u53d6\u308a\u3053\u307c\u3057\u305f\u706b\u4e8b\u306f\u53d6\u308a\u8fd4\u3057\u304c\u3064\u304d\u307e\u305b\u3093\u3002**\n\n**6\u756a\u76ee\u306f\u3001\u5165\u5c45\u8005\u306e\u9001\u308a\u65b9\u306b\u5408\u308f\u305b\u308b\u305f\u3081\u3067\u3059\u3002** \u5916\u56fd\u4eba\u306e\u5165\u5c45\u8005\u306f\u30011\u3064\u306e\u8cea\u554f\u3092\u77ed\u3044\u30e1\u30c3\u30bb\u30fc\u30b83\u901a\u306b\u5206\u3051\u3066\u9001\u308b\u3053\u3068\u304c\u3088\u304f\u3042\u308a\u307e\u3059\u3002**1\u901a\u305a\u3064\u7b54\u3048\u308b\u3068\u3001\u6700\u521d\u306e1\u901a\u3060\u3051\u3092\u898b\u305f\u7684\u5916\u308c\u306a\u8fd4\u4e8b\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u3053\u3068\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u3092\u898b\u5206\u3051\u3066\u3001\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u6c7a\u3081\u3001\u7b54\u3048\u308b\u306a\u3089\u6839\u62e0\u306e\u6587\u66f8\u306b\u6cbf\u3063\u3066\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u66f8\u304f\u3053\u3068\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b\u306e\u7a2e\u985e\u3092\u898b\u5206\u3051\u308b | \u30eb\u30fc\u30eb\u30fb\u8a2d\u5099\u30fb\u9000\u53bb\u306e\u624b\u7d9a\u304d\u30fb\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u30fb\u5951\u7d04\u30fb\u305d\u306e\u4ed6 | \u8ff7\u3063\u305f\u3089\u56de\u3059 |\n| \u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b | \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306b\u5f53\u305f\u308b\u3082\u306e\u3001\u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u3044\u3082\u306e\u306f\u56de\u3059 | \u8ff7\u3063\u305f\u3089\u56de\u3059 |\n| \u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u7b54\u3048\u308b | \u691c\u7d22\u3057\u305f\u6587\u66f8\u3060\u3051\u3092\u6839\u62e0\u306b\u3001\u77ed\u304f\u66f8\u304f | \u6587\u66f8\u306b\u7121\u3051\u308c\u3070\u7b54\u3048\u305a\u56de\u3059 |\n| \u6839\u62e0\u306e\u6587\u66f8\u3092\u793a\u3059 | \u7b54\u3048\u306b\u4f7f\u3063\u305f\u584a\u306e `chunk_id` | \u4f7f\u3063\u305f\u584a\u304c\u7121\u3051\u308c\u3070\u7b54\u3048\u306a\u3044 |\n| \u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u66f8\u304f | \u56de\u3059\u554f\u3044\u5408\u308f\u305b\u306e\u4e2d\u8eab\u3001\u5834\u6240\u3001\u3044\u3064\u304b\u3089\u3001\u5165\u5c45\u8005\u306e\u5e0c\u671b | \u5206\u304b\u3089\u306a\u3044\u9805\u76ee\u306f\u300c\u4e0d\u660e\u300d |\n\n**\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306b\u306f\u3001\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u56de\u3059\u3079\u304d\u3082\u306e\u3092\u66f8\u304d\u307e\u3059\u3002** \u300c\u9000\u53bb\u306e\u9023\u7d61\u306f\u4f55\u65e5\u524d\u307e\u3067\uff1f\u300d\u306f\u6587\u66f8\u3067\u7b54\u3048\u3089\u308c\u307e\u3059\u304c\u3001\u300c\u6765\u9031\u51fa\u305f\u3044\u3051\u3069\u5927\u4e08\u592b\uff1f\u300d\u306f**\u5951\u7d04\u306e\u89e3\u91c8\u3068\u7cbe\u7b97\u306b\u95a2\u308f\u308b\u306e\u3067\u56de\u3057\u307e\u3059\u3002** \u300c\u96a3\u306e\u90e8\u5c4b\u304c\u3046\u308b\u3055\u3044\u300d\u306f\u82e6\u60c5\u3067\u3001\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u306b\u9759\u304b\u306b\u3059\u308b\u6642\u9593\u304c\u66f8\u3044\u3066\u3042\u3063\u3066\u3082\u3001**\u7b54\u3048\u305a\u306b\u56de\u3057\u307e\u3059\u3002** \u30eb\u30fc\u30eb\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067\u306f\u3001\u82e6\u60c5\u306f\u89e3\u6c7a\u3057\u306a\u3044\u304b\u3089\u3067\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4fee\u7e55\u306e\u65e5\u7a0b\u3084\u696d\u8005\u306e\u624b\u914d\u3092\u7d04\u675f\u3059\u308b\u3053\u3068 | \u696d\u8005\u306e\u90fd\u5408\u3067\u6c7a\u307e\u308b\u3002\u7d04\u675f\u304c\u5916\u308c\u308b\u3068\u4fe1\u7528\u3092\u843d\u3068\u3059 |\n| \u9000\u53bb\u6642\u306e\u7cbe\u7b97\u306e\u91d1\u984d\u3084\u6577\u91d1\u306e\u6271\u3044\u3092\u7b54\u3048\u308b\u3053\u3068 | \u5951\u7d04\u3068\u90e8\u5c4b\u306e\u72b6\u614b\u3092\u898b\u3066\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u30c8\u30e9\u30d6\u30eb\u306e\u5224\u65ad | \u53cc\u65b9\u306e\u8a71\u3092\u805e\u3044\u3066\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u308b |\n| \u6587\u66f8\u306b\u7121\u3044\u30eb\u30fc\u30eb\u3092\u7b54\u3048\u308b\u3053\u3068 | \u7269\u4ef6\u3054\u3068\u306b\u9055\u3046\u3002\u63a8\u6e2c\u3067\u7b54\u3048\u308b\u3068\u8aa4\u3063\u305f\u6848\u5185\u306b\u306a\u308b |\n| \u4ed6\u306e\u5165\u5c45\u8005\u306e\u60c5\u5831\u3092\u7b54\u3048\u308b\u3053\u3068 | \u90e8\u5c4b\u306e\u756a\u53f7\u3001\u540d\u524d\u3001\u5728\u5ba4\u306e\u6709\u7121\u3092\u4f1d\u3048\u306a\u3044 |\n| \u7dca\u6025\u306e\u9023\u7d61\u3078\u306e\u6587\u7ae0\u3092\u8003\u3048\u308b\u3053\u3068 | \u56fa\u5b9a\u306e\u6587\u9762\u3067\u3001\u3059\u3050\u306b\u8fd4\u3059 |\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u30b7\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u904b\u55b6\u4f1a\u793e\u306e\u3001\u5165\u5c45\u8005\u5411\u3051\u306e\u7a93\u53e3\u3067\u3059\u3002\n\u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u3001\u4e0b\u306e\u3010\u7269\u4ef6\u306e\u6587\u66f8\u3011\u3060\u3051\u3092\u6839\u62e0\u306b\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u6587\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u7b54\u3048\u305a\u3001\u62c5\u5f53\u306b\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u308b\u7bc4\u56f2\u3011\n- \u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3001\u8a2d\u5099\u306e\u4f7f\u3044\u65b9\u3001\u30b4\u30df\u306e\u51fa\u3057\u65b9\u3001\u9000\u53bb\u306e\u624b\u7d9a\u304d\u306e\u6d41\u308c\n\n\u3010\u5fc5\u305a\u62c5\u5f53\u306b\u56de\u3059\u3082\u306e\u3011\n- \u58ca\u308c\u305f\u30fb\u52d5\u304b\u306a\u3044\u30fb\u6c34\u304c\u6f0f\u308c\u308b\u306a\u3069\u306e\u4fee\u7e55\u306e\u4f9d\u983c\n- \u4ed6\u306e\u5165\u5c45\u8005\u306b\u3064\u3044\u3066\u306e\u82e6\u60c5\u3084\u76f8\u8ac7\n- \u304a\u91d1\uff08\u5bb6\u8cc3\u3001\u7cbe\u7b97\u3001\u6577\u91d1\u3001\u9055\u7d04\u91d1\uff09\u3068\u5951\u7d04\u306e\u89e3\u91c8\n- \u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u3044\u8cea\u554f\n- \u8ff7\u3063\u305f\u3068\u304d\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5165\u5c45\u8005\u304c\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u66f8\u3044\u305f\u8a00\u8a9e\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u77ed\u304f\u3001\u624b\u9806\u306f\u756a\u53f7\u4ed8\u304d\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f7f\u3063\u305f\u6587\u66f8\u306e chunk_id \u3092 cited_chunks \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4fee\u7e55\u306e\u65e5\u7a0b\u3001\u696d\u8005\u304c\u6765\u308b\u6642\u9593\u3092\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6587\u66f8\u306b\u91d1\u984d\u304c\u3042\u3063\u3066\u3082\u3001\u62c5\u5f53\u306b\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7269\u4ef6\u306e\u6587\u66f8\u306b\u7121\u3044\u30eb\u30fc\u30eb\u3092\u3001\u4e00\u822c\u7684\u306a\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed6\u306e\u5165\u5c45\u8005\u306e\u540d\u524d\u3001\u90e8\u5c4b\u3001\u5728\u5ba4\u304b\u3069\u3046\u304b\u3092\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u62c5\u5f53\u306b\u56de\u3059\u3068\u304d\u306f\u3001reply \u306b\u300c\u62c5\u5f53\u306b\u4f1d\u3048\u307e\u3057\u305f\u3002\u62c5\u5f53\u304b\u3089\u9023\u7d61\u3057\u307e\u3059\u300d\n  \u3068\u3044\u3046\u610f\u5473\u306e\u6587\u3092\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u66f8\u304d\u3001\u3044\u3064\u9023\u7d61\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- summary_ja \u306b\u306f\u3001\u62c5\u5f53\u304c\u8aad\u3080\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5834\u6240\u3001\u3044\u3064\u304b\u3089\u3001\u5165\u5c45\u8005\u306e\u5e0c\u671b\u3092\u66f8\u304d\u3001\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u4e0d\u660e\u300d\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5165\u5c45\u8005\u306e\u60c5\u5831\u3011\u7269\u4ef6 {property_name}\uff0f\u90e8\u5c4b {room}\uff0f\u9000\u53bb\u4e88\u5b9a\u65e5 {move_out}\n\u3010\u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u3011{recent_turns}\n\u3010\u7269\u4ef6\u306e\u6587\u66f8\u3011{chunks}\n\u3010\u30e1\u30c3\u30bb\u30fc\u30b8\u3011{message}\n```\n\n**\u300c\u6587\u66f8\u306b\u91d1\u984d\u304c\u3042\u3063\u3066\u3082\u56de\u3059\u300d\u3068\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u91d1\u984d\u306e\u7b54\u3048\u306f\u6761\u4ef6\u3067\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002** \u9000\u53bb\u306e\u624b\u6570\u6599\u304c\u6587\u66f8\u306b\u66f8\u3044\u3066\u3042\u3063\u3066\u3082\u3001\u5951\u7d04\u306e\u6642\u671f\u3084\u90e8\u5c4b\u306e\u72b6\u614b\u3067\u6271\u3044\u304c\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u91d1\u984d\u3092\u7a93\u53e3\u3067\u7b54\u3048\u308b\u3068\u3001\u7cbe\u7b97\u306e\u3068\u304d\u306b\u300c\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u3053\u3046\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u307e\u3059\u3002**\n\n**\u300c\u3044\u3064\u9023\u7d61\u3059\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u660e\u65e5\u9023\u7d61\u3057\u307e\u3059\u300d\u3068\u66f8\u304f\u3068\u3001\u62c5\u5f53\u304c\u4f11\u307f\u306e\u65e5\u306b\u7d04\u675f\u304c\u5916\u308c\u307e\u3059\u3002\n\n**\u6307\u793a\u306f\u8a00\u8a9e\u3054\u3068\u306b\u5206\u3051\u307e\u305b\u3093\u3002** \u65e5\u672c\u8a9e\u306e\u6307\u793a1\u3064\u3067\u3001\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u3067\u8fd4\u3059\u3088\u3046\u6c42\u3081\u307e\u3059\u3002\u8a00\u8a9e\u3054\u3068\u306b\u6307\u793a\u3092\u7528\u610f\u3059\u308b\u3068\u3001**\u6539\u5b9a\u306e\u305f\u3073\u306b\u5168\u90e8\u306e\u8a00\u8a9e\u306e\u6307\u793a\u3092\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u3001\u3069\u308c\u304b1\u3064\u3060\u3051\u53e4\u3044\u307e\u307e\u6b8b\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"language\": \"vi\",\n  \"category\": \"rule | facility | move_out | repair | complaint | money | contract | other\",\n  \"action\": \"answer | handoff\",\n  \"reply\": \"\",\n  \"cited_chunks\": [\"H-023-rule-04\"],\n  \"handoff_reason\": \"\",\n  \"summary_ja\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`action` \u3067\u4ed5\u7d44\u307f\u306e\u52d5\u304d\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `answer` \u306a\u3089\u8fd4\u4e8b\u3092\u305d\u306e\u307e\u307e\u9001\u308a\u3001`handoff` \u306a\u3089\u8fd4\u4e8b\u306b\u52a0\u3048\u3066\u62c5\u5f53\u306e\u4e00\u89a7\u306b `summary_ja` \u3092\u5165\u308c\u307e\u3059\u3002**\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3092\u3001\u6587\u7ae0\u306e\u8a00\u3044\u56de\u3057\u304b\u3089\u8aad\u307f\u53d6\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**2\u3064\u76ee\u306f\u3001`cited_chunks` \u3067\u7b54\u3048\u306e\u6839\u62e0\u3092\u5f8c\u304b\u3089\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** Azure Functions \u306f\u3001`action` \u304c `answer` \u306a\u306e\u306b `cited_chunks` \u304c\u7a7a\u3001\u307e\u305f\u306f\u691c\u7d22\u3067\u6e21\u3057\u3066\u3044\u306a\u3044 `chunk_id` \u304c\u5165\u3063\u3066\u3044\u308b\u3068\u304d\u306f\u3001**\u8fd4\u4e8b\u3092\u9001\u3089\u305a\u306b\u56de\u3059**\u5074\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`category` \u3067\u56de\u3059\u5148\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `repair` \u306f\u4fee\u7e55\u306e\u62c5\u5f53\u3001`complaint` \u306f\u8cac\u4efb\u8005\u3001`money` \u3068 `contract` \u306f\u5951\u7d04\u306e\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\u3002\n\n**\u30b9\u30ad\u30fc\u30de\u306f\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306e\u5236\u7d04\u306b\u5408\u308f\u305b\u307e\u3059\u3002** \u3059\u3079\u3066\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u5fc5\u9808\u306b\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002`category` \u3068 `action` \u306f\u5217\u6319\u578b\u3067\u66f8\u3051\u307e\u3059\u3002**`reply` \u306e\u9577\u3055\u306f `maxLength` \u3067\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001Azure Functions \u3067\u6587\u5b57\u6570\u3092\u898b\u3066\u3001\u9577\u3059\u304e\u308c\u3070\u77ed\u304f\u3059\u308b\u6307\u793a\u3092\u4ed8\u3051\u3066\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8 | Messaging API\uff08Webhook\u3001\u5fdc\u7b54\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u8868\u793a\uff09 | \u53d7\u4fe1\u3068\u8fd4\u4fe1 |\n| \u5165\u5c45\u8005\u306e\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a | \u5229\u7528\u8005ID\u304b\u3089\u7269\u4ef6\u30fb\u90e8\u5c4b\u30fb\u9000\u53bb\u4e88\u5b9a\u65e5\u3092\u5f15\u304f |\n| Azure AI Search | \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22 | \u7269\u4ef6\u3067\u7d5e\u308a\u8fbc\u3093\u3060\u6587\u66f8\u306e\u584a\u3092\u53d6\u308b |\n| Azure OpenAI | Chat Completions API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u898b\u5206\u3051\u30fb\u7b54\u3048\u30fb\u8981\u7d04 |\n| \u62c5\u5f53\u306e\u4e00\u89a7 | Teams \u306e\u30c1\u30e3\u30cd\u30eb\u307e\u305f\u306f\u793e\u5185\u306e\u4e00\u89a7 | \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u3068\u65e5\u672c\u8a9e\u306e\u8981\u7d04 |\n| Azure Cosmos DB | \u4fdd\u5b58 | \u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u3001\u56de\u3057\u305f\u8a18\u9332 |\n\n**\u62c5\u5f53\u304c\u5165\u5c45\u8005\u306b\u8fd4\u4e8b\u3092\u3059\u308b\u3068\u304d\u306f\u3001LINE \u306e\u7ba1\u7406\u753b\u9762\u304b\u3089\u884c\u3044\u307e\u3059\u3002** \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u306f\u5165\u5c45\u8005\u306e\u8a00\u8a9e\u306e\u539f\u6587\u3068\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u304c\u4e26\u3076\u306e\u3067\u3001**\u62c5\u5f53\u306f\u8981\u7d04\u3067\u72b6\u6cc1\u3092\u3064\u304b\u307f\u3001\u8fd4\u4e8b\u306e\u6587\u306f\u81ea\u5206\u3067\u66f8\u3044\u3066\u6a5f\u68b0\u7ffb\u8a33\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**AI\u304c\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u30011\u4ef6\u305a\u3064\u4eba\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u67081,500\u4ef6\u306e\u3046\u3061\u7b54\u3048\u3067\u6e08\u3080\u3082\u306e\u3092\u5168\u4ef6\u78ba\u304b\u3081\u308b\u3068\u3001\u7b2c10\u7ae0\u306e\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u4ee3\u308f\u308a\u306b\u3001\u6b21\u306e3\u3064\u3067\u8aa4\u308a\u3092\u62fe\u3044\u307e\u3059\u3002\n\n1. **\u56de\u3063\u3066\u304d\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u3059\u3079\u3066\u62c5\u5f53\u304c\u5bfe\u5fdc\u3059\u308b** \u2026 \u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u30fb\u5951\u7d04\u30fb\u6587\u66f8\u306b\u7121\u3044\u8cea\u554f\n2. **\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u6bce\u65e5\u629c\u304d\u51fa\u3057\u3066\u8aad\u3080** \u2026 1\u65e520\u4ef6\u3092\u629c\u304d\u51fa\u3057\u3001\u6839\u62e0\u306e\u6587\u66f8\u3068\u7167\u3089\u3057\u3066\u8aa4\u308a\u3092\u62fe\u3046\n3. **\u5165\u5c45\u8005\u304b\u3089\u306e\u300c\u9055\u3046\u300d\u3092\u62fe\u3046** \u2026 \u7b54\u3048\u306e\u5f8c\u306b\u5165\u5c45\u8005\u304c\u300c\u9055\u3046\u300d\u300c\u5206\u304b\u3089\u306a\u3044\u300d\u3068\u8fd4\u3057\u305f\u3084\u308a\u53d6\u308a\u306f\u3001\u81ea\u52d5\u3067\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b\n\n**\u629c\u304d\u51fa\u3057\u306f\u3001\u8a00\u8a9e\u3068\u7a2e\u985e\u304c\u504f\u3089\u306a\u3044\u3088\u3046\u306b\u9078\u3073\u307e\u3059\u3002** \u82f1\u8a9e\u306e\u554f\u3044\u5408\u308f\u305b\u3060\u3051\u3092\u8aad\u3093\u3067\u3044\u308b\u3068\u3001\u30cd\u30d1\u30fc\u30eb\u8a9e\u306e\u7b54\u3048\u306e\u8aa4\u308a\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\u8a00\u8a9e\u3054\u3068\u306b\u5c11\u306a\u304f\u3068\u30821\u4ef6\u3001`category` \u3054\u3068\u306b\u5c11\u306a\u304f\u3068\u30821\u4ef6\u3092\u5165\u308c\u306620\u4ef6\u306b\u3057\u307e\u3059\u3002**\n\n**\u904b\u7528\u306e\u6700\u521d\u306e1\u304b\u6708\u306f\u3001\u7b54\u3048\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u5168\u4ef6\u8aad\u307f\u307e\u3059\u3002** \u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u306e\u8db3\u308a\u306a\u3044\u3068\u3053\u308d\u3068\u3001\u6587\u66f8\u306e\u53e4\u3044\u3068\u3053\u308d\u304c\u3001\u3053\u306e1\u304b\u6708\u3067\u307b\u3068\u3093\u3069\u898b\u3064\u304b\u308a\u307e\u3059\u3002**\u5168\u4ef6\u306e\u78ba\u8a8d\u304b\u3089\u629c\u304d\u51fa\u3057\u306b\u5207\u308a\u66ff\u3048\u308b\u306e\u306f\u3001\u8aa4\u308a\u306e\u4ef6\u6570\u304c\u843d\u3061\u7740\u3044\u3066\u304b\u3089\u3067\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u53f0\u5e33\u306b\u5229\u7528\u8005ID\u304c\u7121\u3044 | \u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u90e8\u5c4b\u306e\u756a\u53f7\u3092\u805e\u304f\u6587\u9762\u3092\u8fd4\u3059\u3002\u62c5\u5f53\u304c\u53f0\u5e33\u306b\u7d10\u3065\u3051\u308b |\n| \u7dca\u6025\u306e\u8a9e\u306b\u5f53\u305f\u308b | \u751f\u6210AI\u3092\u547c\u3070\u305a\u3001\u56fa\u5b9a\u306e\u6587\u9762\u3068\u9023\u7d61\u5148\u3092\u8fd4\u3057\u3001\u62c5\u5f53\u306e\u643a\u5e2f\u306b\u901a\u77e5\u3059\u308b |\n| \u691c\u7d22\u3067\u6587\u66f8\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u7b54\u3048\u305a\u306b\u56de\u3059\u3002**\u3088\u304f\u56de\u308b\u8cea\u554f\u306f\u6587\u66f8\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b** |\n| \u751f\u6210AI\u306e\u5fdc\u7b54\u304c1\u5206\u306b\u9593\u306b\u5408\u308f\u306a\u3044 | \u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u3067\u300c\u78ba\u8a8d\u3057\u3066\u6539\u3081\u3066\u304a\u77e5\u3089\u305b\u3057\u307e\u3059\u300d\u3068\u8fd4\u3057\u3001\u62c5\u5f53\u306b\u56de\u3059 |\n| \u5165\u529b\u304c\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3067\u6b62\u307e\u308b | \u82e6\u60c5\u306e\u5f37\u3044\u8a00\u8449\u3067\u6b62\u307e\u308b\u3053\u3068\u304c\u3042\u308b\u3002HTTP 400 \u306e `content_filter` \u3092\u53d7\u3051\u305f\u3089\u3001\u305d\u306e\u307e\u307e\u62c5\u5f53\u306b\u56de\u3059 |\n| \u51fa\u529b\u304c\u5b89\u5168\u306e\u4ed5\u7d44\u307f\u3067\u6b62\u307e\u308b | `finish_reason` \u304c `content_filter`\u3002\u8fd4\u4e8b\u3092\u9001\u3089\u305a\u62c5\u5f53\u306b\u56de\u3059 |\n| `answer` \u306a\u306e\u306b\u6839\u62e0\u304c\u7a7a | \u8fd4\u4e8b\u3092\u9001\u3089\u305a\u306b\u56de\u3059 |\n| \u9000\u53bb\u6e08\u307f\u306e\u5165\u5c45\u8005\u304b\u3089\u5c4a\u304f | \u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3067\u306f\u7b54\u3048\u305a\u3001\u9000\u53bb\u5f8c\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u3057\u3066\u62c5\u5f53\u306b\u56de\u3059 |\n| \u753b\u50cf\u3084\u30b9\u30bf\u30f3\u30d7\u3060\u3051\u304c\u5c4a\u304f | \u753b\u50cf\u306f\u8aad\u307e\u305b\u305a\u3001\u300c\u6587\u5b57\u3067\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u8fd4\u3059\u3002\u4fee\u7e55\u306e\u5199\u771f\u306a\u3089\u62c5\u5f53\u306b\u56de\u3059 |\n\n**\u5165\u529b\u304c\u6b62\u307e\u308b\u4f8b\u5916\u306f\u3001\u82e6\u60c5\u306e\u7a93\u53e3\u3067\u306f\u907f\u3051\u3089\u308c\u307e\u305b\u3093\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u65e2\u5b9a\u306e\u5b89\u5168\u65b9\u91dd\uff08DefaultV2\uff09\u306f\u30d8\u30a4\u30c8\u3068\u516c\u5e73\u6027\u30fb\u6027\u7684\u30fb\u66b4\u529b\u30fb\u81ea\u50b7\u306e4\u3064\u306b\u3064\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u4e21\u65b9\u3067\u91cd\u5927\u5ea6\u304c\u4e2d\u4ee5\u4e0a\u3092\u30d6\u30ed\u30c3\u30af\u3057\u3001\u5165\u529b\u304c\u6b62\u307e\u308b\u3068\u30a8\u30e9\u30fc\u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u6012\u308a\u306e\u5f37\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u307b\u3069\u4eba\u304c\u53d7\u3051\u308b\u3079\u304d\u3082\u306e\u306a\u306e\u3067\u3001\u6b62\u307e\u3063\u305f\u3089\u62c5\u5f53\u306b\u56de\u3059\u3001\u3092\u6b63\u5e38\u306a\u6d41\u308c\u3068\u3057\u3066\u4f5c\u308a\u307e\u3059\u3002** \u5b66\u7fd2\u30fb\u8a55\u4fa1\u3055\u308c\u305f\u8a00\u8a9e\u306f\u4e2d\u56fd\u8a9e\u30fb\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u65e5\u672c\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u305d\u308c\u4ee5\u5916\u306e\u8a00\u8a9e\u306f\u7cbe\u5ea6\u304c\u5909\u308f\u308a\u3046\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30d9\u30c8\u30ca\u30e0\u8a9e\u3084\u30cd\u30d1\u30fc\u30eb\u8a9e\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u6b62\u307e\u308a\u65b9\u3092\u8a66\u3057\u3066\u304a\u304d\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u53d7\u4fe1\u3057\u305f\u30e1\u30c3\u30bb\u30fc\u30b8\u3001\u65e5\u6642\u3001\u5229\u7528\u8005ID\u3001\u5224\u5b9a\u3057\u305f\u8a00\u8a9e\n- \u53f0\u5e33\u3067\u78ba\u304b\u3081\u305f\u7269\u4ef6\u3068\u90e8\u5c4b\n- \u691c\u7d22\u3067\u6e21\u3057\u305f\u6587\u66f8\u306e\u584a\u306e `chunk_id` \u3068\u3001\u305d\u306e\u6642\u70b9\u306e `updated_at`\n- \u751f\u6210AI\u306e\u51fa\u529b\uff08`category`\u3001`action`\u3001`reply`\u3001`cited_chunks`\u3001`summary_ja`\uff09\n- \u56de\u3057\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u304c\u53d7\u3051\u305f\u65e5\u6642\u3068\u5bfe\u5fdc\u306e\u7d50\u679c\n- **\u5165\u5c45\u8005\u304c\u300c\u9055\u3046\u300d\u3068\u8fd4\u3057\u305f\u3084\u308a\u53d6\u308a\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u5185\u5bb9**\n\n**3\u3064\u76ee\u306e `updated_at` \u306f\u3001\u30eb\u30fc\u30eb\u3092\u6539\u5b9a\u3057\u305f\u5f8c\u306e\u82e6\u60c5\u306e\u3068\u304d\u306b\u8981\u308a\u307e\u3059\u3002** \u300c\u30c1\u30e3\u30c3\u30c8\u3067\u306f\u6765\u5ba2\u306f\u6cca\u307e\u308c\u308b\u3068\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u7b54\u3048\u305f\u6642\u70b9\u306e\u6587\u66f8\u304c\u6539\u5b9a\u306e\u524d\u3060\u3063\u305f\u306e\u304b\u3001AI\u304c\u8aad\u307f\u9055\u3048\u305f\u306e\u304b**\u3092\u3053\u306e\u30ed\u30b0\u3067\u5206\u3051\u3089\u308c\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u5c4a\u3044\u305f\u554f\u3044\u5408\u308f\u305b\u306e\u3046\u306150\u4ef6\u3092\u3001\u8a00\u8a9e\u3068\u7a2e\u985e\u304c\u3070\u3089\u3051\u308b\u3088\u3046\u306b\u9078\u3076\uff08**\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u306e\u554f\u3044\u5408\u308f\u305b\u309210\u4ef6\u4ee5\u4e0a\u5165\u308c\u308b**\uff09\n2. \u554f\u3044\u5408\u308f\u305b\u306e\u5165\u5c45\u8005\u304c\u4f4f\u3080\u7269\u4ef6\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u7528\u610f\u3059\u308b\n3. \u793e\u5185\u3067\u4f7f\u3048\u308b Azure OpenAI \u306e\u753b\u9762\uff08Microsoft Foundry \u306e\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9\uff09\u306b\u3001\u7b2c7\u7ae0\u306e\u6307\u793a\u3068\u7269\u4ef6\u306e\u6587\u66f8\u3092\u8cbc\u308b\n4. 50\u4ef6\u30921\u4ef6\u305a\u3064\u8cbc\u308a\u3001\u7b54\u3048\u308b\u304b\u56de\u3059\u304b\u3001\u7b54\u3048\u306e\u4e2d\u8eab\u3092\u898b\u308b\n5. \u5f53\u6642\u62c5\u5f53\u304c\u8fd4\u3057\u305f\u7b54\u3048\u3068\u898b\u6bd4\u3079\u308b\n\n**50\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u7a93\u53e3\u306e\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u524d\u306b\u3001**\u56de\u3059\u3079\u304d\u3082\u306e\u3092\u56de\u305b\u308b\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u3092\u3059\u3079\u3066\u56de\u3057\u3001\u30eb\u30fc\u30eb\u306e\u8cea\u554f\u306b\u6b63\u3057\u304f\u7b54\u3048\u305f | **LINE \u3068\u691c\u7d22\u306e\u9023\u643a\u306b\u9032\u3080** |\n| \u91d1\u984d\u3092\u7b54\u3048\u305f\u3001\u4fee\u7e55\u306e\u65e5\u7a0b\u3092\u7d04\u675f\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u6587\u66f8\u306b\u7b54\u3048\u304c\u7121\u304f\u3001\u307b\u3068\u3093\u3069\u3092\u56de\u3057\u305f | **\u7269\u4ef6\u306e\u6587\u66f8\u306e\u6574\u5099\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u62c5\u5f53\u304c\u8a18\u61b6\u3067\u7b54\u3048\u3066\u3044\u305f\u30eb\u30fc\u30eb\u304c\u3001\u6587\u66f8\u306b\u306a\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","minimal_setup_short":"\u7269\u4ef6\u306e\u6587\u66f8\u3068\u554f\u3044\u5408\u308f\u305b\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u7b54\u3048\u306e\u6848\u3092\u4f5c\u3089\u305b\u308b \uff0f \u7b54\u3048\u306e\u6848\u3068\u7ffb\u8a33","semi_auto_setup":"\u4e0a\u8a18\uff0bLINE \u3067\u53d7\u3051\u305f\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u306e\u6848\u3092\u4f5c\u308a\u3001\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308b \uff0f \u7269\u4ef6\u306e\u78ba\u8a8d\u30fb\u691c\u7d22\u30fb\u7b54\u3048\u306e\u6848\u30fb\u56de\u3059\u5224\u65ad","full_setup":"\u4e0a\u8a18\uff0b\u6587\u66f8\u3067\u7b54\u3048\u3089\u308c\u308b\u554f\u3044\u5408\u308f\u305b\u306f\u305d\u306e\u307e\u307e\u8fd4\u3057\u3001\u56de\u3059\u3082\u306e\u3060\u3051\u3092\u62c5\u5f53\u306b\u6e21\u3059\u3002\u7dca\u6025\u306e\u7167\u5408\u3068\u591c\u9593\u306e\u53d7\u4ed8\u307e\u3067 \uff0f \u7a93\u53e3\u306e\u5927\u90e8\u5206\u3068\u591c\u9593\u30fb\u4f11\u65e5","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u4ef6\u6570\u304c\u3055\u3070\u3051\u307e\u305b\u3093\u3002** 1\u4ef6\u305a\u3064\u8cbc\u308b\u306e\u3067\u3001\u67081,500\u4ef6\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef68\u5206\u304c4\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u7269\u4ef6\u306e\u78ba\u8a8d\u3068\u7b54\u3048\u306e\u6848\u3068\u7ffb\u8a33\u304c\u81ea\u52d5\u306b\u306a\u308a\u307e\u3059\u304c\u3001**\u5168\u4ef6\u3092\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u9001\u308b\u306e\u3067\u3001\u591c\u9593\u3068\u4f11\u65e5\u306f\u6b62\u307e\u3063\u305f\u307e\u307e\u3067\u3059\u3002** **\u672c\u683c\u69cb\u6210\u30672\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**\u7b54\u3048\u3067\u6e08\u3080\u554f\u3044\u5408\u308f\u305b\u3092\u62c5\u5f53\u304c1\u4ef6\u305a\u3064\u78ba\u304b\u3081\u308b\u4f5c\u696d**\u304c\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e1\u301c2\u304b\u6708\u3067\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b54\u3048\u3068\u56de\u3059\u5224\u65ad\u304c\u96c6\u307e\u308a\u307e\u3059\u3002**\u305d\u3053\u3067\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u3068\u6587\u66f8\u3092\u76f4\u3057\u3066\u304b\u3089\u3001\u305d\u306e\u307e\u307e\u8fd4\u3059\u5f62\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5225\u306e\u7269\u4ef6\u306e\u30eb\u30fc\u30eb\u3092\u7b54\u3048\u308b | \u691c\u7d22\u306e `filter` \u306b\u7269\u4ef6\u3092\u5fc5\u305a\u5165\u308c\u308b\u3002**\u53f0\u5e33\u3067\u78ba\u304b\u3081\u305f\u7269\u4ef6\u3060\u3051\u3092\u4f7f\u3046** |\n| \u4fee\u7e55\u306e\u65e5\u7a0b\u3092\u7d04\u675f\u3059\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u56de\u3059\u3068\u304d\u306e\u8fd4\u4e8b\u306f\u300c\u62c5\u5f53\u304b\u3089\u9023\u7d61\u3057\u307e\u3059\u300d\u3060\u3051\u306b\u3059\u308b |\n| \u91d1\u984d\u3092\u7b54\u3048\u308b | \u6587\u66f8\u306b\u91d1\u984d\u304c\u3042\u3063\u3066\u3082\u56de\u3059\u3002`money` \u306f\u5951\u7d04\u306e\u62c5\u5f53\u3078 |\n| \u82e6\u60c5\u306b\u30eb\u30fc\u30eb\u3092\u4f1d\u3048\u3066\u7d42\u308f\u308b | \u82e6\u60c5\u306f\u7b54\u3048\u305a\u306b\u56de\u3059\u3002**\u30eb\u30fc\u30eb\u3092\u4f1d\u3048\u308b\u3060\u3051\u3067\u306f\u89e3\u6c7a\u3057\u306a\u3044** |\n| \u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u306e\u671f\u9650\u3092\u904e\u304e\u308b | 1\u5206\u4ee5\u5185\u306b\u8fd4\u3059\u3002\u9593\u306b\u5408\u308f\u306a\u3051\u308c\u3070\u300c\u6539\u3081\u3066\u304a\u77e5\u3089\u305b\u3057\u307e\u3059\u300d\u3067\u8fd4\u3057\u3066\u56de\u3059 |\n| \u540c\u3058\u8cea\u554f\u304c\u4f55\u5ea6\u3082\u5c4a\u304f | \u53d7\u3051\u53d6\u3063\u3066\u3059\u3050\u306b\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u8868\u793a\u3059\u308b\u3002\u9023\u6295\u306f\u307e\u3068\u3081\u3066\u6271\u3046 |\n| \u7dca\u6025\u306e\u9023\u7d61\u306b\u751f\u6210AI\u304c\u6587\u7ae0\u3092\u8003\u3048\u308b | **\u7dca\u6025\u306e\u7167\u5408\u3092\u751f\u6210AI\u306e\u524d\u306b\u7f6e\u304d\u3001\u56fa\u5b9a\u306e\u6587\u9762\u3067\u8fd4\u3059** |\n| \u53e4\u3044\u30eb\u30fc\u30eb\u3092\u6b63\u3057\u304f\u7b54\u3048\u308b | \u30eb\u30fc\u30eb\u3092\u5909\u3048\u305f\u3089\u6587\u66f8\u3092\u76f4\u3059\u624b\u9806\u3092\u6c7a\u3081\u3001`updated_at` \u3092\u6b8b\u3059 |\n| \u6301\u3061\u8fbc\u307f\u30c7\u30fc\u30bf\u306e\u6a5f\u80fd\u3067\u4f5c\u308d\u3046\u3068\u3059\u308b | \u69cb\u9020\u5316\u51fa\u529b\u3068\u4f75\u7528\u3067\u304d\u306a\u3044\u3002**\u691c\u7d22\u306f\u81ea\u524d\u3067\u884c\u3046** |\n| \u6012\u308a\u306e\u5f37\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u5165\u529b\u304c\u6b62\u307e\u308b | \u6b62\u307e\u3063\u305f\u3089\u62c5\u5f53\u306b\u56de\u3059\u6d41\u308c\u3092\u6b63\u5e38\u7cfb\u3068\u3057\u3066\u4f5c\u308b |\n| \u5b66\u7fd2\u30fb\u8a55\u4fa1\u306e\u5bfe\u8c61\u5916\u306e\u8a00\u8a9e\u3067\u7cbe\u5ea6\u304c\u5909\u308f\u308b | \u30d9\u30c8\u30ca\u30e0\u8a9e\u30fb\u30cd\u30d1\u30fc\u30eb\u8a9e\u306a\u3069\u3067\u3001\u7b54\u3048\u3068\u6b62\u307e\u308a\u65b9\u3092\u4e8b\u524d\u306b\u8a66\u3059 |\n| \u6839\u62e0\u306e\u7121\u3044\u7b54\u3048\u3092\u9001\u308b | `cited_chunks` \u304c\u7a7a\u306a\u3089\u9001\u3089\u305a\u306b\u56de\u3059 |\n\n**\u4e0a\u306e4\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082**\u7b54\u3048\u3066\u306f\u3044\u3051\u306a\u3044\u3053\u3068\u3092\u7b54\u3048\u308b**\u5931\u6557\u3067\u3059\u3002**\u56de\u3059\u57fa\u6e96\u3068\u7269\u4ef6\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u3001\u751f\u6210AI\u306e\u5916\u5074\u306e\u4ed5\u7d44\u307f\u3067\u3082\u5b88\u3063\u3066\u3042\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5165\u5c45\u8005\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3001LINE \u306e\u5229\u7528\u8005ID\u3001\u5165\u5c45\u8005\u306e\u53f0\u5e33\u306e\u60c5\u5831\uff08\u7269\u4ef6\u3001\u90e8\u5c4b\u3001\u5951\u7d04\u671f\u9593\u3001\u9000\u53bb\u4e88\u5b9a\u65e5\uff09\u3001\u7269\u4ef6\u306e\u6587\u66f8\u3067\u3059\u3002**\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u306f\u4ed6\u306e\u5165\u5c45\u8005\u306e\u540d\u524d\u3084\u3001\u5165\u5c45\u8005\u81ea\u8eab\u306e\u4f53\u8abf\u30fb\u5bb6\u65cf\u306e\u4e8b\u60c5\u304c\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n1. **\u751f\u6210AI\u3078\u6e21\u3059\u5165\u5c45\u8005\u306e\u60c5\u5831\u3092\u6700\u5c0f\u306b\u3059\u308b** \u2026 \u6e21\u3059\u306e\u306f\u7269\u4ef6\u3001\u90e8\u5c4b\u3001\u9000\u53bb\u4e88\u5b9a\u65e5\u3060\u3051\u3067\u3059\u3002**\u6c0f\u540d\u3001\u56fd\u7c4d\u3001\u5728\u7559\u306e\u8cc7\u683c\u3001\u9023\u7d61\u5148\u306f\u7b54\u3048\u306b\u8981\u308a\u307e\u305b\u3093**\n2. **\u4ed6\u306e\u5165\u5c45\u8005\u306e\u60c5\u5831\u3092\u7b54\u3048\u306a\u3044** \u2026 \u90e8\u5c4b\u306e\u756a\u53f7\u3001\u540d\u524d\u3001\u5728\u5ba4\u304b\u3069\u3046\u304b\u306f\u3001\u6307\u793a\u3067\u7981\u3058\u305f\u3046\u3048\u3067\u3001**\u7269\u4ef6\u306e\u6587\u66f8\u306b\u3082\u8f09\u305b\u307e\u305b\u3093**\n3. **\u7d04\u675f\u3092\u3055\u305b\u306a\u3044** \u2026 \u4fee\u7e55\u306e\u65e5\u7a0b\u3001\u7cbe\u7b97\u306e\u91d1\u984d\u3001\u5951\u7d04\u306e\u6271\u3044\u306f\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\u3002**AI\u306e\u8fd4\u4e8b\u304c\u7d04\u675f\u3068\u3057\u3066\u6b8b\u308b\u7d4c\u8def\u3092\u4f5c\u308a\u307e\u305b\u3093**\n4. **\u7dca\u6025\u306e\u9023\u7d61\u306f\u56fa\u5b9a\u306e\u6587\u9762\u3067\u8fd4\u3059** \u2026 \u706b\u4e8b\u30fb\u30ac\u30b9\u30fb\u6c34\u6f0f\u308c\u30fb\u3051\u304c\u306f\u3001\u751f\u6210AI\u3092\u901a\u3055\u305a\u306b\u8fd4\u3057\u3001\u62c5\u5f53\u306b\u901a\u77e5\u3057\u307e\u3059\u3002**\u547d\u306b\u95a2\u308f\u308b\u6848\u5185\u306e\u8a00\u3044\u56de\u3057\u3092\u63fa\u3089\u3057\u307e\u305b\u3093**\n5. **\u82e6\u60c5\u3092\u5224\u65ad\u3057\u306a\u3044** \u2026 \u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u30c8\u30e9\u30d6\u30eb\u306f\u3001\u53cc\u65b9\u306e\u8a71\u3092\u805e\u3044\u3066\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u307e\u3059\u3002**\u7247\u65b9\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3060\u3051\u3067\u3001\u3069\u3061\u3089\u304c\u60aa\u3044\u304b\u3092\u7b54\u3048\u307e\u305b\u3093**\n6. **\u4f1a\u8a71\u306e\u8a18\u9332\u306e\u4fdd\u5b58\u671f\u9593\u3092\u6c7a\u3081\u308b** \u2026 \u76f4\u8fd1\u306e\u3084\u308a\u53d6\u308a\u306f\u7b54\u3048\u308b\u305f\u3081\u306e\u77ed\u3044\u671f\u9593\u3060\u3051\u6301\u3061\u3001**\u9000\u53bb\u3057\u305f\u5165\u5c45\u8005\u306e\u8a18\u9332\u306f\u6c7a\u3081\u305f\u671f\u9593\u3067\u6d88\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8aa4\u3063\u305f\u30eb\u30fc\u30eb\u3092\u4f1d\u3048\u308b\u3053\u3068\u3068\u3001\u4eba\u304c\u53d7\u3051\u308b\u3079\u304d\u554f\u3044\u5408\u308f\u305b\u306b\u7b54\u3048\u3066\u3057\u307e\u3046\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u7269\u4ef6\u306e\u7d5e\u308a\u8fbc\u307f\u3068\u6587\u66f8\u306e\u6539\u5b9a\u306e\u624b\u9806\u3067\u3001\u5f8c\u8005\u306f\u56de\u3059\u57fa\u6e96\u30fb\u6839\u62e0\u306e\u78ba\u8a8d\u30fb\u7dca\u6025\u306e\u7167\u5408\u3067\u9632\u304e\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u3001\u751f\u6210AI\u306e\u5224\u65ad\u3060\u3051\u306b\u4efb\u305b\u306a\u3044\u4f5c\u308a\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u6570\u5341\u68df\u306e\u30b7\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u904b\u55b6\u3057\u3001\u5916\u56fd\u4eba\u306e\u5165\u5c45\u8005\u304c\u534a\u6570\u3092\u8d85\u3048\u3001LINE \u3084\u30e1\u30c3\u30bb\u30fc\u30b8\u30a2\u30d7\u30ea\u3067\u6708\u306b\u5343\u4ef6\u3092\u8d85\u3048\u308b\u554f\u3044\u5408\u308f\u305b\u3092\u5c11\u4eba\u6570\u306e\u62c5\u5f53\u3067\u53d7\u3051\u3066\u3044\u308b\u904b\u55b6\u4f1a\u793e\u3002\u7269\u4ef6\u3054\u3068\u306b\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u304c\u6587\u66f8\u3067\u6574\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u62c5\u5f53\u304c\u7ffb\u8a33\u3057\u306a\u304c\u3089\u540c\u3058\u8cea\u554f\u306b\u4f55\u5ea6\u3082\u7b54\u3048\u3066\u3044\u3066\u3001\u591c\u9593\u3068\u4f11\u65e5\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u7fcc\u55b6\u696d\u65e5\u307e\u3067\u6b62\u307e\u3063\u3066\u3044\u308b\u5834\u5408\u3002Azure \u306e\u5951\u7d04\u304c\u3042\u308a\u3001LINE \u306e\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u306e Messaging API \u3092\u4f7f\u3048\u308b\u958b\u767a\u306e\u62c5\u5f53\u304b\u59d4\u8a17\u5148\u304c\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u7269\u4ef6\u304c\u6570\u68df\u3067\u3001\u7ba1\u7406\u4eba\u304c\u5e38\u99d0\u3057\u3066\u5165\u5c45\u8005\u3068\u9854\u3092\u5408\u308f\u305b\u3066\u8a71\u305b\u308b\u5834\u5408\u3002\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u304c\u7269\u4ef6\u3054\u3068\u306b\u6587\u66f8\u306b\u306a\u3063\u3066\u304a\u3089\u305a\u3001\u62c5\u5f53\u306e\u8a18\u61b6\u3067\u7b54\u3048\u3066\u3044\u308b\u5834\u5408\uff08\u5148\u306b\u30eb\u30fc\u30eb\u306e\u6587\u66f8\u5316\u304b\u3089\u59cb\u3081\u307e\u3059\uff09\u3002\u554f\u3044\u5408\u308f\u305b\u306e\u5927\u534a\u304c\u4fee\u7e55\u306e\u4f9d\u983c\u3067\u3001\u6848\u5185\u3067\u6e08\u3080\u8cea\u554f\u304c\u5c11\u306a\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u9000\u53bb\u6642\u306e\u7cbe\u7b97\u306e\u91d1\u984d\u3001\u5165\u5c45\u8005\u3069\u3046\u3057\u306e\u30c8\u30e9\u30d6\u30eb\u306e\u5224\u65ad\u3001\u4fee\u7e55\u306e\u65e5\u7a0b\u306e\u7d04\u675f\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u30eb\u30fc\u30eb\u3068\u6848\u5185\u306b\u66f8\u304b\u308c\u305f\u3053\u3068\u3092\u7b54\u3048\u3001\u305d\u308c\u4ee5\u5916\u3092\u62c5\u5f53\u306b\u56de\u3059\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u7269\u4ef6\u306e\u6587\u66f8\u3092\u305d\u308d\u3048\u308b**\n\n40\u68df\u306e\u30cf\u30a6\u30b9\u30eb\u30fc\u30eb\u3068\u8a2d\u5099\u306e\u6848\u5185\u3092\u96c6\u3081\u3001**\u898b\u51fa\u3057\u3068\u6539\u5b9a\u65e5\u3092\u305d\u308d\u3048\u307e\u3059\u3002** \u3059\u3079\u3066\u3092\u4e00\u5ea6\u306b\u76f4\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u554f\u3044\u5408\u308f\u305b\u306e\u591a\u304410\u68df\u304b\u3089\u59cb\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a50\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u554f\u3044\u5408\u308f\u305b\u304b\u308950\u4ef6\u3092\u9078\u3073\u3001\u30d7\u30ec\u30a4\u30b0\u30e9\u30a6\u30f3\u30c9\u3067\u7b54\u3048\u3055\u305b\u307e\u3059\u3002**\u4fee\u7e55\u30fb\u82e6\u60c5\u30fb\u304a\u91d1\u3092\u3059\u3079\u3066\u56de\u305b\u305f\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u56de\u3059\u57fa\u6e96\u306e\u4e00\u89a7\u3068\u7dca\u6025\u306e\u6587\u9762\u3092\u4f5c\u308b**\n\n**\u62c5\u5f53\u304c\u3053\u308c\u307e\u3067\u300c\u3053\u308c\u306f\u81ea\u5206\u3067\u53d7\u3051\u308b\u300d\u3068\u5224\u65ad\u3057\u3066\u304d\u305f\u554f\u3044\u5408\u308f\u305b\u3092\u96c6\u3081\u3066\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002** \u7dca\u6025\u306e\u6587\u9762\u306f\u3001\u8a00\u8a9e\u3054\u3068\u306b\u4eba\u304c\u8a33\u3057\u3066\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1aLINE \u304b\u3089\u7b54\u3048\u306e\u6848\u307e\u3067\u3092\u3064\u306a\u3050**\n\nWebhook \u3092\u53d7\u3051\u3001\u53f0\u5e33\u3092\u5f15\u304d\u3001\u7269\u4ef6\u3067\u7d5e\u3063\u3066\u691c\u7d22\u3057\u3001\u7b54\u3048\u306e\u6848\u3092\u62c5\u5f53\u306e\u753b\u9762\u306b\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5165\u5c45\u8005\u306b\u76f4\u63a5\u9001\u3089\u305a\u3001\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u9001\u308a\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b54\u3048\u3092\u898b\u3066\u3001\u56de\u3059\u57fa\u6e96\u3068\u6587\u66f8\u3092\u76f4\u3057\u307e\u3059\u3002\u7dca\u6025\u306e\u7167\u5408\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 10\u68df\u3067\u3001\u7b54\u3048\u3067\u6e08\u3080\u554f\u3044\u5408\u308f\u305b\u3092\u305d\u306e\u307e\u307e\u8fd4\u3059\u5f62\u306b\u5207\u308a\u66ff\u3048\u30011\u4ef68\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u591c\u306b\u5c4a\u3044\u305f\u8cea\u554f\u304c\u305d\u306e\u5834\u3067\u7b54\u3048\u3089\u308c\u3001\u4fee\u7e55\u306e\u4f9d\u983c\u304c\u671d\u3044\u3061\u3070\u3093\u306b\u62c5\u5f53\u306e\u4e00\u89a7\u306b\u4e26\u3076\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0408","UC-0469","UC-1106","UC-0767"],"related_articles":[{"id":7916,"slug":"gyoshu-bunrui-list-ai","title":"\u696d\u7a2e\u5206\u985e\u3067\u30ea\u30b9\u30c8\u3092\u5207\u308b\u65b9\u6cd5\uff5c\u8868\u8a18\u3086\u308c\u3092AI\u3067\u5bc4\u305b\u308b"},{"id":4562,"slug":"mail-promotion-tab","title":"\u30e1\u30fc\u30eb\u304c\u53d7\u4fe1\u7bb1\u3067\u57cb\u3082\u308c\u308b\u539f\u56e0\uff5c\u30bf\u30d6\u5206\u985e\u3092\u524d\u63d0\u306b\u8a2d\u8a08"},{"id":5698,"slug":"roei-hokoku-tejun","title":"\u60c5\u5831\u304c\u6f0f\u308c\u305f\u3068\u304d\u306b\u52d5\u304f5\u5de5\u7a0b\uff5c\u5831\u544a\u3068\u901a\u77e5\u306e\u671f\u9650\u3092\u77e5\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Chat Completions API \u3068 Responses API \u3067\u69cb\u9020\u5316\u51fa\u529b\u304c\u4f7f\u3048\u3001\u3059\u3079\u3066\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u5fc5\u9808\u306b\u3057 `additionalProperties: false` \u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3002\u5217\u6319\u578b\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u308b\u3053\u3068\u3002\u6587\u5b57\u5217\u306e `maxLength` \u306a\u3069\u304c\u975e\u5bfe\u5fdc\u3067\u3042\u308b\u3053\u3068\u3002\u6301\u3061\u8fbc\u307f\u30c7\u30fc\u30bf\uff08On Your Data\uff09\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u69cb\u9020\u5316\u51fa\u529b\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u306a\u3044\u3053\u3068 | [Microsoft Learn: Azure OpenAI \u3067\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5](https:\/\/learn.microsoft.com\/ja-jp\/azure\/foundry\/openai\/how-to\/structured-outputs) | 2026-10-26 |\n| \u65e2\u5b9a\u306e\u5b89\u5168\u65b9\u91dd\uff08DefaultV2\uff09\u304c\u3001\u30d8\u30a4\u30c8\u3068\u516c\u5e73\u6027\u30fb\u6027\u7684\u30fb\u66b4\u529b\u30fb\u81ea\u50b7\u306e4\u3064\u306b\u3064\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3068\u51fa\u529b\u306e\u4e21\u65b9\u3067\u91cd\u5927\u5ea6\u304c\u4e2d\u4ee5\u4e0a\u3092\u30d6\u30ed\u30c3\u30af\u3059\u308b\u3053\u3068\u3002\u5165\u529b\u304c\u6b62\u307e\u308b\u3068\u30a8\u30e9\u30fc\uff08HTTP 400 \u306e `content_filter`\uff09\u3001\u51fa\u529b\u304c\u6b62\u307e\u308b\u3068 `finish_reason` \u304c `content_filter` \u306b\u306a\u308b\u3053\u3068\u3002\u5b66\u7fd2\u30fb\u8a55\u4fa1\u3055\u308c\u305f\u8a00\u8a9e\u304c\u4e2d\u56fd\u8a9e\u30fb\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u65e5\u672c\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u305d\u308c\u4ee5\u5916\u306f\u7cbe\u5ea6\u304c\u5909\u308f\u308a\u3046\u308b\u3053\u3068 | [Microsoft Learn: Default safety policies in Microsoft Foundry](https:\/\/learn.microsoft.com\/en-us\/azure\/foundry\/openai\/concepts\/default-safety-policies) | 2026-10-26 |\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u304c `search` \u3068 `vectorQueries` \u30921\u3064\u306e\u8981\u6c42\u306b\u542b\u3081\u3001\u5168\u6587\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3092\u4e26\u884c\u3057\u3066\u5b9f\u884c\u3057\u3001RRF \u3067\u7d50\u679c\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3002`filter` \u3067\u7d5e\u308a\u8fbc\u3081\u308b\u3053\u3068\u3002\u57cb\u3081\u8fbc\u307f\u306e\u7a7a\u9593\u306b\u591a\u8a00\u8a9e\u306e\u5185\u5bb9\u304c\u542b\u307e\u308c\u308c\u3070\u3001\u8a00\u8a9e\u306e\u89e3\u6790\u5668\u3084\u7ffb\u8a33\u306a\u3057\u306b\u30d9\u30af\u30c8\u30eb\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u4e00\u81f4\u3092\u898b\u3064\u3051\u3089\u308c\u308b\u3053\u3068 | [Microsoft Learn: Hybrid search overview\uff08Azure AI Search\uff09](https:\/\/learn.microsoft.com\/en-us\/azure\/search\/hybrid-search-overview) | 2026-10-26 |\n| \u5fdc\u7b54\u30c8\u30fc\u30af\u30f3\u304c1\u56de\u3060\u3051\u4f7f\u3048\u3001Webhook \u3092\u53d7\u3051\u3066\u304b\u30891\u5206\u4ee5\u5185\u306b\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u30011\u5206\u3092\u8d85\u3048\u305f\u52d5\u4f5c\u306f\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3053\u3068\u3002\u30ed\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u30a2\u30cb\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u8868\u793a\u3059\u308b\u53e3\uff08`\/v2\/bot\/chat\/loading\/start`\uff09\u304c\u3042\u308a\u30015\u79d2\u304b\u308960\u79d2\u3067\u6307\u5b9a\u3067\u304d\u3001\u516c\u5f0f\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3089\u65b0\u3057\u3044\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5c4a\u304f\u3068\u6d88\u3048\u308b\u3053\u3068 | [LINE Developers: Messaging API \u30ea\u30d5\u30a1\u30ec\u30f3\u30b9](https:\/\/developers.line.biz\/en\/reference\/messaging-api\/index.html.md) | 2026-10-26 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