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\u8ca1\u52d9\u90e8\u304c\u5b9a\u7fa9\u3057\u307e\u3059\u300235\u79d1\u76ee\u3092\u300c\u56fa\u5b9a\u7684\u300d\u300c\u5909\u52d5\u7684\u300d\u300c\u968f\u6642\u300d\u306e3\u3064\u306b\u5206\u3051\u308b\u3060\u3051\u3067\u3059\u3002**\u3053\u306e\u5206\u985e\u304c\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002**","preprocessing":"1. **\u90e8\u9580\u306e\u540d\u5bc4\u305b** \u2026 \u7d44\u7e54\u5909\u66f4\u3067\u90e8\u9580\u30b3\u30fc\u30c9\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u904e\u53bb\u306e\u5b9f\u7e3e\u3092\u73fe\u5728\u306e\u90e8\u9580\u3078\u5bfe\u5fdc\u3065\u3051\u307e\u3059\u3002**\u3053\u3053\u3092\u6020\u308b\u3068\u3001\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u304c\u8aad\u3081\u307e\u305b\u3093**\n2. **\u79d1\u76ee\u306e\u7d71\u5408** \u2026 \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u79d1\u76ee\u304c\u7d30\u304b\u3059\u304e\u308b\u5834\u5408\u3001\u7ba1\u7406\u4e0a\u306e\u5358\u4f4d\u3078\u307e\u3068\u3081\u307e\u3059\u30021\u90e8\u958035\u79d1\u76ee\u3067\u8db3\u308a\u3001\u305d\u308c\u4ee5\u4e0a\u7d30\u304b\u304f\u3057\u3066\u3082\u8aad\u307f\u624b\u304c\u8ffd\u3048\u307e\u305b\u3093\n3. **\u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u5272\u308a\u5f53\u3066** \u2026 \u8cfc\u8cb7\u30c7\u30fc\u30bf\u306e\u79d1\u76ee\u30b3\u30fc\u30c9\u3092\u4f1a\u8a08\u306e\u79d1\u76ee\u3078\u5bfe\u5fdc\u3065\u3051\u307e\u3059\u3002\u79d1\u76ee\u304c\u672a\u5165\u529b\u306e\u767a\u6ce8\u306f\u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3057\u307e\u3059\n4. **\u7570\u5e38\u5024\u306e\u9664\u5916** \u2026 \u524d\u5e74\u5ea6\u306e\u672a\u6255\u3044\u8a08\u4e0a\u306e\u623b\u3057\u306a\u3069\u3001\u4e00\u6642\u7684\u306a\u51e6\u7406\u3092\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8a08\u7b97\u304b\u3089\u5916\u3057\u307e\u3059\u3002**\u3053\u308c\u304c\u6df7\u3056\u308b\u3068\u3001\u30d1\u30bf\u30fc\u30f3\u304c\u6b6a\u307f\u307e\u3059**\n5. **\u91d1\u984d\u306e\u5358\u4f4d\u306e\u7d71\u4e00** \u2026 \u5343\u5186\u5358\u4f4d\u3068\u5186\u5358\u4f4d\u304c\u6df7\u5728\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u6642\u306b\u305d\u308d\u3048\u307e\u3059","ai_processing":"**\u8a08\u7b97\u51e6\u7406\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5f0f |\n|:--|:--|\n| \u6d88\u5316\u7387 | \u7d2f\u8a08\u5b9f\u7e3e \u00f7 \u5e74\u9593\u4e88\u7b97 |\n| \u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\u6d88\u5316\u7387 | \uff08\u7d2f\u8a08\u5b9f\u7e3e \uff0b \u767a\u6ce8\u6b8b\uff09 \u00f7 \u5e74\u9593\u4e88\u7b97 |\n| \u5358\u7d14\u6309\u5206\u306e\u7740\u5730 | \u7d2f\u8a08\u5b9f\u7e3e \u00f7 \u7d4c\u904e\u6708\u6570 \u00d7 12 |\n| \u7d4c\u904e\u7387 | \u7d4c\u904e\u6708\u6570 \u00f7 12 |\n\n**AI\uff08Gemini API\uff09\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8aad\u307f\u53d6\u308a | \u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\u304b\u3089\u3001\u305d\u306e\u79d1\u76ee\u304c\u671f\u306e\u3069\u3053\u306b\u5bc4\u308b\u304b\u3092\u5224\u65ad\u3059\u308b |\n| \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a | \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3068\u767a\u6ce8\u6b8b\u3092\u3075\u307e\u3048\u3066\u3001\u5358\u7d14\u6309\u5206\u3088\u308a\u59a5\u5f53\u306a\u7740\u5730\u3092\u51fa\u3059 |\n| \u305a\u308c\u306e\u8981\u56e0\u306e\u5019\u88dc | \u5b9f\u7e3e\u304c\u4e88\u7b97\u3068\u305a\u308c\u3066\u3044\u308b\u79d1\u76ee\u306b\u3064\u3044\u3066\u3001\u767a\u6ce8\u6b8b\u30fb\u904e\u53bb\u306e\u540c\u6708\u30fb\u90e8\u9580\u306e\u72b6\u6cc1\u304b\u3089\u7406\u7531\u306e\u5019\u88dc\u3092\u6319\u3052\u308b |\n| \u90e8\u9580\u5411\u3051\u306e\u8981\u70b9 | 3\u301c5\u884c\u3067\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3068\u305d\u306e\u7406\u7531\u3092\u307e\u3068\u3081\u308b |\n| \u78ba\u5ea6\u306e\u7533\u544a | \u898b\u7a4d\u3082\u308a\u306e\u78ba\u304b\u3089\u3057\u3055\u3092 high \/ medium \/ low \u3067\u8fd4\u3059 |\n\n**\u300c\u305a\u308c\u306e\u7406\u7531\u3092\u65ad\u5b9a\u3055\u305b\u306a\u3044\u300d\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002** AI\u304c\u51fa\u305b\u308b\u306e\u306f\u5019\u88dc\u307e\u3067\u3067\u3059\u3002\u300c9\u6708\u306b\u767a\u6ce8\u6b8b\u304c\u8a08\u4e0a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4fee\u7e55\u306e\u767a\u751f\u304c\u7406\u7531\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u300d\u306f\u8a00\u3048\u307e\u3059\u304c\u3001\u300c\u8a2d\u5099\u304c\u6545\u969c\u3057\u305f\u305f\u3081\u3067\u3059\u300d\u306f\u8a00\u3048\u307e\u305b\u3093\u3002**\u30c7\u30fc\u30bf\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\u3092\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u8ca1\u52d9\u90e8\u306e\u4e88\u7b97\u7d71\u5236\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u4e0b\u306e\u90e8\u9580\u306b\u3064\u3044\u3066\u3001\u52d8\u5b9a\u79d1\u76ee\u3054\u3068\u306e\u671f\u672b\u306e\u7740\u5730\u3092\u898b\u7a4d\u3082\u308a\u3001\n\u4e88\u7b97\u3068\u306e\u305a\u308c\u304c\u5927\u304d\u3044\u79d1\u76ee\u3092\u6307\u6458\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u306e\u56db\u5247\u6f14\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e0b\u306b\u4e0e\u3048\u305f\u8a08\u7b97\u6e08\u307f\u306e\u5024\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u300c\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u300d\u3092\u57fa\u6e96\u306b\u3001\n \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306b\u5fdc\u3058\u305f\u88dc\u6b63\u306e\u5272\u5408\uff08\u4f8b\uff1a0.85\u500d\u30011.2\u500d\uff09\u3067\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u4e0b\u306e\u300c\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\u300d\u306b\u73fe\u308c\u3066\u3044\u308b\u7bc4\u56f2\u3067\u306e\u307f\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n \u4e00\u822c\u7684\u306a\u50be\u5411\uff08\u300c\u5e74\u5ea6\u672b\u306f\u8cbb\u7528\u304c\u5897\u3048\u308b\u300d\u306a\u3069\uff09\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u305a\u308c\u306e\u7406\u7531\u306f\u300c\u5019\u88dc\u300d\u3068\u3057\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u30c7\u30fc\u30bf\u306b\u73fe\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\uff08\u6545\u969c\u3001\u4eba\u54e1\u306e\u5897\u6e1b\u3001\u5916\u90e8\u74b0\u5883\uff09\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u767a\u6ce8\u6b8b\u304c\u7740\u5730\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5fc5\u305a\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u767a\u6ce8\u6b8b\u304c\u3042\u308b\u79d1\u76ee\u3067\u300c\u6d88\u5316\u7387\u304c\u4f4e\u3044\u306e\u3067\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u9580\u5411\u3051\u306e\u8981\u70b9\u306f3\u301c5\u884c\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u3059\u3079\u3066\u306e\u79d1\u76ee\u306b\u89e6\u308c\u305a\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3060\u3051\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n \u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u304c\u306a\u3044\u5834\u5408\u306f\u300c\u7279\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u79d1\u76ee\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u30681\u884c\u3067\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e88\u7b97\u306e\u5897\u984d\u30fb\u6e1b\u984d\u306e\u662f\u975e\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5224\u65ad\u306f\u8ca1\u52d9\u90e8\u304c\u884c\u3044\u307e\u3059\u3002\n\n\u3010\u90e8\u9580\u3011\n{department_context}\n\n\u3010\u5f53\u671f\u306e\u72b6\u6cc1\uff08\u79d1\u76ee\u5225\uff1a\u4e88\u7b97 \/ \u7d2f\u8a08\u5b9f\u7e3e \/ \u767a\u6ce8\u6b8b \/ \u6d88\u5316\u7387 \/ \u898b\u8fbc\u307f\u6d88\u5316\u7387 \/ \u5358\u7d14\u6309\u5206\u306e\u7740\u5730 \/ \u7d4c\u904e\u7387\uff09\u3011\n{current_status}\n\n\u3010\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\uff08\u79d1\u76ee \u00d7 \u5e74\u6708\uff09\u3011\n{historical_monthly}\n\n\u3010\u79d1\u76ee\u306e\u6027\u8cea\uff08\u56fa\u5b9a\u7684 \/ \u5909\u52d5\u7684 \/ \u968f\u6642\uff09\u3011\n{account_nature}\n```\n\n**\u300c\u767a\u6ce8\u6b8b\u304c\u3042\u308b\u79d1\u76ee\u3067\u4f59\u88d5\u304c\u3042\u308b\u3068\u66f8\u304b\u306a\u3044\u300d\u306e1\u884c\u304c\u52b9\u304d\u307e\u3059\u3002** \u3053\u308c\u3092\u5165\u308c\u306a\u3044\u3068\u3001\u6d88\u5316\u7387\u3060\u3051\u3092\u898b\u3066\u300c\u9806\u8abf\u306b\u63a8\u79fb\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3046\u6587\u304c\u51fa\u307e\u3059\u3002**\u767a\u6ce8\u6e08\u307f\u3067\u672a\u691c\u53ce\u306e\u91d1\u984d\u304c\u4e88\u7b97\u306e3\u5272\u3042\u308b\u306e\u306b\u300c\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u308c\u305f\u5831\u544a\u306f\u3001\u8aad\u3093\u3060\u90e8\u9580\u9577\u3092\u8aa4\u3089\u305b\u307e\u3059\u3002**\n\n**\u300c\u4e88\u7b97\u306e\u5897\u984d\u30fb\u6e1b\u984d\u306e\u662f\u975e\u3092\u66f8\u304b\u306a\u3044\u300d\u3082\u5fc5\u8981\u3067\u3059\u3002** AI\u306b\u300c\u88dc\u6b63\u3092\u691c\u8a0e\u3059\u3079\u304d\u3067\u3059\u300d\u3068\u66f8\u304b\u305b\u308b\u3068\u3001\u305d\u308c\u304c\u72ec\u308a\u6b69\u304d\u3057\u307e\u3059\u3002\u4e88\u7b97\u306e\u5909\u66f4\u306f\u8ca1\u52d9\u90e8\u3068\u7d4c\u55b6\u306e\u5224\u65ad\u3067\u3059\u3002","output_data":"```json\n{\n \"department_code\": \"\",\n \"period\": \"\",\n \"accounts\": [\n {\n \"account_code\": \"\",\n \"account_name\": \"\",\n \"nature\": \"\u56fa\u5b9a\u7684 | \u5909\u52d5\u7684 | \u968f\u6642\",\n \"pattern_note\": \"\",\n \"estimate_multiplier\": 1.0,\n \"estimated_landing_basis\": \"\u5358\u7d14\u6309\u5206\u306e\u7740\u5730 \u00d7 estimate_multiplier\",\n \"variance_direction\": \"over | under | on_track\",\n \"variance_reason_candidates\": [],\n \"confidence\": \"high | medium | low\",\n \"attention\": true\n }\n ],\n \"summary_lines\": [],\n \"accounts_needing_explanation\": [],\n \"data_gaps\": []\n}\n```\n\nGemini API \u3067JSON\u3092\u8fd4\u3055\u305b\u308b\u5834\u5408\u3001`response_format` \u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u578b\u3092\u6307\u5b9a\u3057\u3066 `mime_type` \u3092 `application\/json` \u306b\u3057\u3001`schema` \u306b\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002\u30b9\u30ad\u30fc\u30de\u306f JSON Schema \u306e\u4e00\u90e8\uff08`string` `number` `integer` `boolean` `object` `array` \u306a\u3069\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\n\n**`estimate_multiplier` \u3092\u8fd4\u3055\u305b\u308b\u5f62\u306b\u3057\u3066\u3044\u308b\u70b9\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\u3002** AI\u306b\u7740\u5730\u306e\u91d1\u984d\u305d\u306e\u3082\u306e\u3092\u8a08\u7b97\u3055\u305b\u305a\u3001\u300c\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u306b\u5bfe\u3057\u3066\u4f55\u500d\u304b\u300d\u3068\u3044\u3046\u4fc2\u6570\u3060\u3051\u3092\u8fd4\u3055\u305b\u307e\u3059\u3002**\u91d1\u984d\u306f\u8868\u8a08\u7b97\u5074\u3067\u639b\u3051\u7b97\u3057\u307e\u3059\u3002** \u3053\u3046\u3059\u308b\u3068\u3001AI\u304c\u6841\u3092\u9593\u9055\u3048\u3066\u3082\u691c\u7b97\u3067\u5206\u304b\u308a\u307e\u3059\u3002\n\n`data_gaps` \u306f\u3001\u5224\u65ad\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u304c\u6b20\u3051\u3066\u3044\u308b\u7b87\u6240\u3067\u3059\u3002\u300c\u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u304c\u672a\u5206\u985e\u306e\u3082\u306e\u304c3\u4ef6\u3042\u308b\u300d\u3068\u3044\u3063\u305f\u5185\u5bb9\u304c\u5165\u308a\u307e\u3059\u3002**\u3053\u308c\u304c\u591a\u3044\u90e8\u9580\u306f\u3001\u898b\u7a4d\u3082\u308a\u81ea\u4f53\u3092\u4fe1\u7528\u3057\u306a\u3044\u3068\u3044\u3046\u5224\u65ad\u304c\u3067\u304d\u307e\u3059\u3002**","integration_systems":"\u51fa\u529b\u304b\u3089\u3001\u4e88\u7b97\u30e2\u30cb\u30bf\u8868\u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u4f5c\u308a\u307e\u3059\u3002\u69cb\u6210\u306f2\u5c64\u306b\u3057\u307e\u3059\u3002\n\n**\u90e8\u9580\u30b5\u30de\u30ea\u30fc\uff0840\u884c\uff09\uff1a**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u90e8\u9580 \/ \u90e8\u9580\u9577 | \u57fa\u672c\u60c5\u5831 |\n| \u4e88\u7b97\u8a08 \/ \u7d2f\u8a08\u5b9f\u7e3e \/ \u767a\u6ce8\u6b8b | \u91d1\u984d |\n| \u6d88\u5316\u7387 \/ \u898b\u8fbc\u307f\u6d88\u5316\u7387 | \u767a\u6ce8\u6b8b\u8fbc\u307f\u3092\u4f75\u8a18\u3059\u308b |\n| \u7740\u5730\u898b\u8fbc\u307f \/ \u4e88\u7b97\u3068\u306e\u5dee | \u79d1\u76ee\u306e\u898b\u7a4d\u3082\u308a\u3092\u5408\u8a08\u3057\u305f\u5024 |\n| \u6ce8\u610f\u79d1\u76ee\u306e\u6570 | `attention` \u304c true \u306e\u79d1\u76ee\u306e\u6570 |\n| \u8981\u70b9 | `summary_lines` \u306e3\u301c5\u884c |\n| \u8ca1\u52d9\u90e8\u306e\u5224\u65ad | \u4eba\u304c\u5165\u308c\u308b\uff08\u305d\u306e\u307e\u307e\u914d\u4fe1\uff0f\u8981\u78ba\u8a8d\uff0f\u4fdd\u7559\uff09 |\n\n**\u79d1\u76ee\u660e\u7d30\uff081,400\u884c\uff09\uff1a**\n\n\u90e8\u9580\u30b5\u30de\u30ea\u30fc\u304b\u3089\u5c55\u958b\u3057\u3066\u898b\u308b\u5f62\u306b\u3057\u307e\u3059\u3002\u79d1\u76ee\u3054\u3068\u306e\u6d88\u5316\u7387\u3001\u7740\u5730\u898b\u8fbc\u307f\u3001\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3001\u78ba\u5ea6\u304c\u4e26\u3073\u307e\u3059\u3002\n\n**\u90e8\u9580\u9577\u3078\u306e\u914d\u4fe1\u306f\u3001\u8ca1\u52d9\u90e8\u304c\u78ba\u5b9a\u3057\u3066\u304b\u3089\u884c\u3044\u307e\u3059\u3002** \u81ea\u52d5\u914d\u4fe1\u306f\u3057\u307e\u305b\u3093\u3002**\u898b\u7a4d\u3082\u308a\u304c\u660e\u3089\u304b\u306b\u5916\u308c\u3066\u3044\u308b\u6708\u306b\u3001\u305d\u306e\u307e\u307e40\u90e8\u9580\u3078\u914d\u4fe1\u3055\u308c\u308b\u3068\u3001\u3053\u306e\u4ed5\u7d44\u307f\u81ea\u4f53\u304c\u4fe1\u7528\u3092\u5931\u3044\u307e\u3059\u3002**\n\n\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u623b\u3057\u306f\u884c\u3044\u307e\u305b\u3093\u3002\u4e88\u7b97\u306e\u4fee\u6b63\u306f\u3001\u65e2\u5b58\u306e\u88dc\u6b63\u306e\u624b\u7d9a\u304d\u306b\u5f93\u3044\u307e\u3059\u3002","human_review":"**\u90e8\u9580\u3078\u8fd4\u3059\u524d\u306b\u3001\u5168\u4ef6\u3092\u8ca1\u52d9\u90e8\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002**\n\n\u7406\u7531\u306f\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u5916\u308c\u308b\u6708\u304c\u5fc5\u305a\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u5927\u578b\u306e\u8a2d\u5099\u6295\u8cc7\u3001\u7d44\u7e54\u5909\u66f4\u3001\u60f3\u5b9a\u5916\u306e\u53d7\u6ce8\u3002\u3053\u3046\u3057\u305f\u4e8b\u60c5\u306f\u30c7\u30fc\u30bf\u306b\u73fe\u308c\u308b\u524d\u306b\u8ca1\u52d9\u90e8\u304c\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**AI\u306e\u898b\u7a4d\u3082\u308a\u3092\u4eba\u304c\u4e0a\u66f8\u304d\u3067\u304d\u308b\u5f62\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002**\n\n\u78ba\u8a8d\u3092\u901f\u304f\u3059\u308b\u305f\u3081\u306e\u8a2d\u8a08\u304c\u52b9\u304d\u307e\u3059\u3002\n\n- \u90e8\u9580\u30b5\u30de\u30ea\u30fc\u3092\u3001\u7740\u5730\u898b\u8fbc\u307f\u3068\u4e88\u7b97\u306e\u5dee\u304c\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u308b\n- `confidence` \u304c low \u306e\u90e8\u9580\u306b\u5370\u3092\u4ed8\u3051\u308b\n- `data_gaps` \u306b\u9805\u76ee\u304c\u3042\u308b\u90e8\u9580\u3092\u5225\u306b\u96c6\u3081\u308b\n- \u524d\u6708\u306e\u898b\u7a4d\u3082\u308a\u3068\u4eca\u6708\u306e\u5b9f\u7e3e\u3092\u4e26\u3079\u3001**\u898b\u7a4d\u3082\u308a\u304c\u3069\u308c\u304f\u3089\u3044\u5f53\u305f\u3063\u305f\u304b\u3092\u6bce\u6708\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b**\n- \u767a\u6ce8\u6b8b\u306e\u5272\u5408\u304c\u9ad8\u3044\u79d1\u76ee\u306b\u8272\u3092\u4ed8\u3051\u308b\n\n**4\u3064\u76ee\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u3092\u80b2\u3066\u307e\u3059\u3002** \u898b\u7a4d\u3082\u308a\u306e\u7cbe\u5ea6\u3092\u6bce\u6708\u8a18\u9332\u3057\u3066\u304a\u304f\u3068\u3001\u300c\u3053\u306e\u79d1\u76ee\u306e\u898b\u7a4d\u3082\u308a\u306f\u3088\u304f\u5916\u308c\u308b\u300d\u3068\u3044\u3046\u50be\u5411\u304c\u898b\u3048\u307e\u3059\u3002\u305d\u3053\u3060\u3051\u4eba\u304c\u624b\u5f53\u3066\u3059\u308c\u3070\u3088\u304f\u306a\u308a\u307e\u3059\u3002**\u7cbe\u5ea6\u3092\u6e2c\u3089\u306a\u3044\u307e\u307e\u4f7f\u3044\u7d9a\u3051\u308b\u3068\u3001\u5f53\u305f\u3063\u3066\u3044\u308b\u306e\u304b\u3069\u3046\u304b\u8ab0\u3082\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u5f62\u9ab8\u5316\u3057\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6708\u6b21\u306e\u7de0\u3081\u304c\u7d42\u308f\u3063\u3066\u3044\u306a\u3044 | \u7de0\u3081\u5b8c\u4e86\u30d5\u30e9\u30b0\u3092\u898b\u3066\u304b\u3089\u5b9f\u884c\u3059\u308b\u3002**\u672a\u78ba\u5b9a\u30c7\u30fc\u30bf\u3067\u51e6\u7406\u3057\u306a\u3044** |\n| \u90e8\u9580\u30b3\u30fc\u30c9\u304c\u7d44\u7e54\u5909\u66f4\u3067\u5909\u308f\u3063\u305f | \u904e\u53bb\u5b9f\u7e3e\u3092\u73fe\u5728\u306e\u90e8\u9580\u3078\u5bfe\u5fdc\u3065\u3051\u308b\u8868\u3092\u6301\u3064\u3002\u5bfe\u5fdc\u3065\u3051\u3089\u308c\u306a\u3044\u90e8\u9580\u306f\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u308f\u305a\u5358\u7d14\u6309\u5206\u306b\u3059\u308b |\n| \u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u304c\u672a\u5165\u529b | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3057\u3001`data_gaps` \u306b\u5165\u308c\u308b\u3002**\u6309\u5206\u3067\u79d1\u76ee\u3078\u5272\u308a\u632f\u3089\u306a\u3044** |\n| \u65b0\u8a2d\u90e8\u9580\u3067\u904e\u53bb\u5b9f\u7e3e\u304c\u306a\u3044 | \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u3048\u306a\u3044\u3002\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u306e\u307f\u3092\u793a\u3057\u3001`confidence` \u3092 low \u306b\u3059\u308b |\n| \u524d\u5e74\u5ea6\u306e\u623b\u3057\u8a08\u4e0a\u304c\u6df7\u3056\u3063\u3066\u3044\u308b | \u524d\u51e6\u7406\u3067\u9664\u5916\u3059\u308b\u3002\u9664\u5916\u3057\u305f\u65e8\u3092 `data_gaps` \u306b\u8a18\u9332\u3059\u308b |\n| \u4e88\u7b97\u304c\u5e74\u5ea6\u9014\u4e2d\u3067\u6539\u5b9a\u3055\u308c\u305f | \u6539\u5b9a\u5f8c\u306e\u4e88\u7b97\u3067\u8a08\u7b97\u3057\u3001\u6539\u5b9a\u524d\u5f8c\u306e\u4e21\u65b9\u3092\u8868\u306b\u6b8b\u3059 |\n| \u79d1\u76ee\u306e\u6d88\u5316\u7387\u304c100\uff05\u3092\u8d85\u3048\u3066\u3044\u308b | \u6307\u6458\u3068\u3057\u3066\u6700\u4e0a\u90e8\u306b\u51fa\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u4e88\u7b97\u8d85\u904e\u304c\u78ba\u5b9a\u3057\u3066\u3044\u308b** |\n| \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u524d\u6708\u3068\u5927\u304d\u304f\u5909\u308f\u3063\u305f | \u5909\u52d5\u306e\u7406\u7531\uff08\u767a\u6ce8\u6b8b\u306e\u5897\u52a0\u306a\u3069\uff09\u3092\u4f75\u8a18\u3059\u308b\u3002\u7406\u7531\u304c\u793a\u305b\u306a\u3051\u308c\u3070 `confidence` \u3092 low \u306b\u3059\u308b |\n| \u4e00\u90e8\u306e\u90e8\u9580\u3067\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u306b\u5931\u6557\u3057\u305f | \u305d\u306e\u90e8\u9580\u3092\u300c\u53d6\u5f97\u3067\u304d\u305a\u300d\u3068\u8868\u793a\u3059\u308b\u3002**\u53e4\u3044\u6570\u5b57\u3092\u6700\u65b0\u3068\u3057\u3066\u51fa\u3055\u306a\u3044** |\n| \u91d1\u984d\u306e\u5358\u4f4d\u304c\u6df7\u5728\u3057\u3066\u3044\u308b | \u53d6\u308a\u8fbc\u307f\u6642\u306b\u305d\u308d\u3048\u308b\u3002\u305d\u308d\u308f\u306a\u3044\u5834\u5408\u306f\u51e6\u7406\u3092\u6b62\u3081\u308b |","log_storage":"**\u3053\u306e\u8a18\u9332\u306f\u3001\u4e88\u7b97\u7d71\u5236\u304c\u3069\u3046\u6a5f\u80fd\u3057\u305f\u304b\u306e\u7d4c\u904e\u306b\u306a\u308a\u307e\u3059\u3002**\n\n- \u53d6\u308a\u8fbc\u3093\u3060\u5b9f\u7e3e\u30fb\u4e88\u7b97\u30fb\u767a\u6ce8\u6b8b\u306e\u5143\u30c7\u30fc\u30bf\uff08\u6708\u3054\u3068\uff09\n- \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\uff08\u4fc2\u6570\u3068\u8a08\u7b97\u7d50\u679c\uff09\u3068 `confidence`\n- \u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3068\u3001\u8ca1\u52d9\u90e8\u304c\u78ba\u5b9a\u3057\u305f\u5185\u5bb9\n- \u4eba\u304c\u898b\u7a4d\u3082\u308a\u3092\u4e0a\u66f8\u304d\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u524d\u5f8c\u306e\u5024\u3068\u7406\u7531\n- \u90e8\u9580\u9577\u3078\u914d\u4fe1\u3057\u305f\u5185\u5bb9\u3068\u65e5\u4ed8\n- \u90e8\u9580\u304b\u3089\u306e\u56de\u7b54\n\n**\u300c\u898b\u7a4d\u3082\u308a\u3068\u5b9f\u969b\u306e\u7740\u5730\u306e\u5dee\u300d\u3092\u5e74\u5ea6\u672b\u306b\u96c6\u8a08\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u3053\u306e\u4ed5\u7d44\u307f\u306e\u901a\u4fe1\u7c3f\u306b\u306a\u308a\u307e\u3059\u3002\u79d1\u76ee\u3054\u3068\u306b\u7cbe\u5ea6\u3092\u898b\u308c\u3070\u3001\u7fcc\u5e74\u5ea6\u306b\u624b\u3092\u5165\u308c\u308b\u3079\u304d\u7b87\u6240\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n\u4eba\u304c\u4e0a\u66f8\u304d\u3057\u305f\u7406\u7531\u3082\u540c\u3058\u304f\u91cd\u8981\u3067\u3059\u3002\u300c\u5927\u578b\u306e\u53d7\u6ce8\u304c\u3042\u3063\u305f\u305f\u3081\u300d\u3068\u3044\u3046\u4e0a\u66f8\u304d\u304c\u6bce\u5e74\u540c\u3058\u6642\u671f\u306b\u767a\u751f\u3057\u3066\u3044\u308b\u306a\u3089\u3001**\u305d\u306e\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u8fbc\u3080\u4f59\u5730\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":2,"assumption_frequency":40,"assumption_workdays":20,"volume_month":40,"before_minutes_per_case":35,"after_minutes_per_case":11,"hourly_cost":4000,"before_hours_month":23.300000000000000710542735760100185871124267578125,"after_hours_month":7.29999999999999982236431605997495353221893310546875,"saved_hours_month":16,"reduction_rate":69,"saved_hours_year":192,"annual_cost_effect":768000,"summary":"\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u90e8\u9580\u5225\u5b9f\u7e3e\u3068\u767a\u6ce8\u6b8b\u3092\u5165\u529b\u306b\u3001\u52d8\u5b9a\u79d1\u76ee\u3054\u3068\u306e\u6d88\u5316\u30da\u30fc\u30b9\u304b\u3089\u671f\u672b\u306e\u7740\u5730\u3092\u898b\u7a4d\u3082\u308a\u3001\u4e88\u7b97\u3068\u306e\u305a\u308c\u304c\u5927\u304d\u3044\u79d1\u76ee\u3092\u7406\u7531\u306e\u5019\u88dc\u3068\u3068\u3082\u306b\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002\u62c5\u5f53\u8005\u306e\u4f5c\u696d\u306f\u300140\u90e8\u9580\u5206\u3092\u96c6\u8a08\u3057\u3066\u6587\u7ae0\u306b\u3059\u308b\u3053\u3068\u304b\u3089\u3001\u6307\u6458\u3092\u78ba\u304b\u3081\u3066\u90e8\u9580\u3078\u8fd4\u3059\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u6708\u6b21\u306e\u7de0\u3081\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\n2. \u4e88\u7b97\u306e\u30de\u30b9\u30bf\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u90e8\u9580\u3054\u3068\u306e\u6d88\u5316\u7387\u3092\u8868\u8a08\u7b97\u3067\u8a08\u7b97\u3059\u308b\n3. \u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u767a\u6ce8\u6b8b\uff08\u767a\u6ce8\u6e08\u307f\u3067\u672a\u691c\u53ce\u306e\u3082\u306e\uff09\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3001\u79d1\u76ee\u3054\u3068\u306b\u5272\u308a\u5f53\u3066\u308b\n4. \u6d88\u5316\u7387\u304c\u9ad8\u3044\u79d1\u76ee\u3001\u4f4e\u3044\u79d1\u76ee\u3092\u76ee\u3067\u63a2\u3059\n5. \u524d\u5e74\u540c\u671f\u306e\u5b9f\u7e3e\u3068\u6bd4\u3079\u3001\u30da\u30fc\u30b9\u304c\u9055\u3046\u79d1\u76ee\u3092\u898b\u3064\u3051\u308b\n6. \u6c17\u306b\u306a\u308b\u79d1\u76ee\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u90e8\u9580\u3078\u30e1\u30fc\u30eb\u3067\u7406\u7531\u3092\u78ba\u8a8d\u3059\u308b\n7. \u90e8\u9580\u3054\u3068\u306e\u30b3\u30e1\u30f3\u30c8\u3092\u66f8\u304d\u3001\u6708\u6b21\u306e\u5831\u544a\u8cc7\u6599\u306b\u8f09\u305b\u308b\n8. \u90e8\u9580\u9577\u3078\u3001\u6d88\u5316\u72b6\u6cc1\u3068\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3092\u5171\u6709\u3059\u308b\n\n\u554f\u984c\u306f5\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u96c6\u8a08\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 40\u90e8\u9580 \u00d7 35\u79d1\u76ee\u30671,400\u884c\u306b\u306a\u308a\u307e\u3059\u3002\u5b9f\u7e3e\u3068\u4e88\u7b97\u3068\u767a\u6ce8\u6b8b\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\u4f5c\u696d\u3092\u3001\u6bce\u6708\u7e70\u308a\u8fd4\u3057\u3066\u3044\u307e\u3059\u3002\n\n**\uff08b\uff09\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u300c\u6b8b\u6708\u6570\u3067\u5272\u308b\u300d\u3060\u3051\u306b\u306a\u3063\u3066\u3044\u308b\u3002** \u300c\u4e0a\u671f\u3067\u4e88\u7b97\u306e70\uff05\u3092\u4f7f\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u3053\u306e\u307e\u307e\u3060\u3068\u8d85\u904e\u300d\u3068\u3044\u3046\u898b\u65b9\u3092\u3057\u3066\u3044\u307e\u3059\u304c\u3001**\u79d1\u76ee\u306b\u3088\u3063\u3066\u306f\u4e0b\u671f\u306b\u8cbb\u7528\u304c\u96c6\u4e2d\u3059\u308b\u3082\u306e\u3082\u3042\u308a\u3001\u5358\u7d14\u306a\u6309\u5206\u3067\u306f\u8aad\u3081\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u30b3\u30e1\u30f3\u30c8\u304c\u5b9a\u578b\u6587\u306b\u306a\u308b\u3002** 40\u90e8\u9580\u5206\u306e\u30b3\u30e1\u30f3\u30c8\u3092\u6bce\u6708\u66f8\u304f\u305f\u3081\u3001\u300c\u6d88\u5316\u7387\u304c\u9ad8\u3044\u305f\u3081\u3001\u4e0b\u671f\u306e\u57f7\u884c\u306b\u7559\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u3044\u3046\u6587\u304c\u4e26\u3073\u307e\u3059\u3002**\u53d7\u3051\u53d6\u308b\u90e8\u9580\u9577\u306f\u8aad\u307e\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u7406\u7531\u306e\u78ba\u8a8d\u306b\u5f80\u5fa9\u304c\u767a\u751f\u3059\u308b\u3002** \u6d88\u5316\u7387\u304c\u6025\u306b\u4e0a\u304c\u3063\u305f\u79d1\u76ee\u306b\u3064\u3044\u3066\u90e8\u9580\u3078\u805e\u304f\u3068\u3001\u300c9\u6708\u306b\u8a2d\u5099\u306e\u4fee\u7e55\u3092\u3057\u305f\u305f\u3081\u3067\u3059\u300d\u3068\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002**\u767a\u6ce8\u30b7\u30b9\u30c6\u30e0\u3092\u898b\u308c\u3070\u5206\u304b\u3063\u305f\u8a71\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u78ba\u8a8d\u306e\u5f80\u5fa9\u304c\u7121\u99c4\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002**\n\n**\uff08e\uff09\u554f\u984c\u304c\u8868\u306b\u51fa\u308b\u306e\u304c\u9045\u3044\u3002** \u4e88\u7b97\u304c\u8db3\u308a\u306a\u3044\u3068\u5206\u304b\u308b\u306e\u306f\u3001\u90e8\u9580\u304b\u3089\u88dc\u6b63\u306e\u7533\u8acb\u304c\u6765\u305f\u3068\u304d\u3067\u3059\u3002**\u305d\u306e\u6642\u70b9\u3067\u306f\u3001\u3059\u3067\u306b\u767a\u6ce8\u304c\u6e08\u3093\u3067\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","before_flow_steps":["\u6708\u6b21\u306e\u7de0\u3081\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b","\u4e88\u7b97\u306e\u30de\u30b9\u30bf\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u90e8\u9580\u3054\u3068\u306e\u6d88\u5316\u7387\u3092\u8868\u8a08\u7b97\u3067\u8a08\u7b97\u3059\u308b","\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u767a\u6ce8\u6b8b\uff08\u767a\u6ce8\u6e08\u307f\u3067\u672a\u691c\u53ce\u306e\u3082\u306e\uff09\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3001\u79d1\u76ee\u3054\u3068\u306b\u5272\u308a\u5f53\u3066\u308b","\u6d88\u5316\u7387\u304c\u9ad8\u3044\u79d1\u76ee\u3001\u4f4e\u3044\u79d1\u76ee\u3092\u76ee\u3067\u63a2\u3059","\u524d\u5e74\u540c\u671f\u306e\u5b9f\u7e3e\u3068\u6bd4\u3079\u3001\u30da\u30fc\u30b9\u304c\u9055\u3046\u79d1\u76ee\u3092\u898b\u3064\u3051\u308b","\u6c17\u306b\u306a\u308b\u79d1\u76ee\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u90e8\u9580\u3078\u30e1\u30fc\u30eb\u3067\u7406\u7531\u3092\u78ba\u8a8d\u3059\u308b","\u90e8\u9580\u3054\u3068\u306e\u30b3\u30e1\u30f3\u30c8\u3092\u66f8\u304d\u3001\u6708\u6b21\u306e\u5831\u544a\u8cc7\u6599\u306b\u8f09\u305b\u308b","\u90e8\u9580\u9577\u3078\u3001\u6d88\u5316\u72b6\u6cc1\u3068\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3092\u5171\u6709\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6708\u6b21\u306e\u7de0\u3081\u5f8c\u3001\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e\u3092\u53d6\u308a\u8fbc\u3080\n2. **\u3010\u81ea\u52d5\u3011** \u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u767a\u6ce8\u6b8b\u3092\u53d6\u308a\u8fbc\u307f\u3001\u90e8\u9580\u3068\u79d1\u76ee\u3078\u5272\u308a\u5f53\u3066\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u4e88\u7b97\u30de\u30b9\u30bf\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u6d88\u5316\u7387\u3068\u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\u6d88\u5316\u7387\u3092\u8a08\u7b97\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u79d1\u76ee\u3054\u3068\u306e\u904e\u53bb2\u5e74\u306e\u6708\u5225\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u3001\u671f\u672b\u306e\u7740\u5730\u3092\u898b\u7a4d\u3082\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u4e88\u7b97\u3068\u306e\u305a\u308c\u304c\u5927\u304d\u3044\u79d1\u76ee\u3092\u62bd\u51fa\u3057\u3001\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u51fa\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u90e8\u9580\u3054\u3068\u306e\u8981\u70b9\u30923\u301c5\u884c\u306b\u307e\u3068\u3081\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3092\u4e26\u3079\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u6307\u6458\u3068\u898b\u7a4d\u3082\u308a\u3092\u78ba\u8a8d\u3057\u3001\u90e8\u9580\u3078\u8fd4\u3059\u5185\u5bb9\u3092\u6c7a\u3081\u308b\n8. **\u3010\u4eba\u3011** \u8aac\u660e\u304c\u5fc5\u8981\u306a\u90e8\u9580\u3068\u3060\u3051\u3001\u500b\u5225\u306b\u3084\u308a\u53d6\u308a\u3059\u308b\n9. **\u3010\u81ea\u52d5\u3011** \u78ba\u5b9a\u3057\u305f\u5185\u5bb9\u3092\u90e8\u9580\u9577\u3078\u914d\u4fe1\u3057\u3001\u6708\u6b21\u306e\u5831\u544a\u8cc7\u6599\u306b\u53cd\u6620\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u96c6\u3081\u308b\u300d\u300c\u8a08\u7b97\u3059\u308b\u300d\u300c\u7740\u5730\u3092\u898b\u7a4d\u3082\u308b\u300d\u300c\u305a\u308c\u3092\u898b\u3064\u3051\u308b\u300d\u300c\u6587\u306b\u3059\u308b\u300d\u306e5\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u3001\u898b\u7a4d\u3082\u308a\u304c\u59a5\u5f53\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u3068\u3001\u90e8\u9580\u3068\u306e\u5bfe\u8a71\u3067\u3059\u3002**\n\n**\u91d1\u984d\u306e\u8a08\u7b97\u306fAI\u306b\u3055\u305b\u307e\u305b\u3093\u3002** \u6d88\u5316\u7387\u3001\u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\u3001\u7740\u5730\u306e\u6309\u5206\u8a08\u7b97\u306f\u3001\u3059\u3079\u3066\u8868\u8a08\u7b97\u307e\u305f\u306f\u8a08\u7b97\u51e6\u7406\u3067\u884c\u3044\u307e\u3059\u3002AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001**\u79d1\u76ee\u3054\u3068\u306e\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u3069\u3046\u8aad\u3080\u304b\u3068\u3001\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u51fa\u3059\u3053\u3068**\u3067\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6708\u6b21\u306e\u7de0\u3081\u5f8c\u3001\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e\u3092\u53d6\u308a\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u767a\u6ce8\u6b8b\u3092\u53d6\u308a\u8fbc\u307f\u3001\u90e8\u9580\u3068\u79d1\u76ee\u3078\u5272\u308a\u5f53\u3066\u308b","**\u3010\u81ea\u52d5\u3011** \u4e88\u7b97\u30de\u30b9\u30bf\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u6d88\u5316\u7387\u3068\u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\u6d88\u5316\u7387\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u79d1\u76ee\u3054\u3068\u306e\u904e\u53bb2\u5e74\u306e\u6708\u5225\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u3001\u671f\u672b\u306e\u7740\u5730\u3092\u898b\u7a4d\u3082\u308b","**\u3010\u81ea\u52d5\u3011** \u4e88\u7b97\u3068\u306e\u305a\u308c\u304c\u5927\u304d\u3044\u79d1\u76ee\u3092\u62bd\u51fa\u3057\u3001\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u90e8\u9580\u3054\u3068\u306e\u8981\u70b9\u30923\u301c5\u884c\u306b\u307e\u3068\u3081\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3092\u4e26\u3079\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u6307\u6458\u3068\u898b\u7a4d\u3082\u308a\u3092\u78ba\u8a8d\u3057\u3001\u90e8\u9580\u3078\u8fd4\u3059\u5185\u5bb9\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u8aac\u660e\u304c\u5fc5\u8981\u306a\u90e8\u9580\u3068\u3060\u3051\u3001\u500b\u5225\u306b\u3084\u308a\u53d6\u308a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u78ba\u5b9a\u3057\u305f\u5185\u5bb9\u3092\u90e8\u9580\u9577\u3078\u914d\u4fe1\u3057\u3001\u6708\u6b21\u306e\u5831\u544a\u8cc7\u6599\u306b\u53cd\u6620\u3059\u308b"],"architecture":"```\n\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\uff08\u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e\uff09\n\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\uff08\u767a\u6ce8\u6b8b\uff1a\u767a\u6ce8\u6e08\u307f\u30fb\u672a\u691c\u53ce\uff09\n\u4e88\u7b97\u30de\u30b9\u30bf\uff08\u90e8\u9580 \u00d7 \u79d1\u76ee \u00d7 \u5e74\u5ea6\uff09\n \u2502\n \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6708\u3001\u6708\u6b21\u7de0\u3081\u306e\u5b8c\u4e86\u5f8c\nMake \u306e\u30b7\u30ca\u30ea\u30aa\n \u2502\n \u251c\u2500\u2500\u25b6 3\u3064\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u90e8\u9580 \u00d7 \u79d1\u76ee\u306e\u8868\u306b\u6b63\u898f\u5316\n \u2502\n \u251c\u2500\u2500\u25b6 \u3010\u8a08\u7b97\u51e6\u7406\u3011\u6d88\u5316\u7387\uff0f\u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\uff0f\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\n \u2502\n \u251c\u2500\u2500\u25b6 \u904e\u53bb2\u5e74\u306e\u6708\u5225\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u79d1\u76ee\u3054\u3068\u306b\u96c6\u8a08\n \u2502\n \u251c\u2500\u2500\u25b6 Iterator \u3067\u90e8\u9580\u3054\u3068\u306b\u51e6\u7406\n \u2502 \u2502\n \u2502 \u2514\u2500\u2500\u25b6 Gemini API \u2500\u2500 \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u3075\u307e\u3048\u305f\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u3068\n \u2502 \u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3001\u90e8\u9580\u5411\u3051\u306e\u8981\u70b93\u301c5\u884c\n \u2502\n \u251c\u2500\u2500\u25b6 Array Aggregator \u306740\u90e8\u9580\u5206\u3092\u307e\u3068\u3081\u308b\n \u2502\n \u2514\u2500\u2500\u25b6 \u4e88\u7b97\u30e2\u30cb\u30bf\u8868\uff08\u90e8\u9580 \/ \u79d1\u76ee \/ \u6d88\u5316\u7387 \/ \u7740\u5730\u898b\u8fbc\u307f \/ \u6307\u6458\uff09\u3092\u4f5c\u6210\n \u2502\n \u25bc\n\u8ca1\u52d9\u90e8\u304c\u78ba\u8a8d \u2500\u2500\u3010\u4eba\u3011\u898b\u7a4d\u3082\u308a\u306e\u59a5\u5f53\u6027\u3092\u5224\u65ad\n \u2502\n \u251c\u2500\u2500\u25b6 \u8aac\u660e\u304c\u8981\u308b\u90e8\u9580 \u2192 \u500b\u5225\u306b\u3084\u308a\u53d6\u308a\n \u2514\u2500\u2500\u25b6 \u78ba\u5b9a \u2192 \u90e8\u9580\u9577\u3078\u914d\u4fe1 \u2192 \u6708\u6b21\u5831\u544a\u8cc7\u6599\u3078\u53cd\u6620\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u751f\u6210AI | Gemini API | Claude API\u3001OpenAI API |\n| \u9023\u643a | Make | Power Automate\u3001n8n |\n| \u96c6\u8a08 | Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 | Excel |\n| \u4fdd\u7ba1 | Google \u30c9\u30e9\u30a4\u30d6 | SharePoint\u3001Box |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | ERP | \u5404\u793e\u306e\u4f1a\u8a08\u30bd\u30d5\u30c8 |\n\n**\u4e88\u7b97\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3084\u7d4c\u55b6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3057\u3066\u3044\u308b\u306a\u3089\u3001\u307e\u305a\u305d\u306e\u6a5f\u80fd\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u90e8\u9580\u5225\u306e\u4e88\u5b9f\u3068\u7740\u5730\u898b\u8fbc\u307f\u306f\u3001\u3053\u3046\u3057\u305f\u88fd\u54c1\u304c\u6301\u3064\u4e2d\u5fc3\u7684\u306a\u6a5f\u80fd\u3067\u3059\u3002**\u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u300c\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u51fa\u3059\u300d\u90e8\u5206\u3068\u300c\u90e8\u9580\u3054\u3068\u306e\u8981\u70b9\u3092\u6587\u306b\u3059\u308b\u300d\u90e8\u5206**\u3067\u3059\u3002\u6570\u5b57\u3092\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u306f\u3001\u65e2\u88fd\u54c1\u306e\u307b\u3046\u304c\u78ba\u5b9f\u3067\u3059\u3002\n\n**\u90e8\u9580\u6570\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u91cf\u3082\u5e74\u9593\u3067\u76f8\u5f53\u306a\u884c\u6570\u306b\u306a\u308a\u307e\u3059\u3002** Gemini \u306f100\u4e07\u30c8\u30fc\u30af\u30f3\u898f\u6a21\u306e\u5165\u529b\u3092\u53d7\u3051\u53d6\u308c\u308b\u30e2\u30c7\u30eb\u304c\u63d0\u4f9b\u3055\u308c\u3066\u304a\u308a\u3001\u95a2\u9023\u3059\u308b\u60c5\u5831\u3092\u307e\u3068\u3081\u3066\u524d\u7f6e\u304d\u3067\u6e21\u3059\u4f7f\u3044\u65b9\u304c\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u904e\u53bb2\u5e74\u5206\u306e\u6708\u5225\u5b9f\u7e3e\u3092\u79d1\u76ee\u3054\u3068\u306b\u307e\u3068\u3081\u3066\u6e21\u3057\u3066\u3082\u53ce\u307e\u308b\u305f\u3081\u3001**\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u6bce\u56de\u8aac\u660e\u3057\u76f4\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6708\u6b21\u306e\u7de0\u3081\u304c\u5b8c\u4e86\u3057\u305f\u3053\u3068**\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u7de0\u3081\u51e6\u7406\u304c\u7d42\u308f\u3063\u305f\u65e5\u306b\u3001\u7d4c\u7406\u304b\u3089\u5b8c\u4e86\u306e\u9023\u7d61\u304c\u6765\u308b\u904b\u7528\u3067\u3042\u308c\u3070\u3001\u305d\u306e\u9023\u7d61\u3092\u304d\u3063\u304b\u3051\u306b\u3057\u3066\u69cb\u3044\u307e\u305b\u3093\u3002\u65e5\u4ed8\u3092\u56fa\u5b9a\u3059\u308b\u3068\u3001\u7de0\u3081\u304c\u9045\u308c\u305f\u6708\u306b\u672a\u78ba\u5b9a\u306e\u6570\u5b57\u3067\u51e6\u7406\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002\n\nMake \u306e\u30b7\u30ca\u30ea\u30aa\u306f\u3001\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3067\u52d5\u304b\u3057\u307e\u3059\u3002\u65e2\u5b9a\u3067\u306f15\u5206\u3054\u3068\u306b\u5b9f\u884c\u3055\u308c\u308b\u8a2d\u5b9a\u3067\u3001\u4e00\u5b9a\u9593\u9694\u30fb1\u65e51\u56de\u30fb\u5e73\u65e5\u30fb\u9031\u6b21\u30fb\u6708\u6b21\u30fb\u65e5\u4ed8\u6307\u5b9a\u30fb\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u304b\u3089\u9078\u3079\u307e\u3059\u3002**\u3053\u306e\u7528\u9014\u3067\u306f\u300c\u65e5\u4ed8\u6307\u5b9a\u300d\u307e\u305f\u306f\u300c\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u300d\u304c\u5408\u3044\u307e\u3059\u3002** \u30b7\u30ca\u30ea\u30aa\u306f\u6709\u52b9\u5316\u3057\u306a\u3044\u3068\u52d5\u304b\u306a\u3044\u305f\u3081\u3001\u8a2d\u5b9a\u5f8c\u306b\u6709\u52b9\u5316\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n**\u7de0\u3081\u306e\u5b8c\u4e86\u30d5\u30e9\u30b0\u3092\u3069\u3053\u304b\u306b\u7f6e\u304f\u904b\u7528\u3092\u5148\u306b\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e1\u30bb\u30eb\u3067\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u300c\u7de0\u3081\u304c\u7d42\u308f\u3063\u305f\u3089\u7d4c\u7406\u304c\u30c1\u30a7\u30c3\u30af\u3092\u5165\u308c\u308b\u300d\u3068\u3044\u3046\u4e00\u624b\u9593\u3092\u5165\u308c\u308b\u3060\u3051\u3067\u3001\u672a\u78ba\u5b9a\u30c7\u30fc\u30bf\u3067\u306e\u51e6\u7406\u3092\u9632\u3052\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u90e8\u9580\u5225\u30fb\u79d1\u76ee\u5225\u306e\u5b9f\u7e3e | \u5f53\u6708\u3001\u671f\u9996\u304b\u3089\u306e\u7d2f\u8a08 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 |\n| \u4e88\u7b97\u30de\u30b9\u30bf | \u90e8\u9580 \u00d7 \u79d1\u76ee \u00d7 \u5e74\u5ea6\u306e\u4e88\u7b97\u984d\u3002\u6708\u6b21\u306e\u914d\u8ce6\u304c\u3042\u308b\u5834\u5408\u306f\u305d\u306e\u914d\u5206 | \u4e88\u7b97\u7de8\u6210\u306e\u7d50\u679c |\n| \u767a\u6ce8\u6b8b | \u767a\u6ce8\u6e08\u307f\u30fb\u672a\u691c\u53ce\u306e\u91d1\u984d\u3001\u90e8\u9580\u3001\u79d1\u76ee\u3001\u7d0d\u671f | \u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0 |\n| \u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e | \u90e8\u9580 \u00d7 \u79d1\u76ee \u00d7 \u5e74\u6708 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 |\n| \u90e8\u9580\u30de\u30b9\u30bf | \u90e8\u9580\u30b3\u30fc\u30c9\u3001\u90e8\u9580\u540d\u3001\u90e8\u9580\u9577\u3001\u4e0a\u4f4d\u7d44\u7e54 | \u4eba\u4e8b\u30fb\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 |\n| \u79d1\u76ee\u306e\u6027\u8cea | \u56fa\u5b9a\u7684\uff08\u4eba\u4ef6\u8cbb\u30fb\u8cc3\u501f\u6599\uff09\uff0f\u5909\u52d5\u7684\uff08\u65c5\u8cbb\u30fb\u6d88\u8017\u54c1\uff09\uff0f\u968f\u6642\uff08\u4fee\u7e55\u8cbb\u30fb\u5e83\u544a\u5ba3\u4f1d\u8cbb\uff09 | \u8ca1\u52d9\u90e8\u304c\u5b9a\u7fa9\u3059\u308b\u793e\u5185\u30c6\u30fc\u30d6\u30eb |\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u5b9f\u7e3e\u3068\u4e88\u7b97\uff1a** \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6708\u6b21\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002API\u304c\u3042\u308c\u3070\u4f7f\u3044\u307e\u3059\u304c\u3001CSV\u306e\u5b9a\u671f\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u5341\u5206\u3067\u3059\u3002**\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u9023\u643a\u306f\u4e0d\u8981\u3067\u3059\u3002** \u898b\u3066\u3044\u308b\u306e\u306f\u7de0\u3081\u305f\u5f8c\u306e\u6570\u5b57\u3067\u3059\u3002\n\n**\u767a\u6ce8\u6b8b\uff1a** \u3053\u3053\u304c\u52b9\u304d\u307e\u3059\u3002**\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u306e\u767a\u6ce8\u6b8b\u3092\u79d1\u76ee\u3078\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u3053\u306e\u69cb\u6210\u306e\u4fa1\u5024\u304c\u5909\u308f\u308a\u307e\u3059\u3002** \u767a\u6ce8\u6e08\u307f\u3067\u691c\u53ce\u524d\u306e\u91d1\u984d\u306f\u3001\u4f1a\u8a08\u4e0a\u306e\u5b9f\u7e3e\u306b\u306f\u51fa\u3066\u3044\u307e\u305b\u3093\u304c\u3001\u5b9f\u8cea\u7684\u306b\u78ba\u5b9a\u3057\u305f\u652f\u51fa\u3067\u3059\u3002\u3053\u308c\u3092\u542b\u3081\u306a\u3044\u6d88\u5316\u7387\u306f\u3001\u5b9f\u614b\u3088\u308a\u4f4e\u304f\u51fa\u307e\u3059\u3002\n\n\u5272\u308a\u5f53\u3066\u304c\u96e3\u3057\u3044\u5834\u5408\u306f\u3001**\u767a\u6ce8\u6642\u306b\u79d1\u76ee\u3092\u5165\u529b\u3057\u3066\u3082\u3089\u3046\u904b\u7528\u3092\u5148\u306b\u6574\u3048\u3066\u304f\u3060\u3055\u3044\u3002** \u8cfc\u8cb7\u4f9d\u983c\u306e\u753b\u9762\u306b\u79d1\u76ee\u306e\u6b04\u304c\u306a\u3051\u308c\u3070\u3001\u305d\u3053\u304b\u3089\u59cb\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\uff1a** \u79d1\u76ee\u3054\u3068\u306e\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u8aad\u3080\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002\u300c\u4fee\u7e55\u8cbb\u306f10\u6708\u30683\u6708\u306b\u96c6\u4e2d\u3059\u308b\u300d\u300c\u65c5\u8cbb\u4ea4\u901a\u8cbb\u306f4\u6708\u306810\u6708\u304c\u591a\u3044\u300d\u3068\u3044\u3063\u305f\u50be\u5411\u304c\u3001\u3053\u3053\u304b\u3089\u898b\u3048\u307e\u3059\u3002**2\u5e74\u3042\u308c\u3070\u8db3\u308a\u307e\u3059\u30023\u5e74\u4ee5\u4e0a\u3055\u304b\u306e\u307c\u308b\u3068\u3001\u7d44\u7e54\u5909\u66f4\u3067\u90e8\u9580\u304c\u5bfe\u5fdc\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u79d1\u76ee\u306e\u6027\u8cea\uff1a** \u8ca1\u52d9\u90e8\u304c\u5b9a\u7fa9\u3057\u307e\u3059\u300235\u79d1\u76ee\u3092\u300c\u56fa\u5b9a\u7684\u300d\u300c\u5909\u52d5\u7684\u300d\u300c\u968f\u6642\u300d\u306e3\u3064\u306b\u5206\u3051\u308b\u3060\u3051\u3067\u3059\u3002**\u3053\u306e\u5206\u985e\u304c\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u90e8\u9580\u306e\u540d\u5bc4\u305b** \u2026 \u7d44\u7e54\u5909\u66f4\u3067\u90e8\u9580\u30b3\u30fc\u30c9\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u5834\u5408\u3001\u904e\u53bb\u306e\u5b9f\u7e3e\u3092\u73fe\u5728\u306e\u90e8\u9580\u3078\u5bfe\u5fdc\u3065\u3051\u307e\u3059\u3002**\u3053\u3053\u3092\u6020\u308b\u3068\u3001\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u304c\u8aad\u3081\u307e\u305b\u3093**\n2. **\u79d1\u76ee\u306e\u7d71\u5408** \u2026 \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u79d1\u76ee\u304c\u7d30\u304b\u3059\u304e\u308b\u5834\u5408\u3001\u7ba1\u7406\u4e0a\u306e\u5358\u4f4d\u3078\u307e\u3068\u3081\u307e\u3059\u30021\u90e8\u958035\u79d1\u76ee\u3067\u8db3\u308a\u3001\u305d\u308c\u4ee5\u4e0a\u7d30\u304b\u304f\u3057\u3066\u3082\u8aad\u307f\u624b\u304c\u8ffd\u3048\u307e\u305b\u3093\n3. **\u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u5272\u308a\u5f53\u3066** \u2026 \u8cfc\u8cb7\u30c7\u30fc\u30bf\u306e\u79d1\u76ee\u30b3\u30fc\u30c9\u3092\u4f1a\u8a08\u306e\u79d1\u76ee\u3078\u5bfe\u5fdc\u3065\u3051\u307e\u3059\u3002\u79d1\u76ee\u304c\u672a\u5165\u529b\u306e\u767a\u6ce8\u306f\u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3057\u307e\u3059\n4. **\u7570\u5e38\u5024\u306e\u9664\u5916** \u2026 \u524d\u5e74\u5ea6\u306e\u672a\u6255\u3044\u8a08\u4e0a\u306e\u623b\u3057\u306a\u3069\u3001\u4e00\u6642\u7684\u306a\u51e6\u7406\u3092\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8a08\u7b97\u304b\u3089\u5916\u3057\u307e\u3059\u3002**\u3053\u308c\u304c\u6df7\u3056\u308b\u3068\u3001\u30d1\u30bf\u30fc\u30f3\u304c\u6b6a\u307f\u307e\u3059**\n5. **\u91d1\u984d\u306e\u5358\u4f4d\u306e\u7d71\u4e00** \u2026 \u5343\u5186\u5358\u4f4d\u3068\u5186\u5358\u4f4d\u304c\u6df7\u5728\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u6642\u306b\u305d\u308d\u3048\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u8a08\u7b97\u51e6\u7406\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5f0f |\n|:--|:--|\n| \u6d88\u5316\u7387 | \u7d2f\u8a08\u5b9f\u7e3e \u00f7 \u5e74\u9593\u4e88\u7b97 |\n| \u767a\u6ce8\u6b8b\u8fbc\u307f\u306e\u898b\u8fbc\u307f\u6d88\u5316\u7387 | \uff08\u7d2f\u8a08\u5b9f\u7e3e \uff0b \u767a\u6ce8\u6b8b\uff09 \u00f7 \u5e74\u9593\u4e88\u7b97 |\n| \u5358\u7d14\u6309\u5206\u306e\u7740\u5730 | \u7d2f\u8a08\u5b9f\u7e3e \u00f7 \u7d4c\u904e\u6708\u6570 \u00d7 12 |\n| \u7d4c\u904e\u7387 | \u7d4c\u904e\u6708\u6570 \u00f7 12 |\n\n**AI\uff08Gemini API\uff09\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8aad\u307f\u53d6\u308a | \u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\u304b\u3089\u3001\u305d\u306e\u79d1\u76ee\u304c\u671f\u306e\u3069\u3053\u306b\u5bc4\u308b\u304b\u3092\u5224\u65ad\u3059\u308b |\n| \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a | \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3068\u767a\u6ce8\u6b8b\u3092\u3075\u307e\u3048\u3066\u3001\u5358\u7d14\u6309\u5206\u3088\u308a\u59a5\u5f53\u306a\u7740\u5730\u3092\u51fa\u3059 |\n| \u305a\u308c\u306e\u8981\u56e0\u306e\u5019\u88dc | \u5b9f\u7e3e\u304c\u4e88\u7b97\u3068\u305a\u308c\u3066\u3044\u308b\u79d1\u76ee\u306b\u3064\u3044\u3066\u3001\u767a\u6ce8\u6b8b\u30fb\u904e\u53bb\u306e\u540c\u6708\u30fb\u90e8\u9580\u306e\u72b6\u6cc1\u304b\u3089\u7406\u7531\u306e\u5019\u88dc\u3092\u6319\u3052\u308b |\n| \u90e8\u9580\u5411\u3051\u306e\u8981\u70b9 | 3\u301c5\u884c\u3067\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3068\u305d\u306e\u7406\u7531\u3092\u307e\u3068\u3081\u308b |\n| \u78ba\u5ea6\u306e\u7533\u544a | \u898b\u7a4d\u3082\u308a\u306e\u78ba\u304b\u3089\u3057\u3055\u3092 high \/ medium \/ low \u3067\u8fd4\u3059 |\n\n**\u300c\u305a\u308c\u306e\u7406\u7531\u3092\u65ad\u5b9a\u3055\u305b\u306a\u3044\u300d\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002** AI\u304c\u51fa\u305b\u308b\u306e\u306f\u5019\u88dc\u307e\u3067\u3067\u3059\u3002\u300c9\u6708\u306b\u767a\u6ce8\u6b8b\u304c\u8a08\u4e0a\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4fee\u7e55\u306e\u767a\u751f\u304c\u7406\u7531\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u300d\u306f\u8a00\u3048\u307e\u3059\u304c\u3001\u300c\u8a2d\u5099\u304c\u6545\u969c\u3057\u305f\u305f\u3081\u3067\u3059\u300d\u306f\u8a00\u3048\u307e\u305b\u3093\u3002**\u30c7\u30fc\u30bf\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\u3092\u66f8\u304b\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u8ca1\u52d9\u90e8\u306e\u4e88\u7b97\u7d71\u5236\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u4e0b\u306e\u90e8\u9580\u306b\u3064\u3044\u3066\u3001\u52d8\u5b9a\u79d1\u76ee\u3054\u3068\u306e\u671f\u672b\u306e\u7740\u5730\u3092\u898b\u7a4d\u3082\u308a\u3001\n\u4e88\u7b97\u3068\u306e\u305a\u308c\u304c\u5927\u304d\u3044\u79d1\u76ee\u3092\u6307\u6458\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u306e\u56db\u5247\u6f14\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e0b\u306b\u4e0e\u3048\u305f\u8a08\u7b97\u6e08\u307f\u306e\u5024\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u306f\u3001\u4e0e\u3048\u3089\u308c\u305f\u300c\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u300d\u3092\u57fa\u6e96\u306b\u3001\n \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306b\u5fdc\u3058\u305f\u88dc\u6b63\u306e\u5272\u5408\uff08\u4f8b\uff1a0.85\u500d\u30011.2\u500d\uff09\u3067\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306f\u3001\u4e0b\u306e\u300c\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\u300d\u306b\u73fe\u308c\u3066\u3044\u308b\u7bc4\u56f2\u3067\u306e\u307f\u8aad\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n \u4e00\u822c\u7684\u306a\u50be\u5411\uff08\u300c\u5e74\u5ea6\u672b\u306f\u8cbb\u7528\u304c\u5897\u3048\u308b\u300d\u306a\u3069\uff09\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u305a\u308c\u306e\u7406\u7531\u306f\u300c\u5019\u88dc\u300d\u3068\u3057\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u30c7\u30fc\u30bf\u306b\u73fe\u308c\u3066\u3044\u306a\u3044\u4e8b\u60c5\uff08\u6545\u969c\u3001\u4eba\u54e1\u306e\u5897\u6e1b\u3001\u5916\u90e8\u74b0\u5883\uff09\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u767a\u6ce8\u6b8b\u304c\u7740\u5730\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u5fc5\u305a\u8003\u616e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u767a\u6ce8\u6b8b\u304c\u3042\u308b\u79d1\u76ee\u3067\u300c\u6d88\u5316\u7387\u304c\u4f4e\u3044\u306e\u3067\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u9580\u5411\u3051\u306e\u8981\u70b9\u306f3\u301c5\u884c\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u3059\u3079\u3066\u306e\u79d1\u76ee\u306b\u89e6\u308c\u305a\u3001\u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u3060\u3051\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n \u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u304c\u306a\u3044\u5834\u5408\u306f\u300c\u7279\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u79d1\u76ee\u306f\u3042\u308a\u307e\u305b\u3093\u300d\u30681\u884c\u3067\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4e88\u7b97\u306e\u5897\u984d\u30fb\u6e1b\u984d\u306e\u662f\u975e\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5224\u65ad\u306f\u8ca1\u52d9\u90e8\u304c\u884c\u3044\u307e\u3059\u3002\n\n\u3010\u90e8\u9580\u3011\n{department_context}\n\n\u3010\u5f53\u671f\u306e\u72b6\u6cc1\uff08\u79d1\u76ee\u5225\uff1a\u4e88\u7b97 \/ \u7d2f\u8a08\u5b9f\u7e3e \/ \u767a\u6ce8\u6b8b \/ \u6d88\u5316\u7387 \/ \u898b\u8fbc\u307f\u6d88\u5316\u7387 \/ \u5358\u7d14\u6309\u5206\u306e\u7740\u5730 \/ \u7d4c\u904e\u7387\uff09\u3011\n{current_status}\n\n\u3010\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\uff08\u79d1\u76ee \u00d7 \u5e74\u6708\uff09\u3011\n{historical_monthly}\n\n\u3010\u79d1\u76ee\u306e\u6027\u8cea\uff08\u56fa\u5b9a\u7684 \/ \u5909\u52d5\u7684 \/ \u968f\u6642\uff09\u3011\n{account_nature}\n```\n\n**\u300c\u767a\u6ce8\u6b8b\u304c\u3042\u308b\u79d1\u76ee\u3067\u4f59\u88d5\u304c\u3042\u308b\u3068\u66f8\u304b\u306a\u3044\u300d\u306e1\u884c\u304c\u52b9\u304d\u307e\u3059\u3002** \u3053\u308c\u3092\u5165\u308c\u306a\u3044\u3068\u3001\u6d88\u5316\u7387\u3060\u3051\u3092\u898b\u3066\u300c\u9806\u8abf\u306b\u63a8\u79fb\u3057\u3066\u3044\u307e\u3059\u300d\u3068\u3044\u3046\u6587\u304c\u51fa\u307e\u3059\u3002**\u767a\u6ce8\u6e08\u307f\u3067\u672a\u691c\u53ce\u306e\u91d1\u984d\u304c\u4e88\u7b97\u306e3\u5272\u3042\u308b\u306e\u306b\u300c\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u308c\u305f\u5831\u544a\u306f\u3001\u8aad\u3093\u3060\u90e8\u9580\u9577\u3092\u8aa4\u3089\u305b\u307e\u3059\u3002**\n\n**\u300c\u4e88\u7b97\u306e\u5897\u984d\u30fb\u6e1b\u984d\u306e\u662f\u975e\u3092\u66f8\u304b\u306a\u3044\u300d\u3082\u5fc5\u8981\u3067\u3059\u3002** AI\u306b\u300c\u88dc\u6b63\u3092\u691c\u8a0e\u3059\u3079\u304d\u3067\u3059\u300d\u3068\u66f8\u304b\u305b\u308b\u3068\u3001\u305d\u308c\u304c\u72ec\u308a\u6b69\u304d\u3057\u307e\u3059\u3002\u4e88\u7b97\u306e\u5909\u66f4\u306f\u8ca1\u52d9\u90e8\u3068\u7d4c\u55b6\u306e\u5224\u65ad\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n```json\n{\n \"department_code\": \"\",\n \"period\": \"\",\n \"accounts\": [\n {\n \"account_code\": \"\",\n \"account_name\": \"\",\n \"nature\": \"\u56fa\u5b9a\u7684 | \u5909\u52d5\u7684 | \u968f\u6642\",\n \"pattern_note\": \"\",\n \"estimate_multiplier\": 1.0,\n \"estimated_landing_basis\": \"\u5358\u7d14\u6309\u5206\u306e\u7740\u5730 \u00d7 estimate_multiplier\",\n \"variance_direction\": \"over | under | on_track\",\n \"variance_reason_candidates\": [],\n \"confidence\": \"high | medium | low\",\n \"attention\": true\n }\n ],\n \"summary_lines\": [],\n \"accounts_needing_explanation\": [],\n \"data_gaps\": []\n}\n```\n\nGemini API \u3067JSON\u3092\u8fd4\u3055\u305b\u308b\u5834\u5408\u3001`response_format` \u306b\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u578b\u3092\u6307\u5b9a\u3057\u3066 `mime_type` \u3092 `application\/json` \u306b\u3057\u3001`schema` \u306b\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002\u30b9\u30ad\u30fc\u30de\u306f JSON Schema \u306e\u4e00\u90e8\uff08`string` `number` `integer` `boolean` `object` `array` \u306a\u3069\uff09\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002\n\n**`estimate_multiplier` \u3092\u8fd4\u3055\u305b\u308b\u5f62\u306b\u3057\u3066\u3044\u308b\u70b9\u306b\u6ce8\u76ee\u3057\u3066\u304f\u3060\u3055\u3044\u3002** AI\u306b\u7740\u5730\u306e\u91d1\u984d\u305d\u306e\u3082\u306e\u3092\u8a08\u7b97\u3055\u305b\u305a\u3001\u300c\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u306b\u5bfe\u3057\u3066\u4f55\u500d\u304b\u300d\u3068\u3044\u3046\u4fc2\u6570\u3060\u3051\u3092\u8fd4\u3055\u305b\u307e\u3059\u3002**\u91d1\u984d\u306f\u8868\u8a08\u7b97\u5074\u3067\u639b\u3051\u7b97\u3057\u307e\u3059\u3002** \u3053\u3046\u3059\u308b\u3068\u3001AI\u304c\u6841\u3092\u9593\u9055\u3048\u3066\u3082\u691c\u7b97\u3067\u5206\u304b\u308a\u307e\u3059\u3002\n\n`data_gaps` \u306f\u3001\u5224\u65ad\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u304c\u6b20\u3051\u3066\u3044\u308b\u7b87\u6240\u3067\u3059\u3002\u300c\u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u304c\u672a\u5206\u985e\u306e\u3082\u306e\u304c3\u4ef6\u3042\u308b\u300d\u3068\u3044\u3063\u305f\u5185\u5bb9\u304c\u5165\u308a\u307e\u3059\u3002**\u3053\u308c\u304c\u591a\u3044\u90e8\u9580\u306f\u3001\u898b\u7a4d\u3082\u308a\u81ea\u4f53\u3092\u4fe1\u7528\u3057\u306a\u3044\u3068\u3044\u3046\u5224\u65ad\u304c\u3067\u304d\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n\u51fa\u529b\u304b\u3089\u3001\u4e88\u7b97\u30e2\u30cb\u30bf\u8868\u3092\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u4f5c\u308a\u307e\u3059\u3002\u69cb\u6210\u306f2\u5c64\u306b\u3057\u307e\u3059\u3002\n\n**\u90e8\u9580\u30b5\u30de\u30ea\u30fc\uff0840\u884c\uff09\uff1a**\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u90e8\u9580 \/ \u90e8\u9580\u9577 | \u57fa\u672c\u60c5\u5831 |\n| \u4e88\u7b97\u8a08 \/ \u7d2f\u8a08\u5b9f\u7e3e \/ \u767a\u6ce8\u6b8b | \u91d1\u984d |\n| \u6d88\u5316\u7387 \/ \u898b\u8fbc\u307f\u6d88\u5316\u7387 | \u767a\u6ce8\u6b8b\u8fbc\u307f\u3092\u4f75\u8a18\u3059\u308b |\n| \u7740\u5730\u898b\u8fbc\u307f \/ \u4e88\u7b97\u3068\u306e\u5dee | \u79d1\u76ee\u306e\u898b\u7a4d\u3082\u308a\u3092\u5408\u8a08\u3057\u305f\u5024 |\n| \u6ce8\u610f\u79d1\u76ee\u306e\u6570 | `attention` \u304c true \u306e\u79d1\u76ee\u306e\u6570 |\n| \u8981\u70b9 | `summary_lines` \u306e3\u301c5\u884c |\n| \u8ca1\u52d9\u90e8\u306e\u5224\u65ad | \u4eba\u304c\u5165\u308c\u308b\uff08\u305d\u306e\u307e\u307e\u914d\u4fe1\uff0f\u8981\u78ba\u8a8d\uff0f\u4fdd\u7559\uff09 |\n\n**\u79d1\u76ee\u660e\u7d30\uff081,400\u884c\uff09\uff1a**\n\n\u90e8\u9580\u30b5\u30de\u30ea\u30fc\u304b\u3089\u5c55\u958b\u3057\u3066\u898b\u308b\u5f62\u306b\u3057\u307e\u3059\u3002\u79d1\u76ee\u3054\u3068\u306e\u6d88\u5316\u7387\u3001\u7740\u5730\u898b\u8fbc\u307f\u3001\u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3001\u78ba\u5ea6\u304c\u4e26\u3073\u307e\u3059\u3002\n\n**\u90e8\u9580\u9577\u3078\u306e\u914d\u4fe1\u306f\u3001\u8ca1\u52d9\u90e8\u304c\u78ba\u5b9a\u3057\u3066\u304b\u3089\u884c\u3044\u307e\u3059\u3002** \u81ea\u52d5\u914d\u4fe1\u306f\u3057\u307e\u305b\u3093\u3002**\u898b\u7a4d\u3082\u308a\u304c\u660e\u3089\u304b\u306b\u5916\u308c\u3066\u3044\u308b\u6708\u306b\u3001\u305d\u306e\u307e\u307e40\u90e8\u9580\u3078\u914d\u4fe1\u3055\u308c\u308b\u3068\u3001\u3053\u306e\u4ed5\u7d44\u307f\u81ea\u4f53\u304c\u4fe1\u7528\u3092\u5931\u3044\u307e\u3059\u3002**\n\n\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u623b\u3057\u306f\u884c\u3044\u307e\u305b\u3093\u3002\u4e88\u7b97\u306e\u4fee\u6b63\u306f\u3001\u65e2\u5b58\u306e\u88dc\u6b63\u306e\u624b\u7d9a\u304d\u306b\u5f93\u3044\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u90e8\u9580\u3078\u8fd4\u3059\u524d\u306b\u3001\u5168\u4ef6\u3092\u8ca1\u52d9\u90e8\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002**\n\n\u7406\u7531\u306f\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u5916\u308c\u308b\u6708\u304c\u5fc5\u305a\u3042\u308b\u305f\u3081\u3067\u3059\u3002\u5927\u578b\u306e\u8a2d\u5099\u6295\u8cc7\u3001\u7d44\u7e54\u5909\u66f4\u3001\u60f3\u5b9a\u5916\u306e\u53d7\u6ce8\u3002\u3053\u3046\u3057\u305f\u4e8b\u60c5\u306f\u30c7\u30fc\u30bf\u306b\u73fe\u308c\u308b\u524d\u306b\u8ca1\u52d9\u90e8\u304c\u77e5\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**AI\u306e\u898b\u7a4d\u3082\u308a\u3092\u4eba\u304c\u4e0a\u66f8\u304d\u3067\u304d\u308b\u5f62\u306b\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002**\n\n\u78ba\u8a8d\u3092\u901f\u304f\u3059\u308b\u305f\u3081\u306e\u8a2d\u8a08\u304c\u52b9\u304d\u307e\u3059\u3002\n\n- \u90e8\u9580\u30b5\u30de\u30ea\u30fc\u3092\u3001\u7740\u5730\u898b\u8fbc\u307f\u3068\u4e88\u7b97\u306e\u5dee\u304c\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u308b\n- `confidence` \u304c low \u306e\u90e8\u9580\u306b\u5370\u3092\u4ed8\u3051\u308b\n- `data_gaps` \u306b\u9805\u76ee\u304c\u3042\u308b\u90e8\u9580\u3092\u5225\u306b\u96c6\u3081\u308b\n- \u524d\u6708\u306e\u898b\u7a4d\u3082\u308a\u3068\u4eca\u6708\u306e\u5b9f\u7e3e\u3092\u4e26\u3079\u3001**\u898b\u7a4d\u3082\u308a\u304c\u3069\u308c\u304f\u3089\u3044\u5f53\u305f\u3063\u305f\u304b\u3092\u6bce\u6708\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3059\u308b**\n- \u767a\u6ce8\u6b8b\u306e\u5272\u5408\u304c\u9ad8\u3044\u79d1\u76ee\u306b\u8272\u3092\u4ed8\u3051\u308b\n\n**4\u3064\u76ee\u304c\u3001\u3053\u306e\u4ed5\u7d44\u307f\u3092\u80b2\u3066\u307e\u3059\u3002** \u898b\u7a4d\u3082\u308a\u306e\u7cbe\u5ea6\u3092\u6bce\u6708\u8a18\u9332\u3057\u3066\u304a\u304f\u3068\u3001\u300c\u3053\u306e\u79d1\u76ee\u306e\u898b\u7a4d\u3082\u308a\u306f\u3088\u304f\u5916\u308c\u308b\u300d\u3068\u3044\u3046\u50be\u5411\u304c\u898b\u3048\u307e\u3059\u3002\u305d\u3053\u3060\u3051\u4eba\u304c\u624b\u5f53\u3066\u3059\u308c\u3070\u3088\u304f\u306a\u308a\u307e\u3059\u3002**\u7cbe\u5ea6\u3092\u6e2c\u3089\u306a\u3044\u307e\u307e\u4f7f\u3044\u7d9a\u3051\u308b\u3068\u3001\u5f53\u305f\u3063\u3066\u3044\u308b\u306e\u304b\u3069\u3046\u304b\u8ab0\u3082\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u5f62\u9ab8\u5316\u3057\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6708\u6b21\u306e\u7de0\u3081\u304c\u7d42\u308f\u3063\u3066\u3044\u306a\u3044 | \u7de0\u3081\u5b8c\u4e86\u30d5\u30e9\u30b0\u3092\u898b\u3066\u304b\u3089\u5b9f\u884c\u3059\u308b\u3002**\u672a\u78ba\u5b9a\u30c7\u30fc\u30bf\u3067\u51e6\u7406\u3057\u306a\u3044** |\n| \u90e8\u9580\u30b3\u30fc\u30c9\u304c\u7d44\u7e54\u5909\u66f4\u3067\u5909\u308f\u3063\u305f | \u904e\u53bb\u5b9f\u7e3e\u3092\u73fe\u5728\u306e\u90e8\u9580\u3078\u5bfe\u5fdc\u3065\u3051\u308b\u8868\u3092\u6301\u3064\u3002\u5bfe\u5fdc\u3065\u3051\u3089\u308c\u306a\u3044\u90e8\u9580\u306f\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u308f\u305a\u5358\u7d14\u6309\u5206\u306b\u3059\u308b |\n| \u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u304c\u672a\u5165\u529b | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3057\u3001`data_gaps` \u306b\u5165\u308c\u308b\u3002**\u6309\u5206\u3067\u79d1\u76ee\u3078\u5272\u308a\u632f\u3089\u306a\u3044** |\n| \u65b0\u8a2d\u90e8\u9580\u3067\u904e\u53bb\u5b9f\u7e3e\u304c\u306a\u3044 | \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u4f7f\u3048\u306a\u3044\u3002\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u306e\u307f\u3092\u793a\u3057\u3001`confidence` \u3092 low \u306b\u3059\u308b |\n| \u524d\u5e74\u5ea6\u306e\u623b\u3057\u8a08\u4e0a\u304c\u6df7\u3056\u3063\u3066\u3044\u308b | \u524d\u51e6\u7406\u3067\u9664\u5916\u3059\u308b\u3002\u9664\u5916\u3057\u305f\u65e8\u3092 `data_gaps` \u306b\u8a18\u9332\u3059\u308b |\n| \u4e88\u7b97\u304c\u5e74\u5ea6\u9014\u4e2d\u3067\u6539\u5b9a\u3055\u308c\u305f | \u6539\u5b9a\u5f8c\u306e\u4e88\u7b97\u3067\u8a08\u7b97\u3057\u3001\u6539\u5b9a\u524d\u5f8c\u306e\u4e21\u65b9\u3092\u8868\u306b\u6b8b\u3059 |\n| \u79d1\u76ee\u306e\u6d88\u5316\u7387\u304c100\uff05\u3092\u8d85\u3048\u3066\u3044\u308b | \u6307\u6458\u3068\u3057\u3066\u6700\u4e0a\u90e8\u306b\u51fa\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u4e88\u7b97\u8d85\u904e\u304c\u78ba\u5b9a\u3057\u3066\u3044\u308b** |\n| \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u524d\u6708\u3068\u5927\u304d\u304f\u5909\u308f\u3063\u305f | \u5909\u52d5\u306e\u7406\u7531\uff08\u767a\u6ce8\u6b8b\u306e\u5897\u52a0\u306a\u3069\uff09\u3092\u4f75\u8a18\u3059\u308b\u3002\u7406\u7531\u304c\u793a\u305b\u306a\u3051\u308c\u3070 `confidence` \u3092 low \u306b\u3059\u308b |\n| \u4e00\u90e8\u306e\u90e8\u9580\u3067\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u306b\u5931\u6557\u3057\u305f | \u305d\u306e\u90e8\u9580\u3092\u300c\u53d6\u5f97\u3067\u304d\u305a\u300d\u3068\u8868\u793a\u3059\u308b\u3002**\u53e4\u3044\u6570\u5b57\u3092\u6700\u65b0\u3068\u3057\u3066\u51fa\u3055\u306a\u3044** |\n| \u91d1\u984d\u306e\u5358\u4f4d\u304c\u6df7\u5728\u3057\u3066\u3044\u308b | \u53d6\u308a\u8fbc\u307f\u6642\u306b\u305d\u308d\u3048\u308b\u3002\u305d\u308d\u308f\u306a\u3044\u5834\u5408\u306f\u51e6\u7406\u3092\u6b62\u3081\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n**\u3053\u306e\u8a18\u9332\u306f\u3001\u4e88\u7b97\u7d71\u5236\u304c\u3069\u3046\u6a5f\u80fd\u3057\u305f\u304b\u306e\u7d4c\u904e\u306b\u306a\u308a\u307e\u3059\u3002**\n\n- \u53d6\u308a\u8fbc\u3093\u3060\u5b9f\u7e3e\u30fb\u4e88\u7b97\u30fb\u767a\u6ce8\u6b8b\u306e\u5143\u30c7\u30fc\u30bf\uff08\u6708\u3054\u3068\uff09\n- \u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\uff08\u4fc2\u6570\u3068\u8a08\u7b97\u7d50\u679c\uff09\u3068 `confidence`\n- \u305a\u308c\u306e\u7406\u7531\u306e\u5019\u88dc\u3068\u3001\u8ca1\u52d9\u90e8\u304c\u78ba\u5b9a\u3057\u305f\u5185\u5bb9\n- \u4eba\u304c\u898b\u7a4d\u3082\u308a\u3092\u4e0a\u66f8\u304d\u3057\u305f\u5834\u5408\u3001\u305d\u306e\u524d\u5f8c\u306e\u5024\u3068\u7406\u7531\n- \u90e8\u9580\u9577\u3078\u914d\u4fe1\u3057\u305f\u5185\u5bb9\u3068\u65e5\u4ed8\n- \u90e8\u9580\u304b\u3089\u306e\u56de\u7b54\n\n**\u300c\u898b\u7a4d\u3082\u308a\u3068\u5b9f\u969b\u306e\u7740\u5730\u306e\u5dee\u300d\u3092\u5e74\u5ea6\u672b\u306b\u96c6\u8a08\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u3053\u306e\u4ed5\u7d44\u307f\u306e\u901a\u4fe1\u7c3f\u306b\u306a\u308a\u307e\u3059\u3002\u79d1\u76ee\u3054\u3068\u306b\u7cbe\u5ea6\u3092\u898b\u308c\u3070\u3001\u7fcc\u5e74\u5ea6\u306b\u624b\u3092\u5165\u308c\u308b\u3079\u304d\u7b87\u6240\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n\u4eba\u304c\u4e0a\u66f8\u304d\u3057\u305f\u7406\u7531\u3082\u540c\u3058\u304f\u91cd\u8981\u3067\u3059\u3002\u300c\u5927\u578b\u306e\u53d7\u6ce8\u304c\u3042\u3063\u305f\u305f\u3081\u300d\u3068\u3044\u3046\u4e0a\u66f8\u304d\u304c\u6bce\u5e74\u540c\u3058\u6642\u671f\u306b\u767a\u751f\u3057\u3066\u3044\u308b\u306a\u3089\u3001**\u305d\u306e\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u53d6\u308a\u8fbc\u3080\u4f59\u5730\u304c\u3042\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","minimal_setup":"1. \u90e8\u9580\u30923\u3064\u9078\u3076\uff08\u6d88\u5316\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u9055\u3046\u90e8\u9580\u3092\u9078\u3076\u3002\u672c\u793e\u306e\u7ba1\u7406\u90e8\u9580\u3001\u5de5\u5834\u3001\u55b6\u696d\u62e0\u70b9\u306a\u3069\uff09\n2. \u305d\u306e3\u90e8\u9580\u306e\u5f53\u5e74\u5ea6\u306e\u5b9f\u7e3e\u30fb\u4e88\u7b97\u30fb\u767a\u6ce8\u6b8b\u3068\u3001\u904e\u53bb2\u5e74\u306e\u6708\u5225\u5b9f\u7e3e\u3092CSV\u3067\u7528\u610f\u3059\u308b\n3. \u8868\u8a08\u7b97\u3067\u3001\u6d88\u5316\u7387\u30fb\u898b\u8fbc\u307f\u6d88\u5316\u7387\u30fb\u5358\u7d14\u6309\u5206\u306e\u7740\u5730\u3092\u8a08\u7b97\u3059\u308b\n4. \u751f\u6210AI\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u3001\u8a08\u7b97\u6e08\u307f\u306e\u8868\u3068\u904e\u53bb\u306e\u6708\u5225\u5b9f\u7e3e\u3092\u8cbc\u308a\u4ed8\u3051\u308b\n5. \u4e0a\u8a18\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u3068\u6ce8\u610f\u79d1\u76ee\u3092\u51fa\u3055\u305b\u308b\n6. \u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u81ea\u5206\u3067\u898b\u305f\u7d50\u679c\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**\u898b\u308b\u306e\u306f\u6b21\u306e3\u70b9\u3067\u3059\u3002**\n\n| \u898b\u308b\u70b9 | \u5224\u65ad |\n|:--|:--|\n| \u6ce8\u610f\u3059\u3079\u304d\u79d1\u76ee\u306e\u6307\u6458\u304c\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u4e00\u81f4\u3059\u308b\u304b | 7\u5272\u4ee5\u4e0a\u4e00\u81f4\u3059\u308c\u3070\u4f7f\u3048\u308b |\n| \u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u3092\u8aad\u3081\u3066\u3044\u308b\u304b | \u300c\u4fee\u7e55\u8cbb\u306f\u4e0b\u671f\u306b\u5bc4\u308b\u300d\u3092\u904e\u53bb\u5b9f\u7e3e\u304b\u3089\u8a00\u3048\u3066\u3044\u308b\u304b |\n| \u767a\u6ce8\u6b8b\u3092\u8003\u616e\u3057\u3066\u3044\u308b\u304b | **\u767a\u6ce8\u6b8b\u306e\u3042\u308b\u79d1\u76ee\u3067\u300c\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3002\u3053\u3053\u306f\u5fc5\u305a\u78ba\u8a8d\u3059\u308b** |\n\n\u3055\u3089\u306b\u3001**\u904e\u53bb\u306e\u5e74\u5ea6\u3067\u7b54\u3048\u5408\u308f\u305b\u304c\u3067\u304d\u307e\u3059\u3002** \u524d\u5e74\u5ea6\u306e9\u6708\u672b\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u3001\u305d\u306e\u3068\u304d\u306e\u7740\u5730\u898b\u7a4d\u3082\u308a\u3092\u51fa\u3055\u305b\u3066\u3001\u5b9f\u969b\u306e\u524d\u5e74\u5ea6\u672b\u306e\u5b9f\u7e3e\u3068\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u3002**\u3053\u306e\u691c\u8a3c\u304c\u3082\u3063\u3068\u3082\u8aac\u5f97\u529b\u304c\u3042\u308a\u307e\u3059\u3002** \u5358\u7d14\u6309\u5206\u3088\u308a\u5f53\u305f\u308b\u306a\u3089\u3001\u3053\u306e\u69cb\u6210\u306b\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002\u5f53\u305f\u3089\u306a\u3044\u306a\u3089\u3001\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8aad\u307f\u53d6\u308a\u65b9\u3092\u898b\u76f4\u3057\u307e\u3059\u3002\n\n\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u3089\u305a\u306b\u3001\u3053\u3053\u307e\u3067\u306f\u8a66\u305b\u307e\u3059\u3002\u6240\u8981\u306f1\u301c2\u65e5\u3067\u3059\u3002","minimal_setup_short":"\u8a08\u7b97\u6e08\u307f\u306e\u8868\u3092\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b\u8cbc\u308a\u4ed8\u3051\u3001\u898b\u7a4d\u3082\u308a\u3068\u6307\u6458\u3092\u51fa\u3055\u305b\u308b \uff0f \u898b\u7a4d\u3082\u308a\u3068\u6587\u7ae0\u5316","semi_auto_setup":"\u6708\u6b21\u7de0\u3081\u5f8c\u306b3\u3064\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u8a08\u7b97\u30fb\u898b\u7a4d\u3082\u308a\u30fb\u4e88\u7b97\u30e2\u30cb\u30bf\u8868\u306e\u4f5c\u6210\u307e\u3067 \uff0f \u96c6\u8a08\u3068\u898b\u7a4d\u3082\u308a\u306e\u3059\u3079\u3066","full_setup":"\u4e0a\u8a18\uff0b\u90e8\u9580\u9577\u3078\u306e\u914d\u4fe1\uff0b\u898b\u7a4d\u3082\u308a\u7cbe\u5ea6\u306e\u8a18\u9332\uff0b\u90e8\u9580\u304b\u3089\u306e\u56de\u7b54\u306e\u53d6\u308a\u8fbc\u307f \uff0f \u914d\u4fe1\u3068\u8ffd\u8de1\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u306e\u6642\u70b9\u3067\u300135\u5206\u304c14\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u96c6\u8a08\u3068\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u304c\u6d88\u3048\u308b\u305f\u3081\u3067\u3059\u3002\u672c\u683c\u69cb\u6210\u3067\u306f11\u5206\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u6e1b\u308b\u306e\u306f\u914d\u4fe1\u3068\u8a18\u9332\u306e\u624b\u9593\u3067\u3059\u3002\n**\u672c\u683c\u69cb\u6210\u306e\u300c\u898b\u7a4d\u3082\u308a\u7cbe\u5ea6\u306e\u8a18\u9332\u300d\u306f\u3001\u6642\u9593\u524a\u6e1b\u3068\u306f\u5225\u306e\u610f\u5473\u3092\u6301\u3061\u307e\u3059\u3002** \u6bce\u6708\u306e\u898b\u7a4d\u3082\u308a\u3068\u3001\u305d\u306e\u5f8c\u306e\u5b9f\u7e3e\u3092\u4e26\u3079\u3066\u6b8b\u3057\u3066\u3044\u304f\u3068\u3001\u79d1\u76ee\u3054\u3068\u306e\u5f53\u305f\u308a\u5916\u308c\u304c\u898b\u3048\u307e\u3059\u3002**\u3053\u306e\u8a18\u9332\u304c\u306a\u3044\u3068\u3001\u4ed5\u7d44\u307f\u3092\u6539\u5584\u3059\u308b\u624b\u304c\u304b\u308a\u304c\u5f97\u3089\u308c\u307e\u305b\u3093\u3002** \u534a\u81ea\u52d5\u5316\u306e\u6bb5\u968e\u304b\u3089\u3001\u898b\u7a4d\u3082\u308a\u306e\u5c65\u6b74\u3060\u3051\u306f\u6b8b\u3059\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u767a\u6ce8\u6b8b\u3092\u8003\u616e\u305b\u305a\u300c\u4f59\u88d5\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u308c\u308b | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u660e\u793a\u7684\u306b\u7981\u6b62\u3059\u308b\u3002\u898b\u8fbc\u307f\u6d88\u5316\u7387\u3092\u5fc5\u305a\u6e21\u3059 |\n| AI\u304c\u91d1\u984d\u3092\u8a08\u7b97\u3057\u3066\u6841\u3092\u9593\u9055\u3048\u308b | \u4fc2\u6570\u3060\u3051\u3092\u8fd4\u3055\u305b\u3001\u91d1\u984d\u306f\u8868\u8a08\u7b97\u3067\u639b\u3051\u308b |\n| \u7d44\u7e54\u5909\u66f4\u3067\u904e\u53bb\u5b9f\u7e3e\u304c\u5bfe\u5fdc\u3057\u306a\u3044 | \u90e8\u9580\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc\u8868\u3092\u6301\u3064\u3002\u5bfe\u5fdc\u3065\u3051\u3089\u308c\u306a\u3044\u90e8\u9580\u306f\u5358\u7d14\u6309\u5206\u306b\u5207\u308a\u66ff\u3048\u308b |\n| \u767a\u6ce8\u6b8b\u306e\u79d1\u76ee\u304c\u672a\u5165\u529b\u3067\u5272\u308a\u5f53\u3066\u3089\u308c\u306a\u3044 | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3059\u308b\u3002\u6309\u5206\u3067\u632f\u308a\u5206\u3051\u306a\u3044 |\n| \u7de0\u3081\u304c\u7d42\u308f\u308b\u524d\u306b\u5b9f\u884c\u3055\u308c\u308b | \u7de0\u3081\u5b8c\u4e86\u30d5\u30e9\u30b0\u3092\u898b\u3066\u304b\u3089\u52d5\u304b\u3059 |\n| \u30b3\u30e1\u30f3\u30c8\u304c\u5168\u90e8\u9580\u3067\u4f3c\u305f\u6587\u306b\u306a\u308b | \u6ce8\u610f\u79d1\u76ee\u304c\u306a\u3044\u90e8\u9580\u306f1\u884c\u3067\u8fd4\u3055\u305b\u308b\u3002\u7121\u7406\u306b\u6587\u7ae0\u3092\u4f5c\u3089\u305b\u306a\u3044 |\n| \u898b\u7a4d\u3082\u308a\u304c\u5916\u308c\u3066\u3082\u8ab0\u3082\u6c17\u3065\u304b\u306a\u3044 | \u898b\u7a4d\u3082\u308a\u3068\u5b9f\u7e3e\u3092\u4e26\u3079\u308b\u8868\u3092\u4f5c\u308a\u3001\u6bce\u6708\u898b\u308b |\n| \u4e88\u7b97\u306e\u5897\u6e1b\u3092\u63d0\u6848\u3059\u308b\u6587\u304c\u6df7\u3056\u308b | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u5224\u65ad\u306f\u8ca1\u52d9\u90e8\u304c\u884c\u3046 |\n| \u90e8\u9580\u9577\u3078\u81ea\u52d5\u914d\u4fe1\u3057\u3066\u4fe1\u7528\u3092\u5931\u3046 | \u8ca1\u52d9\u90e8\u306e\u78ba\u5b9a\u3092\u631f\u3080\u3002\u81ea\u52d5\u914d\u4fe1\u306e\u7d4c\u8def\u3092\u4f5c\u3089\u306a\u3044 |\n| \u65b0\u8a2d\u90e8\u9580\u3067\u898b\u7a4d\u3082\u308a\u304c\u8352\u308c\u308b | \u904e\u53bb\u5b9f\u7e3e\u304c\u306a\u3044\u90e8\u9580\u306f `confidence` \u3092 low \u306b\u56fa\u5b9a\u3059\u308b |\n| \u79d1\u76ee\u304c\u7d30\u304b\u3059\u304e\u3066\u8aad\u307f\u624b\u304c\u8ffd\u3048\u306a\u3044 | \u7ba1\u7406\u5358\u4f4d\u3078\u307e\u3068\u3081\u308b\u300235\u79d1\u76ee\u7a0b\u5ea6\u306b\u53ce\u3081\u308b |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u90e8\u9580\u5225\u306e\u4e88\u7b97\u3068\u5b9f\u7e3e\u3001\u767a\u6ce8\u306e\u5185\u5bb9\u3001\u90e8\u9580\u9577\u306e\u6c0f\u540d\u3002**\u81ea\u793e\u306e\u30b3\u30b9\u30c8\u69cb\u9020\u3068\u3001\u90e8\u9580\u3054\u3068\u306e\u6d3b\u52d5\u72b6\u6cc1\u304c\u8aad\u307f\u53d6\u308c\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u53ef\u5426** \u2026 \u90e8\u9580\u5225\u306e\u8cbb\u7528\u30c7\u30fc\u30bf\u3092\u5916\u90e8\u306eAI\u30b5\u30fc\u30d3\u30b9\u3078\u9001\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u500b\u4eba\u60c5\u5831\u306f\u539f\u5247\u542b\u307e\u308c\u307e\u305b\u3093\u304c\u3001**\u5c0f\u898f\u6a21\u306a\u90e8\u9580\u3067\u306f\u4eba\u4ef6\u8cbb\u304b\u3089\u500b\u4eba\u306e\u51e6\u9047\u304c\u63a8\u6e2c\u3067\u304d\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u4eba\u4ef6\u8cbb\u3092\u5bfe\u8c61\u304b\u3089\u5916\u3059\u304b\u3001\u90e8\u9580\u5358\u4f4d\u3067\u4e38\u3081\u305f\u5024\u3060\u3051\u3092\u6e21\u3059\u8a2d\u8a08\u3082\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\n2. **\u5b66\u7fd2\u5229\u7528** \u2026 \u5165\u529b\u3092\u5b66\u7fd2\u306b\u4f7f\u308f\u306a\u3044\u3053\u3068\u304c\u5951\u7d04\u3067\u4fdd\u8a3c\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u3073\u307e\u3059\n3. **\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \u2026 \u4e88\u7b97\u30e2\u30cb\u30bf\u8868\u306b\u306f\u5168\u793e\u306e\u90e8\u9580\u5225\u30b3\u30b9\u30c8\u304c\u96c6\u307e\u308a\u307e\u3059\u3002**\u90e8\u9580\u9577\u306f\u81ea\u90e8\u9580\u3060\u3051\u3092\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u3001\u5168\u793e\u3092\u898b\u3089\u308c\u308b\u306e\u306f\u8ca1\u52d9\u90e8\u3068\u7d4c\u55b6\u5c64\u306b\u9650\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044**\n4. **\u767a\u6ce8\u306e\u5185\u5bb9** \u2026 \u767a\u6ce8\u6b8b\u306b\u306f\u53d6\u5f15\u5148\u540d\u3068\u767a\u6ce8\u5185\u5bb9\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u7814\u7a76\u958b\u767a\u306e\u767a\u6ce8\u5185\u5bb9\u304b\u3089\u3001\u958b\u767a\u4e2d\u306e\u30c6\u30fc\u30de\u304c\u63a8\u6e2c\u3067\u304d\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u79d1\u76ee\u3068\u91d1\u984d\u3060\u3051\u3092\u6e21\u3057\u3001\u767a\u6ce8\u306e\u660e\u7d30\u306f\u6e21\u3055\u306a\u3044\u3068\u3044\u3046\u9078\u629e\u3082\u3042\u308a\u307e\u3059**\n5. **\u898b\u7a4d\u3082\u308a\u306e\u4f4d\u7f6e\u3065\u3051** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u898b\u7a4d\u3082\u308a\u3067\u3042\u308a\u3001\u516c\u8868\u3055\u308c\u308b\u696d\u7e3e\u898b\u901a\u3057\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u793e\u5916\u3078\u51fa\u308b\u8cc7\u6599\u306b\u3001\u3053\u306e\u898b\u7a4d\u3082\u308a\u3092\u305d\u306e\u307e\u307e\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n6. **\u90e8\u9580\u9577\u3078\u306e\u4f1d\u3048\u65b9** \u2026 \u300c\u4e88\u7b97\u8d85\u904e\u306e\u898b\u8fbc\u307f\u300d\u3068\u3044\u3046\u6307\u6458\u306f\u3001\u90e8\u9580\u306e\u8a55\u4fa1\u306b\u95a2\u308f\u308b\u3068\u53d7\u3051\u53d6\u3089\u308c\u307e\u3059\u3002**\u6307\u6458\u3067\u306f\u306a\u304f\u60c5\u5831\u306e\u5171\u6709\u3068\u3057\u3066\u904b\u7528\u3059\u308b\u3053\u3068\u3092\u3001\u6700\u521d\u306b\u660e\u793a\u3057\u3066\u304f\u3060\u3055\u3044**\n7. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u96c6\u8a08\u3001\u898b\u7a4d\u3082\u308a\u3001\u6307\u6458\u306e\u63d0\u793a\u307e\u3067\u3067\u3059\u3002**\u90e8\u9580\u9577\u3078\u306e\u914d\u4fe1\u3001\u4e88\u7b97\u306e\u4fee\u6b63\u3001\u88dc\u6b63\u306e\u7533\u8acb\u306f\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001\u8aa4\u3063\u305f\u898b\u7a4d\u3082\u308a\u306b\u57fa\u3065\u304f\u57f7\u884c\u306e\u6291\u5236\u307e\u305f\u306f\u653e\u4efb\u3001\u90e8\u9580\u3068\u306e\u4fe1\u983c\u95a2\u4fc2\u306e\u60aa\u5316\u3067\u3059\u3002**\u898b\u7a4d\u3082\u308a\u306b\u306f\u5fc5\u305a `confidence` \u3092\u4ed8\u3051\u3001\u6839\u62e0\u3092\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u90e8\u9580\u6570\u304c20\u4ee5\u4e0a\u3042\u308a\u3001\u90e8\u9580\u5225\u306e\u4e88\u7b97\u3092\u6301\u3063\u3066\u6708\u6b21\u3067\u7ba1\u7406\u3057\u3066\u3044\u308b\u4f01\u696d\u3002\u4e88\u7b97\u306e\u6d88\u5316\u72b6\u6cc1\u3092\u8ca1\u52d9\u3084\u7d4c\u55b6\u4f01\u753b\u304c\u8868\u8a08\u7b97\u3067\u307e\u3068\u3081\u3001\u90e8\u9580\u3078\u8fd4\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u671f\u672b\u306b\u4e88\u7b97\u304c\u4f59\u308b\u90e8\u9580\u3068\u8db3\u308a\u306a\u3044\u90e8\u9580\u304c\u6bce\u5e74\u51fa\u3066\u3044\u308b\u5834\u5408\u3002\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u90e8\u9580\u5225\u306e\u5b9f\u7e3e\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u308b\u5834\u5408\u3002","not_recommended_for":"\u90e8\u9580\u304c\u6570\u500b\u3067\u3001\u7d4c\u7406\u304c\u5b9f\u7e3e\u3092\u898b\u308c\u3070\u72b6\u6cc1\u304c\u5206\u304b\u308b\u898f\u6a21\u306e\u5834\u5408\u3002\u4e88\u7b97\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3084\u7d4c\u55b6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u6e08\u307f\u3067\u3001\u90e8\u9580\u5225\u306e\u7740\u5730\u898b\u8fbc\u307f\u304c\u81ea\u52d5\u3067\u51fa\u3066\u3044\u308b\u5834\u5408\u3002\u4e88\u7b97\u3092\u5e74\u5ea6\u5358\u4f4d\u3067\u3057\u304b\u898b\u3066\u304a\u3089\u305a\u3001\u6708\u6b21\u306e\u7d71\u5236\u3092\u884c\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u79d1\u76ee\u306e\u6027\u8cea\u30923\u3064\u306b\u5206\u3051\u308b**\n\n35\u79d1\u76ee\u3092\u300c\u56fa\u5b9a\u7684\u300d\u300c\u5909\u52d5\u7684\u300d\u300c\u968f\u6642\u300d\u306b\u5206\u985e\u3057\u307e\u3059\u3002**\u8ca1\u52d9\u90e8\u306730\u5206\u3082\u3042\u308c\u3070\u7d42\u308f\u308a\u307e\u3059\u3002** \u3053\u306e\u5206\u985e\u304c\u3001\u7740\u5730\u306e\u898b\u7a4d\u3082\u308a\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002\u3053\u3053\u304c\u6c7a\u307e\u3089\u306a\u3044\u3068\u3001\u4f55\u3092\u4f5c\u3063\u3066\u3082\u5358\u7d14\u6309\u5206\u3068\u5909\u308f\u308a\u307e\u305b\u3093\u3002\n\n**2\u9031\u76ee\uff1a\u767a\u6ce8\u6b8b\u304c\u79d1\u76ee\u3078\u5272\u308a\u5f53\u3066\u3089\u308c\u308b\u304b\u78ba\u304b\u3081\u308b**\n\n\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u306e\u767a\u6ce8\u6b8b\u306b\u79d1\u76ee\u30b3\u30fc\u30c9\u304c\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u5165\u3063\u3066\u3044\u306a\u3044\u306a\u3089\u3001\u3053\u306e\u69cb\u6210\u306e\u4fa1\u5024\u306f\u534a\u6e1b\u3057\u307e\u3059\u3002** \u767a\u6ce8\u4f9d\u983c\u306e\u753b\u9762\u306b\u79d1\u76ee\u6b04\u3092\u8db3\u3059\u4f5c\u696d\u3092\u5148\u306b\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u3053\u306e1\u70b9\u304c\u3001\u5b9f\u614b\u306e\u6d88\u5316\u7387\u3092\u898b\u3089\u308c\u308b\u304b\u3069\u3046\u304b\u3092\u5206\u3051\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u904e\u53bb\u306e\u5e74\u5ea6\u3067\u7b54\u3048\u5408\u308f\u305b\u3092\u3059\u308b**\n\n\u524d\u5e74\u5ea6\u306e9\u6708\u672b\u6642\u70b9\u306e\u30c7\u30fc\u30bf\u3067\u7740\u5730\u3092\u898b\u7a4d\u3082\u3089\u305b\u3001\u5b9f\u969b\u306e\u5e74\u5ea6\u672b\u306e\u5b9f\u7e3e\u3068\u6bd4\u3079\u307e\u3059\u3002**\u5358\u7d14\u6309\u5206\u3088\u308a\u5f53\u305f\u308b\u304b\u3069\u3046\u304b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u3067\u5dee\u304c\u51fa\u306a\u3044\u306a\u3089\u3001\u57f7\u884c\u30d1\u30bf\u30fc\u30f3\u306e\u8aad\u307f\u53d6\u308a\u65b9\u304b\u3001\u6e21\u3057\u3066\u3044\u308b\u904e\u53bb\u30c7\u30fc\u30bf\u306e\u7bc4\u56f2\u3092\u898b\u76f4\u3057\u307e\u3059\u3002\n\n**4\u9031\u76ee\u4ee5\u964d\uff1a** 3\u90e8\u9580\u3067\u534a\u81ea\u52d5\u5316\u3092\u4f5c\u308a\u30011\u304b\u6708\u904b\u7528\u3057\u307e\u3059\u3002\u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u3001AI\u306e\u898b\u7a4d\u3082\u308a\u3092\u4f55\u56de\u4e0a\u66f8\u304d\u3057\u305f\u304b\u3092\u6570\u3048\u3066\u304f\u3060\u3055\u3044\u3002**\u4e0a\u66f8\u304d\u304c\u534a\u5206\u3092\u8d85\u3048\u308b\u306a\u3089\u3001\u307e\u3060\u90e8\u9580\u3078\u51fa\u305b\u308b\u6bb5\u968e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u516840\u90e8\u9580\u3078\u5e83\u3052\u307e\u3059\u3002\u540c\u6642\u306b\u3001**\u898b\u7a4d\u3082\u308a\u3068\u5b9f\u7e3e\u3092\u4e26\u3079\u308b\u8868\u3092\u4f5c\u308a\u3001\u6bce\u6708\u66f4\u65b0\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 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