{"id":15314,"date":"2026-10-14T11:38:12","date_gmt":"2026-10-14T02:38:12","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/fitness-member-faq-chat\/"},"modified":"2026-10-14T11:38:12","modified_gmt":"2026-10-14T02:38:12","slug":"fitness-member-faq-chat","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/fitness-member-faq-chat\/","title":{"rendered":"\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u306e\u4f1a\u54e1\u304b\u3089\u5c4a\u304f\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u65bd\u8a2d\u5229\u7528\u306e\u8cea\u554f\u306b\u3001\u4f1a\u54e1\u898f\u7d04\u3068\u5e97\u8217\u3054\u3068\u306e\u65bd\u8a2d\u6848\u5185\u3092\u6839\u62e0\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u3001\u624b\u7d9a\u304d\u304c\u8981\u308b\u3082\u306e\u3092\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u306e\u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u5c4a\u304f\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u65bd\u8a2d\u5229\u7528\u306e\u8cea\u554f\u306b\u3001\u4f1a\u54e1\u898f\u7d04\u3068\u5e97\u8217\u3054\u3068\u306e\u65bd\u8a2d\u6848\u5185\u3092\u6839\u62e0\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u307e\u3059\u3002\u624b\u7d9a\u304d\u304c\u8981\u308b\u3082\u306e\u3068\u7b54\u3048\u3089\u308c\u306a\u3044\u3082\u306e\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1440","platform_main":"Google Vertex AI","publish_date":"","last_updated":"2026-10-14","tech_verified_date":"2026-10-14","trigger":"**\u4f1a\u54e1\u304c\u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u753b\u9762\u3067\u8cea\u554f\u3092\u9001\u3063\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u8cea\u554f\u3092\u53d7\u3051\u308b\u305f\u3073\u306b\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u4f1a\u54e1\u306e\u60c5\u5831\u3092\u5f15\u304d\u307e\u3059\u3002**\u4f1a\u54e1\u306e\u72b6\u614b\u306f\u6708\u306e\u9014\u4e2d\u3067\u3082\u5909\u308f\u308b\u306e\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u3044\u305f\u3068\u304d\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u306e\u305f\u3073\u306b\u5f15\u304d\u307e\u3059\u3002**\n\n**\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3059\u304b\u3069\u3046\u304b\u306f\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u6642\u70b9\u3067\u6c7a\u3081\u307e\u3059\u3002** \u751f\u5e74\u6708\u65e5\u304b\u308918\u6b73\u672a\u6e80\u3068\u5206\u304b\u308b\u4f1a\u54e1\u3001\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u306e\u4f1a\u54e1\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u5165\u53e3\u3092\u51fa\u3057\u307e\u305b\u3093\u3002**\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u306e\u8cea\u554f\u306f\u3001\u4fdd\u8b77\u8005\u306e\u4f1a\u54e1\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3001\u30d5\u30ed\u30f3\u30c8\u3067\u53d7\u3051\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u6599\u91d1\u8868\u306e\u6539\u5b9a\u3067\u3059\u3002** \u672c\u90e8\u304c\u6539\u5b9a\u3057\u305f\u6587\u66f8\u3092 Cloud Storage \u306e\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u7f6e\u304d\u3001\u65bd\u884c\u65e5\u3092\u4ed8\u3051\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u65bd\u884c\u65e5\u306e\u524d\u306b\u53d6\u308a\u8fbc\u3093\u3067\u304a\u304d\u3001\u7d5e\u308a\u8fbc\u307f\u3067\u65bd\u884c\u65e5\u3092\u898b\u3066\u5207\u308a\u66ff\u3048\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u4f1a\u54e1\u306e\u8cea\u554f | \u30c1\u30e3\u30c3\u30c8\u306e\u672c\u6587\u3068\u3001\u540c\u3058\u4f1a\u8a71\u306e\u524d\u306e\u8cea\u554f | \u4f1a\u54e1\u30a2\u30d7\u30ea |\n| \u4f1a\u54e1\u306e\u60c5\u5831 | \u6240\u5c5e\u5e97\u8217\u3001\u30d7\u30e9\u30f3\u3001\u72b6\u614b\uff08\u5728\u7c4d\u30fb\u4f11\u4f1a\u4e2d\uff09\u3001\u5e74\u9f62\u306e\u533a\u5206 | \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0 |\n| \u4f1a\u54e1\u898f\u7d04 | \u5168\u5e97\u8217\u5171\u901a\u306e\u898f\u7d04\u3002\u6761\u3054\u3068\u306b\u898b\u51fa\u3057 | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08Agent Search\uff09 |\n| \u65bd\u8a2d\u6848\u5185 | \u5e97\u8217\u3054\u3068\u306e\u55b6\u696d\u6642\u9593\u30fb\u8a2d\u5099\u30fb\u99d0\u8eca\u5834\u30fb\u30ec\u30f3\u30bf\u30eb\u54c1\u30fb\u30b9\u30bf\u30b8\u30aa\u306e\u4e88\u7d04\u306e\u6c7a\u307e\u308a | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 |\n| \u624b\u7d9a\u304d\u306e\u6848\u5185 | \u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u9000\u4f1a\u30fb\u4ed6\u5e97\u8217\u306e\u767b\u9332\u306e\u53d7\u4ed8\u306e\u7de0\u3081\u5207\u308a\u3068\u65b9\u6cd5 | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u624b\u7d9a\u304d\u306e\u5370\u4ed8\u304d\uff09 |\n| \u6599\u91d1\u8868 | \u30d7\u30e9\u30f3\u5225\u30fb\u5e97\u8217\u5225\u306e\u6708\u4f1a\u8cbb\u3001\u4f11\u4f1a\u4e2d\u306e\u4f1a\u8cbb\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u6599\u91d1 | \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u8868\u8a08\u7b97\u304b\u3089\u53d6\u308a\u8fbc\u3080\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u65bd\u8a2d\u6848\u5185\u304c\u5e97\u8217\u3054\u3068\u306b\u66f8\u304d\u5206\u3051\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002** \u5168\u5e97\u8217\u306e\u6848\u5185\u304c1\u3064\u306e\u6587\u66f8\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u3068\u3001\u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u304d\u307e\u305b\u3093\u3002**\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u3001\u5e97\u8217\u306e\u756a\u53f7\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u5165\u308c\u307e\u3059\u3002**\n\n**\u6599\u91d1\u8868\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u307e\u305b\u3093\u3002** \u91d1\u984d\u306f\u56de\u7b54\u306e\u6587\u306b\u51fa\u3055\u305a\u3001\u6599\u91d1\u8868\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a\u3057\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u6599\u91d1\u8868\u3092\u5165\u308c\u308b\u3068\u3001\u56de\u7b54\u306b\u91d1\u984d\u304c\u6df7\u3056\u308a\u307e\u3059\u3002**","data_source":"\u6587\u66f8\u3054\u3068\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001JSON Lines \u3067\u6b21\u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002\n\n```json\n{\"id\": \"facility-s03-2026-10\", \"structData\": {\"title\": \"\u65bd\u8a2d\u6848\u5185\uff08S03 \u99c5\u524d\u5e97\uff09\", \"store_id\": \"S03\", \"plan\": [\"ALL\"], \"doc_kind\": \"facility\", \"needs_front\": false, \"effective_from\": \"2026-10-01T00:00:00+09:00\", \"effective_to\": \"9999-12-31T00:00:00+09:00\"}, \"content\": {\"mimeType\": \"application\/pdf\", \"uri\": \"gs:\/\/club-docs\/facility\/s03_2026-10.pdf\"}}\n{\"id\": \"procedure-suspend-2026-04\", \"structData\": {\"title\": \"\u4f11\u4f1a\u306e\u624b\u7d9a\u304d\", \"store_id\": \"ALL\", \"plan\": [\"ALL\"], \"doc_kind\": \"procedure\", \"needs_front\": true, \"effective_from\": \"2026-04-01T00:00:00+09:00\", \"effective_to\": \"9999-12-31T00:00:00+09:00\"}, \"content\": {\"mimeType\": \"application\/pdf\", \"uri\": \"gs:\/\/club-docs\/procedure\/suspend_2026-04.pdf\"}}\n```\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST ...\/engines\/club-faq\/servingConfigs\/default_search:answer\n{\n  \"query\": { \"text\": \"\u4f11\u4f1a\u4e2d\u3082\u30b9\u30bf\u30b8\u30aa\u306e\u30ec\u30c3\u30b9\u30f3\u306f\u4e88\u7d04\u3067\u304d\u307e\u3059\u304b\" },\n  \"session\": \"projects\/...\/engines\/club-faq\/sessions\/SESSION_ID\",\n  \"searchSpec\": {\n    \"searchParams\": {\n      \"filter\": \"store_id: ANY(\\\"S03\\\", \\\"ALL\\\") AND plan: ANY(\\\"REGULAR\\\", \\\"ALL\\\") AND effective_from <= \\\"2026-10-14T00:00:00+09:00\\\" AND effective_to > \\\"2026-10-14T00:00:00+09:00\\\"\"\n    }\n  },\n  \"groundingSpec\": { \"filteringLevel\": \"FILTERING_LEVEL_HIGH\", \"includeGroundingSupports\": true },\n  \"answerGenerationSpec\": {\n    \"includeCitations\": true,\n    \"ignoreAdversarialQuery\": true,\n    \"ignoreNonAnswerSeekingQuery\": true,\n    \"ignoreLowRelevantContent\": true,\n    \"answerLanguageCode\": \"ja\",\n    \"promptSpec\": { \"preamble\": \"\uff08\u6b21\u306e\u5c0f\u898b\u51fa\u3057\u306e\u6307\u793a\uff09\" }\n  },\n  \"endUserSpec\": {\n    \"endUserMetadata\": [\n      { \"chunkInfo\": { \"content\": \"\u6240\u5c5e\u5e97\u8217\u306fS03\u3002\u30d7\u30e9\u30f3\u306f\u30ec\u30ae\u30e5\u30e9\u30fc\u3002\u72b6\u614b\u306f\u5728\u7c4d\u3002\",\n                       \"documentMetadata\": { \"title\": \"\u4f1a\u54e1\u306e\u6240\u5c5e\u3068\u30d7\u30e9\u30f3\" } } }\n    ]\n  }\n}\n```\n\n**`session` \u306b\u306f\u3001\u4f1a\u8a71\u3092\u59cb\u3081\u308b\u3068\u304d\u306b\u30a2\u30d7\u30ea\u306e sessions \u3092\u4f5c\u3063\u3066\u5f97\u305f\u756a\u53f7\u3092\u5165\u308c\u3001\u540c\u3058\u4f1a\u8a71\u3067\u306f\u6bce\u56de\u540c\u3058\u756a\u53f7\u3092\u6e21\u3057\u307e\u3059\u3002** \u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u306f\u5229\u7528\u8005\u306e\u4eee\u306e ID\uff08`userPseudoId`\uff09\u3092\u4ed8\u3051\u3089\u308c\u308b\u306e\u3067\u3001\u4f1a\u54e1\u756a\u53f7\u3067\u306f\u306a\u304f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4f1a\u54e1\u3054\u3068\u306b\u632f\u3063\u305f\u5225\u306e\u756a\u53f7\u3092\u5165\u308c\u307e\u3059\u3002\n\n**\u7d5e\u308a\u8fbc\u307f\u306e `ANY()` \u306f\u3001\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3067\u3059\u3002** \u5e97\u8217\u306e\u756a\u53f7\u3068\u300cALL\u300d\u3092\u4e26\u3079\u3001**\u305d\u306e\u5e97\u8217\u306e\u6848\u5185\u3068\u5168\u5e97\u8217\u5171\u901a\u306e\u898f\u7d04\u3060\u3051\u3092\u5f15\u304d\u307e\u3059\u3002** \u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u9805\u76ee\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u30b9\u30ad\u30fc\u30de\u3067\u7d22\u5f15\u53ef\u80fd\uff08Indexable\uff09\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u65bd\u884c\u65e5\u306e\u6bd4\u8f03\u306f\u3001ISO 8601 \u306e\u65e5\u6642\u306e\u6587\u5b57\u5217\u3067\u66f8\u3051\u307e\u3059\u3002\n\n**`groundingSpec` \u306e `filteringLevel` \u306f\u3001\u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u3092\u843d\u3068\u3059\u8a2d\u5b9a\u3067\u3059\u3002** \u4f4e\u30fb\u9ad8\u306e2\u3064\u306e\u6c34\u6e96\u304c\u3042\u308a\u3001\u6307\u5b9a\u3057\u306a\u3051\u308c\u3070\u843d\u3068\u3057\u307e\u305b\u3093\u3002**\u4f1a\u54e1\u306b\u76f4\u63a5\u8fd4\u3059\u306e\u3067\u3001\u9ad8\u3044\u6c34\u6e96\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u843d\u3061\u305f\u8cea\u554f\u306f\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3057\u307e\u3059\u3002","preprocessing":"1. **\u6587\u66f8\u306e\u5206\u5272** \u2026 \u65bd\u8a2d\u6848\u5185\u3092\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u3001\u624b\u7d9a\u304d\u306e\u6848\u5185\u3092\u624b\u7d9a\u304d\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u307e\u3059\n2. **\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e** \u2026 \u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u6587\u66f8\u306e\u7a2e\u985e\u30fb\u624b\u7d9a\u304d\u306e\u5370\u30fb\u65bd\u884c\u65e5\u3068\u5931\u52b9\u65e5\u3092 JSON Lines \u306b\u66f8\u304d\u307e\u3059\n3. **\u898b\u51fa\u3057\u306e\u6574\u3048** \u2026 \u898f\u7d04\u306e\u6761\u306e\u898b\u51fa\u3057\uff08\u300c\u7b2c12\u6761\uff08\u4f11\u4f1a\uff09\u300d\uff09\u3092\u3001PDF \u306e\u898b\u51fa\u3057\u3068\u3057\u3066\u691c\u51fa\u3055\u308c\u308b\u3088\u3046\u306b\u6574\u3048\u307e\u3059\n4. **\u6599\u91d1\u8868\u306e\u53d6\u308a\u8fbc\u307f** \u2026 \u8868\u8a08\u7b97\u306e\u6599\u91d1\u8868\u3092\u3001\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u9805\u76ee\u30fb\u91d1\u984d\u30fb\u65bd\u884c\u65e5\u306e\u884c\u306b\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u5165\u308c\u307e\u3059\n5. **\u4f1a\u54e1\u306e\u60c5\u5831\u306e\u6574\u3048** \u2026 \u751f\u5e74\u6708\u65e5\u304b\u3089\u5e74\u9f62\u306e\u533a\u5206\u3060\u3051\u3092\u51fa\u3057\u3001**`endUserMetadata` \u306b\u306f\u6c0f\u540d\u30fb\u4f1a\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u3092\u5165\u308c\u307e\u305b\u3093**\n6. **\u6539\u5b9a\u6642\u306e\u5207\u308a\u66ff\u3048** \u2026 \u65b0\u3057\u3044\u7248\u3092\u65bd\u884c\u65e5\u4ed8\u304d\u3067\u5165\u308c\u3001\u53e4\u3044\u7248\u306b\u5931\u52b9\u65e5\u3092\u4ed8\u3051\u307e\u3059\u3002**\u53e4\u3044\u7248\u306f\u6d88\u3055\u305a\u306b\u6b8b\u3057\u307e\u3059**\n\n**6\u756a\u76ee\u3067\u53e4\u3044\u7248\u3092\u6d88\u3055\u306a\u3044\u306e\u306f\u3001\u5f8c\u304b\u3089\u78ba\u304b\u3081\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u5148\u6708\u305d\u3046\u7b54\u3048\u3089\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u305d\u306e\u65e5\u306b\u6709\u52b9\u3060\u3063\u305f\u7248\u3067\u4f55\u3092\u7b54\u3048\u305f\u304b\u3092\u3001\u4f1a\u8a71\u306e\u8a18\u9332\u3068\u7248\u306e\u7d44\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u4f1a\u54e1\u306e\u8cea\u554f\u306b\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8cea\u554f\u3078\u306e\u56de\u7b54 | \u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u624b\u7d9a\u304d\u306e\u6848\u5185\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u4f1a\u54e1\u306b\u5206\u304b\u308b\u8a00\u8449\u3067\u7b54\u3048\u308b |\n| \u5f15\u7528 | \u56de\u7b54\u306e\u6587\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u6761\u9805\u3092\u5f15\u7528\u3068\u3057\u3066\u8fd4\u3059 |\n| \u8ffd\u52a0\u306e\u8cea\u554f\u3078\u306e\u5bfe\u5fdc | \u540c\u3058\u4f1a\u8a71\u306e\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u7b54\u3048\u308b\uff08\u300c\u305d\u308c\u306f\u4f11\u4f1a\u4e2d\u3082\uff1f\u300d\uff09 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306e\u533a\u5225 | \u898f\u7d04\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u7b54\u3048\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4f1a\u8cbb\u306e\u91d1\u984d\u3092\u66f8\u304f | \u6599\u91d1\u8868\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a\u3059\u308b |\n| \u624b\u7d9a\u304d\u3092\u53d7\u3051\u4ed8\u3051\u308b | \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u30d5\u30ed\u30f3\u30c8\u304c\u53d7\u3051\u308b |\n| \u898f\u7d04\u306b\u7121\u3044\u4f8b\u5916\u3092\u7d04\u675f\u3059\u308b | \u3051\u304c\u3084\u8ee2\u52e4\u306e\u7279\u4f8b\u306f\u5e97\u9577\u3068\u672c\u90e8\u304c\u5224\u65ad\u3059\u308b |\n| \u4ed6\u306e\u5e97\u8217\u30fb\u4ed6\u306e\u30d7\u30e9\u30f3\u306e\u6761\u9805\u3067\u7b54\u3048\u308b | \u7d5e\u308a\u8fbc\u307f\u3067\u5f15\u304b\u305b\u306a\u3044 |\n| \u4f1a\u54e1\u306e\u500b\u4eba\u306e\u4e8b\u60c5\u3092\u63a8\u6e2c\u3059\u308b | \u6e21\u3059\u306e\u306f\u30d7\u30e9\u30f3\u30fb\u5e97\u8217\u30fb\u72b6\u614b\u3060\u3051 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u6599\u91d1\u8868\u3092\u5f15\u3051\u308b\u72b6\u614b\u306b\u3059\u308b\u3068\u3001\u300c\u4f11\u4f1a\u4e2d\u306e\u4f1a\u8cbb\u306f\u6708\u25cb\u5186\u3067\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u6539\u5b9a\u306e\u524d\u306e\u91d1\u984d\u3084\u3001\u5225\u306e\u30d7\u30e9\u30f3\u306e\u91d1\u984d\u304c\u6df7\u3056\u308b\u3068\u3001\u305d\u306e\u307e\u307e\u4f1a\u54e1\u3068\u306e\u7d04\u675f\u306b\u306a\u308a\u307e\u3059\u3002** \u91d1\u984d\u306f\u56de\u7b54\u304b\u3089\u5916\u3057\u3001\u8868\u793a\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u6301\u3061\u307e\u3059\u3002\n\n**\u4f1a\u54e1\u306e\u72b6\u614b\u3092\u6e21\u3059\u306e\u306f\u3001\u540c\u3058\u8cea\u554f\u3067\u3082\u7b54\u3048\u304c\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002** \u300c\u30b9\u30bf\u30b8\u30aa\u3092\u4e88\u7d04\u3067\u304d\u308b\u304b\u300d\u306f\u3001\u5728\u7c4d\u4e2d\u306e\u4f1a\u54e1\u3068\u4f11\u4f1a\u4e2d\u306e\u4f1a\u54e1\u3067\u7b54\u3048\u304c\u9055\u3044\u307e\u3059\u3002**\u72b6\u614b\u3092 `endUserMetadata` \u306b\u5165\u308c\u3066\u304a\u304f\u3068\u3001\u4f11\u4f1a\u4e2d\u306e\u4f1a\u54e1\u306b\u306f\u4f11\u4f1a\u4e2d\u306e\u6c7a\u307e\u308a\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u307e\u3059\u3002** \u305f\u3060\u3057\u72b6\u614b\u306f\u8cea\u554f\u306e\u305f\u3073\u306b\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5f15\u304d\u76f4\u3057\u3001\u4f1a\u8a71\u306e\u9014\u4e2d\u3067\u4f11\u4f1a\u306e\u624b\u7d9a\u304d\u304c\u6e08\u3093\u3060\u5834\u5408\u306b\u3082\u53e4\u3044\u72b6\u614b\u3067\u7b54\u3048\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002","prompt_example":"answer \u30e1\u30bd\u30c3\u30c9\u306e `preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u306e\u4f1a\u54e1\u30b5\u30dd\u30fc\u30c8\u3068\u3057\u3066\u3001\u4f1a\u54e1\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u4f1a\u54e1\u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u624b\u7d9a\u304d\u306e\u6848\u5185\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u77ed\u304f\u3001\u4f1a\u54e1\u306b\u5206\u304b\u308b\u8a00\u8449\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u6761\u306e\u756a\u53f7\u3092\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f1a\u54e1\u306e\u6240\u5c5e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306f\u3001\u4f1a\u54e1\u306e\u60c5\u5831\u3068\u3057\u3066\u6e21\u3057\u3066\u3044\u307e\u3059\u3002\n  \u4ed6\u306e\u5e97\u8217\u3084\u30d7\u30e9\u30f3\u306e\u6c7a\u307e\u308a\u3067\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u624b\u7d9a\u304d\u304c\u5fc5\u8981\u306a\u5185\u5bb9\uff08\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u9000\u4f1a\u30fb\u4ed6\u5e97\u8217\u306e\u767b\u9332\uff09\u306f\u3001\n  \u7de0\u3081\u5207\u308a\u3068\u65b9\u6cd5\u3092\u6848\u5185\u3057\u3001\u300c\u624b\u7d9a\u304d\u306f\u30d5\u30ed\u30f3\u30c8\u3067\u627f\u308a\u307e\u3059\u300d\u3068\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\uff08\u4f1a\u8cbb\u30fb\u6599\u91d1\u30fb\u624b\u6570\u6599\uff09\u3092\u56de\u7b54\u306b\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u91d1\u984d\u306e\u8cea\u554f\u306b\u306f\u300c\u6599\u91d1\u306f\u4e0b\u306b\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u898f\u7d04\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4f8b\u5916\uff08\u3051\u304c\u30fb\u75c5\u6c17\u30fb\u8ee2\u52e4\u306a\u3069\u306e\u7279\u4f8b\uff09\u3092\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u500b\u5225\u306e\u3054\u4e8b\u60c5\u306f\u30d5\u30ed\u30f3\u30c8\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u300d\u3068\u6848\u5185\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u306f\u3001\u63a8\u6e2c\u3067\u7b54\u3048\u305a\u306b\u300c\u3053\u306e\u5185\u5bb9\u306f\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3067\u304d\u307e\u3059\u300d\u300c\u3067\u304d\u307e\u305b\u3093\u300d\u3068\u8a00\u3044\u5207\u308c\u308b\u306e\u306f\u3001\u6839\u62e0\u306e\u6761\u9805\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\u3060\u3051\u3067\u3059\u3002\n- \u5065\u5eb7\u72b6\u614b\u3084\u904b\u52d5\u306e\u53ef\u5426\u306b\u3064\u3044\u3066\u306e\u8cea\u554f\u306b\u306f\u7b54\u3048\u305a\u3001\u533b\u5e2b\u3084\u30c8\u30ec\u30fc\u30ca\u30fc\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u91d1\u984d\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u65bd\u8a2d\u6848\u5185\u306e\u4e2d\u306e\u6599\u91d1\u306e\u8a18\u8f09\u3092\u62fe\u3063\u3066\u66f8\u304d\u307e\u3059\u3002** \u6599\u91d1\u8868\u3092\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u5916\u3057\u3066\u3044\u3066\u3082\u3001\u65bd\u8a2d\u6848\u5185\u306b\u300c\u30bf\u30aa\u30eb1\u56de\u25cb\u5186\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6307\u793a\u3067\u7981\u3058\u3001\u5f8c\u6bb5\u306e\u30c1\u30a7\u30c3\u30af\u3067\u3082\u91d1\u984d\u306e\u8868\u8a18\u3092\u691c\u51fa\u3057\u307e\u3059\u3002**\n\n**\u5065\u5eb7\u306e\u8cea\u554f\u3092\u5916\u3059\u306e\u306f\u3001\u7b54\u3048\u308b\u7acb\u5834\u306b\u7121\u3044\u304b\u3089\u3067\u3059\u3002** \u300c\u8170\u304c\u75db\u3044\u304c\u30d7\u30fc\u30eb\u306f\u5927\u4e08\u592b\u304b\u300d\u306b\u898f\u7d04\u306f\u7b54\u3048\u307e\u305b\u3093\u3002**\u30c8\u30ec\u30fc\u30ca\u30fc\u3068\u533b\u5e2b\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3059\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002**","output_data":"**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u7d44\u307f\u76f4\u3057\u3066\u4f1a\u54e1\u30a2\u30d7\u30ea\u3078\u8fd4\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"session\": \"\",\n  \"answer_text\": \"\",\n  \"citations\": [\n    { \"doc_id\": \"\", \"title\": \"\", \"section\": \"\", \"needs_front\": false }\n  ],\n  \"fee_rows\": [\n    { \"store_id\": \"\", \"plan\": \"\", \"item\": \"\", \"amount\": \"\", \"effective_from\": \"\" }\n  ],\n  \"show_front_button\": false,\n  \"route\": \"answered | front_queue\",\n  \"route_reason\": \"\",\n  \"doc_versions\": []\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`needs_front` \u3067\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3\u3092\u6a5f\u68b0\u7684\u306b\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u3055\u308c\u305f\u6587\u66f8\u306b\u624b\u7d9a\u304d\u306e\u5370\u304c\u3042\u308c\u3070 `show_front_button` \u3092\u771f\u306b\u3057\u307e\u3059\u3002**\u56de\u7b54\u306e\u6587\u304b\u3089\u300c\u624b\u7d9a\u304d\u304c\u8981\u308a\u305d\u3046\u304b\u300d\u3092\u8aad\u307f\u53d6\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5f15\u3044\u305f\u6587\u66f8\u306e\u5370\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`fee_rows` \u3067\u91d1\u984d\u3092\u751f\u6210\u6587\u304b\u3089\u5207\u308a\u96e2\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u8cea\u554f\u306b\u4f1a\u8cbb\u30fb\u6599\u91d1\u306e\u8a00\u8449\u304c\u3042\u308c\u3070\u3001\u6599\u91d1\u8868\u304b\u3089\u4f1a\u54e1\u306e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306e\u884c\u3092\u5f15\u3044\u3066\u4e26\u3079\u307e\u3059\u3002**\u91d1\u984d\u306f\u6599\u91d1\u8868\u306e\u5024\u305d\u306e\u3082\u306e\u3067\u3001AI\u306e\u6587\u3092\u901a\u308a\u307e\u305b\u3093\u3002**\n\n**3\u3064\u76ee\u306f\u3001`route` \u3068 `route_reason` \u3067\u56de\u3057\u305f\u7406\u7531\u304c\u6b8b\u308b\u3053\u3068\u3067\u3059\u3002** `answerSkippedReasons` \u306e\u5024\u3001\u6839\u62e0\u306e\u5f37\u3055\u3067\u843d\u3061\u305f\u3053\u3068\u3001\u91d1\u984d\u306e\u8868\u8a18\u306e\u691c\u51fa\u3002**\u30d5\u30ed\u30f3\u30c8\u306f\u7406\u7531\u3092\u898b\u3066\u3001\u3069\u3053\u304b\u3089\u7b54\u3048\u308c\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4f1a\u54e1\u30a2\u30d7\u30ea | \u30c1\u30e3\u30c3\u30c8\u306e\u753b\u9762\u304b\u3089\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u547c\u3076 | \u8cea\u554f\u306e\u9001\u4fe1\u3001\u56de\u7b54\u3068\u5f15\u7528\u3068\u6599\u91d1\u306e\u8868\u793a\u3001\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3 |\n| \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0 | \u8aad\u307f\u53d6\u308a\u306e API | \u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\u3001\u30bb\u30c3\u30b7\u30e7\u30f3 | \u6761\u9805\u306e\u691c\u7d22\u3068\u56de\u7b54 |\n| \u6599\u91d1\u8868\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 | \u8aad\u307f\u53d6\u308a | \u4f1a\u54e1\u306e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306e\u6599\u91d1\u306e\u884c |\n| \u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217 | \u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u6a5f\u80fd | \u56de\u3057\u305f\u8cea\u554f\u3068\u4f1a\u8a71\u306e\u7d4c\u7def\u3001\u56de\u3057\u305f\u7406\u7531 |","human_review":"1. **\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b** \u2026 \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u6839\u62e0\u304c\u5f31\u304b\u3063\u305f\u8cea\u554f\u3001\u4f8b\u5916\u306e\u76f8\u8ac7\u306b\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u7b54\u3048\u307e\u3059\n2. **\u624b\u7d9a\u304d\u306e\u7533\u3057\u51fa\u3092\u53d7\u3051\u308b** \u2026 \u30dc\u30bf\u30f3\u304b\u3089\u6765\u305f\u4f1a\u54e1\u306e\u624b\u7d9a\u304d\u3092\u3001\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u53d7\u3051\u4ed8\u3051\u307e\u3059\n3. **\u56de\u7b54\u306e\u629c\u304d\u53d6\u308a** \u2026 \u672c\u90e8\u306e\u4f1a\u54e1\u30b5\u30dd\u30fc\u30c8\u304c\u3001\u6bce\u9031100\u4ef6\u306e\u56de\u7b54\u3092\u629c\u304d\u53d6\u308a\u3001\u5f15\u7528\u3068\u56de\u7b54\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u8aad\u307f\u307e\u3059\n4. **\u6539\u5b9a\u306e\u524d\u306b\u8a66\u3059** \u2026 \u898f\u7d04\u3084\u65bd\u8a2d\u6848\u5185\u3092\u6539\u5b9a\u3059\u308b\u3068\u304d\u306f\u3001\u65bd\u884c\u65e5\u306e\u524d\u306b\u3001\u3088\u304f\u3042\u308b\u8cea\u554f20\u4ef6\u3067\u56de\u7b54\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4f1a\u54e1\u306b\u76f4\u63a5\u8fd4\u3059\u56de\u7b54\u306f\u3001**\u8aa4\u308a\u304c\u3042\u3063\u3066\u3082\u4f1a\u54e1\u304c\u6c17\u3065\u304b\u306a\u3044\u307e\u307e\u4f7f\u308f\u308c\u307e\u3059\u3002** \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u8aa4\u308a\u306f\u3001\u6587\u66f8\u306e\u66f8\u304d\u65b9\u304b\u7d5e\u308a\u8fbc\u307f\u306e\u8a2d\u5b9a\u306b\u539f\u56e0\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u30011,200\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** 7\u5272\u524d\u5f8c\u306f\u30c1\u30e3\u30c3\u30c8\u3067\u7d42\u308f\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u306f\u56de\u3063\u3066\u304d\u305f\u8cea\u554f\u3068\u624b\u7d9a\u304d\u306b\u6642\u9593\u3092\u4f7f\u3046\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u3044\uff08`answerSkippedReasons` \u304c\u8fd4\u308b\uff09 | \u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u3001\u4f1a\u54e1\u306b\u306f\u300c\u78ba\u8a8d\u3057\u3066\u3054\u9023\u7d61\u3057\u307e\u3059\u300d\u3068\u8fd4\u3059 |\n| \u6839\u62e0\u306e\u5f37\u3055\u306e\u6c34\u6e96\u3067\u56de\u7b54\u304c\u843d\u3061\u308b | \u540c\u3058\u304f\u5f85\u3061\u884c\u5217\u3078\u3002\u7406\u7531\u3092\u6b8b\u3059 |\n| \u56de\u7b54\u306b\u91d1\u984d\u306e\u8868\u8a18\u304c\u6df7\u3056\u308b | \u56de\u7b54\u3092\u8868\u793a\u305b\u305a\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u3001\u6307\u793a\u3068\u6587\u66f8\u3092\u898b\u76f4\u3059 |\n| \u4f1a\u54e1\u306e\u60c5\u5831\u304c\u5f15\u3051\u306a\u3044 | \u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u305a\u3001\u30d5\u30ed\u30f3\u30c8\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6848\u5185\u3059\u308b |\n| 18\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u304c\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u3053\u3046\u3068\u3059\u308b | \u5165\u53e3\u3092\u51fa\u3055\u306a\u3044\u3002\u4fdd\u8b77\u8005\u306e\u4f1a\u54e1\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u30d5\u30ed\u30f3\u30c8\u3092\u6848\u5185\u3059\u308b |\n| \u9000\u4f1a\u3084\u82e6\u60c5\u306e\u7533\u3057\u51fa | \u56de\u7b54\u3092\u4f5c\u3089\u305a\u3001\u3059\u3050\u306b\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3059 |\n| \u3051\u304c\u3084\u4f53\u8abf\u306e\u76f8\u8ac7 | \u898f\u7d04\u3067\u7b54\u3048\u305a\u3001\u30d5\u30ed\u30f3\u30c8\u3068\u30c8\u30ec\u30fc\u30ca\u30fc\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3059\u308b |\n| \u6539\u5b9a\u306e\u65bd\u884c\u65e5\u3092\u307e\u305f\u3050\u8cea\u554f | \u4e21\u65b9\u306e\u7248\u306e\u6761\u9805\u3092\u5f15\u7528\u3057\u3001\u65bd\u884c\u65e5\u3092\u6dfb\u3048\u3066\u7b54\u3048\u308b |\n\n**6\u884c\u76ee\u306f\u3001\u8cea\u554f\u306e\u8a00\u8449\u3067\u632f\u308a\u5206\u3051\u307e\u3059\u3002** \u300c\u9000\u4f1a\u3057\u305f\u3044\u300d\u300c\u3084\u3081\u305f\u3044\u300d\u300c\u82e6\u60c5\u300d\u306a\u3069\u306e\u8a00\u8449\u304c\u5165\u3063\u305f\u8cea\u554f\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306b\u6e21\u3059\u524d\u306b\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\u3002**\u5f15\u304d\u6b62\u3081\u3084\u8b1d\u7f6a\u3092\u3001AI\u306e\u6587\u3067\u3057\u306a\u3044\u305f\u3081\u3067\u3059\u3002**","log_storage":"- \u4f1a\u8a71\u306e\u8a18\u9332\uff08\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u756a\u53f7\u3001\u8cea\u554f\u3001\u56de\u7b54\u3001\u5f15\u7528\u3001\u65e5\u6642\uff09\u3002\u4f1a\u54e1\u756a\u53f7\u306f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u5225\u306b\u6301\u3061\u307e\u3059\n- \u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u7d5e\u308a\u8fbc\u307f\uff08\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u65e5\u4ed8\uff09\u3068\u3001\u5f15\u7528\u3057\u305f\u6587\u66f8\u306e\u7248\n- \u8868\u793a\u3057\u305f\u6599\u91d1\u306e\u884c\u3068\u3001\u6599\u91d1\u8868\u306e\u65bd\u884c\u65e5\n- \u56de\u3057\u305f\u8cea\u554f\u3068\u7406\u7531\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u8fd4\u4e8b\n- \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u8aa4\u308a\u3068\u3001\u76f4\u3057\u305f\u6587\u66f8\n\n**2\u884c\u76ee\u306e\u300c\u6587\u66f8\u306e\u7248\u300d\u304c\u3001\u7533\u3057\u51fa\u3078\u306e\u7b54\u3048\u306b\u306a\u308a\u307e\u3059\u3002** \u4f1a\u54e1\u306b\u300c\u30c1\u30e3\u30c3\u30c8\u3067\u305d\u3046\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u305d\u306e\u65e5\u306b\u6709\u52b9\u3060\u3063\u305f\u7248\u306e\u3001\u3069\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u305f\u304b\u3092\u793a\u305b\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":30,"assumption_frequency":1200,"assumption_workdays":20,"volume_month":1200,"before_minutes_per_case":6,"after_minutes_per_case":2,"hourly_cost":2000,"before_hours_month":120,"after_hours_month":40,"saved_hours_month":80,"reduction_rate":67,"saved_hours_year":960,"annual_cost_effect":1920000,"summary":"\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u306e\u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u5c4a\u304f\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u65bd\u8a2d\u5229\u7528\u306e\u8cea\u554f\u306b\u3001\u4f1a\u54e1\u898f\u7d04\u3068\u5e97\u8217\u3054\u3068\u306e\u65bd\u8a2d\u6848\u5185\u3092\u6839\u62e0\u306b\u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u307e\u3059\u3002\u624b\u7d9a\u304d\u304c\u8981\u308b\u3082\u306e\u3068\u7b54\u3048\u3089\u308c\u306a\u3044\u3082\u306e\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\u3002","before_flow":"1. \u4f1a\u54e1\u304b\u3089\u96fb\u8a71\u30fb\u7a93\u53e3\u30fb\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u8cea\u554f\u3092\u53d7\u3051\u308b\n2. \u4f1a\u54e1\u756a\u53f7\u3067\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u304d\u3001\u30d7\u30e9\u30f3\u3068\u6240\u5c5e\u5e97\u8217\u3092\u78ba\u304b\u3081\u308b\n3. \u4f1a\u54e1\u898f\u7d04\u304b\u65bd\u8a2d\u6848\u5185\u3092\u958b\u304d\u3001\u8a72\u5f53\u3059\u308b\u6761\u9805\u3092\u63a2\u3059\u3002\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u5e97\u9577\u3084\u672c\u90e8\u306b\u805e\u304f\n4. \u4f1a\u54e1\u306b\u7b54\u3048\u308b\u3002\u624b\u7d9a\u304d\u304c\u8981\u308b\u3082\u306e\u306f\u7533\u8acb\u66f8\u306e\u6848\u5185\u3092\u3059\u308b\n5. \u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u3001\u55b6\u696d\u6642\u9593\u5185\u306b\u8fd4\u4e8b\u3092\u66f8\u304f\n\n**\uff08a\uff09\u540c\u3058\u8aac\u660e\u3092\u7e70\u308a\u8fd4\u3057\u3066\u3044\u308b\u3002** \u6708\u672b\u306e\u4f11\u4f1a\u306e\u7de0\u3081\u5207\u308a\u306e\u524d\u306f\u3001**\u540c\u3058\u300c\u4f11\u4f1a\u306e\u7533\u3057\u51fa\u306f\u3044\u3064\u307e\u3067\u304b\u300d\u306b1\u65e5\u306b\u4f55\u5ea6\u3082\u7b54\u3048\u307e\u3059\u3002** \u96fb\u8a71\u304c\u3075\u3055\u304c\u3063\u3066\u3044\u308b\u9593\u3001\u7a93\u53e3\u306e\u4f1a\u54e1\u3092\u5f85\u305f\u305b\u307e\u3059\u3002\n\n**\uff08b\uff09\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u3067\u7b54\u3048\u304c\u5909\u308f\u308b\u3002** \u99d0\u8eca\u5834\u306e\u6271\u3044\u3001\u55b6\u696d\u6642\u9593\u3001\u4f7f\u3048\u308b\u8a2d\u5099\u306f\u5e97\u8217\u3054\u3068\u306b\u9055\u3044\u3001\u4f11\u4f1a\u306e\u6761\u4ef6\u3084\u4ed6\u5e97\u8217\u306e\u5229\u7528\u306f\u30d7\u30e9\u30f3\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002**\u30d5\u30ed\u30f3\u30c8\u306f\u81ea\u5206\u306e\u5e97\u8217\u306e\u3053\u3068\u306f\u899a\u3048\u3066\u3044\u3066\u3082\u3001\u4ed6\u306e\u5e97\u8217\u306e\u4f1a\u54e1\u304b\u3089\u805e\u304b\u308c\u308b\u3068\u7b54\u3048\u306b\u8a70\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u898f\u7d04\u306e\u6539\u5b9a\u304c\u5c4a\u304b\u306a\u3044\u3002** \u898f\u7d04\u3084\u6599\u91d1\u8868\u304c\u6539\u5b9a\u3055\u308c\u308b\u3068\u3001\u672c\u90e8\u304b\u3089\u6587\u66f8\u304c\u914d\u3089\u308c\u307e\u3059\u304c\u3001**\u30a2\u30eb\u30d0\u30a4\u30c8\u307e\u3067\u884c\u304d\u6e21\u308b\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002** \u53e4\u3044\u8aac\u660e\u306f\u3001\u305f\u3044\u3066\u3044\u6539\u5b9a\u306e\u76f4\u5f8c\u306b\u8d77\u304d\u307e\u3059\u3002\n\n**\uff08d\uff09\u55b6\u696d\u6642\u9593\u5916\u306b\u7b54\u3048\u3089\u308c\u306a\u3044\u3002** \u591c\u306b\u4f1a\u54e1\u30a2\u30d7\u30ea\u3078\u5c4a\u3044\u305f\u8cea\u554f\u306f\u3001\u7fcc\u65e5\u307e\u3067\u5f85\u305f\u305b\u307e\u3059\u3002**\u4f11\u4f1a\u306e\u7de0\u3081\u5207\u308a\u306e\u65e5\u306e\u591c\u306b\u5c4a\u3044\u305f\u8cea\u554f\u306f\u3001\u7b54\u3048\u305f\u3068\u304d\u306b\u306f\u7de0\u3081\u5207\u308a\u3092\u904e\u304e\u3066\u3044\u307e\u3059\u3002**\n\n**\uff08e\uff09\u624b\u7d9a\u304d\u3068\u8cea\u554f\u304c\u6df7\u3056\u308b\u3002** \u300c\u4f11\u4f1a\u3057\u305f\u3044\u300d\u3068\u3044\u3046\u4f1a\u54e1\u306f\u3001\u6761\u4ef6\u3092\u805e\u304d\u305f\u3044\u3060\u3051\u306e\u3053\u3068\u3082\u3042\u308c\u3070\u3001\u3059\u3050\u624b\u7d9a\u304d\u3057\u305f\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002**\u30d5\u30ed\u30f3\u30c8\u306f\u8a71\u3092\u805e\u304d\u306a\u304c\u3089\u3001\u3069\u3061\u3089\u304b\u3092\u898b\u5206\u3051\u3066\u3044\u307e\u3059\u3002**","before_flow_steps":["\u4f1a\u54e1\u304b\u3089\u96fb\u8a71\u30fb\u7a93\u53e3\u30fb\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u8cea\u554f\u3092\u53d7\u3051\u308b","\u4f1a\u54e1\u756a\u53f7\u3067\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u958b\u304d\u3001\u30d7\u30e9\u30f3\u3068\u6240\u5c5e\u5e97\u8217\u3092\u78ba\u304b\u3081\u308b","\u4f1a\u54e1\u898f\u7d04\u304b\u65bd\u8a2d\u6848\u5185\u3092\u958b\u304d\u3001\u8a72\u5f53\u3059\u308b\u6761\u9805\u3092\u63a2\u3059\u3002\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u5e97\u9577\u3084\u672c\u90e8\u306b\u805e\u304f","\u4f1a\u54e1\u306b\u7b54\u3048\u308b\u3002\u624b\u7d9a\u304d\u304c\u8981\u308b\u3082\u306e\u306f\u7533\u8acb\u66f8\u306e\u6848\u5185\u3092\u3059\u308b","\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306f\u3001\u55b6\u696d\u6642\u9593\u5185\u306b\u8fd4\u4e8b\u3092\u66f8\u304f"],"after_flow":"1. **\u3010\u4f1a\u54e1\u3011** \u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u8cea\u554f\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206\u3092\u5f15\u304f\u3002**18\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u306b\u306f\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3055\u306a\u3044**\n3. **\u3010\u81ea\u52d5\u3011** \u6240\u5c5e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u3067\u7d5e\u308a\u8fbc\u307f\u3092\u4f5c\u308a\u3001Agent Search\uff08Vertex AI Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u306b\u8cea\u554f\u3092\u6e21\u3059\n4. **\u3010\u81ea\u52d5\u3011** answer \u30e1\u30bd\u30c3\u30c9\u304c\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u304b\u3089\u6761\u9805\u3092\u5f15\u304d\u3001\u5f15\u7528\u4ed8\u304d\u306e\u56de\u7b54\u3092\u8fd4\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u5f15\u7528\u3055\u308c\u305f\u6761\u9805\u306b\u300c\u624b\u7d9a\u304d\u304c\u8981\u308b\u300d\u306e\u5370\u304c\u3042\u308c\u3070\u3001\u300c\u30d5\u30ed\u30f3\u30c8\u3067\u624b\u7d9a\u304d\u300d\u306e\u30dc\u30bf\u30f3\u3092\u51fa\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u4f1a\u8cbb\u306e\u8cea\u554f\u306b\u306f\u3001\u6599\u91d1\u8868\u306e\u5024\u3092\u56de\u7b54\u306e\u4e0b\u306b\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u6839\u62e0\u304c\u5f31\u3044\u56de\u7b54\u306f\u3001\u6240\u5c5e\u5e97\u8217\u306e\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3059\n8. **\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u304c\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u3001\u624b\u7d9a\u304d\u306e\u7533\u3057\u51fa\u3092\u53d7\u3051\u308b\n\n**2\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u524d\u63d0\u3067\u3059\u3002** Google Cloud \u306e\u898f\u7d04\u306f\u3001\u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u309218\u6b73\u672a\u6e80\u304c\u4f7f\u3046\uff08\u4f7f\u3044\u3046\u308b\uff09\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u90e8\u3068\u3057\u3066\u4f7f\u3046\u3053\u3068\u3092\u7981\u3058\u3066\u3044\u307e\u3059\u3002**\u30c1\u30e3\u30c3\u30c8\u306f\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u4f1a\u54e1\u3060\u3051\u306b\u51fa\u3057\u3001\u4f1a\u54e1\u306e\u751f\u5e74\u6708\u65e5\u306718\u6b73\u672a\u6e80\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u306f\u51fa\u3057\u307e\u305b\u3093\u3002** \u30ed\u30b0\u30a4\u30f3\u3057\u306a\u3044\u516c\u958b\u306eWeb\u30b5\u30a4\u30c8\u306b\u306f\u7f6e\u304d\u307e\u305b\u3093\u3002\n\n**7\u756a\u76ee\u3067\u56de\u3059\u57fa\u6e96\u306f\u3001\u7b54\u3048\u306e\u4e2d\u8eab\u3067\u306f\u306a\u304f\u3001answer \u30e1\u30bd\u30c3\u30c9\u304c\u8fd4\u3059\u5370\u3067\u6c7a\u3081\u307e\u3059\u3002** \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u7406\u7531\uff08`answerSkippedReasons`\uff09\u3084\u3001\u6839\u62e0\u306e\u5f37\u3055\u3067\u7d5e\u3063\u305f\u7d50\u679c\u3067\u3059\u3002**\u300c\u7b54\u3048\u306b\u81ea\u4fe1\u304c\u3042\u308b\u304b\u300d\u3092AI\u306b\u805e\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u8fd4\u3063\u3066\u304d\u305f\u5370\u3067\u6a5f\u68b0\u7684\u306b\u632f\u308a\u5206\u3051\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4f1a\u54e1\u3011** \u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u8cea\u554f\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206\u3092\u5f15\u304f\u3002**18\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u306b\u306f\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3055\u306a\u3044**","**\u3010\u81ea\u52d5\u3011** \u6240\u5c5e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u3067\u7d5e\u308a\u8fbc\u307f\u3092\u4f5c\u308a\u3001Agent Search\uff08Vertex AI Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9\u306b\u8cea\u554f\u3092\u6e21\u3059","**\u3010\u81ea\u52d5\u3011** answer \u30e1\u30bd\u30c3\u30c9\u304c\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u304b\u3089\u6761\u9805\u3092\u5f15\u304d\u3001\u5f15\u7528\u4ed8\u304d\u306e\u56de\u7b54\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u5f15\u7528\u3055\u308c\u305f\u6761\u9805\u306b\u300c\u624b\u7d9a\u304d\u304c\u8981\u308b\u300d\u306e\u5370\u304c\u3042\u308c\u3070\u3001\u300c\u30d5\u30ed\u30f3\u30c8\u3067\u624b\u7d9a\u304d\u300d\u306e\u30dc\u30bf\u30f3\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u4f1a\u8cbb\u306e\u8cea\u554f\u306b\u306f\u3001\u6599\u91d1\u8868\u306e\u5024\u3092\u56de\u7b54\u306e\u4e0b\u306b\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u6839\u62e0\u304c\u5f31\u3044\u56de\u7b54\u306f\u3001\u6240\u5c5e\u5e97\u8217\u306e\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3059","**\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u304c\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u3001\u624b\u7d9a\u304d\u306e\u7533\u3057\u51fa\u3092\u53d7\u3051\u308b"],"architecture":"```\n\u4f1a\u54e1\u898f\u7d04  \u5e97\u8217\u3054\u3068\u306e\u65bd\u8a2d\u6848\u5185  \u624b\u7d9a\u304d\u306e\u6848\u5185  \u6599\u91d1\u8868\uff08\u8868\u8a08\u7b97\uff09\n   \u2502  \u6587\u66f8\u3054\u3068\u306b\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u7248\u30fb\u65bd\u884c\u65e5\u30fb\u624b\u7d9a\u304d\u306e\u5370\u3092\u4ed8\u3051\u308b\n   \u25bc\nCloud Storage \u2500\u2500 \u30e1\u30bf\u30c7\u30fc\u30bf\uff08JSON Lines\uff09        \u6599\u91d1\u8868\u306e\u5024\uff08\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff09\n   \u25bc\nAgent Search\uff08Vertex AI Search\uff09\u2500\u2500 \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u3001\u30c1\u30e3\u30f3\u30af\u5206\u5272\uff09\n   \u25b2\n   \u2502 answer \u30e1\u30bd\u30c3\u30c9\uff08session\u3001filter\u3001\u5f15\u7528\u3001\u6839\u62e0\u306e\u5f37\u3055\uff09\n\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3001Cloud Run\uff09\n   \u251c\u2500\u2500\u25b6 \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\uff1a\u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206\n   \u251c\u2500\u2500\u25b6 \u6599\u91d1\u8868\u306e\u5024\u306e\u8868\u793a\n   \u251c\u2500\u2500\u25b6 \u624b\u7d9a\u304d\u306e\u5370 \u2192\u300c\u30d5\u30ed\u30f3\u30c8\u3067\u624b\u7d9a\u304d\u300d\u30dc\u30bf\u30f3\n   \u2514\u2500\u2500\u25b6 \u56de\u7b54\u306a\u3057\u30fb\u6839\u62e0\u304c\u5f31\u3044 \u2192 \u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\n   \u25b2\n\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30c1\u30e3\u30c3\u30c8 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u4f1a\u54e1\u306e\u8cea\u554f\uff0818\u6b73\u4ee5\u4e0a\u306e\u4f1a\u54e1\u3060\u3051\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Vertex AI Search\uff08Agent Search\uff09\u306e answer \u30e1\u30bd\u30c3\u30c9 | Azure AI Search\u3001Amazon OpenSearch Service |\n| \u751f\u6210AI | Gemini\uff08answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u306e\u751f\u6210\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\uff09 | \u2500 |\n| \u9023\u643a | \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\uff08Python\u3002Cloud Run \u3067\u52d5\u304b\u3057\u3001\u4f1a\u54e1\u30a2\u30d7\u30ea\u30fb\u4f1a\u54e1\u7ba1\u7406\u30fb\u6599\u91d1\u8868\u30fb\u5f85\u3061\u884c\u5217\u3092\u3064\u306a\u3050\uff09 | Node.js \u3067\u540c\u3058\u3082\u306e\u3092\u66f8\u304f |\n| \u4fdd\u7ba1 | Cloud Storage\uff08\u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u306e\u5199\u3057\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3001\u4f1a\u8a71\u306e\u8a18\u9332\uff09 | \u2500 |\n\n**\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u751f\u5e74\u6708\u65e5\u304b\u3089\u51fa\u3057\u305f\u5e74\u9f62\u306e\u533a\u5206\u3092\u8aad\u3080\u3060\u3051\u3067\u3059\u3002\u4f11\u4f1a\u30fb\u5909\u66f4\u30fb\u9000\u4f1a\u306e\u53d7\u4ed8\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u571f\u53f0\u306f\u3001Agent Search \u306e answer \u30e1\u30bd\u30c3\u30c9\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Vertex AI Search \u306f Agent Search \u3078\u6539\u79f0\u4e2d\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002answer \u30e1\u30bd\u30c3\u30c9\u306f\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089\u56de\u7b54\u3092\u4f5c\u308a\u3001**`session` \u3092\u6e21\u3057\u3066\u524d\u306e\u3084\u308a\u53d6\u308a\u3092\u8e0f\u307e\u3048\u305f\u8ffd\u52a0\u306e\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u307e\u3059\u3002** \u8ffd\u52a0\u306e\u8cea\u554f\u3092\u4f7f\u3046\u306b\u306f\u3001\u30a2\u30d7\u30ea\u306e\u300cGenerative responses\u300d\u306e\u8a2d\u5b9a\u3092\u6709\u52b9\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u53e4\u3044 converse \u30e1\u30bd\u30c3\u30c9\u306f\u975e\u63a8\u5968\u306b\u306a\u308a\u3001answer \u30e1\u30bd\u30c3\u30c9\u306b\u7f6e\u304d\u63db\u308f\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u4f1a\u54e1\u3054\u3068\u306e\u4e8b\u60c5\u306f `endUserSpec` \u3067\u6e21\u305b\u307e\u3059\u3002** \u516c\u5f0f\u3067\u306f\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u5229\u7528\u8005\u306e\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u306e\u60c5\u5831\u3092 `endUserMetadata` \u306b\u5165\u308c\u3066\u56de\u7b54\u3092\u500b\u4eba\u306b\u5408\u308f\u305b\u3089\u308c\u3001\u6587\u5b57\u5217\u306e\u4e0a\u9650\u306f8,000\u6587\u5b57\u3067\u3059\u3002**\u6e21\u3059\u306e\u306f\u30d7\u30e9\u30f3\u3068\u6240\u5c5e\u5e97\u8217\u3068\u72b6\u614b\uff08\u5728\u7c4d\u30fb\u4f11\u4f1a\u4e2d\uff09\u3060\u3051\u3067\u3001\u6c0f\u540d\u3084\u4f1a\u54e1\u756a\u53f7\u306f\u6e21\u3057\u307e\u305b\u3093\u3002**\n\n**\u53d6\u308a\u8fbc\u307f\u306b\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u3068\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3092\u4f7f\u3044\u307e\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u306f\u6bb5\u843d\u30fb\u8868\u30fb\u30ea\u30b9\u30c8\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3057\u3001\u30c1\u30e3\u30f3\u30af\u306e\u5927\u304d\u3055\u306f100\u301c500\u30c8\u30fc\u30af\u30f3\uff08\u65e2\u5b9a500\uff09\u3001`includeAncestorHeadings` \u3067\u4e0a\u4f4d\u306e\u898b\u51fa\u3057\u3092\u5404\u30c1\u30e3\u30f3\u30af\u306b\u4ed8\u3051\u3089\u308c\u307e\u3059\uff08\u65e2\u5b9a\u306f\u4ed8\u3051\u306a\u3044\uff09\u3002**\u300c\u7b2c12\u6761 \u4f11\u4f1a\u300d\u306e\u898b\u51fa\u3057\u304c\u4ed8\u304b\u306a\u3044\u3068\u3001\u6761\u9805\u306e\u4e00\u90e8\u3060\u3051\u3092\u5f15\u3044\u305f\u3068\u304d\u306b\u3001\u3069\u306e\u898f\u5b9a\u306e\u8a71\u304b\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u4f1a\u54e1\u304c\u4f1a\u54e1\u30a2\u30d7\u30ea\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u753b\u9762\u3067\u8cea\u554f\u3092\u9001\u3063\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u8cea\u554f\u3092\u53d7\u3051\u308b\u305f\u3073\u306b\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u4f1a\u54e1\u306e\u60c5\u5831\u3092\u5f15\u304d\u307e\u3059\u3002**\u4f1a\u54e1\u306e\u72b6\u614b\u306f\u6708\u306e\u9014\u4e2d\u3067\u3082\u5909\u308f\u308b\u306e\u3067\u3001\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u3044\u305f\u3068\u304d\u3067\u306f\u306a\u304f\u3001\u8cea\u554f\u306e\u305f\u3073\u306b\u5f15\u304d\u307e\u3059\u3002**\n\n**\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3059\u304b\u3069\u3046\u304b\u306f\u3001\u30ed\u30b0\u30a4\u30f3\u3057\u305f\u6642\u70b9\u3067\u6c7a\u3081\u307e\u3059\u3002** \u751f\u5e74\u6708\u65e5\u304b\u308918\u6b73\u672a\u6e80\u3068\u5206\u304b\u308b\u4f1a\u54e1\u3001\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u306e\u4f1a\u54e1\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u306f\u3001\u30c1\u30e3\u30c3\u30c8\u306e\u5165\u53e3\u3092\u51fa\u3057\u307e\u305b\u3093\u3002**\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u306e\u8cea\u554f\u306f\u3001\u4fdd\u8b77\u8005\u306e\u4f1a\u54e1\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u3001\u30d5\u30ed\u30f3\u30c8\u3067\u53d7\u3051\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u6599\u91d1\u8868\u306e\u6539\u5b9a\u3067\u3059\u3002** \u672c\u90e8\u304c\u6539\u5b9a\u3057\u305f\u6587\u66f8\u3092 Cloud Storage \u306e\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u7f6e\u304d\u3001\u65bd\u884c\u65e5\u3092\u4ed8\u3051\u3066\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u65bd\u884c\u65e5\u306e\u524d\u306b\u53d6\u308a\u8fbc\u3093\u3067\u304a\u304d\u3001\u7d5e\u308a\u8fbc\u307f\u3067\u65bd\u884c\u65e5\u3092\u898b\u3066\u5207\u308a\u66ff\u3048\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u4f1a\u54e1\u306e\u8cea\u554f | \u30c1\u30e3\u30c3\u30c8\u306e\u672c\u6587\u3068\u3001\u540c\u3058\u4f1a\u8a71\u306e\u524d\u306e\u8cea\u554f | \u4f1a\u54e1\u30a2\u30d7\u30ea |\n| \u4f1a\u54e1\u306e\u60c5\u5831 | \u6240\u5c5e\u5e97\u8217\u3001\u30d7\u30e9\u30f3\u3001\u72b6\u614b\uff08\u5728\u7c4d\u30fb\u4f11\u4f1a\u4e2d\uff09\u3001\u5e74\u9f62\u306e\u533a\u5206 | \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0 |\n| \u4f1a\u54e1\u898f\u7d04 | \u5168\u5e97\u8217\u5171\u901a\u306e\u898f\u7d04\u3002\u6761\u3054\u3068\u306b\u898b\u51fa\u3057 | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08Agent Search\uff09 |\n| \u65bd\u8a2d\u6848\u5185 | \u5e97\u8217\u3054\u3068\u306e\u55b6\u696d\u6642\u9593\u30fb\u8a2d\u5099\u30fb\u99d0\u8eca\u5834\u30fb\u30ec\u30f3\u30bf\u30eb\u54c1\u30fb\u30b9\u30bf\u30b8\u30aa\u306e\u4e88\u7d04\u306e\u6c7a\u307e\u308a | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2 |\n| \u624b\u7d9a\u304d\u306e\u6848\u5185 | \u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u9000\u4f1a\u30fb\u4ed6\u5e97\u8217\u306e\u767b\u9332\u306e\u53d7\u4ed8\u306e\u7de0\u3081\u5207\u308a\u3068\u65b9\u6cd5 | \u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08\u624b\u7d9a\u304d\u306e\u5370\u4ed8\u304d\uff09 |\n| \u6599\u91d1\u8868 | \u30d7\u30e9\u30f3\u5225\u30fb\u5e97\u8217\u5225\u306e\u6708\u4f1a\u8cbb\u3001\u4f11\u4f1a\u4e2d\u306e\u4f1a\u8cbb\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u6599\u91d1 | \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u8868\u8a08\u7b97\u304b\u3089\u53d6\u308a\u8fbc\u3080\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u65bd\u8a2d\u6848\u5185\u304c\u5e97\u8217\u3054\u3068\u306b\u66f8\u304d\u5206\u3051\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002** \u5168\u5e97\u8217\u306e\u6848\u5185\u304c1\u3064\u306e\u6587\u66f8\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u308b\u3068\u3001\u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u304d\u307e\u305b\u3093\u3002**\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u3001\u5e97\u8217\u306e\u756a\u53f7\u3092\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u5165\u308c\u307e\u3059\u3002**\n\n**\u6599\u91d1\u8868\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u5165\u308c\u307e\u305b\u3093\u3002** \u91d1\u984d\u306f\u56de\u7b54\u306e\u6587\u306b\u51fa\u3055\u305a\u3001\u6599\u91d1\u8868\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a\u3057\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306b\u6599\u91d1\u8868\u3092\u5165\u308c\u308b\u3068\u3001\u56de\u7b54\u306b\u91d1\u984d\u304c\u6df7\u3056\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u6587\u66f8\u3054\u3068\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306f\u3001JSON Lines \u3067\u6b21\u306e\u3088\u3046\u306b\u66f8\u304d\u307e\u3059\u3002\n\n```json\n{\"id\": \"facility-s03-2026-10\", \"structData\": {\"title\": \"\u65bd\u8a2d\u6848\u5185\uff08S03 \u99c5\u524d\u5e97\uff09\", \"store_id\": \"S03\", \"plan\": [\"ALL\"], \"doc_kind\": \"facility\", \"needs_front\": false, \"effective_from\": \"2026-10-01T00:00:00+09:00\", \"effective_to\": \"9999-12-31T00:00:00+09:00\"}, \"content\": {\"mimeType\": \"application\/pdf\", \"uri\": \"gs:\/\/club-docs\/facility\/s03_2026-10.pdf\"}}\n{\"id\": \"procedure-suspend-2026-04\", \"structData\": {\"title\": \"\u4f11\u4f1a\u306e\u624b\u7d9a\u304d\", \"store_id\": \"ALL\", \"plan\": [\"ALL\"], \"doc_kind\": \"procedure\", \"needs_front\": true, \"effective_from\": \"2026-04-01T00:00:00+09:00\", \"effective_to\": \"9999-12-31T00:00:00+09:00\"}, \"content\": {\"mimeType\": \"application\/pdf\", \"uri\": \"gs:\/\/club-docs\/procedure\/suspend_2026-04.pdf\"}}\n```\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e\u547c\u3073\u51fa\u3057\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST ...\/engines\/club-faq\/servingConfigs\/default_search:answer\n{\n  \"query\": { \"text\": \"\u4f11\u4f1a\u4e2d\u3082\u30b9\u30bf\u30b8\u30aa\u306e\u30ec\u30c3\u30b9\u30f3\u306f\u4e88\u7d04\u3067\u304d\u307e\u3059\u304b\" },\n  \"session\": \"projects\/...\/engines\/club-faq\/sessions\/SESSION_ID\",\n  \"searchSpec\": {\n    \"searchParams\": {\n      \"filter\": \"store_id: ANY(\\\"S03\\\", \\\"ALL\\\") AND plan: ANY(\\\"REGULAR\\\", \\\"ALL\\\") AND effective_from <= \\\"2026-10-14T00:00:00+09:00\\\" AND effective_to > \\\"2026-10-14T00:00:00+09:00\\\"\"\n    }\n  },\n  \"groundingSpec\": { \"filteringLevel\": \"FILTERING_LEVEL_HIGH\", \"includeGroundingSupports\": true },\n  \"answerGenerationSpec\": {\n    \"includeCitations\": true,\n    \"ignoreAdversarialQuery\": true,\n    \"ignoreNonAnswerSeekingQuery\": true,\n    \"ignoreLowRelevantContent\": true,\n    \"answerLanguageCode\": \"ja\",\n    \"promptSpec\": { \"preamble\": \"\uff08\u6b21\u306e\u5c0f\u898b\u51fa\u3057\u306e\u6307\u793a\uff09\" }\n  },\n  \"endUserSpec\": {\n    \"endUserMetadata\": [\n      { \"chunkInfo\": { \"content\": \"\u6240\u5c5e\u5e97\u8217\u306fS03\u3002\u30d7\u30e9\u30f3\u306f\u30ec\u30ae\u30e5\u30e9\u30fc\u3002\u72b6\u614b\u306f\u5728\u7c4d\u3002\",\n                       \"documentMetadata\": { \"title\": \"\u4f1a\u54e1\u306e\u6240\u5c5e\u3068\u30d7\u30e9\u30f3\" } } }\n    ]\n  }\n}\n```\n\n**`session` \u306b\u306f\u3001\u4f1a\u8a71\u3092\u59cb\u3081\u308b\u3068\u304d\u306b\u30a2\u30d7\u30ea\u306e sessions \u3092\u4f5c\u3063\u3066\u5f97\u305f\u756a\u53f7\u3092\u5165\u308c\u3001\u540c\u3058\u4f1a\u8a71\u3067\u306f\u6bce\u56de\u540c\u3058\u756a\u53f7\u3092\u6e21\u3057\u307e\u3059\u3002** \u30bb\u30c3\u30b7\u30e7\u30f3\u306b\u306f\u5229\u7528\u8005\u306e\u4eee\u306e ID\uff08`userPseudoId`\uff09\u3092\u4ed8\u3051\u3089\u308c\u308b\u306e\u3067\u3001\u4f1a\u54e1\u756a\u53f7\u3067\u306f\u306a\u304f\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4f1a\u54e1\u3054\u3068\u306b\u632f\u3063\u305f\u5225\u306e\u756a\u53f7\u3092\u5165\u308c\u307e\u3059\u3002\n\n**\u7d5e\u308a\u8fbc\u307f\u306e `ANY()` \u306f\u3001\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3067\u3059\u3002** \u5e97\u8217\u306e\u756a\u53f7\u3068\u300cALL\u300d\u3092\u4e26\u3079\u3001**\u305d\u306e\u5e97\u8217\u306e\u6848\u5185\u3068\u5168\u5e97\u8217\u5171\u901a\u306e\u898f\u7d04\u3060\u3051\u3092\u5f15\u304d\u307e\u3059\u3002** \u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u9805\u76ee\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u306e\u30b9\u30ad\u30fc\u30de\u3067\u7d22\u5f15\u53ef\u80fd\uff08Indexable\uff09\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u65bd\u884c\u65e5\u306e\u6bd4\u8f03\u306f\u3001ISO 8601 \u306e\u65e5\u6642\u306e\u6587\u5b57\u5217\u3067\u66f8\u3051\u307e\u3059\u3002\n\n**`groundingSpec` \u306e `filteringLevel` \u306f\u3001\u6839\u62e0\u306e\u5f31\u3044\u56de\u7b54\u3092\u843d\u3068\u3059\u8a2d\u5b9a\u3067\u3059\u3002** \u4f4e\u30fb\u9ad8\u306e2\u3064\u306e\u6c34\u6e96\u304c\u3042\u308a\u3001\u6307\u5b9a\u3057\u306a\u3051\u308c\u3070\u843d\u3068\u3057\u307e\u305b\u3093\u3002**\u4f1a\u54e1\u306b\u76f4\u63a5\u8fd4\u3059\u306e\u3067\u3001\u9ad8\u3044\u6c34\u6e96\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u843d\u3061\u305f\u8cea\u554f\u306f\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u6587\u66f8\u306e\u5206\u5272** \u2026 \u65bd\u8a2d\u6848\u5185\u3092\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u3001\u624b\u7d9a\u304d\u306e\u6848\u5185\u3092\u624b\u7d9a\u304d\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u307e\u3059\n2. **\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u4ed8\u4e0e** \u2026 \u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u6587\u66f8\u306e\u7a2e\u985e\u30fb\u624b\u7d9a\u304d\u306e\u5370\u30fb\u65bd\u884c\u65e5\u3068\u5931\u52b9\u65e5\u3092 JSON Lines \u306b\u66f8\u304d\u307e\u3059\n3. **\u898b\u51fa\u3057\u306e\u6574\u3048** \u2026 \u898f\u7d04\u306e\u6761\u306e\u898b\u51fa\u3057\uff08\u300c\u7b2c12\u6761\uff08\u4f11\u4f1a\uff09\u300d\uff09\u3092\u3001PDF \u306e\u898b\u51fa\u3057\u3068\u3057\u3066\u691c\u51fa\u3055\u308c\u308b\u3088\u3046\u306b\u6574\u3048\u307e\u3059\n4. **\u6599\u91d1\u8868\u306e\u53d6\u308a\u8fbc\u307f** \u2026 \u8868\u8a08\u7b97\u306e\u6599\u91d1\u8868\u3092\u3001\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u9805\u76ee\u30fb\u91d1\u984d\u30fb\u65bd\u884c\u65e5\u306e\u884c\u306b\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u5165\u308c\u307e\u3059\n5. **\u4f1a\u54e1\u306e\u60c5\u5831\u306e\u6574\u3048** \u2026 \u751f\u5e74\u6708\u65e5\u304b\u3089\u5e74\u9f62\u306e\u533a\u5206\u3060\u3051\u3092\u51fa\u3057\u3001**`endUserMetadata` \u306b\u306f\u6c0f\u540d\u30fb\u4f1a\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u3092\u5165\u308c\u307e\u305b\u3093**\n6. **\u6539\u5b9a\u6642\u306e\u5207\u308a\u66ff\u3048** \u2026 \u65b0\u3057\u3044\u7248\u3092\u65bd\u884c\u65e5\u4ed8\u304d\u3067\u5165\u308c\u3001\u53e4\u3044\u7248\u306b\u5931\u52b9\u65e5\u3092\u4ed8\u3051\u307e\u3059\u3002**\u53e4\u3044\u7248\u306f\u6d88\u3055\u305a\u306b\u6b8b\u3057\u307e\u3059**\n\n**6\u756a\u76ee\u3067\u53e4\u3044\u7248\u3092\u6d88\u3055\u306a\u3044\u306e\u306f\u3001\u5f8c\u304b\u3089\u78ba\u304b\u3081\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u5148\u6708\u305d\u3046\u7b54\u3048\u3089\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u305d\u306e\u65e5\u306b\u6709\u52b9\u3060\u3063\u305f\u7248\u3067\u4f55\u3092\u7b54\u3048\u305f\u304b\u3092\u3001\u4f1a\u8a71\u306e\u8a18\u9332\u3068\u7248\u306e\u7d44\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u4f1a\u54e1\u306e\u8cea\u554f\u306b\u3001\u7d5e\u308a\u8fbc\u3093\u3060\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8cea\u554f\u3078\u306e\u56de\u7b54 | \u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u624b\u7d9a\u304d\u306e\u6848\u5185\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u4f1a\u54e1\u306b\u5206\u304b\u308b\u8a00\u8449\u3067\u7b54\u3048\u308b |\n| \u5f15\u7528 | \u56de\u7b54\u306e\u6587\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u6761\u9805\u3092\u5f15\u7528\u3068\u3057\u3066\u8fd4\u3059 |\n| \u8ffd\u52a0\u306e\u8cea\u554f\u3078\u306e\u5bfe\u5fdc | \u540c\u3058\u4f1a\u8a71\u306e\u524d\u306e\u8cea\u554f\u3092\u8e0f\u307e\u3048\u3066\u7b54\u3048\u308b\uff08\u300c\u305d\u308c\u306f\u4f11\u4f1a\u4e2d\u3082\uff1f\u300d\uff09 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306e\u533a\u5225 | \u898f\u7d04\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u7b54\u3048\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4f1a\u8cbb\u306e\u91d1\u984d\u3092\u66f8\u304f | \u6599\u91d1\u8868\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8868\u793a\u3059\u308b |\n| \u624b\u7d9a\u304d\u3092\u53d7\u3051\u4ed8\u3051\u308b | \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u30d5\u30ed\u30f3\u30c8\u304c\u53d7\u3051\u308b |\n| \u898f\u7d04\u306b\u7121\u3044\u4f8b\u5916\u3092\u7d04\u675f\u3059\u308b | \u3051\u304c\u3084\u8ee2\u52e4\u306e\u7279\u4f8b\u306f\u5e97\u9577\u3068\u672c\u90e8\u304c\u5224\u65ad\u3059\u308b |\n| \u4ed6\u306e\u5e97\u8217\u30fb\u4ed6\u306e\u30d7\u30e9\u30f3\u306e\u6761\u9805\u3067\u7b54\u3048\u308b | \u7d5e\u308a\u8fbc\u307f\u3067\u5f15\u304b\u305b\u306a\u3044 |\n| \u4f1a\u54e1\u306e\u500b\u4eba\u306e\u4e8b\u60c5\u3092\u63a8\u6e2c\u3059\u308b | \u6e21\u3059\u306e\u306f\u30d7\u30e9\u30f3\u30fb\u5e97\u8217\u30fb\u72b6\u614b\u3060\u3051 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u6599\u91d1\u8868\u3092\u5f15\u3051\u308b\u72b6\u614b\u306b\u3059\u308b\u3068\u3001\u300c\u4f11\u4f1a\u4e2d\u306e\u4f1a\u8cbb\u306f\u6708\u25cb\u5186\u3067\u3059\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u6539\u5b9a\u306e\u524d\u306e\u91d1\u984d\u3084\u3001\u5225\u306e\u30d7\u30e9\u30f3\u306e\u91d1\u984d\u304c\u6df7\u3056\u308b\u3068\u3001\u305d\u306e\u307e\u307e\u4f1a\u54e1\u3068\u306e\u7d04\u675f\u306b\u306a\u308a\u307e\u3059\u3002** \u91d1\u984d\u306f\u56de\u7b54\u304b\u3089\u5916\u3057\u3001\u8868\u793a\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u3051\u6301\u3061\u307e\u3059\u3002\n\n**\u4f1a\u54e1\u306e\u72b6\u614b\u3092\u6e21\u3059\u306e\u306f\u3001\u540c\u3058\u8cea\u554f\u3067\u3082\u7b54\u3048\u304c\u5909\u308f\u308b\u304b\u3089\u3067\u3059\u3002** \u300c\u30b9\u30bf\u30b8\u30aa\u3092\u4e88\u7d04\u3067\u304d\u308b\u304b\u300d\u306f\u3001\u5728\u7c4d\u4e2d\u306e\u4f1a\u54e1\u3068\u4f11\u4f1a\u4e2d\u306e\u4f1a\u54e1\u3067\u7b54\u3048\u304c\u9055\u3044\u307e\u3059\u3002**\u72b6\u614b\u3092 `endUserMetadata` \u306b\u5165\u308c\u3066\u304a\u304f\u3068\u3001\u4f11\u4f1a\u4e2d\u306e\u4f1a\u54e1\u306b\u306f\u4f11\u4f1a\u4e2d\u306e\u6c7a\u307e\u308a\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u307e\u3059\u3002** \u305f\u3060\u3057\u72b6\u614b\u306f\u8cea\u554f\u306e\u305f\u3073\u306b\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u5f15\u304d\u76f4\u3057\u3001\u4f1a\u8a71\u306e\u9014\u4e2d\u3067\u4f11\u4f1a\u306e\u624b\u7d9a\u304d\u304c\u6e08\u3093\u3060\u5834\u5408\u306b\u3082\u53e4\u3044\u72b6\u614b\u3067\u7b54\u3048\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\nanswer \u30e1\u30bd\u30c3\u30c9\u306e `preamble` \u306b\u3001\u6b21\u306e\u6307\u793a\u3092\u5165\u308c\u307e\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u306e\u4f1a\u54e1\u30b5\u30dd\u30fc\u30c8\u3068\u3057\u3066\u3001\u4f1a\u54e1\u304b\u3089\u306e\u8cea\u554f\u306b\u7b54\u3048\u307e\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u4f1a\u54e1\u898f\u7d04\u30fb\u65bd\u8a2d\u6848\u5185\u30fb\u624b\u7d9a\u304d\u306e\u6848\u5185\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7b54\u3048\u65b9\u3011\n- \u77ed\u304f\u3001\u4f1a\u54e1\u306b\u5206\u304b\u308b\u8a00\u8449\u3067\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u6761\u306e\u756a\u53f7\u3092\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f1a\u54e1\u306e\u6240\u5c5e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306f\u3001\u4f1a\u54e1\u306e\u60c5\u5831\u3068\u3057\u3066\u6e21\u3057\u3066\u3044\u307e\u3059\u3002\n  \u4ed6\u306e\u5e97\u8217\u3084\u30d7\u30e9\u30f3\u306e\u6c7a\u307e\u308a\u3067\u7b54\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u624b\u7d9a\u304d\u304c\u5fc5\u8981\u306a\u5185\u5bb9\uff08\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u9000\u4f1a\u30fb\u4ed6\u5e97\u8217\u306e\u767b\u9332\uff09\u306f\u3001\n  \u7de0\u3081\u5207\u308a\u3068\u65b9\u6cd5\u3092\u6848\u5185\u3057\u3001\u300c\u624b\u7d9a\u304d\u306f\u30d5\u30ed\u30f3\u30c8\u3067\u627f\u308a\u307e\u3059\u300d\u3068\u6dfb\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\uff08\u4f1a\u8cbb\u30fb\u6599\u91d1\u30fb\u624b\u6570\u6599\uff09\u3092\u56de\u7b54\u306b\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u91d1\u984d\u306e\u8cea\u554f\u306b\u306f\u300c\u6599\u91d1\u306f\u4e0b\u306b\u8868\u793a\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u898f\u7d04\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4f8b\u5916\uff08\u3051\u304c\u30fb\u75c5\u6c17\u30fb\u8ee2\u52e4\u306a\u3069\u306e\u7279\u4f8b\uff09\u3092\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u500b\u5225\u306e\u3054\u4e8b\u60c5\u306f\u30d5\u30ed\u30f3\u30c8\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u300d\u3068\u6848\u5185\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6839\u62e0\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u306f\u3001\u63a8\u6e2c\u3067\u7b54\u3048\u305a\u306b\u300c\u3053\u306e\u5185\u5bb9\u306f\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u300d\u3068\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n- \u300c\u3067\u304d\u307e\u3059\u300d\u300c\u3067\u304d\u307e\u305b\u3093\u300d\u3068\u8a00\u3044\u5207\u308c\u308b\u306e\u306f\u3001\u6839\u62e0\u306e\u6761\u9805\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\u3060\u3051\u3067\u3059\u3002\n- \u5065\u5eb7\u72b6\u614b\u3084\u904b\u52d5\u306e\u53ef\u5426\u306b\u3064\u3044\u3066\u306e\u8cea\u554f\u306b\u306f\u7b54\u3048\u305a\u3001\u533b\u5e2b\u3084\u30c8\u30ec\u30fc\u30ca\u30fc\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c\u91d1\u984d\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u65bd\u8a2d\u6848\u5185\u306e\u4e2d\u306e\u6599\u91d1\u306e\u8a18\u8f09\u3092\u62fe\u3063\u3066\u66f8\u304d\u307e\u3059\u3002** \u6599\u91d1\u8868\u3092\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u5916\u3057\u3066\u3044\u3066\u3082\u3001\u65bd\u8a2d\u6848\u5185\u306b\u300c\u30bf\u30aa\u30eb1\u56de\u25cb\u5186\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u6307\u793a\u3067\u7981\u3058\u3001\u5f8c\u6bb5\u306e\u30c1\u30a7\u30c3\u30af\u3067\u3082\u91d1\u984d\u306e\u8868\u8a18\u3092\u691c\u51fa\u3057\u307e\u3059\u3002**\n\n**\u5065\u5eb7\u306e\u8cea\u554f\u3092\u5916\u3059\u306e\u306f\u3001\u7b54\u3048\u308b\u7acb\u5834\u306b\u7121\u3044\u304b\u3089\u3067\u3059\u3002** \u300c\u8170\u304c\u75db\u3044\u304c\u30d7\u30fc\u30eb\u306f\u5927\u4e08\u592b\u304b\u300d\u306b\u898f\u7d04\u306f\u7b54\u3048\u307e\u305b\u3093\u3002**\u30c8\u30ec\u30fc\u30ca\u30fc\u3068\u533b\u5e2b\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3059\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**answer \u30e1\u30bd\u30c3\u30c9\u306e\u5fdc\u7b54\u304b\u3089\u3001\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6b21\u306e\u5f62\u306b\u7d44\u307f\u76f4\u3057\u3066\u4f1a\u54e1\u30a2\u30d7\u30ea\u3078\u8fd4\u3057\u307e\u3059\u3002**\n\n```json\n{\n  \"session\": \"\",\n  \"answer_text\": \"\",\n  \"citations\": [\n    { \"doc_id\": \"\", \"title\": \"\", \"section\": \"\", \"needs_front\": false }\n  ],\n  \"fee_rows\": [\n    { \"store_id\": \"\", \"plan\": \"\", \"item\": \"\", \"amount\": \"\", \"effective_from\": \"\" }\n  ],\n  \"show_front_button\": false,\n  \"route\": \"answered | front_queue\",\n  \"route_reason\": \"\",\n  \"doc_versions\": []\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`needs_front` \u3067\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3\u3092\u6a5f\u68b0\u7684\u306b\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u3055\u308c\u305f\u6587\u66f8\u306b\u624b\u7d9a\u304d\u306e\u5370\u304c\u3042\u308c\u3070 `show_front_button` \u3092\u771f\u306b\u3057\u307e\u3059\u3002**\u56de\u7b54\u306e\u6587\u304b\u3089\u300c\u624b\u7d9a\u304d\u304c\u8981\u308a\u305d\u3046\u304b\u300d\u3092\u8aad\u307f\u53d6\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5f15\u3044\u305f\u6587\u66f8\u306e\u5370\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`fee_rows` \u3067\u91d1\u984d\u3092\u751f\u6210\u6587\u304b\u3089\u5207\u308a\u96e2\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u8cea\u554f\u306b\u4f1a\u8cbb\u30fb\u6599\u91d1\u306e\u8a00\u8449\u304c\u3042\u308c\u3070\u3001\u6599\u91d1\u8868\u304b\u3089\u4f1a\u54e1\u306e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306e\u884c\u3092\u5f15\u3044\u3066\u4e26\u3079\u307e\u3059\u3002**\u91d1\u984d\u306f\u6599\u91d1\u8868\u306e\u5024\u305d\u306e\u3082\u306e\u3067\u3001AI\u306e\u6587\u3092\u901a\u308a\u307e\u305b\u3093\u3002**\n\n**3\u3064\u76ee\u306f\u3001`route` \u3068 `route_reason` \u3067\u56de\u3057\u305f\u7406\u7531\u304c\u6b8b\u308b\u3053\u3068\u3067\u3059\u3002** `answerSkippedReasons` \u306e\u5024\u3001\u6839\u62e0\u306e\u5f37\u3055\u3067\u843d\u3061\u305f\u3053\u3068\u3001\u91d1\u984d\u306e\u8868\u8a18\u306e\u691c\u51fa\u3002**\u30d5\u30ed\u30f3\u30c8\u306f\u7406\u7531\u3092\u898b\u3066\u3001\u3069\u3053\u304b\u3089\u7b54\u3048\u308c\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4f1a\u54e1\u30a2\u30d7\u30ea | \u30c1\u30e3\u30c3\u30c8\u306e\u753b\u9762\u304b\u3089\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u547c\u3076 | \u8cea\u554f\u306e\u9001\u4fe1\u3001\u56de\u7b54\u3068\u5f15\u7528\u3068\u6599\u91d1\u306e\u8868\u793a\u3001\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3 |\n| \u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0 | \u8aad\u307f\u53d6\u308a\u306e API | \u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206 |\n| Agent Search | answer \u30e1\u30bd\u30c3\u30c9\u3001\u30bb\u30c3\u30b7\u30e7\u30f3 | \u6761\u9805\u306e\u691c\u7d22\u3068\u56de\u7b54 |\n| \u6599\u91d1\u8868\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 | \u8aad\u307f\u53d6\u308a | \u4f1a\u54e1\u306e\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306e\u6599\u91d1\u306e\u884c |\n| \u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217 | \u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u6a5f\u80fd | \u56de\u3057\u305f\u8cea\u554f\u3068\u4f1a\u8a71\u306e\u7d4c\u7def\u3001\u56de\u3057\u305f\u7406\u7531 |\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u5f85\u3061\u884c\u5217\u306e\u8cea\u554f\u306b\u7b54\u3048\u308b** \u2026 \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u304b\u3063\u305f\u8cea\u554f\u3001\u6839\u62e0\u304c\u5f31\u304b\u3063\u305f\u8cea\u554f\u3001\u4f8b\u5916\u306e\u76f8\u8ac7\u306b\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u7b54\u3048\u307e\u3059\n2. **\u624b\u7d9a\u304d\u306e\u7533\u3057\u51fa\u3092\u53d7\u3051\u308b** \u2026 \u30dc\u30bf\u30f3\u304b\u3089\u6765\u305f\u4f1a\u54e1\u306e\u624b\u7d9a\u304d\u3092\u3001\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u53d7\u3051\u4ed8\u3051\u307e\u3059\n3. **\u56de\u7b54\u306e\u629c\u304d\u53d6\u308a** \u2026 \u672c\u90e8\u306e\u4f1a\u54e1\u30b5\u30dd\u30fc\u30c8\u304c\u3001\u6bce\u9031100\u4ef6\u306e\u56de\u7b54\u3092\u629c\u304d\u53d6\u308a\u3001\u5f15\u7528\u3068\u56de\u7b54\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u8aad\u307f\u307e\u3059\n4. **\u6539\u5b9a\u306e\u524d\u306b\u8a66\u3059** \u2026 \u898f\u7d04\u3084\u65bd\u8a2d\u6848\u5185\u3092\u6539\u5b9a\u3059\u308b\u3068\u304d\u306f\u3001\u65bd\u884c\u65e5\u306e\u524d\u306b\u3001\u3088\u304f\u3042\u308b\u8cea\u554f20\u4ef6\u3067\u56de\u7b54\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u4f1a\u54e1\u306b\u76f4\u63a5\u8fd4\u3059\u56de\u7b54\u306f\u3001**\u8aa4\u308a\u304c\u3042\u3063\u3066\u3082\u4f1a\u54e1\u304c\u6c17\u3065\u304b\u306a\u3044\u307e\u307e\u4f7f\u308f\u308c\u307e\u3059\u3002** \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u8aa4\u308a\u306f\u3001\u6587\u66f8\u306e\u66f8\u304d\u65b9\u304b\u7d5e\u308a\u8fbc\u307f\u306e\u8a2d\u5b9a\u306b\u539f\u56e0\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u30011,200\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** 7\u5272\u524d\u5f8c\u306f\u30c1\u30e3\u30c3\u30c8\u3067\u7d42\u308f\u308a\u3001\u30d5\u30ed\u30f3\u30c8\u306f\u56de\u3063\u3066\u304d\u305f\u8cea\u554f\u3068\u624b\u7d9a\u304d\u306b\u6642\u9593\u3092\u4f7f\u3046\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u56de\u7b54\u304c\u4f5c\u3089\u308c\u306a\u3044\uff08`answerSkippedReasons` \u304c\u8fd4\u308b\uff09 | \u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u3001\u4f1a\u54e1\u306b\u306f\u300c\u78ba\u8a8d\u3057\u3066\u3054\u9023\u7d61\u3057\u307e\u3059\u300d\u3068\u8fd4\u3059 |\n| \u6839\u62e0\u306e\u5f37\u3055\u306e\u6c34\u6e96\u3067\u56de\u7b54\u304c\u843d\u3061\u308b | \u540c\u3058\u304f\u5f85\u3061\u884c\u5217\u3078\u3002\u7406\u7531\u3092\u6b8b\u3059 |\n| \u56de\u7b54\u306b\u91d1\u984d\u306e\u8868\u8a18\u304c\u6df7\u3056\u308b | \u56de\u7b54\u3092\u8868\u793a\u305b\u305a\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u3001\u6307\u793a\u3068\u6587\u66f8\u3092\u898b\u76f4\u3059 |\n| \u4f1a\u54e1\u306e\u60c5\u5831\u304c\u5f15\u3051\u306a\u3044 | \u30c1\u30e3\u30c3\u30c8\u3067\u7b54\u3048\u305a\u3001\u30d5\u30ed\u30f3\u30c8\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6848\u5185\u3059\u308b |\n| 18\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u304c\u30c1\u30e3\u30c3\u30c8\u3092\u958b\u3053\u3046\u3068\u3059\u308b | \u5165\u53e3\u3092\u51fa\u3055\u306a\u3044\u3002\u4fdd\u8b77\u8005\u306e\u4f1a\u54e1\u30a2\u30ab\u30a6\u30f3\u30c8\u304b\u30d5\u30ed\u30f3\u30c8\u3092\u6848\u5185\u3059\u308b |\n| \u9000\u4f1a\u3084\u82e6\u60c5\u306e\u7533\u3057\u51fa | \u56de\u7b54\u3092\u4f5c\u3089\u305a\u3001\u3059\u3050\u306b\u30d5\u30ed\u30f3\u30c8\u306e\u5f85\u3061\u884c\u5217\u3078\u56de\u3059 |\n| \u3051\u304c\u3084\u4f53\u8abf\u306e\u76f8\u8ac7 | \u898f\u7d04\u3067\u7b54\u3048\u305a\u3001\u30d5\u30ed\u30f3\u30c8\u3068\u30c8\u30ec\u30fc\u30ca\u30fc\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3059\u308b |\n| \u6539\u5b9a\u306e\u65bd\u884c\u65e5\u3092\u307e\u305f\u3050\u8cea\u554f | \u4e21\u65b9\u306e\u7248\u306e\u6761\u9805\u3092\u5f15\u7528\u3057\u3001\u65bd\u884c\u65e5\u3092\u6dfb\u3048\u3066\u7b54\u3048\u308b |\n\n**6\u884c\u76ee\u306f\u3001\u8cea\u554f\u306e\u8a00\u8449\u3067\u632f\u308a\u5206\u3051\u307e\u3059\u3002** \u300c\u9000\u4f1a\u3057\u305f\u3044\u300d\u300c\u3084\u3081\u305f\u3044\u300d\u300c\u82e6\u60c5\u300d\u306a\u3069\u306e\u8a00\u8449\u304c\u5165\u3063\u305f\u8cea\u554f\u306f\u3001answer \u30e1\u30bd\u30c3\u30c9\u306b\u6e21\u3059\u524d\u306b\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f85\u3061\u884c\u5217\u3078\u56de\u3057\u307e\u3059\u3002**\u5f15\u304d\u6b62\u3081\u3084\u8b1d\u7f6a\u3092\u3001AI\u306e\u6587\u3067\u3057\u306a\u3044\u305f\u3081\u3067\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u4f1a\u8a71\u306e\u8a18\u9332\uff08\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u756a\u53f7\u3001\u8cea\u554f\u3001\u56de\u7b54\u3001\u5f15\u7528\u3001\u65e5\u6642\uff09\u3002\u4f1a\u54e1\u756a\u53f7\u306f\u4e2d\u7d99\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u5225\u306b\u6301\u3061\u307e\u3059\n- \u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u7d5e\u308a\u8fbc\u307f\uff08\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u65e5\u4ed8\uff09\u3068\u3001\u5f15\u7528\u3057\u305f\u6587\u66f8\u306e\u7248\n- \u8868\u793a\u3057\u305f\u6599\u91d1\u306e\u884c\u3068\u3001\u6599\u91d1\u8868\u306e\u65bd\u884c\u65e5\n- \u56de\u3057\u305f\u8cea\u554f\u3068\u7406\u7531\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u8fd4\u4e8b\n- \u629c\u304d\u53d6\u308a\u3067\u898b\u3064\u3051\u305f\u8aa4\u308a\u3068\u3001\u76f4\u3057\u305f\u6587\u66f8\n\n**2\u884c\u76ee\u306e\u300c\u6587\u66f8\u306e\u7248\u300d\u304c\u3001\u7533\u3057\u51fa\u3078\u306e\u7b54\u3048\u306b\u306a\u308a\u307e\u3059\u3002** \u4f1a\u54e1\u306b\u300c\u30c1\u30e3\u30c3\u30c8\u3067\u305d\u3046\u8a00\u308f\u308c\u305f\u300d\u3068\u8a00\u308f\u308c\u305f\u3068\u304d\u3001**\u305d\u306e\u65e5\u306b\u6709\u52b9\u3060\u3063\u305f\u7248\u306e\u3001\u3069\u306e\u6761\u9805\u3092\u5f15\u3044\u3066\u7b54\u3048\u305f\u304b\u3092\u793a\u305b\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u30d5\u30ed\u30f3\u30c8\u306b\u5c4a\u3044\u305f\u8cea\u554f\u304b\u3089\u3001\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u65bd\u8a2d\u5229\u7528\u306e\u8cea\u554f\u309250\u4ef6\u9078\u3076\uff08**\u5e97\u8217\u306b\u3088\u3063\u3066\u7b54\u3048\u304c\u9055\u3046\u8cea\u554f\u3092\u5fc5\u305a\u542b\u3081\u308b**\uff09\n2. \u4f1a\u54e1\u898f\u7d04\u3068\u30012\u3064\u306e\u5e97\u8217\u306e\u65bd\u8a2d\u6848\u5185\u3092\u7528\u610f\u3059\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u3092\u6e21\u3057\u3001\u300c\u3053\u306e\u4f1a\u54e1\u306fS03\u5e97\u306e\u30ec\u30ae\u30e5\u30e9\u30fc\u30d7\u30e9\u30f3\u3067\u3059\u3002\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u3060\u3051\u3092\u6839\u62e0\u306b\u3001\u6761\u306e\u756a\u53f7\u3092\u6dfb\u3048\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u91d1\u984d\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3057\u3066\u300150\u4ef6\u30921\u4ef6\u305a\u3064\u805e\u304f\n4. \u51fa\u3066\u304d\u305f\u56de\u7b54\u3092\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u5b9f\u969b\u306b\u7b54\u3048\u305f\u5185\u5bb9\u3068\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u30d5\u30ed\u30f3\u30c8\u3068\u540c\u3058\u7b54\u3048\u304c\u6761\u306e\u756a\u53f7\u4ed8\u304d\u3067\u51fa\u305f | **\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u91d1\u984d\u3092\u66f8\u3044\u305f\u3001\u4f8b\u5916\u3092\u7d04\u675f\u3057\u305f | \u6307\u793a\u3068\u5f8c\u6bb5\u306e\u30c1\u30a7\u30c3\u30af\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u4ed6\u306e\u5e97\u8217\u306e\u6848\u5185\u3067\u7b54\u3048\u305f | **\u65bd\u8a2d\u6848\u5185\u3092\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u308b\u306e\u304c\u5148** |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u305d\u308c\u306f\u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u65bd\u8a2d\u6848\u5185\u3092\u5e97\u8217\u3054\u3068\u306b\u66f8\u304d\u5206\u3051\u308b\u4f5c\u696d\u304c\u8981\u308b\u3068\u3044\u3046\u3053\u3068\u304c\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**\n\n**\u8a66\u3059\u3068\u304d\u306f\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u793e\u54e1\u3068\u30a2\u30eb\u30d0\u30a4\u30c8\u306e\u4e21\u65b9\u306b\u56de\u7b54\u3092\u898b\u3066\u3082\u3089\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u793e\u54e1\u304c\u300c\u3053\u306e\u7b54\u3048\u65b9\u3060\u3068\u8aa4\u89e3\u3055\u308c\u308b\u300d\u3068\u8a00\u3046\u56de\u7b54\u304c\u3001\u898f\u7d04\u306e\u66f8\u304d\u65b9\u3092\u76f4\u3059\u3079\u304d\u7b87\u6240\u3067\u3059\u3002","minimal_setup_short":"\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u3092\u624b\u5143\u306eAI\u306b\u6e21\u3057\u3001\u8cea\u554f\u306b\u7b54\u3048\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u56de\u7b54\u306e\u4e0b\u66f8\u304d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u6587\u66f8\u3092 Agent Search \u306b\u5165\u308c\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u793e\u5185\u306e\u753b\u9762\u3067 answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u3092\u898b\u306a\u304c\u3089\u7b54\u3048\u308b \uff0f \u6761\u9805\u306e\u691c\u7d22\u3068\u56de\u7b54\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30c1\u30e3\u30c3\u30c8\u3001\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u306e\u7d5e\u308a\u8fbc\u307f\u3001\u6599\u91d1\u306e\u8868\u793a\u3001\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3\u3001\u5f85\u3061\u884c\u5217 \uff0f \u4f1a\u54e1\u3078\u306e\u76f4\u63a5\u306e\u56de\u7b54\u3068\u5f15\u304d\u7d99\u304e","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef66\u5206\u304c4\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u6761\u9805\u3092\u63a2\u3059\u6642\u9593\u306f\u6d88\u3048\u307e\u3059\u304c\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u4f1a\u54e1\u306b\u7b54\u3048\u308b\u4f5c\u696d\u306f\u6b8b\u308a\u307e\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**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30671\u304b\u6708\u4f7f\u3046\u3068\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u76f4\u3057\u305f\u56de\u7b54\u304b\u3089\u3001\u6587\u66f8\u306e\u66f8\u304d\u65b9\u306e\u8db3\u308a\u306a\u3044\u7b87\u6240\u3068\u3001\u7d5e\u308a\u8fbc\u307f\u306e\u6f0f\u308c\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u4f1a\u54e1\u306b\u76f4\u63a5\u8fd4\u3057\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u4ed6\u306e\u5e97\u8217\u306e\u6848\u5185\u3067\u7b54\u3048\u308b | \u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u3001`ANY()` \u3067\u7d5e\u308b\u3002**\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3059\u308b** |\n| \u56de\u7b54\u306b\u91d1\u984d\u304c\u6df7\u3056\u308b | \u6599\u91d1\u8868\u3092\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u304b\u3089\u5916\u3057\u3001\u6307\u793a\u3067\u7981\u3058\u3001**\u91d1\u984d\u306e\u8868\u8a18\u3092\u691c\u51fa\u3059\u308b** |\n| \u6539\u5b9a\u306e\u524d\u306e\u6761\u9805\u3067\u7b54\u3048\u308b | \u65bd\u884c\u65e5\u3068\u5931\u52b9\u65e5\u3067\u7d5e\u308b |\n| \u6761\u9805\u306e\u4e00\u90e8\u3060\u3051\u5f15\u304b\u308c\u3066\u3069\u306e\u898f\u5b9a\u304b\u5206\u304b\u3089\u306a\u3044 | `includeAncestorHeadings` \u3067\u898b\u51fa\u3057\u3092\u4ed8\u3051\u308b |\n| \u8ffd\u52a0\u306e\u8cea\u554f\u304c\u524d\u306e\u8a71\u3092\u8e0f\u307e\u3048\u306a\u3044 | `session` \u3092\u6e21\u3057\u3001**\u300cGenerative responses\u300d\u3092\u6709\u52b9\u306b\u3059\u308b** |\n| \u4f8b\u5916\u3092\u7d04\u675f\u3059\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u5f85\u3061\u884c\u5217\u3078\u56de\u3059 |\n| 18\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u304c\u30c1\u30e3\u30c3\u30c8\u3092\u4f7f\u3046 | \u751f\u5e74\u6708\u65e5\u3067\u5165\u53e3\u3092\u51fa\u3055\u306a\u3044\u3002**\u516c\u958b\u306eWeb\u30b5\u30a4\u30c8\u306b\u7f6e\u304b\u306a\u3044** |\n| \u9000\u4f1a\u306e\u7533\u3057\u51fa\u306bAI\u304c\u5f15\u304d\u6b62\u3081\u306e\u6587\u3092\u8fd4\u3059 | \u8a00\u8449\u3067\u632f\u308a\u5206\u3051\u3001answer \u306b\u6e21\u3055\u305a\u30d5\u30ed\u30f3\u30c8\u3078 |\n| \u4f1a\u54e1\u306e\u6c0f\u540d\u304cAI\u306b\u6e21\u308b | `endUserMetadata` \u306f\u30d7\u30e9\u30f3\u30fb\u5e97\u8217\u30fb\u72b6\u614b\u3060\u3051 |\n| \u5f15\u7528\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u3066\u8868\u793a\u3055\u308c\u308b | \u5f15\u7528\u306e\u958b\u59cb\u3068\u7d42\u4e86\u306e\u4f4d\u7f6e\u306f\u30d0\u30a4\u30c8\u5358\u4f4d\u3002**\u6587\u5b57\u6570\u3067\u5207\u3089\u306a\u3044** |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u300c\u305d\u306e\u4f1a\u54e1\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u7b54\u3048\u300d\u3092\u8fd4\u3059\u5931\u6557\u3067\u3059\u3002**\u7d5e\u308a\u8fbc\u307f\u3068\u6599\u91d1\u306e\u5207\u308a\u96e2\u3057\u3092\u3001\u6587\u66f8\u3092\u5165\u308c\u308b\u524d\u306b\u8a2d\u8a08\u3057\u307e\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u65e5\u672c\u8a9e\u3067\u5fc5\u305a\u8d77\u304d\u307e\u3059\u3002** answer \u30e1\u30bd\u30c3\u30c9\u306e\u5f15\u7528\u306e `startIndex` \u3068 `endIndex` \u306f\u3001\u6587\u5b57\u3067\u306f\u306a\u304f UTF-8 \u306e\u30d0\u30a4\u30c8\u3067\u6570\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002**\u65e5\u672c\u8a9e\u306e\u56de\u7b54\u3067\u6587\u5b57\u6570\u3068\u3057\u3066\u5207\u308b\u3068\u3001\u5f15\u7528\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u4f1a\u54e1\u306e\u6240\u5c5e\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u72b6\u614b\u30fb\u5e74\u9f62\u306e\u533a\u5206\u3001\u4f1a\u54e1\u306e\u8cea\u554f\u306e\u672c\u6587\u3001\u4f1a\u54e1\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u3067\u3059\u3002**\u8cea\u554f\u306e\u672c\u6587\u306b\u306f\u3001\u4f53\u8abf\u3084\u5bb6\u5ead\u306e\u4e8b\u60c5\u304c\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n1. **18\u6b73\u672a\u6e80\u304c\u4f7f\u3046\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u307e\u306a\u3044** \u2026 Google Cloud \u306e\u30b5\u30fc\u30d3\u30b9\u56fa\u6709\u306e\u898f\u7d04\u306f\u3001\u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u300118\u6b73\u672a\u6e80\u3092\u5bfe\u8c61\u3068\u3059\u308b\u3001\u307e\u305f\u306f18\u6b73\u672a\u6e80\u304c\u4f7f\u3046\u53ef\u80fd\u6027\u304c\u9ad8\u3044Web\u30b5\u30a4\u30c8\u30fb\u30a2\u30d7\u30ea\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u90e8\u3068\u3057\u3066\u4f7f\u3046\u3053\u3068\u3092\u7981\u3058\u3066\u3044\u307e\u3059\u3002\u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u306f\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u751f\u6210AI\u306e\u6a5f\u80fd\u3082\u542b\u307e\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30ed\u30b0\u30a4\u30f3\u3057\u305f18\u6b73\u4ee5\u4e0a\u306e\u4f1a\u54e1\u3060\u3051\u306b\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3057\u3001\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u304c\u4e2d\u5fc3\u306e\u30af\u30e9\u30d6\u3067\u306f\u3053\u306e\u69cb\u6210\u3092\u4f7f\u3044\u307e\u305b\u3093\u3002** \u9069\u7528\u306e\u7bc4\u56f2\u306f\u3001\u81ea\u793e\u306e\u6cd5\u52d9\u3068\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\n2. **AI\u306b\u6e21\u3059\u4f1a\u54e1\u306e\u60c5\u5831\u3092\u7d5e\u308b** \u2026 \u6e21\u3059\u306e\u306f\u30d7\u30e9\u30f3\u30fb\u5e97\u8217\u30fb\u72b6\u614b\u3060\u3051\u3067\u3001\u6c0f\u540d\u30fb\u4f1a\u54e1\u756a\u53f7\u30fb\u751f\u5e74\u6708\u65e5\u306f\u6e21\u3057\u307e\u305b\u3093\n3. **\u4f53\u8abf\u306e\u76f8\u8ac7\u306b\u7b54\u3048\u306a\u3044** \u2026 \u898f\u7d04\u3067\u7b54\u3048\u3089\u308c\u306a\u3044\u5185\u5bb9\u3067\u3001**\u30c8\u30ec\u30fc\u30ca\u30fc\u3068\u533b\u5e2b\u3078\u306e\u76f8\u8ac7\u3092\u6848\u5185\u3057\u307e\u3059**\n4. **\u4f1a\u8a71\u306e\u8a18\u9332\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u30bb\u30c3\u30b7\u30e7\u30f3\u306f\u30a2\u30d7\u30ea\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002**\u4fdd\u5b58\u306e\u671f\u9593\u3068\u3001\u672c\u90e8\u306e\u8ab0\u304c\u8aad\u3081\u308b\u304b\u3092\u6c7a\u3081\u3001\u4f1a\u54e1\u898f\u7d04\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc\u3068\u306e\u6574\u5408\u3092\u78ba\u304b\u3081\u307e\u3059**\n5. **\u56de\u7b54\u3068\u624b\u7d9a\u304d\u3092\u5207\u308a\u96e2\u3059** \u2026 \u4f11\u4f1a\u30fb\u9000\u4f1a\u306e\u53d7\u4ed8\u306f\u4eba\u304c\u4f1a\u54e1\u7ba1\u7406\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u884c\u3044\u3001**\u30c1\u30e3\u30c3\u30c8\u306e\u56de\u7b54\u3060\u3051\u3067\u5951\u7d04\u306e\u72b6\u614b\u304c\u5909\u308f\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8aa4\u3063\u305f\u6761\u4ef6\u3084\u91d1\u984d\u3092\u4f1a\u54e1\u306b\u4f1d\u3048\u308b\u3053\u3068\u3068\u3001\u898f\u7d04\u306b\u53cd\u3059\u308b\u4f7f\u3044\u65b9\u3092\u3059\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u7d5e\u308a\u8fbc\u307f\u3068\u6599\u91d1\u306e\u5207\u308a\u96e2\u3057\u3068\u629c\u304d\u53d6\u308a\u3067\u3001\u5f8c\u8005\u306f\u5e74\u9f62\u306e\u533a\u5206\u3068\u516c\u958b\u7bc4\u56f2\u306e\u8a2d\u8a08\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u8907\u6570\u306e\u5e97\u8217\u3092\u6301\u3064\u7dcf\u5408\u578b\u306e\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30af\u30e9\u30d6\u3084\u30b9\u30dd\u30fc\u30c4\u30af\u30e9\u30d6\u3001\u30db\u30c6\u30eb\u306e\u4f1a\u54e1\u5236\u306e\u30d5\u30a3\u30c3\u30c8\u30cd\u30b9\u30fb\u30b9\u30d1\u3067\u3001\u4f1a\u54e1\u30a2\u30d7\u30ea\u3084Web\u306e\u4f1a\u54e1\u30da\u30fc\u30b8\u304c\u3042\u308a\u3001\u4f11\u4f1a\u30fb\u30d7\u30e9\u30f3\u5909\u66f4\u30fb\u4ed6\u5e97\u8217\u306e\u5229\u7528\u30fb\u30b9\u30bf\u30b8\u30aa\u306e\u4e88\u7d04\u306a\u3069\u306e\u8cea\u554f\u304c\u6708\u306b\u5343\u4ef6\u524d\u5f8c\u30d5\u30ed\u30f3\u30c8\u306b\u5c4a\u3044\u3066\u3044\u308b\u5834\u5408\u3002\u4f1a\u54e1\u898f\u7d04\u3068\u65bd\u8a2d\u6848\u5185\u304c\u6587\u66f8\u3067\u6574\u3063\u3066\u3044\u3066\u3001\u5e97\u8217\u3054\u3068\u306e\u9055\u3044\uff08\u55b6\u696d\u6642\u9593\u30fb\u8a2d\u5099\u30fb\u99d0\u8eca\u5834\uff09\u304c\u66f8\u304d\u5206\u3051\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u3002\u4f1a\u54e1\u306e\u751f\u5e74\u6708\u65e5\u3092\u30b7\u30b9\u30c6\u30e0\u3067\u6301\u3063\u3066\u3044\u3066\u300118\u6b73\u672a\u6e80\u306e\u4f1a\u54e1\u306b\u30c1\u30e3\u30c3\u30c8\u3092\u51fa\u3055\u306a\u3044\u8a2d\u5b9a\u304c\u3067\u304d\u308b\u5834\u5408\u3002","not_recommended_for":"\u5e97\u8217\u304c1\u3064\u3067\u4f1a\u54e1\u304c\u6570\u767e\u4eba\u7a0b\u5ea6\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u53e3\u982d\u3067\u5341\u5206\u306b\u7b54\u3048\u3089\u308c\u308b\u5834\u5408\u3002\u4f1a\u54e1\u306e\u591a\u304f\u304c18\u6b73\u672a\u6e80\u3067\u3001\u30b8\u30e5\u30cb\u30a2\u306e\u30b9\u30af\u30fc\u30eb\u304c\u4e2d\u5fc3\u306e\u30af\u30e9\u30d6\u306e\u5834\u5408\uff08\u7b2c13\u7ae0\u306e\u3068\u304a\u308a\u3001Google Cloud \u306e\u751f\u6210AI\u306e\u898f\u7d04\u306718\u6b73\u672a\u6e80\u304c\u4f7f\u3046\uff08\u4f7f\u3044\u3046\u308b\uff09\u30b5\u30fc\u30d3\u30b9\u3067\u306e\u5229\u7528\u304c\u7981\u3058\u3089\u308c\u3066\u3044\u307e\u3059\uff09\u3002\u4f11\u4f1a\u3084\u9000\u4f1a\u306e\u624b\u7d9a\u304d\u305d\u306e\u3082\u306e\u3092\u30c1\u30e3\u30c3\u30c8\u306e\u4e2d\u3067\u5b8c\u4e86\u3055\u305b\u305f\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u898f\u7d04\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4f8b\u5916\u306e\u6271\u3044\uff08\u3051\u304c\u306b\u3088\u308b\u4f11\u4f1a\u306e\u7279\u4f8b\u306a\u3069\uff09\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u6587\u66f8\u3092\u5206\u3051\u3066\u5370\u3092\u4ed8\u3051\u308b**\n\n\u65bd\u8a2d\u6848\u5185\u3092\u5e97\u8217\u3054\u3068\u306e\u6587\u66f8\u306b\u5206\u3051\u3001\u624b\u7d9a\u304d\u306e\u6848\u5185\u3092\u624b\u7d9a\u304d\u3054\u3068\u306e\u6587\u66f8\u306b\u3057\u307e\u3059\u3002**\u5e97\u8217\u30fb\u30d7\u30e9\u30f3\u30fb\u6587\u66f8\u306e\u7a2e\u985e\u30fb\u624b\u7d9a\u304d\u306e\u5370\u30fb\u65bd\u884c\u65e5\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a50\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u8cea\u554f\u304b\u308950\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u7b54\u3048\u3055\u305b\u307e\u3059\u3002**\u30d5\u30ed\u30f3\u30c8\u304c\u5b9f\u969b\u306b\u7b54\u3048\u305f\u5185\u5bb9\u3068\u6bd4\u3079\u3001\u4ed6\u306e\u5e97\u8217\u306e\u6848\u5185\u3067\u7b54\u3048\u305f\u8cea\u554f\u304c\u3069\u308c\u304b\u3092\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308b**\n\n\u6587\u66f8\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u3092 Cloud Storage \u306b\u7f6e\u304d\u3001\u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u3068\u30c1\u30e3\u30f3\u30af\u5206\u5272\u3092\u6709\u52b9\u306b\u3057\u3066\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3092\u4f5c\u308a\u307e\u3059\u3002**\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3057\u3001\u5e97\u8217\u3068\u30d7\u30e9\u30f3\u3067\u7d5e\u3063\u305f\u56de\u7b54\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u30d5\u30ed\u30f3\u30c8\u306e\u753b\u9762\u3067\u4f7f\u3046**\n\n\u534a\u81ea\u52d5\u5316\u3068\u3057\u3066\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u793e\u5185\u306e\u753b\u9762\u3067 answer \u30e1\u30bd\u30c3\u30c9\u306e\u56de\u7b54\u3092\u898b\u306a\u304c\u3089\u7b54\u3048\u308b\u5f62\u3067\u4f7f\u3044\u307e\u3059\u3002**\u30d5\u30ed\u30f3\u30c8\u304c\u76f4\u3057\u305f\u56de\u7b54\u3092\u96c6\u3081\u3001\u6587\u66f8\u306e\u66f8\u304d\u65b9\u3092\u76f4\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u4f1a\u54e1\u30a2\u30d7\u30ea\u306e\u30c1\u30e3\u30c3\u30c8\u3001\u5e74\u9f62\u306e\u533a\u5206\u3001\u6599\u91d1\u306e\u8868\u793a\u3001\u624b\u7d9a\u304d\u306e\u30dc\u30bf\u30f3\u3001\u5f85\u3061\u884c\u5217\u3092\u8db3\u3057\u3001\u4e00\u90e8\u306e\u5e97\u8217\u306e\u4f1a\u54e1\u306b\u51fa\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5168\u5e97\u8217\u306b\u5e83\u3052\u30011\u4ef66\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u6708\u672b\u306e\u4f11\u4f1a\u306e\u7de0\u3081\u5207\u308a\u306e\u524d\u306b\u3001\u30d5\u30ed\u30f3\u30c8\u306e\u96fb\u8a71\u304c\u9cf4\u308a\u3084\u307e\u306a\u3044\u72b6\u614b\u304c\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0055","UC-0232","UC-1079","UC-1462"],"related_articles":[{"id":4355,"slug":"webinar-shitsumon-denai","title":"\u30a6\u30a7\u30d3\u30ca\u30fc\u3067\u8cea\u554f\u304c\u51fa\u306a\u3044\u306e\u306f\u306a\u305c\uff1f\uff5c\u5bfe\u8a71\u304c\u751f\u307e\u308c\u308b\u9032\u884c"},{"id":8642,"slug":"taiwa-rireki-hozon-sakujo","title":"\u6d88\u3057\u305f\u306f\u305a\u306e\u5bfe\u8a71\u5c65\u6b74\u304c\u6b8b\u308b\u539f\u56e0\u3068\u5bfe\u7b56\uff5c\u6cd5\u4eba\u5951\u7d04\u3067\u898b\u3048\u308b\u7bc4\u56f2"},{"id":4094,"slug":"shoninzu-benkyokai-lead-ai","title":"\u5c11\u4eba\u6570\u306e\u52c9\u5f37\u4f1a\u306f\u5927\u578b\u30bb\u30df\u30ca\u30fc\u306b\u52dd\u3066\u308b\u304b\uff5c\u6fc3\u3044\u5bfe\u8a71\u3067\u30ea\u30fc\u30c9\u3092\u6df1\u3081\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| Vertex AI Search \u304c Agent Search \u3078\u6539\u79f0\u4e2d\u3067\u3042\u308b\u3053\u3068\u3002answer \u30e1\u30bd\u30c3\u30c9\u304c converse \u30e1\u30bd\u30c3\u30c9\u306b\u7f6e\u304d\u63db\u308f\u3063\u305f\u3053\u3068\u3001`session` \u3067\u8ffd\u52a0\u306e\u8cea\u554f\u306b\u7b54\u3048\u3089\u308c\u3001\u305d\u306e\u305f\u3081\u306b\u300cGenerative responses\u300d\u306e\u8a2d\u5b9a\u304c\u8981\u308b\u3053\u3068\u3002`includeCitations`\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u3001`ignoreAdversarialQuery`\u30fb`ignoreNonAnswerSeekingQuery`\u30fb`ignoreLowRelevantContent`\u3001`preamble`\u3001`answerSkippedReasons`\u3002`groundingSpec` \u306e `filteringLevel`\uff08\u4f4e\u30fb\u9ad8\u3001\u6307\u5b9a\u3057\u306a\u3051\u308c\u3070\u7d5e\u3089\u306a\u3044\uff09\u3002`endUserSpec` \u306e `endUserMetadata`\uff08\u4e0a\u96508,000\u6587\u5b57\uff09\u3002\u5f15\u7528\u306e\u4f4d\u7f6e\u304c UTF-8 \u306e\u30d0\u30a4\u30c8\u5358\u4f4d\u3067\u3042\u308b\u3053\u3068 | [Google Cloud: Get answers and follow-ups](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/answer) | 2026-10-14 |\n| \u7d5e\u308a\u8fbc\u307f\u306e `ANY()` \u304c\u5217\u6319\u3057\u305f\u5024\u3068\u306e\u5b8c\u5168\u4e00\u81f4\u3092\u898b\u308b\u3053\u3068\u3001`AND`\uff0f`OR`\u3001\u65e5\u6642\u306e\u9805\u76ee\u3092 ISO 8601 \u306e\u6587\u5b57\u5217\u3068\u6bd4\u3079\u3089\u308c\u308b\u3053\u3068\u3001\u9805\u76ee\u3092\u7d22\u5f15\u53ef\u80fd\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Google Cloud: Filter custom search for structured or unstructured data](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/filter-search-metadata) | 2026-10-14 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8 \u30d1\u30fc\u30b5\u30fc\u304c\u6bb5\u843d\u30fb\u8868\u30fb\u30ea\u30b9\u30c8\u30fb\u898b\u51fa\u3057\u3092\u691c\u51fa\u3059\u308b\u3053\u3068\u3002\u30c1\u30e3\u30f3\u30af\u306e\u5927\u304d\u3055\u304c100\u301c500\u30c8\u30fc\u30af\u30f3\uff08\u65e2\u5b9a500\uff09\u3067\u3001`includeAncestorHeadings`\uff08\u65e2\u5b9a\u306f\u7121\u52b9\uff09\u3067\u898b\u51fa\u3057\u3092\u4ed8\u3051\u3089\u308c\u308b\u3053\u3068 | [Google Cloud: Parse and chunk documents](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/parse-chunk-documents) | 2026-10-14 |\n| \u30e1\u30bf\u30c7\u30fc\u30bf\u3092 JSON Lines \u3067 `id`\u30fb`structData`\u30fb`content`\uff08`mimeType`\u30fb`uri`\uff09\u3068\u3057\u3066\u66f8\u304f\u3053\u3068 | [Google Cloud: Prepare data for ingesting](https:\/\/docs.cloud.google.com\/generative-ai-app-builder\/docs\/prepare-data) | 2026-10-14 |\n| \u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u300118\u6b73\u672a\u6e80\u3092\u5bfe\u8c61\u3068\u3059\u308b\u3001\u307e\u305f\u306f18\u6b73\u672a\u6e80\u304c\u4f7f\u3046\u53ef\u80fd\u6027\u304c\u9ad8\u3044Web\u30b5\u30a4\u30c8\u30fb\u30a2\u30d7\u30ea\u30fb\u30aa\u30f3\u30e9\u30a4\u30f3\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u90e8\u3068\u3057\u3066\u4f7f\u3063\u3066\u306f\u306a\u3089\u306a\u3044\u3053\u3068\u3002Agent Search\uff08\u65e7 Vertex AI Search\uff09\u306e\u9805\u76ee | [Google Cloud: Service Specific Terms](https:\/\/cloud.google.com\/terms\/service-terms) | 2026-10-14 |\n| \u751f\u6210AI\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u3001\u30b5\u30fc\u30d3\u30b9\u306e\u751f\u6210AI\u306e\u6a5f\u80fd\u3082\u542b\u307e\u308c\u308b\u3053\u3068 | [Google Cloud: Google Cloud Platform Services Summary](https:\/\/cloud.google.com\/terms\/services) | 2026-10-14 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