{"id":316491,"date":"2024-03-21T21:44:00","date_gmt":"2024-03-22T04:44:00","guid":{"rendered":"https:\/\/www.paloaltonetworks.com\/blog\/?p=316491"},"modified":"2024-03-21T21:44:00","modified_gmt":"2024-03-22T04:44:00","slug":"incident-response-using-ai-and-automation","status":"publish","type":"post","link":"https:\/\/origin-researchcenter.paloaltonetworks.com\/blog\/2024\/03\/incident-response-using-ai-and-automation\/?lang=ja","title":{"rendered":"\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u6d3b\u7528\u306e\u56fd\u5185\u52d5\u5411"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u30d3\u30b8\u30cd\u30b9\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u30e1\u30ea\u30c3\u30c8\u306f\u8a08\u308a\u77e5\u308c\u306a\u3044\u4e00\u65b9\u3067\u3001\u3053\u308c\u306f\u540c\u6642\u306b\u8907\u96d1\u306b\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u3068\u5897\u52a0\u3059\u308b\u653b\u6483\u5bfe\u8c61\u9818\u57df\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002\u8106\u5f31\u6027\u306e\u6b8b\u5b58\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u5668\u3001\u8a2d\u5b9a\u30df\u30b9\u304c\u3042\u308b\u30af\u30e9\u30a6\u30c9\u4e0a\u306e\u30ea\u30bd\u30fc\u30b9\u306a\u3069\u3001\u30ea\u30b9\u30af\u304c\u6b8b\u5b58\u3057\u305f\u307e\u307e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30b8\u30bf\u30eb\u8cc7\u7523\u304c\u72d9\u308f\u308c\u305f\u7d50\u679c\u3068\u3057\u3066\u3001\u60c5\u5831\u6f0f\u6d29\u3084\u30e9\u30f3\u30b5\u30e0\u30a6\u30a7\u30a2\u306a\u3069\u306e\u69d8\u3005\u306a\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u300c<\/span><a href=\"https:\/\/www.paloaltonetworks.com\/resources\/research\/unit-42-incident-response-report\"><span style=\"font-weight: 400;\">Unit 42 Incident Response Report 2024<\/span><\/a><span style=\"font-weight: 400;\">\u300d\u3067\u306f\u3001\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u304c\u5bfe\u5fdc\u3092\u652f\u63f4\u3057\u305f\u60c5\u5831\u6f0f\u6d29\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306b\u304a\u3044\u3066\u3001\u30b5\u30a4\u30d0\u30fc\u72af\u7f6a\u8005\u306b\u3088\u308b\u4fb5\u5165\u304c\u884c\u308f\u308c\u3066\u304b\u3089\u5e73\u5747\u3059\u308b\u3068\u50c5\u304b2\u65e5\u9593\u3067\u60c5\u5831\u7a83\u53d6\u304c\u5b8c\u4e86\u3057\u3001\u3046\u306146\uff05\u306f24\u6642\u9593\u4ee5\u5185\u306b\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u524d\u5e74\u306e9\u65e5\u9593\u304b\u3089\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3066\u304a\u308a\u3001\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u306e\u30b9\u30d4\u30fc\u30c9\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u4e0a\u306e\u8105\u5a01\u3084\u30ea\u30b9\u30af\u3092\u3044\u304b\u306b\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u304c\u3001\u88ab\u5bb3\u3092\u9632\u3050\u4e0a\u3067\u6700\u3082\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3068\u8a00\u3048\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"font-weight: 400;\">AI\u30fb\u81ea\u52d5\u5316\u4e2d\u5fc3\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u5909\u9769<\/span><\/h3>\n<p><span style=\"font-weight: 400;\">\u8105\u5a01\u3092\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u624b\u6bb5\u3068\u3057\u3066\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084Security Orchestration Automation and Response\uff08SOAR\uff09\u306e\u3088\u3046\u306a\u81ea\u52d5\u5316\u6280\u8853\u3078\u306e\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u3067\u306f\u3001\u56fd\u5185\u306e\u6c11\u9593\u4f01\u696d\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066AI\u30fb\u81ea\u52d5\u5316\u3092\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5b9f\u614b\u8abf\u67fb\u3092\u5b9f\u65bd\u3057\u3001\u300c<\/span><a href=\"https:\/\/start.paloaltonetworks.jp\/security-operation-report-jp-2024?utm_source=social&amp;utm_medium=social\" rel=\"nofollow,noopener\" ><span style=\"font-weight: 400;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u6d3b\u7528\u306b\u95a2\u3059\u308b\u56fd\u5185\u52d5\u5411\u30ec\u30dd\u30fc\u30c8 - 2024\u5e74\u7248<\/span><\/a><span style=\"font-weight: 400;\">\u300d\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002<\/span><\/p>\n<p><div class=\"styleIt\" style=\"width:800px;height:449px;\"><lite-youtube videoid=\"hggN3F-b4HU\" ><\/lite-youtube><\/div><\/p>\n<p><span style=\"font-weight: 400;\">\u4eca\u56de\u306e\u8abf\u67fb\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u52d5\u5411\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u76e3\u8996\u30fb\u904b\u7528\u4f53\u5236\u306b\u95a2\u308f\u3089\u305a\u300187\uff05\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u30fb\u904b\u7528\u696d\u52d9\u306e\u5185\u88fd\u5316\u3092\u300189\uff05\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u30fb\u904b\u7528\u696d\u52d9\u306e\u5909\u9769\u304c\u5fc5\u8981\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u3067\u30b5\u30a4\u30d0\u30fc\u30ea\u30b9\u30af\u306b\u5bfe\u3059\u308b\u5411\u304d\u5408\u3044\u65b9\u3092\u518d\u8003\u3059\u308b\u30d5\u30a7\u30fc\u30ba\u306b\u5165\u3063\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u696d\u52d9\u306b\u306f\u8105\u5a01\u306e\u691c\u51fa\u3092\u4e2d\u5fc3\u306b23\uff05\u304cAI\u3092\u6d3b\u7528\u3057\u3066\u304a\u308a\u3001\u672a\u6d3b\u7528\u4f01\u696d\u306e82\uff05\u304cAI\u3092\u4eca\u5f8c\u6d3b\u7528\u4e88\u5b9a\u304b\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002AI\u306e\u6d3b\u7528\u5ea6\u5408\u3044\u3084\u6d3b\u7528\u65b9\u6cd5\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7d44\u7e54\u304c\u76ee\u6307\u3059\u30b4\u30fc\u30eb\u3084KPI\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u3078\u306e\u5bfe\u5fdc\u306b\u306f53\uff05\u304c\u81ea\u52d5\u5316\u3092\u6d3b\u7528\u3057\u3066\u304a\u308a\u3001\u672a\u6d3b\u7528\u4f01\u696d\u306e74%\u304c\u81ea\u52d5\u5316\u3092\u4eca\u5f8c\u6d3b\u7528\u4e88\u5b9a\u304b\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u696d\u52d9\u306e\u81ea\u52d5\u5316\u6bd4\u7387\u3084\u6d3b\u7528\u65b9\u6cd5\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7d44\u7e54\u304c\u76ee\u6307\u3059\u30b4\u30fc\u30eb\u3084KPI\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u300c<\/span><a href=\"https:\/\/start.paloaltonetworks.jp\/security-operation-report-jp-2024?utm_source=social&amp;utm_medium=social\" rel=\"nofollow,noopener\" ><span style=\"font-weight: 400;\">\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u6d3b\u7528\u306b\u95a2\u3059\u308b\u56fd\u5185\u52d5\u5411\u30ec\u30dd\u30fc\u30c8 - 2024\u5e74\u7248<\/span><\/a><span style=\"font-weight: 400;\">\u300d\u306b\u306f\u3001\u5148\u9032\u7684\u306a\u4f01\u696d\u304cAI\u30fb\u81ea\u52d5\u5316\u3092\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u542b\u3081\u8a73\u7d30\u306a\u8abf\u67fb\u7d50\u679c\u3092\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3066\u3001\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u306e\u56fd\u5185\u3067\u306e\u6d3b\u7528\u52d5\u5411\u3092\u628a\u63e1\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u7686\u69d8\u306e\u4eca\u5f8c\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u65bd\u7b56\u306e\u691c\u8a0e\u3001\u7acb\u6848\u306b\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30d3\u30b8\u30cd\u30b9\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u30e1\u30ea\u30c3\u30c8\u306f\u8a08\u308a\u77e5\u308c\u306a\u3044\u4e00\u65b9\u3067\u3001\u3053\u308c\u306f\u540c\u6642\u306b\u8907\u96d1\u306b\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u3068\u5897\u52a0\u3059\u308b\u653b\u6483\u5bfe\u8c61\u9818\u57df\u3092\u610f\u5473\u3057\u3066\u3044\u307e\u3059\u3002\u8106\u5f31\u6027\u306e\u6b8b\u5b58\u3059\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u6a5f\u5668\u3001\u8a2d\u5b9a\u30df\u30b9\u304c\u3042\u308b\u30af\u30e9\u30a6\u30c9\u4e0a\u306e\u30ea\u30bd\u30fc\u30b9\u306a\u3069\u3001\u30ea\u30b9\u30af\u304c\u6b8b\u5b58\u3057\u305f\u307e\u307e\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30b8\u30bf\u30eb\u8cc7\u7523\u304c\u72d9\u308f\u308c\u305f\u7d50\u679c\u3068\u3057\u3066\u3001\u60c5\u5831\u6f0f\u6d29\u3084\u30e9\u30f3\u30b5\u30e0\u30a6\u30a7\u30a2\u306a\u3069\u306e\u69d8\u3005\u306a\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u304c\u767a\u751f\u3057\u3066\u3044\u307e\u3059\u3002 \u300cUnit 42 Incident Response Report 2024\u300d\u3067\u306f\u3001\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u304c\u5bfe\u5fdc\u3092\u652f\u63f4\u3057\u305f\u60c5\u5831\u6f0f\u6d29\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u306b\u304a\u3044\u3066\u3001\u30b5\u30a4\u30d0\u30fc\u72af\u7f6a\u8005\u306b\u3088\u308b\u4fb5\u5165\u304c\u884c\u308f\u308c\u3066\u304b\u3089\u5e73\u5747\u3059\u308b\u3068\u50c5\u304b2\u65e5\u9593\u3067\u60c5\u5831\u7a83\u53d6\u304c\u5b8c\u4e86\u3057\u3001\u3046\u306146\uff05\u306f24\u6642\u9593\u4ee5\u5185\u306b\u5b8c\u4e86\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u524d\u5e74\u306e9\u65e5\u9593\u304b\u3089\u5927\u5e45\u306b\u77ed\u7e2e\u3057\u3066\u304a\u308a\u3001\u30b5\u30a4\u30d0\u30fc\u653b\u6483\u306e\u30b9\u30d4\u30fc\u30c9\u306f\u3053\u308c\u307e\u3067\u4ee5\u4e0a\u306b\u65e9\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u4e0a\u306e\u8105\u5a01\u3084\u30ea\u30b9\u30af\u3092\u3044\u304b\u306b\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u304b\u304c\u3001\u88ab\u5bb3\u3092\u9632\u3050\u4e0a\u3067\u6700\u3082\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3068\u8a00\u3048\u307e\u3059\u3002 AI\u30fb\u81ea\u52d5\u5316\u4e2d\u5fc3\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u5909\u9769 \u8105\u5a01\u3092\u8fc5\u901f\u306b\u691c\u51fa\u3057\u3066\u5bfe\u5fdc\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u624b\u6bb5\u3068\u3057\u3066\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084Security Orchestration Automation and Response\uff08SOAR\uff09\u306e\u3088\u3046\u306a\u81ea\u52d5\u5316\u6280\u8853\u3078\u306e\u6ce8\u76ee\u304c\u96c6\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u30d1\u30ed\u30a2\u30eb\u30c8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30b9\u3067\u306f\u3001\u56fd\u5185\u306e\u6c11\u9593\u4f01\u696d\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066AI\u30fb\u81ea\u52d5\u5316\u3092\u3069\u306e\u3088\u3046\u306b\u6d3b\u7528\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u5b9f\u614b\u8abf\u67fb\u3092\u5b9f\u65bd\u3057\u3001\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u6d3b\u7528\u306b\u95a2\u3059\u308b\u56fd\u5185\u52d5\u5411\u30ec\u30dd\u30fc\u30c8 - 2024\u5e74\u7248\u300d\u3092\u516c\u958b\u3057\u307e\u3057\u305f\u3002 \u4eca\u56de\u306e\u8abf\u67fb\u306e\u7d50\u679c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u52d5\u5411\u304c\u660e\u3089\u304b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u76e3\u8996\u30fb\u904b\u7528\u4f53\u5236\u306b\u95a2\u308f\u3089\u305a\u300187\uff05\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u30fb\u904b\u7528\u696d\u52d9\u306e\u5185\u88fd\u5316\u3092\u300189\uff05\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u30fb\u904b\u7528\u696d\u52d9\u306e\u5909\u9769\u304c\u5fc5\u8981\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u3067\u30b5\u30a4\u30d0\u30fc\u30ea\u30b9\u30af\u306b\u5bfe\u3059\u308b\u5411\u304d\u5408\u3044\u65b9\u3092\u518d\u8003\u3059\u308b\u30d5\u30a7\u30fc\u30ba\u306b\u5165\u3063\u3066\u3044\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u696d\u52d9\u306b\u306f\u8105\u5a01\u306e\u691c\u51fa\u3092\u4e2d\u5fc3\u306b23\uff05\u304cAI\u3092\u6d3b\u7528\u3057\u3066\u304a\u308a\u3001\u672a\u6d3b\u7528\u4f01\u696d\u306e82\uff05\u304cAI\u3092\u4eca\u5f8c\u6d3b\u7528\u4e88\u5b9a\u304b\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002AI\u306e\u6d3b\u7528\u5ea6\u5408\u3044\u3084\u6d3b\u7528\u65b9\u6cd5\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7d44\u7e54\u304c\u76ee\u6307\u3059\u30b4\u30fc\u30eb\u3084KPI\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059 \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u3078\u306e\u5bfe\u5fdc\u306b\u306f53\uff05\u304c\u81ea\u52d5\u5316\u3092\u6d3b\u7528\u3057\u3066\u304a\u308a\u3001\u672a\u6d3b\u7528\u4f01\u696d\u306e74%\u304c\u81ea\u52d5\u5316\u3092\u4eca\u5f8c\u6d3b\u7528\u4e88\u5b9a\u304b\u6d3b\u7528\u3092\u691c\u8a0e\u3057\u3066\u3044\u307e\u3059\u3002\u30a4\u30f3\u30b7\u30c7\u30f3\u30c8\u5bfe\u5fdc\u696d\u52d9\u306e\u81ea\u52d5\u5316\u6bd4\u7387\u3084\u6d3b\u7528\u65b9\u6cd5\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7d44\u7e54\u304c\u76ee\u6307\u3059\u30b4\u30fc\u30eb\u3084KPI\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002 \u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3051\u308bAI\u30fb\u81ea\u52d5\u5316\u6d3b\u7528\u306b\u95a2\u3059\u308b\u56fd\u5185\u52d5\u5411\u30ec\u30dd\u30fc\u30c8 - 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