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\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u30c9\u30e1\u30a4\u30f3\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u306f\u9664\u5916\u3057\u307e\u3059**\n5. **\u30d6\u30ed\u30c3\u30af\u5206\u3051** \u2026 \u6b63\u898f\u5316\u3057\u305f\u4f1a\u793e\u540d\u306e\u5148\u982d\u6570\u6587\u5b57\u3001\u307e\u305f\u306f\u96fb\u8a71\u756a\u53f7\u306e\u5e02\u5916\u5c40\u756a\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u308a\u3001\u305d\u306e\u4e2d\u3060\u3051\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002**85,000\u4ef6\u306e\u7dcf\u5f53\u305f\u308a\u306f36\u5104\u901a\u308a\u306b\u306a\u308b\u305f\u3081\u3001\u5fc5\u305a\u5fc5\u8981\u3067\u3059**\n6. **\u9664\u5916\u306e\u9069\u7528** \u2026 \u81ea\u793e\u3001\u30c6\u30b9\u30c8\u30ec\u30b3\u30fc\u30c9\u3001\u9000\u4f1a\u6e08\u307f\u3092\u9664\u304d\u307e\u3059","ai_processing":"**\u6587\u5b57\u5217\u306e\u6b63\u898f\u5316\u3068\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** \u7de8\u96c6\u8ddd\u96e2\u3001n-gram\u306e\u4e00\u81f4\u7387\u3001\u8aad\u307f\u306e\u4e00\u81f4\u3068\u3044\u3063\u305f\u624b\u6cd5\u304c\u3042\u308a\u3001**\u3057\u304d\u3044\u5024\u3067\u5019\u88dc\u3092\u7d5e\u308b\u3068\u3053\u308d\u307e\u3067\u306f\u8a08\u7b97\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002LLM\u3092\u4f7f\u3046\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u6cd5\u4eba\u756a\u53f7\u306b\u3088\u308b\u7a81\u5408\u3082\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** API\u306e\u7d50\u679c\u304c\u4e00\u81f4\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u6bd4\u8f03\u3059\u308b\u3060\u3051\u3067\u3059\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u6cd5\u4eba\u756a\u53f7\u3067\u6c7a\u307e\u3089\u306a\u3044\u5019\u88dc\u306e\u6574\u7406 | \u500b\u4eba\u4e8b\u696d\u4e3b\u3001\u5c4b\u53f7\u3001\u6d77\u5916\u6cd5\u4eba\u3001\u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u3082\u306e\u306b\u3064\u3044\u3066\u3001\u5224\u65ad\u6750\u6599\u3092\u4e26\u3079\u308b |\n| \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u306e\u95a2\u4fc2\u306e\u63a8\u5b9a | \u300c\u672c\u793e\u300d\u300c\u5de5\u5834\u300d\u300c\u652f\u5e97\u300d\u300c\u55b6\u696d\u6240\u300d\u3068\u3044\u3063\u305f\u8a18\u8f09\u304b\u3089\u3001\u89aa\u5b50\u95a2\u4fc2\u306e\u5019\u88dc\u3092\u793a\u3059 |\n| \u793e\u540d\u5909\u66f4\u30fb\u5408\u4f75\u306e\u53ef\u80fd\u6027\u306e\u6307\u6458 | \u6cd5\u4eba\u756a\u53f7\u306e\u5909\u66f4\u5c65\u6b74\u3068\u3001\u30ec\u30b3\u30fc\u30c9\u306e\u767b\u9332\u65e5\u304b\u3089\u3001\u65e7\u793e\u540d\u306e\u53ef\u80fd\u6027\u3092\u793a\u3059 |\n| \u540c\u4e00\u3068\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u306e\u63d0\u793a | \u4f4f\u6240\u304c\u9055\u3046\u3001\u696d\u7a2e\u304c\u9055\u3046\u3001\u53d6\u5f15\u306e\u7cfb\u7d71\u304c\u9055\u3046\u3068\u3044\u3063\u305f\u3001\u5225\u4f1a\u793e\u3067\u3042\u308b\u6839\u62e0\u3092\u6319\u3052\u308b |\n| \u5224\u65ad\u306b\u5fc5\u8981\u306a\u8ffd\u52a0\u60c5\u5831\u306e\u63d0\u793a | \u300c\u3069\u3061\u3089\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u3082\u540c\u3058\u62c5\u5f53\u8005\u540d\u304c\u51fa\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u6c7a\u3081\u624b\u3092\u793a\u3059 |\n\n**\u300c\u540c\u4e00\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** LLM\u304c\u51fa\u3059\u306e\u306f\u3001**\u540c\u4e00\u3068\u307f\u306a\u3059\u6839\u62e0\u3068\u3001\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u306e\u4e21\u65b9**\u3067\u3059\u3002\u3069\u3061\u3089\u3092\u53d6\u308b\u304b\u306f\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n**\u7d71\u5408\u3092\u5b9f\u884c\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u306f\u6280\u8853\u7684\u306a\u5236\u7d04\u3067\u306f\u306a\u304f\u3001\u8a2d\u8a08\u4e0a\u306e\u6c7a\u3081\u3054\u3068\u3067\u3059\u3002**\u7d71\u5408\u306f\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u3001\u9867\u5ba2\u30de\u30b9\u30bf\u306e\u540d\u5bc4\u305b\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n2\u3064\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001\u540c\u3058\u4f1a\u793e\u3068\u307f\u306a\u3059\u6839\u62e0\u3068\u3001\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u3092\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u540c\u4e00\u304b\u3069\u3046\u304b\u3092\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u4e00\u3067\u3059\u300d\u300c\u7d71\u5408\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u300c\u5225\u4f1a\u793e\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u6839\u62e0\u3092\u4e21\u65b9\u5411\u3067\u4e26\u3079\u308b\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3042\u306a\u305f\u306e\u77e5\u8b58\u306b\u3042\u308b\u4f01\u696d\u60c5\u5831\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3053\u306e\u4f1a\u793e\u306f\u3007\u3007\u696d\u754c\u306e\u5927\u624b\u3067\u3059\u300d\u3068\u3044\u3063\u305f\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5224\u65ad\u6750\u6599\u306f\u3001\u5165\u529b\u306b\u542b\u307e\u308c\u308b\u30ec\u30b3\u30fc\u30c9\u306e\u5185\u5bb9\u3068\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002\n- \u6cd5\u4eba\u756a\u53f7\u304c\u4e21\u65b9\u306e\u30ec\u30b3\u30fc\u30c9\u3067\u4e00\u81f4\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\n  \u305d\u306e\u4e8b\u5b9f\u3092 evidence_same \u306e\u5148\u982d\u306b\u7f6e\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u305f\u3060\u3057\u3001\u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u5206\u3051\u308b\u65b9\u91dd\u306e\u5834\u5408\u3001\n  \u6cd5\u4eba\u756a\u53f7\u306e\u4e00\u81f4\u306f\u300c\u540c\u4e00\u6cd5\u4eba\u300d\u3092\u610f\u5473\u3057\u3066\u3082\u300c\u540c\u4e00\u30ec\u30b3\u30fc\u30c9\u300d\u3092\u610f\u5473\u3057\u307e\u305b\u3093\u3002\n  \u4e0b\u8a18\u306e\u540d\u5bc4\u305b\u65b9\u91dd\u306b\u5f93\u3063\u3066 relation_candidate \u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u3001\u305d\u306e\u7406\u7531\uff08\u5019\u88dc\u304c\u8907\u6570\u3001\u8a72\u5f53\u306a\u3057\u3001\n  \u500b\u4eba\u4e8b\u696d\u4e3b\u3068\u601d\u308f\u308c\u308b\u3001\u6d77\u5916\u6cd5\u4eba\u3068\u601d\u308f\u308c\u308b\uff09\u3092 no_corporate_number_reason \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u63a8\u6e2c\u3067\u6cd5\u4eba\u756a\u53f7\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306b\u300c\u5225\u4f1a\u793e\u300d\u3068\u5224\u65ad\u3055\u308c\u305f\u7d44\u307f\u5408\u308f\u305b\u306e\u5834\u5408\u306f\u3001\n  past_decision \u306b\u305d\u306e\u8a18\u9332\u3092\u8ee2\u8a18\u3057\u3001\u65b0\u3057\u3044\u60c5\u5831\u304c\u3042\u308b\u5834\u5408\u306e\u307f\u6307\u6458\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u500b\u4eba\u540d\uff08\u62c5\u5f53\u8005\u540d\uff09\u306f\u3001\u540c\u4e00\u6027\u306e\u5224\u65ad\u6750\u6599\u3068\u3057\u3066\u4f7f\u3063\u3066\u3088\u3044\u3067\u3059\u304c\u3001\n  \u305d\u306e\u4eba\u7269\u306b\u3064\u3044\u3066\u306e\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u540d\u5bc4\u305b\u65b9\u91dd\u3011\n{merge_policy}\n\n\u3010\u30ec\u30b3\u30fc\u30c9A\u3011\n{record_a}\n\n\u3010\u30ec\u30b3\u30fc\u30c9B\u3011\n{record_b}\n\n\u3010\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\u3011\nA: {corporate_number_a}\nB: {corporate_number_b}\n\n\u3010\u5c5e\u6027\u306e\u7a81\u5408\u7d50\u679c\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3088\u308b\u8a08\u7b97\uff09\u3011\n{attribute_match}\n\n\u3010\u904e\u53bb\u306e\u5224\u65ad\u5c65\u6b74\u3011\n{past_decisions}\n```\n\n**\u300c\u540c\u4e00\u304b\u3069\u3046\u304b\u3092\u65ad\u5b9a\u3057\u306a\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5b89\u5168\u88c5\u7f6e\u3067\u3059\u3002** \u3053\u308c\u3092\u66f8\u304b\u306a\u3044\u3068\u300c\u540c\u4e00\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002\u7d71\u5408\u3092\u63a8\u5968\u3057\u307e\u3059\u300d\u3068\u8fd4\u308a\u3001\u62c5\u5f53\u8005\u304c\u6839\u62e0\u3092\u898b\u305a\u306b\u7d71\u5408\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u7d71\u5408\u306f\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002**\n\n**\u300c\u3042\u306a\u305f\u306e\u77e5\u8b58\u306b\u3042\u308b\u4f01\u696d\u60c5\u5831\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3082\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u6709\u540d\u4f01\u696d\u306b\u3064\u3044\u3066\u306f\u5b66\u7fd2\u5185\u5bb9\u304b\u3089\u7b54\u3048\u3001\u7121\u540d\u306e\u4f01\u696d\u306b\u3064\u3044\u3066\u306f\u63a8\u6e2c\u3067\u7b54\u3048\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u6839\u62e0\u306b\u306a\u308a\u307e\u305b\u3093\u3002**","output_data":"\u8a08\u7b97\u90e8\u5206\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"pair_id\": \"\",\n  \"record_a_id\": \"\",\n  \"record_b_id\": \"\",\n  \"corporate_number_a\": \"\",\n  \"corporate_number_b\": \"\",\n  \"corporate_number_match\": \"match | mismatch | one_missing | both_missing\",\n  \"similarity\": {\n    \"company_name\": 0.0,\n    \"address\": 0.0,\n    \"phone_exact\": false,\n    \"domain_exact\": false\n  },\n  \"shared_attributes\": [],\n  \"block_key\": \"\"\n}\n```\n\nLLM\u90e8\u5206\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"pair_id\": \"\",\n  \"evidence_same\": [],\n  \"evidence_different\": [],\n  \"relation_candidate\": \"merge | parent_child | separate | undetermined\",\n  \"relation_basis\": \"\",\n  \"no_corporate_number_reason\": \"\",\n  \"past_decision\": {\n    \"found\": false,\n    \"decision\": \"\",\n    \"decided_at\": \"\",\n    \"reason\": \"\"\n  },\n  \"additional_info_needed\": [],\n  \"confidence\": \"high | medium | low\"\n}\n```\n\n**`evidence_same` \u3068 `evidence_different` \u3092\u4e21\u65b9\u51fa\u3055\u305b\u308b\u3053\u3068\u306b\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002** \u7247\u65b9\u3060\u3051\u3092\u898b\u305b\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u305d\u306e\u65b9\u5411\u306b\u5f15\u304d\u305a\u3089\u308c\u307e\u3059\u3002**\u300c\u4f4f\u6240\u306f\u4e00\u81f4\u3059\u308b\u304c\u3001\u96fb\u8a71\u756a\u53f7\u306e\u5e02\u5916\u5c40\u756a\u304c\u9055\u3046\u300d\u3068\u3044\u3046\u4e21\u8ad6\u304c\u4e26\u3093\u3067\u3044\u308c\u3070\u3001\u5224\u65ad\u306e\u8cea\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002**\n\n`relation_candidate` \u306b `parent_child` \u3092\u7528\u610f\u3057\u3066\u3044\u308b\u306e\u306f\u3001**\u300c\u7d71\u5408\u300d\u3068\u300c\u5225\u300d\u306e\u4e8c\u629e\u306b\u3057\u306a\u3044\u305f\u3081**\u3067\u3059\u3002\u5b9f\u52d9\u3067\u306f\u3001\u89aa\u5b50\u3067\u6301\u3064\u306e\u304c\u6b63\u89e3\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002\n\n`corporate_number_match` \u306e `one_missing`\uff08\u7247\u65b9\u3060\u3051\u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u305f\uff09\u306f\u3001**\u7247\u65b9\u304c\u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7\u30fb\u6d77\u5916\u6cd5\u4eba\u3067\u3042\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3059\u3002** \u81ea\u52d5\u3067\u300c\u5225\u300d\u3068\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-16\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002\u4ef6\u6570\u304c\u591a\u304f\u5f8c\u6bb5\u304c\u6a5f\u68b0\u51e6\u7406\u306a\u306e\u3067\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002","integration_systems":"| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| CRM\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u30ec\u30b3\u30fc\u30c9\u306e\u53d6\u5f97\u3068\u3001\u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e |\n| MA\u30c4\u30fc\u30eb\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u540c\u4e0a |\n| \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u540c\u4e0a |\n| \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u6cd5\u4eba\u756a\u53f7\u306e\u5f15\u304d\u5f53\u3066 |\n| \u9867\u5ba2\u30c7\u30fc\u30bf\u57fa\u76e4 | \u540d\u5bc4\u305bID\u3068\u5224\u65ad\u5c65\u6b74\u306e\u4fdd\u7ba1 |\n\n**\u300c\u540d\u5bc4\u305bID\u300d\u3092\u65b0\u3057\u304f\u6301\u3064\u8a2d\u8a08\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5404\u30b7\u30b9\u30c6\u30e0\u306e\u9867\u5ba2ID\u306f\u305d\u306e\u307e\u307e\u6b8b\u3057\u3001**\u6a2a\u65ad\u306e\u540d\u5bc4\u305bID\u3092\u5225\u306b\u4ed8\u3051\u307e\u3059\u3002** \u30ec\u30b3\u30fc\u30c9\u3092\u7269\u7406\u7684\u306b\u7d71\u5408\u3059\u308b\u3068\u3001\u5546\u8ac7\u30fb\u8acb\u6c42\u30fb\u5951\u7d04\u306e\u5c65\u6b74\u304c\u5dfb\u304d\u8fbc\u307e\u308c\u307e\u3059\u3002\n\n**\u7d71\u5408\u304c\u5fc5\u8981\u306a\u5834\u5408\u3082\u3001\u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u5fc5\u305a\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3069\u306e\u30ec\u30b3\u30fc\u30c9\u3068\u3069\u306e\u30ec\u30b3\u30fc\u30c9\u3092\u3001\u3044\u3064\u3001\u8ab0\u304c\u3001\u3069\u306e\u6839\u62e0\u3067\u7d71\u5408\u3057\u305f\u304b\u3092\u6b8b\u3057\u3001**\u53d6\u308a\u6d88\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**","human_review":"**\u3059\u3079\u3066\u306e\u5019\u88dc\u3092\u4eba\u304c\u5224\u65ad\u3057\u307e\u3059\u3002\u81ea\u52d5\u7d71\u5408\u3057\u307e\u305b\u3093\u3002**\n\n\u5224\u65ad\u306e\u91cd\u3055\u306f\u5206\u3051\u307e\u3059\u3002\n\n| \u533a\u5206 | \u6761\u4ef6 | \u5224\u65ad |\n|:--|:--|:--|\n| \u4e00\u62ec\u627f\u8a8d | \u6cd5\u4eba\u756a\u53f7\u304c\u4e00\u81f4\uff0f\u4f4f\u6240\u3082\u4e00\u81f4\uff0f\u904e\u53bb\u306b\u540c\u4e00\u3068\u5224\u65ad\u6e08\u307f | \u4e00\u89a7\u3067\u307e\u3068\u3081\u3066\u627f\u8a8d |\n| \u500b\u5225\u5224\u65ad | \u6cd5\u4eba\u756a\u53f7\u304c\u4e00\u81f4\u3059\u308b\u304c\u4f4f\u6240\u304c\u9055\u3046\uff08\u652f\u5e97\u306e\u53ef\u80fd\u6027\uff09 | \u89aa\u5b50\u3065\u3051\u304b\u7d71\u5408\u304b\u3092\u6c7a\u3081\u308b |\n| \u8981\u78ba\u8a8d | `corporate_number_match: one_missing` | \u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7\u30fb\u6d77\u5916\u6cd5\u4eba\u306e\u53ef\u80fd\u6027\u3092\u78ba\u8a8d\u3059\u308b |\n| \u8981\u78ba\u8a8d | `both_missing` \u304b\u3064\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044 | \u53d6\u5f15\u5b9f\u7e3e\u3092\u898b\u3066\u5224\u65ad\u3059\u308b |\n| \u614e\u91cd\u5224\u65ad | \u4f1a\u793e\u540d\u304c\u540c\u3058\u3067\u4f4f\u6240\u304c\u9060\u3044 | **\u540c\u540d\u306e\u5225\u4f1a\u793e\u306e\u53ef\u80fd\u6027\u3002\u5b89\u6613\u306b\u7d71\u5408\u3057\u306a\u3044** |\n| \u4fdd\u7559 | `confidence: low` | \u8ffd\u52a0\u60c5\u5831\u3092\u96c6\u3081\u3066\u304b\u3089\u5224\u65ad\u3059\u308b |\n\n**\u300c\u614e\u91cd\u5224\u65ad\u300d\u3092\u8efd\u304f\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540c\u540d\u306e\u5225\u4f1a\u793e\u3092\u7d71\u5408\u3059\u308b\u3068\u3001**\u5225\u306e\u4f1a\u793e\u306e\u62c5\u5f53\u8005\u306b\u4ed6\u793e\u306e\u5546\u8ac7\u60c5\u5831\u304c\u898b\u3048\u308b\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002** \u3053\u308c\u306f\u60c5\u5831\u6f0f\u3048\u3044\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u3044\uff08\u5019\u88dc\u304c\u8907\u6570\uff09 | \u6240\u5728\u5730\u3067\u7d5e\u308b\u3002\u305d\u308c\u3067\u3082\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3059\u308b\u3002**\u63a8\u6e2c\u3067\u9078\u3070\u306a\u3044** |\n| \u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7 | \u6cd5\u4eba\u756a\u53f7\u304c\u306a\u3044\u3002\u53d6\u5f15\u5b9f\u7e3e\u3068\u4f4f\u6240\u30fb\u96fb\u8a71\u3067\u5224\u65ad\u3059\u308b |\n| \u6d77\u5916\u6cd5\u4eba | \u6cd5\u4eba\u756a\u53f7\u304c\u306a\u3044\u3002**\u5225\u306e\u57fa\u6e96\uff08\u767b\u8a18\u756a\u53f7\u3001\u30c9\u30e1\u30a4\u30f3\uff09\u3067\u6271\u3046** |\n| \u540c\u540d\u306e\u5225\u4f1a\u793e | \u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u30c9\u30e1\u30a4\u30f3\u3067\u533a\u5225\u3059\u308b\u3002**\u4f1a\u793e\u540d\u3060\u3051\u3067\u7d71\u5408\u3057\u306a\u3044** |\n| \u793e\u540d\u5909\u66f4 | \u6cd5\u4eba\u756a\u53f7\u306e\u5909\u66f4\u5c65\u6b74\u3067\u8ffd\u3046\u3002**\u65e7\u793e\u540d\u306e\u30ec\u30b3\u30fc\u30c9\u3092\u6d88\u3055\u306a\u3044** |\n| \u5408\u4f75\u30fb\u5206\u5272 | \u6cd5\u4eba\u756a\u53f7\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u3002**\u81ea\u52d5\u3067\u5224\u65ad\u305b\u305a\u4eba\u306b\u56de\u3059** |\n| \u652f\u5e97\u30fb\u4e8b\u696d\u6240 | `parent_child` \u306e\u5019\u88dc\u3068\u3057\u3066\u51fa\u3059\u3002\u65b9\u91dd\u306b\u5f93\u3063\u3066\u6c7a\u3081\u308b |\n| \u904e\u53bb\u306b\u300c\u5225\u300d\u3068\u5224\u65ad\u6e08\u307f | \u5019\u88dc\u3068\u3057\u3066\u51fa\u3059\u304c\u3001\u904e\u53bb\u306e\u5224\u65ad\u3092\u6dfb\u3048\u308b\u3002**\u65b0\u3057\u3044\u60c5\u5831\u304c\u306a\u3051\u308c\u3070\u518d\u63d0\u793a\u3057\u306a\u3044** |\n| \u8aa4\u3063\u3066\u7d71\u5408\u3057\u3066\u3057\u307e\u3063\u305f | \u7d71\u5408\u524d\u306e\u72b6\u614b\u304b\u3089\u5fa9\u5143\u3059\u308b\u3002**\u8a18\u9332\u304c\u306a\u3051\u308c\u3070\u5fa9\u5143\u3067\u304d\u306a\u3044** |\n| Web-API\u306e\u5fdc\u7b54\u304c\u9045\u3044\u30fb\u5931\u6557\u3059\u308b | \u518d\u8a66\u884c\u3057\u3001\u305d\u308c\u3067\u3082\u53d6\u308c\u306a\u3051\u308c\u3070\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3057\u3066\u51e6\u7406\u3092\u7d9a\u3051\u308b\u3002**\u6b62\u3081\u306a\u3044** |\n| 85,000\u4ef6\u306e\u4e00\u62ec\u51e6\u7406\u304c\u7d42\u308f\u3089\u306a\u3044 | \u30d6\u30ed\u30c3\u30af\u5206\u3051\u3057\u3066\u5206\u5272\u5b9f\u884c\u3059\u308b\u3002\u591c\u9593\u30d0\u30c3\u30c1\u3067\u6570\u65e5\u306b\u5206\u3051\u308b |\n| \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u4e00\u81f4\u3057\u3066\u3057\u307e\u3046 | \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3092\u7a81\u5408\u306e\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3059\u308b |","log_storage":"- \u540d\u5bc4\u305b\u5019\u88dc\u3068\u3001\u305d\u306e\u6839\u62e0\uff08`evidence_same` \/ `evidence_different`\uff09\n- \u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\uff08\u7167\u4f1a\u65e5\u6642\u3064\u304d\uff09\n- **\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u3001\u305d\u306e\u7406\u7531**\n- **\u7d71\u5408\u524d\u306e\u5404\u30ec\u30b3\u30fc\u30c9\u306e\u72b6\u614b**\n- \u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e\u5c65\u6b74\n- \u904e\u53bb\u306b\u300c\u5225\u300d\u3068\u5224\u65ad\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\n\n**\u300c\u7d71\u5408\u524d\u306e\u72b6\u614b\u300d\u3092\u6b8b\u3055\u306a\u3044\u3068\u3001\u8aa4\u3063\u305f\u7d71\u5408\u3092\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002** \u3053\u308c\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u30ed\u30b0\u3067\u3059\u3002\n\n**\u300c\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u7406\u7531\u300d\u306e\u84c4\u7a4d\u304c\u3001\u6b21\u56de\u306e\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u300c\u3053\u306e\u4f1a\u793e\u306f\u4e8b\u696d\u6240\u3054\u3068\u306b\u5951\u7d04\u304c\u5206\u304b\u308c\u308b\u306e\u3067\u89aa\u5b50\u3067\u6301\u3064\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u304c\u8caf\u307e\u308c\u3070\u3001\u540c\u3058\u5224\u65ad\u3092\u7e70\u308a\u8fd4\u3055\u305a\u306b\u6e08\u307f\u307e\u3059\u3002\n\n**\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u65e5\u6642\u3092\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5546\u53f7\u3084\u6240\u5728\u5730\u306f\u5909\u308f\u308a\u307e\u3059\u3002**\u3044\u3064\u6642\u70b9\u306e\u60c5\u5831\u3067\u5224\u65ad\u3057\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3001\u5f8c\u304b\u3089\u691c\u8a3c\u3067\u304d\u307e\u305b\u3093\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u5927","cost_level_label":"\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":2,"assumption_frequency":1200,"assumption_workdays":20,"volume_month":1200,"before_minutes_per_case":3,"after_minutes_per_case":0.8000000000000000444089209850062616169452667236328125,"hourly_cost":3000,"before_hours_month":60,"after_hours_month":16,"saved_hours_month":44,"reduction_rate":73,"saved_hours_year":528,"annual_cost_effect":1584000,"summary":"\u9867\u5ba2\u30de\u30b9\u30bf\u306e\u30ec\u30b3\u30fc\u30c9\u3092\u5165\u529b\u306b\u3001\u8868\u8a18\u3086\u308c\u3068\u91cd\u8907\u306e\u5019\u88dc\u3092\u898b\u3064\u3051\u3001\u6cd5\u4eba\u756a\u53f7\u3067\u88cf\u4ed8\u3051\u306e\u53d6\u308c\u305f\u3082\u306e\u3068\u53d6\u308c\u306a\u3044\u3082\u306e\u306b\u5206\u3051\u307e\u3059\u3002\u62c5\u5f53\u8005\u306e\u4f5c\u696d\u306f\u3001\u767b\u9332\u306e\u305f\u3073\u306b\u65e2\u5b58\u3092\u691c\u7d22\u3057\u3066\u898b\u6bd4\u3079\u308b\u3053\u3068\u304b\u3089\u3001\u63d0\u793a\u3055\u308c\u305f\u5019\u88dc\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. 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\u300c(\u682a)\u300d\u300c\u682a\u5f0f\u4f1a\u793e\u300d\u300c\u3231\u300d\u3001\u5168\u89d2\u3068\u534a\u89d2\u3001\u30b9\u30da\u30fc\u30b9\u306e\u6709\u7121\u3001\u300c\u6771\u4eac\u672c\u793e\u300d\u300c\u672c\u5e97\u300d\u306e\u4ed8\u52a0\u3002**\u6587\u5b57\u5217\u691c\u7d22\u3067\u306f\u3001\u540c\u3058\u4f1a\u793e\u304c\u5225\u306e\u3082\u306e\u3068\u3057\u3066\u51fa\u3066\u304d\u307e\u3059\u3002**\n\n**\uff08b\uff09\u652f\u5e97\u30fb\u4e8b\u696d\u6240\u306e\u6271\u3044\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u3002** \u300c\u25ef\u25ef\u88fd\u4f5c\u6240 \u672c\u793e\u300d\u3068\u300c\u25ef\u25ef\u88fd\u4f5c\u6240 \u5927\u962a\u5de5\u5834\u300d\u30921\u4ef6\u306b\u3059\u308b\u304b2\u4ef6\u306b\u3059\u308b\u304b\u304c\u3001\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002**\u65b9\u91dd\u304c\u6587\u66f8\u5316\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u65e7\u793e\u540d\u3068\u5408\u4f75\u304c\u8ffd\u3048\u306a\u3044\u3002** \u793e\u540d\u5909\u66f4\u3084\u5408\u4f75\u304c\u3042\u308b\u3068\u3001\u65b0\u65e7\u304c\u5225\u30ec\u30b3\u30fc\u30c9\u3068\u3057\u3066\u6b8b\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u540c\u540d\u306e\u5225\u4f1a\u793e\u304c\u3042\u308b\u3002** \u300c\u682a\u5f0f\u4f1a\u793e\u30b5\u30f3\u30e9\u30a4\u30ba\u300d\u306f\u5168\u56fd\u306b\u8907\u6570\u3042\u308a\u307e\u3059\u3002**\u4f1a\u793e\u540d\u3060\u3051\u3067\u7d71\u5408\u3059\u308b\u3068\u3001\u5225\u4f1a\u793e\u3092\u6df7\u305c\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**\uff08e\uff093\u30b7\u30b9\u30c6\u30e0\u306b\u5206\u6563\u3057\u3066\u3044\u3066\u7a81\u5408\u3067\u304d\u306a\u3044\u3002** 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\u65b0\u898f\u30ec\u30b3\u30fc\u30c9\u304c\u767b\u9332\u3055\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4f1a\u793e\u540d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30c9\u30e1\u30a4\u30f3\u3092\u6b63\u898f\u5316\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306eWeb-API\u3067\u3001\u5546\u53f7\u3068\u6240\u5728\u5730\u304b\u3089\u6cd5\u4eba\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u65e2\u5b58\u30ec\u30b3\u30fc\u30c9\u306e\u3046\u3061\u3001\u540c\u3058\u6cd5\u4eba\u756a\u53f7\u3092\u6301\u3064\u3082\u306e\u3092\u62bd\u51fa\u3059\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u6587\u5b57\u5217\u306e\u985e\u4f3c\u5ea6\u3067\u5019\u88dc\u3092\u62bd\u51fa\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** 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\u4f1a\u793e\u540d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30c9\u30e1\u30a4\u30f3\u3092\u6b63\u898f\u5316\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306eWeb-API\u3067\u3001\u5546\u53f7\u3068\u6240\u5728\u5730\u304b\u3089\u6cd5\u4eba\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b","**\u3010\u81ea\u52d5\u3011** \u65e2\u5b58\u30ec\u30b3\u30fc\u30c9\u306e\u3046\u3061\u3001\u540c\u3058\u6cd5\u4eba\u756a\u53f7\u3092\u6301\u3064\u3082\u306e\u3092\u62bd\u51fa\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u5834\u5408\u3001\u6587\u5b57\u5217\u306e\u985e\u4f3c\u5ea6\u3067\u5019\u88dc\u3092\u62bd\u51fa\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u30c9\u30e1\u30a4\u30f3\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u4f4f\u6240\u306e\u4e00\u81f4\u72b6\u6cc1\u3092\u7a81\u304d\u5408\u308f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u540c\u4e00\u3068\u307f\u306a\u3059\u6839\u62e0\u3068\u3001\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u3092\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u306e\u95a2\u4fc2\u306b\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u308b\u3082\u306e\u3092\u3001\u7d71\u5408\u3067\u306f\u306a\u304f\u300c\u89aa\u5b50\u300d\u306e\u5019\u88dc\u3068\u3057\u3066\u5206\u3051\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5019\u88dc\u3092\u898b\u3066\u3001\u7d71\u5408\u30fb\u89aa\u5b50\u3065\u3051\u30fb\u5225\u30ec\u30b3\u30fc\u30c9\u306e\u3044\u305a\u308c\u304b\u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u6c7a\u5b9a\u306b\u5f93\u3063\u3066\u30013\u30b7\u30b9\u30c6\u30e0\u3092\u6a2a\u65ad\u3057\u305f\u540d\u5bc4\u305bID\u3092\u4ed8\u4e0e\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u8a18\u9332\u3059\u308b\uff08**\u53d6\u308a\u6d88\u305b\u308b\u3088\u3046\u306b\u3059\u308b**\uff09"],"architecture":"```\n\u65b0\u898f\u30ec\u30b3\u30fc\u30c9\uff08\u30d5\u30a9\u30fc\u30e0 \/ \u540d\u523a \/ \u5c55\u793a\u4f1a\u30ea\u30b9\u30c8 \/ \u624b\u5165\u529b\uff09\n   \u2502\n   \u25bc\nPython \u306e\u30d0\u30c3\u30c1\u51e6\u7406\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u6b63\u898f\u5316\uff08\u4f1a\u793e\u540d \/ \u4f4f\u6240 \/ \u96fb\u8a71\u756a\u53f7 \/ \u30c9\u30e1\u30a4\u30f3\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u56fd\u7a0e\u5e81 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API\n   \u2502       \u2514\u2500 \u5546\u53f7\u30fb\u6240\u5728\u5730\u304b\u3089\u6cd5\u4eba\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u5019\u88dc\u306e\u62bd\u51fa\n   \u2502       \u251c\u2500 \u6cd5\u4eba\u756a\u53f7\u304c\u4e00\u81f4\u3059\u308b\u3082\u306e\uff08\u88cf\u4ed8\u3051\u3042\u308a\uff09\n   \u2502       \u2514\u2500 \u6587\u5b57\u5217\u306e\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044\u3082\u306e\uff08\u88cf\u4ed8\u3051\u306a\u3057\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u5c5e\u6027\u306e\u7a81\u5408\uff08\u30c9\u30e1\u30a4\u30f3 \/ \u96fb\u8a71\u756a\u53f7 \/ \u4f4f\u6240 \/ \u696d\u7a2e\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 LLM API \u2500\u2500 \u6cd5\u4eba\u756a\u53f7\u3067\u6c7a\u307e\u3089\u306a\u3044\u5019\u88dc\u306e\u5224\u65ad\u6750\u6599\u306e\u6574\u7406\n   \u2502                 \uff0b \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u306e\u95a2\u4fc2\u306e\u63a8\u5b9a\n   \u2502\n   \u25bc\n\u540d\u5bc4\u305b\u5019\u88dc\u306e\u4e00\u89a7 \u2500\u2500\u3010\u62c5\u5f53\u8005\u304c\u5224\u65ad\u3011\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u7d71\u5408\uff0f\u89aa\u5b50\u3065\u3051\uff0f\u5225\u30ec\u30b3\u30fc\u30c9\n   \u2502\n   \u25bc\n\u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e\uff08CRM \/ MA\u30c4\u30fc\u30eb \/ \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u6a2a\u65ad\uff09\n   \u2502\n   \u25bc\n\u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u8a18\u9332\uff08\u53d6\u308a\u6d88\u305b\u308b\u3088\u3046\u306b\u3059\u308b\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u5b9f\u884c\u74b0\u5883 | Python | \u500b\u5225\u958b\u767a |\n| \u751f\u6210AI | Claude API | OpenAI API\u3001Gemini API |\n| \u6cd5\u4eba\u60c5\u5831 | \u56fd\u7a0e\u5e81 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API | \u5546\u7528\u306e\u4f01\u696d\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 |\n| \u4fdd\u7ba1 | \u9867\u5ba2\u30c7\u30fc\u30bf\u57fa\u76e4\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09 | \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001SharePoint \u30ea\u30b9\u30c8 |\n\n**\u9867\u5ba2\u30c7\u30fc\u30bf\u57fa\u76e4\uff08CDP\uff09\u3084\u3001\u540d\u5bc4\u305b\u6a5f\u80fd\u3092\u6301\u3064\u30c7\u30fc\u30bf\u6574\u5099\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u591a\u6570\u3042\u308a\u307e\u3059\u3002** \u307e\u305a\u305d\u308c\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u81ea\u793e\u306e\u300c\u652f\u5e97\u3092\u5206\u3051\u308b\u304b\u7d71\u5408\u3059\u308b\u304b\u300d\u306e\u65b9\u91dd\u3092\u7d30\u304b\u304f\u4f5c\u308a\u8fbc\u307f\u305f\u3044\u5834\u5408\u3068\u3001\u65e2\u5b58\u306e3\u30b7\u30b9\u30c6\u30e0\u3092\u5165\u308c\u66ff\u3048\u305a\u306b\u6a2a\u65ad\u306e\u540d\u5bc4\u305bID\u3060\u3051\u3092\u6301\u3061\u305f\u3044\u5834\u5408\u3067\u3059\u3002**\n\n**Python \u3092\u9078\u3093\u3060\u306e\u306f\u3001\u6b63\u898f\u5316\u30fb\u985e\u4f3c\u5ea6\u8a08\u7b97\u30fbAPI\u306e\u547c\u3073\u51fa\u3057\u30fb\u7a81\u5408\u30921\u304b\u6240\u306b\u66f8\u3051\u308b\u305f\u3081\u3067\u3059\u3002** \u540d\u5bc4\u305b\u306e\u5927\u534a\u306f\u6587\u5b57\u5217\u51e6\u7406\u3067\u3042\u308a\u3001\u30ce\u30fc\u30b3\u30fc\u30c9\u306e\u30c4\u30fc\u30eb\u3067\u306f\u66f8\u304d\u3065\u3089\u304f\u306a\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n\u30c8\u30ea\u30ac\u30fc\u306f2\u3064\u3067\u3059\u3002\n\n**1\u3064\u76ee\u306f\u3001\u65b0\u898f\u30ec\u30b3\u30fc\u30c9\u306e\u767b\u9332\u6642**\u3067\u3059\u3002\u767b\u9332\u3068\u540c\u6642\u306b\u5019\u88dc\u3092\u51fa\u305b\u308b\u3068\u3001\u62c5\u5f53\u8005\u304c\u305d\u306e\u5834\u3067\u5224\u65ad\u3067\u304d\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u65e5\u6b21\u306e\u30d0\u30c3\u30c1**\u3067\u3059\u3002\u65e2\u5b58\u30ec\u30b3\u30fc\u30c9\u3069\u3046\u3057\u306e\u91cd\u8907\u3092\u3001\u591c\u9593\u306b\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002**85,000\u4ef6\u306e\u7dcf\u5f53\u305f\u308a\u306f\u73fe\u5b9f\u7684\u3067\u306a\u3044\u305f\u3081\u3001\u6b63\u898f\u5316\u3057\u305f\u4f1a\u793e\u540d\u306e\u5148\u982d\u6570\u6587\u5b57\u3067\u30d6\u30ed\u30c3\u30af\u5206\u3051\u3057\u3066\u304b\u3089\u6bd4\u8f03\u3057\u307e\u3059\u3002**\n\n**\u6700\u521d\u306e\u4e00\u62ec\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306f\u3001\u5225\u306b\u8a08\u753b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u65e2\u5b58\u306e85,000\u4ef6\u3092\u4e00\u5ea6\u6574\u7406\u3059\u308b\u4f5c\u696d\u306f\u3001\u65e5\u5e38\u306e\u904b\u7528\u3068\u306f\u5225\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3059\u3002**\u65e5\u5e38\u306e\u904b\u7528\u304c\u56de\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304b\u3089\u7740\u624b\u3059\u308b\u307b\u3046\u304c\u78ba\u5b9f\u3067\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u9867\u5ba2\u30ec\u30b3\u30fc\u30c9 | \u4f1a\u793e\u540d\u3001\u90e8\u7f72\u3001\u62c5\u5f53\u8005\u540d\u3001\u4f4f\u6240\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3001\u696d\u7a2e\u3001\u767b\u9332\u65e5\u3001\u767b\u9332\u5143 | CRM \/ MA\u30c4\u30fc\u30eb \/ \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6cd5\u4eba\u756a\u53f7\u60c5\u5831 | \u6cd5\u4eba\u756a\u53f7\u3001\u5546\u53f7\u30fb\u540d\u79f0\u3001\u6240\u5728\u5730\u3001\u5909\u66f4\u5c65\u6b74 | \u56fd\u7a0e\u5e81 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API |\n| \u53d6\u5f15\u5b9f\u7e3e | \u5546\u8ac7\u3001\u5951\u7d04\u3001\u8acb\u6c42\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u5c65\u6b74 | CRM \/ \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| **\u540d\u5bc4\u305b\u306e\u65b9\u91dd** | \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u7d71\u5408\u3059\u308b\u304b\u5206\u3051\u308b\u304b\u3001\u305d\u306e\u57fa\u6e96 | \u55b6\u696d\u4f01\u753b\uff08**\u6587\u66f8\u5316\u304c\u5fc5\u8981**\uff09 |\n| \u8868\u8a18\u3086\u308c\u306e\u8f9e\u66f8 | \u300c(\u682a)\u300d\u300c\u3231\u300d\u300c\u682a\u5f0f\u4f1a\u793e\u300d\u306a\u3069\u306e\u5bfe\u5fdc | \u81ea\u793e\u3067\u6574\u5099 |\n| \u904e\u53bb\u306e\u5224\u65ad\u5c65\u6b74 | \u904e\u53bb\u306b\u300c\u540c\u4e00\u300d\u300c\u5225\u300d\u3068\u5224\u65ad\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\u3068\u3001\u305d\u306e\u7406\u7531 | \u904b\u7528\u3067\u84c4\u7a4d |\n| \u9664\u5916\u30ea\u30b9\u30c8 | \u81ea\u793e\u3001\u30c6\u30b9\u30c8\u7528\u30ec\u30b3\u30fc\u30c9\u3001\u540c\u696d\u4ed6\u793e | \u904b\u7528\u3067\u84c4\u7a4d |\n\n**\u300c\u540d\u5bc4\u305b\u306e\u65b9\u91dd\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u5165\u529b\u3067\u3059\u3002**\n\n\u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u7d71\u5408\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u4e8b\u696d\u306e\u5f62\u306b\u3088\u3063\u3066\u7b54\u3048\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n| \u65b9\u91dd | \u9069\u3059\u308b\u5834\u5408 |\n|:--|:--|\n| \u6cd5\u4eba\u5358\u4f4d\u3067\u7d71\u5408\u3059\u308b | \u5951\u7d04\u304c\u672c\u793e\u4e00\u62ec\u3001\u8acb\u6c42\u3082\u672c\u793e\u5b9b\u3066 |\n| \u4e8b\u696d\u6240\u5358\u4f4d\u3067\u5206\u3051\u308b | \u4e8b\u696d\u6240\u3054\u3068\u306b\u5951\u7d04\u30fb\u8acb\u6c42\u30fb\u62c5\u5f53\u304c\u5206\u304b\u308c\u308b |\n| \u89aa\u5b50\u3067\u6301\u3064\uff08\u6cd5\u4eba\u304c\u89aa\u3001\u4e8b\u696d\u6240\u304c\u5b50\uff09 | \u4e21\u65b9\u306e\u898b\u65b9\u304c\u5fc5\u8981\uff08**\u591a\u304f\u306e\u4f01\u696d\u306f\u3053\u308c**\uff09 |\n\n**\u3053\u306e\u65b9\u91dd\u3092\u6c7a\u3081\u305a\u306b\u59cb\u3081\u308b\u3068\u3001\u51fa\u3066\u304d\u305f\u5019\u88dc\u3092\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002** \u6280\u8853\u3088\u308a\u5148\u306b\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u6cd5\u4eba\u756a\u53f7\u306e\u5f15\u304d\u5f53\u3066\uff1a** \u56fd\u7a0e\u5e81\u306e\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306b\u306f Web-API \u304c\u3042\u308a\u307e\u3059\u3002**REST\u65b9\u5f0f\u3067\u3001\u6cd5\u4eba\u756a\u53f7\u3092\u6307\u5b9a\u3057\u3066\u57fa\u672c3\u60c5\u5831\u3068\u5909\u66f4\u5c65\u6b74\u3092\u53d6\u5f97\u3059\u308b\u3001\u671f\u9593\u3092\u6307\u5b9a\u3057\u3066\u5dee\u5206\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3001\u5546\u53f7\u30fb\u540d\u79f0\u304b\u3089\u57fa\u672c3\u60c5\u5831\u3092\u691c\u7d22\u3059\u308b\u3001\u306e3\u3064\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**\u5229\u7528\u306b\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u304c\u5fc5\u8981\u3067\u3059\uff08\u767a\u884c\u306b\u8cbb\u7528\u306f\u304b\u304b\u308a\u307e\u305b\u3093\uff09\u3002** \u767a\u884c\u307e\u3067\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u305f\u3081\u3001**\u8a2d\u8a08\u306e\u521d\u671f\u306b\u7533\u8acb\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002**\n\n\u5546\u53f7\u3067\u306e\u691c\u7d22\u306f\u3001\u8868\u8a18\u3086\u308c\u306b\u5f31\u3044\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\u6b63\u898f\u5316\u3057\u3066\u304b\u3089\u691c\u7d22\u3057\u3001\u8907\u6570\u5019\u88dc\u304c\u8fd4\u308b\u5834\u5408\u306f\u6240\u5728\u5730\u3067\u7d5e\u308a\u307e\u3059\u3002** \u305d\u308c\u3067\u30821\u4ef6\u306b\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002\n\n**\u53d6\u5f15\u5b9f\u7e3e\uff1a** \u5019\u88dc\u304c\u540c\u3058\u4f1a\u793e\u304b\u3092\u5224\u65ad\u3059\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\u300c\u540c\u3058\u62c5\u5f53\u8005\u540d\u304c\u4e21\u65b9\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u51fa\u3066\u3044\u308b\u300d\u300c\u540c\u3058\u30c9\u30e1\u30a4\u30f3\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304c\u4f7f\u308f\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u60c5\u5831\u304c\u6c7a\u3081\u624b\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u5224\u65ad\u5c65\u6b74\uff1a** \u300c\u3053\u306e2\u4ef6\u306f\u5225\u4f1a\u793e\u3068\u5224\u65ad\u6e08\u307f\u300d\u3068\u3044\u3046\u8a18\u9332\u304c\u3042\u308c\u3070\u3001\u518d\u3073\u5019\u88dc\u3068\u3057\u3066\u51fa\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u3053\u306e\u5c65\u6b74\u304c\u306a\u3044\u3068\u3001\u540c\u3058\u5224\u65ad\u3092\u4f55\u5ea6\u3082\u6c42\u3081\u3089\u308c\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u4f1a\u793e\u540d\u306e\u6b63\u898f\u5316** \u2026 \u6cd5\u4eba\u683c\u306e\u8868\u8a18\uff08(\u682a)\uff0f\u3231\uff0f\u682a\u5f0f\u4f1a\u793e\uff09\u3001\u5168\u89d2\u3068\u534a\u89d2\u3001\u30b9\u30da\u30fc\u30b9\u3001\u62ec\u5f27\u306e\u7a2e\u985e\u3001\u65e7\u5b57\u4f53\u3092\u305d\u308d\u3048\u307e\u3059\u3002**\u6cd5\u4eba\u683c\u306e\u4f4d\u7f6e\uff08\u524d\u682a\u30fb\u5f8c\u682a\uff09\u3082\u533a\u5225\u3057\u307e\u3059**\n2. **\u4f4f\u6240\u306e\u6b63\u898f\u5316** \u2026 \u90fd\u9053\u5e9c\u770c\u306e\u6709\u7121\u3001\u4e01\u76ee\u30fb\u756a\u5730\u306e\u8868\u8a18\uff081-2-3\uff0f\u4e00\u4e01\u76ee2\u756a3\u53f7\uff09\u3001\u30d3\u30eb\u540d\u306e\u6709\u7121\u3092\u305d\u308d\u3048\u307e\u3059\n3. **\u96fb\u8a71\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u30cf\u30a4\u30d5\u30f3\u3001\u5e02\u5916\u5c40\u756a\u306e\u62ec\u5f27\u3001\u56fd\u756a\u53f7\u3092\u9664\u304d\u307e\u3059\n4. **\u30c9\u30e1\u30a4\u30f3\u306e\u62bd\u51fa** \u2026 \u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u30c9\u30e1\u30a4\u30f3\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u306f\u9664\u5916\u3057\u307e\u3059**\n5. **\u30d6\u30ed\u30c3\u30af\u5206\u3051** \u2026 \u6b63\u898f\u5316\u3057\u305f\u4f1a\u793e\u540d\u306e\u5148\u982d\u6570\u6587\u5b57\u3001\u307e\u305f\u306f\u96fb\u8a71\u756a\u53f7\u306e\u5e02\u5916\u5c40\u756a\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u308a\u3001\u305d\u306e\u4e2d\u3060\u3051\u3067\u6bd4\u8f03\u3057\u307e\u3059\u3002**85,000\u4ef6\u306e\u7dcf\u5f53\u305f\u308a\u306f36\u5104\u901a\u308a\u306b\u306a\u308b\u305f\u3081\u3001\u5fc5\u305a\u5fc5\u8981\u3067\u3059**\n6. **\u9664\u5916\u306e\u9069\u7528** \u2026 \u81ea\u793e\u3001\u30c6\u30b9\u30c8\u30ec\u30b3\u30fc\u30c9\u3001\u9000\u4f1a\u6e08\u307f\u3092\u9664\u304d\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u6587\u5b57\u5217\u306e\u6b63\u898f\u5316\u3068\u985e\u4f3c\u5ea6\u306e\u8a08\u7b97\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** \u7de8\u96c6\u8ddd\u96e2\u3001n-gram\u306e\u4e00\u81f4\u7387\u3001\u8aad\u307f\u306e\u4e00\u81f4\u3068\u3044\u3063\u305f\u624b\u6cd5\u304c\u3042\u308a\u3001**\u3057\u304d\u3044\u5024\u3067\u5019\u88dc\u3092\u7d5e\u308b\u3068\u3053\u308d\u307e\u3067\u306f\u8a08\u7b97\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002LLM\u3092\u4f7f\u3046\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u6cd5\u4eba\u756a\u53f7\u306b\u3088\u308b\u7a81\u5408\u3082\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** API\u306e\u7d50\u679c\u304c\u4e00\u81f4\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u6bd4\u8f03\u3059\u308b\u3060\u3051\u3067\u3059\u3002\n\n**LLM\u306b\u3055\u305b\u308b\u3053\u3068\uff1a**\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u6cd5\u4eba\u756a\u53f7\u3067\u6c7a\u307e\u3089\u306a\u3044\u5019\u88dc\u306e\u6574\u7406 | \u500b\u4eba\u4e8b\u696d\u4e3b\u3001\u5c4b\u53f7\u3001\u6d77\u5916\u6cd5\u4eba\u3001\u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u3082\u306e\u306b\u3064\u3044\u3066\u3001\u5224\u65ad\u6750\u6599\u3092\u4e26\u3079\u308b |\n| \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u306e\u95a2\u4fc2\u306e\u63a8\u5b9a | \u300c\u672c\u793e\u300d\u300c\u5de5\u5834\u300d\u300c\u652f\u5e97\u300d\u300c\u55b6\u696d\u6240\u300d\u3068\u3044\u3063\u305f\u8a18\u8f09\u304b\u3089\u3001\u89aa\u5b50\u95a2\u4fc2\u306e\u5019\u88dc\u3092\u793a\u3059 |\n| \u793e\u540d\u5909\u66f4\u30fb\u5408\u4f75\u306e\u53ef\u80fd\u6027\u306e\u6307\u6458 | \u6cd5\u4eba\u756a\u53f7\u306e\u5909\u66f4\u5c65\u6b74\u3068\u3001\u30ec\u30b3\u30fc\u30c9\u306e\u767b\u9332\u65e5\u304b\u3089\u3001\u65e7\u793e\u540d\u306e\u53ef\u80fd\u6027\u3092\u793a\u3059 |\n| \u540c\u4e00\u3068\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u306e\u63d0\u793a | \u4f4f\u6240\u304c\u9055\u3046\u3001\u696d\u7a2e\u304c\u9055\u3046\u3001\u53d6\u5f15\u306e\u7cfb\u7d71\u304c\u9055\u3046\u3068\u3044\u3063\u305f\u3001\u5225\u4f1a\u793e\u3067\u3042\u308b\u6839\u62e0\u3092\u6319\u3052\u308b |\n| \u5224\u65ad\u306b\u5fc5\u8981\u306a\u8ffd\u52a0\u60c5\u5831\u306e\u63d0\u793a | \u300c\u3069\u3061\u3089\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u3082\u540c\u3058\u62c5\u5f53\u8005\u540d\u304c\u51fa\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u6c7a\u3081\u624b\u3092\u793a\u3059 |\n\n**\u300c\u540c\u4e00\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** LLM\u304c\u51fa\u3059\u306e\u306f\u3001**\u540c\u4e00\u3068\u307f\u306a\u3059\u6839\u62e0\u3068\u3001\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u306e\u4e21\u65b9**\u3067\u3059\u3002\u3069\u3061\u3089\u3092\u53d6\u308b\u304b\u306f\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n**\u7d71\u5408\u3092\u5b9f\u884c\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u306f\u6280\u8853\u7684\u306a\u5236\u7d04\u3067\u306f\u306a\u304f\u3001\u8a2d\u8a08\u4e0a\u306e\u6c7a\u3081\u3054\u3068\u3067\u3059\u3002**\u7d71\u5408\u306f\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u3001\u9867\u5ba2\u30de\u30b9\u30bf\u306e\u540d\u5bc4\u305b\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n2\u3064\u306e\u30ec\u30b3\u30fc\u30c9\u306b\u3064\u3044\u3066\u3001\u540c\u3058\u4f1a\u793e\u3068\u307f\u306a\u3059\u6839\u62e0\u3068\u3001\u307f\u306a\u3055\u306a\u3044\u6839\u62e0\u3092\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u540c\u4e00\u304b\u3069\u3046\u304b\u3092\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u4e00\u3067\u3059\u300d\u300c\u7d71\u5408\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u300c\u5225\u4f1a\u793e\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u6839\u62e0\u3092\u4e21\u65b9\u5411\u3067\u4e26\u3079\u308b\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3042\u306a\u305f\u306e\u77e5\u8b58\u306b\u3042\u308b\u4f01\u696d\u60c5\u5831\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3053\u306e\u4f1a\u793e\u306f\u3007\u3007\u696d\u754c\u306e\u5927\u624b\u3067\u3059\u300d\u3068\u3044\u3063\u305f\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5224\u65ad\u6750\u6599\u306f\u3001\u5165\u529b\u306b\u542b\u307e\u308c\u308b\u30ec\u30b3\u30fc\u30c9\u306e\u5185\u5bb9\u3068\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002\n- \u6cd5\u4eba\u756a\u53f7\u304c\u4e21\u65b9\u306e\u30ec\u30b3\u30fc\u30c9\u3067\u4e00\u81f4\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\n  \u305d\u306e\u4e8b\u5b9f\u3092 evidence_same \u306e\u5148\u982d\u306b\u7f6e\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u305f\u3060\u3057\u3001\u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u5206\u3051\u308b\u65b9\u91dd\u306e\u5834\u5408\u3001\n  \u6cd5\u4eba\u756a\u53f7\u306e\u4e00\u81f4\u306f\u300c\u540c\u4e00\u6cd5\u4eba\u300d\u3092\u610f\u5473\u3057\u3066\u3082\u300c\u540c\u4e00\u30ec\u30b3\u30fc\u30c9\u300d\u3092\u610f\u5473\u3057\u307e\u305b\u3093\u3002\n  \u4e0b\u8a18\u306e\u540d\u5bc4\u305b\u65b9\u91dd\u306b\u5f93\u3063\u3066 relation_candidate \u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u304b\u3063\u305f\u5834\u5408\u306f\u3001\u305d\u306e\u7406\u7531\uff08\u5019\u88dc\u304c\u8907\u6570\u3001\u8a72\u5f53\u306a\u3057\u3001\n  \u500b\u4eba\u4e8b\u696d\u4e3b\u3068\u601d\u308f\u308c\u308b\u3001\u6d77\u5916\u6cd5\u4eba\u3068\u601d\u308f\u308c\u308b\uff09\u3092 no_corporate_number_reason \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u63a8\u6e2c\u3067\u6cd5\u4eba\u756a\u53f7\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306b\u300c\u5225\u4f1a\u793e\u300d\u3068\u5224\u65ad\u3055\u308c\u305f\u7d44\u307f\u5408\u308f\u305b\u306e\u5834\u5408\u306f\u3001\n  past_decision \u306b\u305d\u306e\u8a18\u9332\u3092\u8ee2\u8a18\u3057\u3001\u65b0\u3057\u3044\u60c5\u5831\u304c\u3042\u308b\u5834\u5408\u306e\u307f\u6307\u6458\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u500b\u4eba\u540d\uff08\u62c5\u5f53\u8005\u540d\uff09\u306f\u3001\u540c\u4e00\u6027\u306e\u5224\u65ad\u6750\u6599\u3068\u3057\u3066\u4f7f\u3063\u3066\u3088\u3044\u3067\u3059\u304c\u3001\n  \u305d\u306e\u4eba\u7269\u306b\u3064\u3044\u3066\u306e\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u540d\u5bc4\u305b\u65b9\u91dd\u3011\n{merge_policy}\n\n\u3010\u30ec\u30b3\u30fc\u30c9A\u3011\n{record_a}\n\n\u3010\u30ec\u30b3\u30fc\u30c9B\u3011\n{record_b}\n\n\u3010\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\u3011\nA: {corporate_number_a}\nB: {corporate_number_b}\n\n\u3010\u5c5e\u6027\u306e\u7a81\u5408\u7d50\u679c\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3088\u308b\u8a08\u7b97\uff09\u3011\n{attribute_match}\n\n\u3010\u904e\u53bb\u306e\u5224\u65ad\u5c65\u6b74\u3011\n{past_decisions}\n```\n\n**\u300c\u540c\u4e00\u304b\u3069\u3046\u304b\u3092\u65ad\u5b9a\u3057\u306a\u3044\u300d\u306e1\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5b89\u5168\u88c5\u7f6e\u3067\u3059\u3002** \u3053\u308c\u3092\u66f8\u304b\u306a\u3044\u3068\u300c\u540c\u4e00\u3068\u5224\u65ad\u3055\u308c\u307e\u3059\u3002\u7d71\u5408\u3092\u63a8\u5968\u3057\u307e\u3059\u300d\u3068\u8fd4\u308a\u3001\u62c5\u5f53\u8005\u304c\u6839\u62e0\u3092\u898b\u305a\u306b\u7d71\u5408\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u7d71\u5408\u306f\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002**\n\n**\u300c\u3042\u306a\u305f\u306e\u77e5\u8b58\u306b\u3042\u308b\u4f01\u696d\u60c5\u5831\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3082\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u6709\u540d\u4f01\u696d\u306b\u3064\u3044\u3066\u306f\u5b66\u7fd2\u5185\u5bb9\u304b\u3089\u7b54\u3048\u3001\u7121\u540d\u306e\u4f01\u696d\u306b\u3064\u3044\u3066\u306f\u63a8\u6e2c\u3067\u7b54\u3048\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u6839\u62e0\u306b\u306a\u308a\u307e\u305b\u3093\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n\u8a08\u7b97\u90e8\u5206\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"pair_id\": \"\",\n  \"record_a_id\": \"\",\n  \"record_b_id\": \"\",\n  \"corporate_number_a\": \"\",\n  \"corporate_number_b\": \"\",\n  \"corporate_number_match\": \"match | mismatch | one_missing | both_missing\",\n  \"similarity\": {\n    \"company_name\": 0.0,\n    \"address\": 0.0,\n    \"phone_exact\": false,\n    \"domain_exact\": false\n  },\n  \"shared_attributes\": [],\n  \"block_key\": \"\"\n}\n```\n\nLLM\u90e8\u5206\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"pair_id\": \"\",\n  \"evidence_same\": [],\n  \"evidence_different\": [],\n  \"relation_candidate\": \"merge | parent_child | separate | undetermined\",\n  \"relation_basis\": \"\",\n  \"no_corporate_number_reason\": \"\",\n  \"past_decision\": {\n    \"found\": false,\n    \"decision\": \"\",\n    \"decided_at\": \"\",\n    \"reason\": \"\"\n  },\n  \"additional_info_needed\": [],\n  \"confidence\": \"high | medium | low\"\n}\n```\n\n**`evidence_same` \u3068 `evidence_different` \u3092\u4e21\u65b9\u51fa\u3055\u305b\u308b\u3053\u3068\u306b\u610f\u5473\u304c\u3042\u308a\u307e\u3059\u3002** \u7247\u65b9\u3060\u3051\u3092\u898b\u305b\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u305d\u306e\u65b9\u5411\u306b\u5f15\u304d\u305a\u3089\u308c\u307e\u3059\u3002**\u300c\u4f4f\u6240\u306f\u4e00\u81f4\u3059\u308b\u304c\u3001\u96fb\u8a71\u756a\u53f7\u306e\u5e02\u5916\u5c40\u756a\u304c\u9055\u3046\u300d\u3068\u3044\u3046\u4e21\u8ad6\u304c\u4e26\u3093\u3067\u3044\u308c\u3070\u3001\u5224\u65ad\u306e\u8cea\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002**\n\n`relation_candidate` \u306b `parent_child` \u3092\u7528\u610f\u3057\u3066\u3044\u308b\u306e\u306f\u3001**\u300c\u7d71\u5408\u300d\u3068\u300c\u5225\u300d\u306e\u4e8c\u629e\u306b\u3057\u306a\u3044\u305f\u3081**\u3067\u3059\u3002\u5b9f\u52d9\u3067\u306f\u3001\u89aa\u5b50\u3067\u6301\u3064\u306e\u304c\u6b63\u89e3\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\u3002\n\n`corporate_number_match` \u306e `one_missing`\uff08\u7247\u65b9\u3060\u3051\u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u305f\uff09\u306f\u3001**\u7247\u65b9\u304c\u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7\u30fb\u6d77\u5916\u6cd5\u4eba\u3067\u3042\u308b\u53ef\u80fd\u6027\u3092\u793a\u3057\u307e\u3059\u3002** \u81ea\u52d5\u3067\u300c\u5225\u300d\u3068\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u306a\u304a\u3001Claude API \u306b\u306f\u51fa\u529b\u3092JSON\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u308f\u305b\u308b**\u69cb\u9020\u5316\u51fa\u529b**\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\uff082026-09-16\u6642\u70b9\u3067\u306f\u30d9\u30fc\u30bf\u6a5f\u80fd\u3068\u3057\u3066\u63d0\u4f9b\uff09\u3002\u4ef6\u6570\u304c\u591a\u304f\u5f8c\u6bb5\u304c\u6a5f\u68b0\u51e6\u7406\u306a\u306e\u3067\u3001\u5229\u7528\u3067\u304d\u308b\u3068\u5b89\u5168\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| CRM\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u30ec\u30b3\u30fc\u30c9\u306e\u53d6\u5f97\u3068\u3001\u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e |\n| MA\u30c4\u30fc\u30eb\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u540c\u4e0a |\n| \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff0f\u66f8\u304d\u8fbc\u307f\uff09 | \u540c\u4e0a |\n| \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u6cd5\u4eba\u756a\u53f7\u306e\u5f15\u304d\u5f53\u3066 |\n| \u9867\u5ba2\u30c7\u30fc\u30bf\u57fa\u76e4 | \u540d\u5bc4\u305bID\u3068\u5224\u65ad\u5c65\u6b74\u306e\u4fdd\u7ba1 |\n\n**\u300c\u540d\u5bc4\u305bID\u300d\u3092\u65b0\u3057\u304f\u6301\u3064\u8a2d\u8a08\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5404\u30b7\u30b9\u30c6\u30e0\u306e\u9867\u5ba2ID\u306f\u305d\u306e\u307e\u307e\u6b8b\u3057\u3001**\u6a2a\u65ad\u306e\u540d\u5bc4\u305bID\u3092\u5225\u306b\u4ed8\u3051\u307e\u3059\u3002** \u30ec\u30b3\u30fc\u30c9\u3092\u7269\u7406\u7684\u306b\u7d71\u5408\u3059\u308b\u3068\u3001\u5546\u8ac7\u30fb\u8acb\u6c42\u30fb\u5951\u7d04\u306e\u5c65\u6b74\u304c\u5dfb\u304d\u8fbc\u307e\u308c\u307e\u3059\u3002\n\n**\u7d71\u5408\u304c\u5fc5\u8981\u306a\u5834\u5408\u3082\u3001\u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u5fc5\u305a\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3069\u306e\u30ec\u30b3\u30fc\u30c9\u3068\u3069\u306e\u30ec\u30b3\u30fc\u30c9\u3092\u3001\u3044\u3064\u3001\u8ab0\u304c\u3001\u3069\u306e\u6839\u62e0\u3067\u7d71\u5408\u3057\u305f\u304b\u3092\u6b8b\u3057\u3001**\u53d6\u308a\u6d88\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u3059\u3079\u3066\u306e\u5019\u88dc\u3092\u4eba\u304c\u5224\u65ad\u3057\u307e\u3059\u3002\u81ea\u52d5\u7d71\u5408\u3057\u307e\u305b\u3093\u3002**\n\n\u5224\u65ad\u306e\u91cd\u3055\u306f\u5206\u3051\u307e\u3059\u3002\n\n| \u533a\u5206 | \u6761\u4ef6 | \u5224\u65ad |\n|:--|:--|:--|\n| \u4e00\u62ec\u627f\u8a8d | \u6cd5\u4eba\u756a\u53f7\u304c\u4e00\u81f4\uff0f\u4f4f\u6240\u3082\u4e00\u81f4\uff0f\u904e\u53bb\u306b\u540c\u4e00\u3068\u5224\u65ad\u6e08\u307f | \u4e00\u89a7\u3067\u307e\u3068\u3081\u3066\u627f\u8a8d |\n| \u500b\u5225\u5224\u65ad | \u6cd5\u4eba\u756a\u53f7\u304c\u4e00\u81f4\u3059\u308b\u304c\u4f4f\u6240\u304c\u9055\u3046\uff08\u652f\u5e97\u306e\u53ef\u80fd\u6027\uff09 | \u89aa\u5b50\u3065\u3051\u304b\u7d71\u5408\u304b\u3092\u6c7a\u3081\u308b |\n| \u8981\u78ba\u8a8d | `corporate_number_match: one_missing` | \u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7\u30fb\u6d77\u5916\u6cd5\u4eba\u306e\u53ef\u80fd\u6027\u3092\u78ba\u8a8d\u3059\u308b |\n| \u8981\u78ba\u8a8d | `both_missing` \u304b\u3064\u985e\u4f3c\u5ea6\u304c\u9ad8\u3044 | \u53d6\u5f15\u5b9f\u7e3e\u3092\u898b\u3066\u5224\u65ad\u3059\u308b |\n| \u614e\u91cd\u5224\u65ad | \u4f1a\u793e\u540d\u304c\u540c\u3058\u3067\u4f4f\u6240\u304c\u9060\u3044 | **\u540c\u540d\u306e\u5225\u4f1a\u793e\u306e\u53ef\u80fd\u6027\u3002\u5b89\u6613\u306b\u7d71\u5408\u3057\u306a\u3044** |\n| \u4fdd\u7559 | `confidence: low` | \u8ffd\u52a0\u60c5\u5831\u3092\u96c6\u3081\u3066\u304b\u3089\u5224\u65ad\u3059\u308b |\n\n**\u300c\u614e\u91cd\u5224\u65ad\u300d\u3092\u8efd\u304f\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540c\u540d\u306e\u5225\u4f1a\u793e\u3092\u7d71\u5408\u3059\u308b\u3068\u3001**\u5225\u306e\u4f1a\u793e\u306e\u62c5\u5f53\u8005\u306b\u4ed6\u793e\u306e\u5546\u8ac7\u60c5\u5831\u304c\u898b\u3048\u308b\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002** \u3053\u308c\u306f\u60c5\u5831\u6f0f\u3048\u3044\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6cd5\u4eba\u756a\u53f7\u304c\u5f15\u3051\u306a\u3044\uff08\u5019\u88dc\u304c\u8907\u6570\uff09 | \u6240\u5728\u5730\u3067\u7d5e\u308b\u3002\u305d\u308c\u3067\u3082\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3059\u308b\u3002**\u63a8\u6e2c\u3067\u9078\u3070\u306a\u3044** |\n| \u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u5c4b\u53f7 | \u6cd5\u4eba\u756a\u53f7\u304c\u306a\u3044\u3002\u53d6\u5f15\u5b9f\u7e3e\u3068\u4f4f\u6240\u30fb\u96fb\u8a71\u3067\u5224\u65ad\u3059\u308b |\n| \u6d77\u5916\u6cd5\u4eba | \u6cd5\u4eba\u756a\u53f7\u304c\u306a\u3044\u3002**\u5225\u306e\u57fa\u6e96\uff08\u767b\u8a18\u756a\u53f7\u3001\u30c9\u30e1\u30a4\u30f3\uff09\u3067\u6271\u3046** |\n| \u540c\u540d\u306e\u5225\u4f1a\u793e | \u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u30c9\u30e1\u30a4\u30f3\u3067\u533a\u5225\u3059\u308b\u3002**\u4f1a\u793e\u540d\u3060\u3051\u3067\u7d71\u5408\u3057\u306a\u3044** |\n| \u793e\u540d\u5909\u66f4 | \u6cd5\u4eba\u756a\u53f7\u306e\u5909\u66f4\u5c65\u6b74\u3067\u8ffd\u3046\u3002**\u65e7\u793e\u540d\u306e\u30ec\u30b3\u30fc\u30c9\u3092\u6d88\u3055\u306a\u3044** |\n| \u5408\u4f75\u30fb\u5206\u5272 | \u6cd5\u4eba\u756a\u53f7\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u3002**\u81ea\u52d5\u3067\u5224\u65ad\u305b\u305a\u4eba\u306b\u56de\u3059** |\n| \u652f\u5e97\u30fb\u4e8b\u696d\u6240 | `parent_child` \u306e\u5019\u88dc\u3068\u3057\u3066\u51fa\u3059\u3002\u65b9\u91dd\u306b\u5f93\u3063\u3066\u6c7a\u3081\u308b |\n| \u904e\u53bb\u306b\u300c\u5225\u300d\u3068\u5224\u65ad\u6e08\u307f | \u5019\u88dc\u3068\u3057\u3066\u51fa\u3059\u304c\u3001\u904e\u53bb\u306e\u5224\u65ad\u3092\u6dfb\u3048\u308b\u3002**\u65b0\u3057\u3044\u60c5\u5831\u304c\u306a\u3051\u308c\u3070\u518d\u63d0\u793a\u3057\u306a\u3044** |\n| \u8aa4\u3063\u3066\u7d71\u5408\u3057\u3066\u3057\u307e\u3063\u305f | \u7d71\u5408\u524d\u306e\u72b6\u614b\u304b\u3089\u5fa9\u5143\u3059\u308b\u3002**\u8a18\u9332\u304c\u306a\u3051\u308c\u3070\u5fa9\u5143\u3067\u304d\u306a\u3044** |\n| Web-API\u306e\u5fdc\u7b54\u304c\u9045\u3044\u30fb\u5931\u6557\u3059\u308b | \u518d\u8a66\u884c\u3057\u3001\u305d\u308c\u3067\u3082\u53d6\u308c\u306a\u3051\u308c\u3070\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3057\u3066\u51e6\u7406\u3092\u7d9a\u3051\u308b\u3002**\u6b62\u3081\u306a\u3044** |\n| 85,000\u4ef6\u306e\u4e00\u62ec\u51e6\u7406\u304c\u7d42\u308f\u3089\u306a\u3044 | \u30d6\u30ed\u30c3\u30af\u5206\u3051\u3057\u3066\u5206\u5272\u5b9f\u884c\u3059\u308b\u3002\u591c\u9593\u30d0\u30c3\u30c1\u3067\u6570\u65e5\u306b\u5206\u3051\u308b |\n| \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u4e00\u81f4\u3057\u3066\u3057\u307e\u3046 | \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3092\u7a81\u5408\u306e\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u540d\u5bc4\u305b\u5019\u88dc\u3068\u3001\u305d\u306e\u6839\u62e0\uff08`evidence_same` \/ `evidence_different`\uff09\n- \u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u7d50\u679c\uff08\u7167\u4f1a\u65e5\u6642\u3064\u304d\uff09\n- **\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u3001\u305d\u306e\u7406\u7531**\n- **\u7d71\u5408\u524d\u306e\u5404\u30ec\u30b3\u30fc\u30c9\u306e\u72b6\u614b**\n- \u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e\u5c65\u6b74\n- \u904e\u53bb\u306b\u300c\u5225\u300d\u3068\u5224\u65ad\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\n\n**\u300c\u7d71\u5408\u524d\u306e\u72b6\u614b\u300d\u3092\u6b8b\u3055\u306a\u3044\u3068\u3001\u8aa4\u3063\u305f\u7d71\u5408\u3092\u53d6\u308a\u6d88\u305b\u307e\u305b\u3093\u3002** \u3053\u308c\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u30ed\u30b0\u3067\u3059\u3002\n\n**\u300c\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u7406\u7531\u300d\u306e\u84c4\u7a4d\u304c\u3001\u6b21\u56de\u306e\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u300c\u3053\u306e\u4f1a\u793e\u306f\u4e8b\u696d\u6240\u3054\u3068\u306b\u5951\u7d04\u304c\u5206\u304b\u308c\u308b\u306e\u3067\u89aa\u5b50\u3067\u6301\u3064\u300d\u3068\u3044\u3063\u305f\u5224\u65ad\u304c\u8caf\u307e\u308c\u3070\u3001\u540c\u3058\u5224\u65ad\u3092\u7e70\u308a\u8fd4\u3055\u305a\u306b\u6e08\u307f\u307e\u3059\u3002\n\n**\u6cd5\u4eba\u756a\u53f7\u306e\u7167\u4f1a\u65e5\u6642\u3092\u8a18\u9332\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5546\u53f7\u3084\u6240\u5728\u5730\u306f\u5909\u308f\u308a\u307e\u3059\u3002**\u3044\u3064\u6642\u70b9\u306e\u60c5\u5831\u3067\u5224\u65ad\u3057\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u3068\u3001\u5f8c\u304b\u3089\u691c\u8a3c\u3067\u304d\u307e\u305b\u3093\u3002**","minimal_setup":"1. **\u540d\u5bc4\u305b\u306e\u65b9\u91dd\u3092\u6c7a\u3081\u308b**\uff08\u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u7d71\u5408\u3059\u308b\u304b\u3001\u5206\u3051\u308b\u304b\u3001\u89aa\u5b50\u3067\u6301\u3064\u304b\uff09\n2. CRM\u304b\u30891,000\u4ef6\u3092\u62bd\u51fa\u3059\u308b\n3. \u4f1a\u793e\u540d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u3092\u6b63\u898f\u5316\u3059\u308b\uff08Excel\u306e\u95a2\u6570\u307e\u305f\u306fPython\u3067\u8db3\u308a\u307e\u3059\uff09\n4. \u6b63\u898f\u5316\u5f8c\u306e\u4f1a\u793e\u540d\u304c\u5b8c\u5168\u306b\u4e00\u81f4\u3059\u308b\u7d44\u307f\u5408\u308f\u305b\u3092\u6570\u3048\u308b\n5. **\u91cd\u8907\u304c\u4f55\u4ef6\u3042\u308b\u304b\u3092\u6570\u3048\u308b**\n\n**\u3053\u306e4\u30b9\u30c6\u30c3\u30d7\u3067\u3001AI\u3092\u4f7f\u308f\u305a\u306b\u91cd\u8907\u306e\u5b9f\u614b\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u591a\u304f\u306e\u4f01\u696d\u3067\u3001\u60f3\u5b9a\u3088\u308a\u591a\u3044\u4ef6\u6570\u304c\u51fa\u307e\u3059\u3002\n\n\u6b21\u306b\u6cd5\u4eba\u756a\u53f7\u3092\u8a66\u3057\u307e\u3059\u3002\n\n6. \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306eWeb-API\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u3092\u7533\u8acb\u3059\u308b\uff08**\u767a\u884c\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u306e\u3067\u65e9\u3081\u306b**\uff09\n7. 100\u4ef6\u306b\u3064\u3044\u3066\u3001\u5546\u53f7\u3068\u6240\u5728\u5730\u304b\u3089\u6cd5\u4eba\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b\n8. **\u4f55\u4ef6\u304c1\u4ef6\u306b\u6c7a\u307e\u308a\u3001\u4f55\u4ef6\u304c\u8907\u6570\u5019\u88dc\u306b\u306a\u308a\u3001\u4f55\u4ef6\u304c\u8a72\u5f53\u306a\u3057\u3060\u3063\u305f\u304b\u3092\u6570\u3048\u308b**\n\n**8\u306e\u7d50\u679c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u8a2d\u8a08\u3092\u6c7a\u3081\u307e\u3059\u3002** 8\u5272\u4ee5\u4e0a\u304c1\u4ef6\u306b\u6c7a\u307e\u308b\u306a\u3089\u3001\u6cd5\u4eba\u756a\u53f7\u3092\u8ef8\u306b\u3057\u305f\u69cb\u6210\u304c\u7d44\u3081\u307e\u3059\u3002**\u534a\u5206\u4ee5\u4e0b\u306a\u3089\u3001\u9867\u5ba2\u306e\u6027\u8cea\uff08\u500b\u4eba\u4e8b\u696d\u4e3b\u304c\u591a\u3044\u3001\u6d77\u5916\u6cd5\u4eba\u304c\u591a\u3044\uff09\u3092\u8e0f\u307e\u3048\u305f\u5225\u306e\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002**\n\n\u6700\u5f8c\u306b\u3001AI\u306e\u90e8\u5206\u3092\u8a66\u3057\u307e\u3059\u3002\n\n9. \u6cd5\u4eba\u756a\u53f7\u3067\u6c7a\u307e\u3089\u306a\u304b\u3063\u305f\u5019\u88dc\u309220\u7d44\u9078\u3073\u3001\u751f\u6210AI\u306b\u5224\u65ad\u6750\u6599\u3092\u6574\u7406\u3055\u305b\u308b\n10. **\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u6bd4\u3079\u3001\u6839\u62e0\u304c\u4e21\u65b9\u5411\u3067\u4e26\u3093\u3067\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b**\n\n**\u300c\u540c\u4e00\u3067\u3059\u300d\u3068\u65ad\u5b9a\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup_short":"\u6b63\u898f\u5316\u3068\u5b8c\u5168\u4e00\u81f4\u306e\u691c\u51fa\u3092Excel\u307e\u305f\u306fPython\u3067\u884c\u3044\u3001\u62c5\u5f53\u8005\u304c\u5224\u65ad\u3059\u308b \uff0f \u691c\u51fa","semi_auto_setup":"\u6cd5\u4eba\u756a\u53f7\u306e\u5f15\u304d\u5f53\u3066\u3068\u5019\u88dc\u306e\u62bd\u51fa\u3092\u81ea\u52d5\u5316\u3057\u3001\u5224\u65ad\u6750\u6599\u3092\u6574\u7406\u3057\u3066\u4e00\u89a7\u306b\u51fa\u3059 \uff0f \u6b63\u898f\u5316\u30fb\u6cd5\u4eba\u756a\u53f7\u30fb\u5019\u88dc\u30fb\u6839\u62e0","full_setup":"\u4e0a\u8a18\uff0b3\u30b7\u30b9\u30c6\u30e0\u6a2a\u65ad\u306e\u540d\u5bc4\u305bID\u306e\u4ed8\u4e0e\uff0b\u5224\u65ad\u5c65\u6b74\u306e\u84c4\u7a4d\uff0b\u65e5\u6b21\u306e\u91cd\u8907\u691c\u51fa \uff0f \u5224\u65ad\u4ee5\u5916\u306e\u3059\u3079\u3066","level_note":"**\u534a\u81ea\u52d5\u5316\u30673\u5206\u304c1.2\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u691c\u7d22\u306e1.5\u5206\u304c\u307b\u307c\u6d88\u3048\u308b\u305f\u3081\u3067\u3059\u3002\u672c\u683c\u69cb\u6210\u306b\u3059\u308b\u30680.8\u5206\u7a0b\u5ea6\u3067\u3059\u304c\u3001**\u672c\u683c\u69cb\u6210\u306e\u4fa1\u5024\u306f\u6642\u9593\u3088\u308a\u300c3\u30b7\u30b9\u30c6\u30e0\u3067\u540d\u5bc4\u305b\u304c\u63c3\u3046\u3053\u3068\u300d\u306b\u3042\u308a\u307e\u3059\u3002** \u540c\u3058\u4f1a\u793e\u306b\u5225\u3005\u306e\u6848\u5185\u304c\u5c4a\u304f\u554f\u984c\u306f\u3001\u6a2a\u65ad\u306e\u540d\u5bc4\u305bID\u304c\u306a\u3044\u3068\u89e3\u3051\u307e\u305b\u3093\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| **AI\u304c\u300c\u540c\u4e00\u3067\u3059\u300d\u3068\u65ad\u5b9a\u3059\u308b** | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u6839\u62e0\u3092\u4e21\u65b9\u5411\u3067\u51fa\u3055\u305b\u308b\u3002**\u6700\u91cd\u8981** |\n| \u7d71\u5408\u3092\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3057\u307e\u3046 | \u5b9f\u884c\u3057\u306a\u3044\u3002\u540d\u5bc4\u305bID\u3092\u5225\u306b\u6301\u3061\u3001\u7269\u7406\u7684\u306a\u7d71\u5408\u3092\u907f\u3051\u308b |\n| \u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u6b8b\u3057\u3066\u3044\u306a\u3044 | \u5fc5\u305a\u6b8b\u3059\u3002**\u8aa4\u3063\u305f\u7d71\u5408\u306f\u5fa9\u5143\u3067\u304d\u306a\u3044** |\n| \u540c\u540d\u306e\u5225\u4f1a\u793e\u3092\u7d71\u5408\u3059\u308b | \u4f4f\u6240\u30fb\u96fb\u8a71\u30fb\u30c9\u30e1\u30a4\u30f3\u3067\u533a\u5225\u3059\u308b\u3002**\u4f1a\u793e\u540d\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044** |\n| 85,000\u4ef6\u306e\u7dcf\u5f53\u305f\u308a\u3067\u51e6\u7406\u304c\u7d42\u308f\u3089\u306a\u3044 | \u30d6\u30ed\u30c3\u30af\u5206\u3051\u3059\u308b\u3002\u5148\u982d\u6570\u6587\u5b57\u307e\u305f\u306f\u5e02\u5916\u5c40\u756a\u3067\u30b0\u30eb\u30fc\u30d7\u3092\u4f5c\u308b |\n| \u6cd5\u4eba\u756a\u53f7\u3092\u63a8\u6e2c\u3067\u88dc\u3046 | \u88dc\u308f\u306a\u3044\u3002\u300c\u6cd5\u4eba\u756a\u53f7\u306a\u3057\u300d\u3068\u3057\u3066\u6271\u3046 |\n| \u500b\u4eba\u4e8b\u696d\u4e3b\u30fb\u6d77\u5916\u6cd5\u4eba\u3092\u300c\u5225\u300d\u3068\u81ea\u52d5\u5224\u5b9a\u3059\u308b | `one_missing` \u3068\u3057\u3066\u4eba\u306b\u56de\u3059 |\n| \u652f\u5e97\u3092\u7d71\u5408\u3059\u308b\u304b\u5206\u3051\u308b\u304b\u3067\u5224\u65ad\u304c\u3076\u308c\u308b | \u65b9\u91dd\u3092\u6587\u66f8\u5316\u3059\u308b\u3002**\u6280\u8853\u3088\u308a\u5148\u306b\u6c7a\u3081\u308b** |\n| \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u4e00\u81f4\u3057\u3066\u3057\u307e\u3046 | \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u3092\u7a81\u5408\u306e\u5bfe\u8c61\u304b\u3089\u9664\u5916\u3059\u308b |\n| Web-API\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u304c\u9593\u306b\u5408\u308f\u306a\u3044 | **\u8a2d\u8a08\u306e\u521d\u671f\u306b\u7533\u8acb\u3059\u308b**\uff08\u767a\u884c\u306b\u6642\u9593\u304c\u304b\u304b\u308b\uff09 |\n| \u904e\u53bb\u306e\u5224\u65ad\u304c\u6b8b\u3089\u305a\u3001\u540c\u3058\u5019\u88dc\u304c\u4f55\u5ea6\u3082\u51fa\u308b | \u5224\u65ad\u5c65\u6b74\u3092\u84c4\u7a4d\u3057\u3001\u518d\u63d0\u793a\u3092\u6291\u3048\u308b |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u9867\u5ba2\u4f01\u696d\u306e\u540d\u79f0\u30fb\u6240\u5728\u5730\u30fb\u96fb\u8a71\u756a\u53f7\u3001\u62c5\u5f53\u8005\u306e\u6c0f\u540d\u3068\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3001\u53d6\u5f15\u5b9f\u7e3e\u3002**\u62c5\u5f53\u8005\u306e\u6c0f\u540d\u3068\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306f\u500b\u4eba\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u500b\u4eba\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044** \u2026 \u540d\u5bc4\u305b\u306e\u5224\u65ad\u306b\u62c5\u5f53\u8005\u540d\u3092\u4f7f\u3044\u307e\u3059\u304c\u3001**\u305d\u306e\u4eba\u7269\u306b\u3064\u3044\u3066\u306e\u8a18\u8ff0\u3092\u751f\u6210\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5224\u65ad\u6750\u6599\u3068\u3057\u3066\u306e\u4e00\u81f4\u30fb\u4e0d\u4e00\u81f4\u306e\u4e8b\u5b9f\u3060\u3051\u3092\u6271\u3044\u307e\u3059\n2. **LLM\u306b\u6e21\u3059\u60c5\u5831\u306e\u6700\u5c0f\u5316** \u2026 \u540d\u5bc4\u305b\u306e\u5224\u65ad\u306b\u3001\u53d6\u5f15\u91d1\u984d\u3084\u5546\u8ac7\u306e\u5185\u5bb9\u306f\u4e0d\u8981\u3067\u3059\u3002**\u4f1a\u793e\u540d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30c9\u30e1\u30a4\u30f3\u30fb\u696d\u7a2e\u30fb\u62c5\u5f53\u8005\u540d\u306e\u4e00\u81f4\u72b6\u6cc1\u3060\u3051\u3092\u6e21\u3059\u8a2d\u8a08\u306b\u3067\u304d\u307e\u3059**\n3. **\u8aa4\u3063\u305f\u7d71\u5408\u306b\u3088\u308b\u60c5\u5831\u306e\u6df7\u5728** \u2026 \u540c\u540d\u306e\u5225\u4f1a\u793e\u3092\u7d71\u5408\u3059\u308b\u3068\u3001**\u4e00\u65b9\u306e\u4f1a\u793e\u306e\u62c5\u5f53\u8005\u306b\u4ed6\u793e\u306e\u5546\u8ac7\u60c5\u5831\u304c\u898b\u3048\u308b\u72b6\u614b**\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u60c5\u5831\u6f0f\u3048\u3044\u3067\u3059\u3002**\u614e\u91cd\u5224\u65ad\u306e\u533a\u5206\u3092\u5fc5\u305a\u8a2d\u3051\u3066\u304f\u3060\u3055\u3044**\n4. **\u5916\u90e8AI\u3078\u306e\u5165\u529b\u53ef\u5426** \u2026 \u9867\u5ba2\u4f01\u696d\u306e\u4e00\u89a7\u306f\u3001\u81ea\u793e\u306e\u53d6\u5f15\u5148\u306e\u5168\u5bb9\u3092\u793a\u3059\u60c5\u5831\u3067\u3059\u3002\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u898f\u7a0b\u3068\u3001\u9867\u5ba2\u3068\u306e\u79d8\u5bc6\u4fdd\u6301\u5951\u7d04\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\n5. **\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\n6. **\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306e\u5229\u7528** \u2026 Web-API\u306e\u5229\u7528\u898f\u7d04\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u53d6\u5f97\u3057\u305f\u60c5\u5831\u306e\u53d6\u308a\u6271\u3044\u306e\u7bc4\u56f2\u3092\u78ba\u8a8d\u3057\u307e\u3059\n7. **\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \u2026 \u540d\u5bc4\u305b\u5019\u88dc\u3068\u5224\u65ad\u5c65\u6b74\u306e\u95b2\u89a7\u3092\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u306b\u9650\u5b9a\u3057\u307e\u3059\u3002**\u9867\u5ba2\u306e\u4e00\u89a7\u304c\u5e83\u304f\u898b\u3048\u308b\u72b6\u614b\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n8. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u5019\u88dc\u306e\u62bd\u51fa\u3068\u6839\u62e0\u306e\u6574\u7406\u307e\u3067\u3067\u3059\u3002**\u7d71\u5408\u30fb\u89aa\u5b50\u3065\u3051\u30fb\u5225\u30ec\u30b3\u30fc\u30c9\u306e\u5224\u65ad\u3001\u304a\u3088\u3073\u540d\u5bc4\u305bID\u306e\u78ba\u5b9a\u306f\u3001\u5fc5\u305a\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001\u5225\u4f1a\u793e\u306e\u60c5\u5831\u306e\u6df7\u5728\u3068\u3001\u7d71\u5408\u306e\u53d6\u308a\u6d88\u3057\u4e0d\u80fd\u3067\u3059\u3002**\u7d71\u5408\u524d\u306e\u72b6\u614b\u3092\u6b8b\u3057\u3001\u5fa9\u5143\u3067\u304d\u308b\u8a2d\u8a08\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u9867\u5ba2\u30fb\u53d6\u5f15\u5148\u306e\u30ec\u30b3\u30fc\u30c9\u304c1\u4e07\u4ef6\u4ee5\u4e0a\u3042\u308a\u3001\u8907\u6570\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u5206\u6563\u3057\u3066\u3044\u308b\u4f01\u696d\u3002\u6cd5\u4eba\u9867\u5ba2\u304c\u4e2d\u5fc3\u3067\u3042\u308b\u3053\u3068\u3002\u65b0\u898f\u767b\u9332\u304c\u6708500\u4ef6\u4ee5\u4e0a\u3042\u308a\u3001\u767b\u9332\u6642\u306e\u91cd\u8907\u78ba\u8a8d\u304c\u62c5\u5f53\u8005\u306e\u76ee\u8996\u306b\u983c\u3063\u3066\u3044\u308b\u3053\u3068\u3002","not_recommended_for":"\u30ec\u30b3\u30fc\u30c9\u304c1,000\u4ef6\u4ee5\u4e0b\u3067\u3001\u62c5\u5f53\u8005\u304c\u628a\u63e1\u3067\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u9867\u5ba2\u304c\u500b\u4eba\u4e2d\u5fc3\u3067\u3001\u6cd5\u4eba\u756a\u53f7\u306b\u3088\u308b\u88cf\u4ed8\u3051\u304c\u53d6\u308c\u306a\u3044\u5834\u5408\u3002\u3059\u3067\u306b\u540d\u5bc4\u305b\u6a5f\u80fd\u3092\u6301\u3064\u9867\u5ba2\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u5c0e\u5165\u3057\u3066\u3044\u308b\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u540d\u5bc4\u305b\u306e\u65b9\u91dd\u3092\u6c7a\u3081\u308b**\n\n\u55b6\u696d\u30fb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u7d4c\u7406\u3067\u3001\u6b21\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n- \u652f\u5e97\u30fb\u4e8b\u696d\u6240\u3092\u7d71\u5408\u3059\u308b\u304b\u3001\u5206\u3051\u308b\u304b\u3001\u89aa\u5b50\u3067\u6301\u3064\u304b\n- \u7d71\u5408\u306e\u5224\u65ad\u3092\u8ab0\u304c\u3059\u308b\u304b\n- \u540c\u540d\u306e\u5225\u4f1a\u793e\u3092\u3069\u3046\u898b\u5206\u3051\u308b\u304b\n\n**\u6280\u8853\u3088\u308a\u5148\u306b\u3053\u3053\u3092\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u5019\u88dc\u304c\u51fa\u3066\u3082\u5224\u65ad\u3067\u304d\u307e\u305b\u3093\u3002\n\n**2\u9031\u76ee\uff1a\u91cd\u8907\u306e\u5b9f\u614b\u3092\u6570\u3048\u308b**\n\nCRM\u304b\u30891,000\u4ef6\u3092\u62bd\u51fa\u3057\u3001\u4f1a\u793e\u540d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u3092\u6b63\u898f\u5316\u3057\u3066\u3001\u5b8c\u5168\u4e00\u81f4\u306e\u91cd\u8907\u3092\u6570\u3048\u307e\u3059\u3002**AI\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** 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