{"id":2660,"date":"2025-12-01T23:05:48","date_gmt":"2025-12-01T14:05:48","guid":{"rendered":"https:\/\/blog.ripla.co.jp\/?p=2660"},"modified":"2026-04-04T22:43:26","modified_gmt":"2026-04-04T13:43:26","slug":"procurement-optimization-ai-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/ai\/procurement-optimization-ai-guide\/","title":{"rendered":"AI\u767a\u6ce8\u6700\u9069\u5316\u306e\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806"},"content":{"rendered":"\n

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\u3057\u304b\u3057\u3001AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u9069\u5207\u306a\u9032\u3081\u65b9\u30fb\u5de5\u7a0b\u30fb\u624b\u9806\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u8a08\u753b\u7684\u306b\u53d6\u308a\u7d44\u3080\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u8a2d\u8a08\u30fb\u958b\u767a\u30fb\u30c6\u30b9\u30c8\u30fb\u30ea\u30ea\u30fc\u30b9\u307e\u3067\u306e\u5404\u30d5\u30a7\u30fc\u30ba\u3092\u6b63\u3057\u304f\u8e0f\u307e\u306a\u3051\u308c\u3070\u3001\u958b\u767a\u30b3\u30b9\u30c8\u306e\u80a5\u5927\u5316\u3084\u671f\u5f85\u3057\u305f\u52b9\u679c\u304c\u5f97\u3089\u308c\u306a\u3044\u3068\u3044\u3063\u305f\u30ea\u30b9\u30af\u304c\u751f\u3058\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u767a\u6ce8\u6700\u9069\u5316\u306e\u958b\u767a\u306e\u6d41\u308c\u30fb\u624b\u6cd5\u30fb\u8cbb\u7528\u76f8\u5834\u30fb\u898b\u7a4d\u3082\u308a\u306e\u30dd\u30a4\u30f3\u30c8\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u304b\u3089AI\u767a\u6ce8\u6700\u9069\u5316\u306e\u5c0e\u5165\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u306e\u62c5\u5f53\u8005\u69d8\u306f\u3001\u305c\u3072\u53c2\u8003\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u672c\u30c6\u30fc\u30de\u306b\u95a2\u3059\u308b\u5168\u4f53\u30ac\u30a4\u30c9\u306f\u3001\u4ee5\u4e0b\u306e\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
\u30fbAI\u767a\u6ce8\u6700\u9069\u5316\u306e\u5b8c\u5168\u30ac\u30a4\u30c9<\/a><\/p>\n\n\n\n

\nAI\u767a\u6ce8\u6700\u9069\u5316\u958b\u767a\u306e\u5168\u4f53\u50cf<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u767a\u6ce8\u6700\u9069\u5316\u958b\u767a\u306e\u5168\u4f53\u50cf\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

AI\u767a\u6ce8\u6700\u9069\u5316\u3068\u306f\u4f55\u304b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30fb\u6df1\u5c64\u5b66\u7fd2\u30fb\u7d71\u8a08\u30e2\u30c7\u30eb\u306a\u3069\u306eAI\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u5546\u54c1\u306e\u767a\u6ce8\u91cf\u30fb\u767a\u6ce8\u30bf\u30a4\u30df\u30f3\u30b0\u30fb\u767a\u6ce8\u983b\u5ea6\u3092\u81ea\u52d5\u7684\u306b\u7b97\u51fa\u30fb\u6700\u9069\u5316\u3059\u308b\u30b7\u30b9\u30c6\u30e0\u304a\u3088\u3073\u305d\u306e\u4ed5\u7d44\u307f\u3092\u6307\u3057\u307e\u3059\u3002\u5f93\u6765\u306e\u767a\u6ce8\u696d\u52d9\u3067\u306f\u3001\u62c5\u5f53\u8005\u304c\u904e\u53bb\u306e\u8ca9\u58f2\u30c7\u30fc\u30bf\u3084\u5b63\u7bc0\u6027\u30fb\u30c8\u30ec\u30f3\u30c9\u3092\u53c2\u8003\u306b\u767a\u6ce8\u6570\u3092\u5224\u65ad\u3057\u3066\u3044\u307e\u3057\u305f\u304c\u3001\u591a\u54c1\u7a2e\u306e\u5546\u54c1\u3092\u6271\u3046\u73fe\u5834\u3067\u306f\u4eba\u624b\u306b\u3088\u308b\u5bfe\u5fdc\u306b\u9650\u754c\u304c\u3042\u308a\u3001\u6b20\u54c1\u3084\u904e\u5270\u5728\u5eab\u30fb\u5ec3\u68c4\u30ed\u30b9\u304c\u6162\u6027\u7684\u306a\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306f\u3001POS\u30c7\u30fc\u30bf\u30fb\u6c17\u8c61\u30c7\u30fc\u30bf\u30fb\u30a4\u30d9\u30f3\u30c8\u60c5\u5831\u30fb\u4fa1\u683c\u5909\u52d5\u30fb\u7af6\u5408\u52d5\u5411\u306a\u3069\u8907\u6570\u306e\u5916\u90e8\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u7d71\u5408\u30fb\u5206\u6790\u3057\u3001\u9700\u8981\u4e88\u6e2c\u7cbe\u5ea6\u3092\u98db\u8e8d\u7684\u306b\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\u305d\u306e\u4e88\u6e2c\u7d50\u679c\u306b\u57fa\u3065\u304d\u3001\u767a\u6ce8\u91cf\u3092\u81ea\u52d5\u8a08\u7b97\u30fb\u63d0\u6848\u30fb\u307e\u305f\u306f\u81ea\u52d5\u5b9f\u884c\u3059\u308b\u6a5f\u80fd\u3092\u6301\u3061\u307e\u3059\u3002\u5927\u4e38\u6771\u4eac\u5e97\u306e\u30d9\u30fc\u30ab\u30ea\u30fc\u90e8\u9580\u3067\u306f\u9700\u8981\u4e88\u6e2cAI\u3092\u5c0e\u5165\u3057\u305f\u7d50\u679c\u3001\u308f\u305a\u304b3\u30f6\u6708\u306e\u5b9f\u8a3c\u6bb5\u968e\u3067\u58f2\u4e0a\u304c\u524d\u5e74\u540c\u671f\u6bd4\u7d0467%\u30a2\u30c3\u30d7\u3057\u3001\u7d0440\u4e07\u5186\u5206\u306e\u98df\u54c1\u30ed\u30b9\u3082\u524a\u6e1b\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u6210\u679c\u306f\u3001AI\u304c\u4eba\u9593\u306e\u7d4c\u9a13\u5247\u3092\u8d85\u3048\u305f\u7cbe\u5ea6\u3067\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u5c0e\u5165\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u308b\u52b9\u679c<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u671f\u5f85\u3067\u304d\u308b\u52b9\u679c\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002\u307e\u305a\u6700\u3082\u76f4\u63a5\u7684\u306a\u52b9\u679c\u3068\u3057\u3066\u3001\u767a\u6ce8\u696d\u52d9\u306e\u5de5\u6570\u524a\u6e1b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u65e5\u7acbLumada\u00d7CPM\u306b\u3088\u308bAI\u767a\u6ce8\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3001\u5168182\u5e97\u8217\u3078\u306e\u540c\u6642\u5c0e\u5165\u306b\u3088\u3063\u3066\u767a\u6ce8\u6642\u9593\u309285%\u524a\u6e1b\u3057\u3001\u5728\u5eab\u308215%\u5727\u7e2e\u3059\u308b\u3053\u3068\u306b\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u3002\u62c5\u5f53\u8005\u304c\u3053\u308c\u307e\u3067\u6570\u6642\u9593\u304b\u3051\u3066\u884c\u3063\u3066\u3044\u305f\u767a\u6ce8\u4f5c\u696d\u3092AI\u304c\u6570\u5206\u3067\u5b8c\u4e86\u3055\u305b\u308b\u305f\u3081\u3001\u4eba\u4ef6\u8cbb\u524a\u6e1b\u3068\u696d\u52d9\u54c1\u8cea\u5411\u4e0a\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u6b21\u306b\u3001\u9700\u8981\u4e88\u6e2c\u7cbe\u5ea6\u306e\u5411\u4e0a\u306b\u3088\u308b\u6b20\u54c1\u7387\u30fb\u5ec3\u68c4\u7387\u306e\u4f4e\u6e1b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002AI\u306f\u5929\u5019\u30fb\u66dc\u65e5\u30fb\u795d\u65e5\u30fb\u5730\u57df\u30a4\u30d9\u30f3\u30c8\u30fb\u8ca9\u4fc3\u65bd\u7b56\u306a\u3069\u306e\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u5206\u6790\u3059\u308b\u305f\u3081\u3001\u4eba\u9593\u3067\u306f\u6c17\u3065\u304d\u306b\u304f\u3044\u9700\u8981\u5909\u52d5\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30e9\u30a4\u30d5\u306e\u751f\u9bae\u90e8\u9580\u3067\u306f\u3001AI\u5c0e\u5165\u5f8c\u306b\u5546\u54c1\u306e\u6b20\u54c1\u304c\u6e1b\u5c11\u3057\u3001\u8ca9\u58f2\u6a5f\u4f1a\u640d\u5931\u3068\u5ec3\u68c4\u30ed\u30b9\u306e\u53cc\u65b9\u3092\u524a\u6e1b\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u5728\u5eab\u306e\u9069\u6b63\u5316\u306b\u3088\u3063\u3066\u30ad\u30e3\u30c3\u30b7\u30e5\u30d5\u30ed\u30fc\u304c\u6539\u5584\u3055\u308c\u3001\u4fdd\u7ba1\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u306b\u3082\u5bc4\u4e0e\u3057\u307e\u3059\u3002\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u5168\u4f53\u306e\u6700\u9069\u5316\u3068\u3044\u3046\u89b3\u70b9\u3067\u306f\u3001\u767a\u6ce8\u301c\u751f\u7523\u301c\u8f38\u9001\u3092API\u3067\u4e00\u5143\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u4ed5\u5165\u5148\u3068\u306e\u9023\u643a\u52b9\u7387\u3082\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\nAI\u767a\u6ce8\u6700\u9069\u5316\u306e\u958b\u767a\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u767a\u6ce8\u6700\u9069\u5316\u306e\u958b\u767a\u306e\u9032\u3081\u65b9\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u8981\u4ef6\u5b9a\u7fa9\u30fb\u4f01\u753b\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u30fb\u4f01\u753b\u30d5\u30a7\u30fc\u30ba\u3067\u3059\u3002\u3053\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u73fe\u72b6\u306e\u767a\u6ce8\u696d\u52d9\u306e\u8ab2\u984c\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3057\u3001AI\u30b7\u30b9\u30c6\u30e0\u306b\u4f55\u3092\u89e3\u6c7a\u3055\u305b\u305f\u3044\u306e\u304b\u3092\u660e\u78ba\u5316\u3057\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u73fe\u5728\u306e\u767a\u6ce8\u696d\u52d9\u30d5\u30ed\u30fc\u306e\u53ef\u8996\u5316\u3001\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u308b\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306e\u7279\u5b9a\uff08\u6b20\u54c1\u7387\u30fb\u5ec3\u68c4\u7387\u30fb\u767a\u6ce8\u5de5\u6570\u306e\u6570\u5024\u5316\uff09\u3001\u305d\u3057\u3066AI\u5c0e\u5165\u5f8c\u306b\u9054\u6210\u3057\u305f\u3044\u76ee\u6a19KPI\u306e\u8a2d\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

\u8a2d\u8a08\u30fb\u958b\u767a\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

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AI\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u30fb\u5b66\u7fd2\u3067\u306f\u3001\u9700\u8981\u4e88\u6e2c\u306b\u9069\u3057\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u9078\u5b9a\u3068\u5b9f\u88c5\u3092\u884c\u3044\u307e\u3059\u3002\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u30e2\u30c7\u30eb\u306b\u306f\u3001\u52fe\u914d\u30d6\u30fc\u30b9\u30c6\u30a3\u30f3\u30b0\uff08XGBoost\u30fbLightGBM\u7b49\uff09\u30fbLSTM\uff08\u9577\u77ed\u671f\u8a18\u61b6\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u30fbProphet\uff08Facebook\u304c\u958b\u767a\u3057\u305f\u6642\u7cfb\u5217\u4e88\u6e2c\u30e2\u30c7\u30eb\uff09\u30fb\u30a2\u30f3\u30b5\u30f3\u30d6\u30eb\u5b66\u7fd2\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u306f\u53d6\u308a\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7279\u6027\u30fb\u4e88\u6e2c\u7cbe\u5ea6\u306e\u8981\u4ef6\u30fb\u8a08\u7b97\u30b3\u30b9\u30c8\u3092\u7dcf\u5408\u7684\u306b\u8003\u616e\u3057\u3066\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u306e\u8a55\u4fa1\u6307\u6a19\u3068\u3057\u3066\u306f\u3001MAPE\uff08\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u7387\uff09\u3084RMSE\uff08\u4e8c\u4e57\u5e73\u5747\u5e73\u65b9\u6839\u8aa4\u5dee\uff09\u304c\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

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\n

\u30c6\u30b9\u30c8\u30fb\u30ea\u30ea\u30fc\u30b9\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

\u8a2d\u8a08\u30fb\u958b\u767a\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30c6\u30b9\u30c8\u30fb\u30ea\u30ea\u30fc\u30b9\u30d5\u30a7\u30fc\u30ba\u306b\u79fb\u884c\u3057\u307e\u3059\u3002AI\u30b7\u30b9\u30c6\u30e0\u306e\u30c6\u30b9\u30c8\u306f\u3001\u4e00\u822c\u7684\u306a\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30c6\u30b9\u30c8\u3068\u306f\u7570\u306a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u306e\u691c\u8a3c\u3082\u542b\u3080\u70b9\u304c\u7279\u5fb4\u3067\u3059\u3002\u30c6\u30b9\u30c8\u5de5\u7a0b\u306f\u5927\u304d\u304f\u300c\u30e6\u30cb\u30c3\u30c8\u30c6\u30b9\u30c8\u300d\u300c\u7d71\u5408\u30c6\u30b9\u30c8\u300d\u300c\u30e6\u30fc\u30b6\u30fc\u53d7\u5165\u30c6\u30b9\u30c8\uff08UAT\uff09\u300d\u300c\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u300d\u300c\u30d1\u30a4\u30ed\u30c3\u30c8\u904b\u7528\u300d\u306e5\u6bb5\u968e\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u306f\u3001\u904e\u53bb\u306e\u5b9f\u7e3e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066AI\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u3092\u4e8b\u5f8c\u7684\u306b\u691c\u8a3c\u3059\u308b\u30c6\u30b9\u30c8\u624b\u6cd5\u3067\u3059\u3002\u5b9f\u969b\u306e\u8ca9\u58f2\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u30e2\u30c7\u30eb\u304c\u3069\u306e\u7a0b\u5ea6\u6b63\u78ba\u306b\u9700\u8981\u3092\u4e88\u6e2c\u3067\u304d\u3066\u3044\u308b\u304b\u3092\u5b9a\u91cf\u7684\u306b\u8a55\u4fa1\u3057\u3001\u7cbe\u5ea6\u304c\u76ee\u6a19\u6c34\u6e96\u3092\u4e0b\u56de\u308b\u5834\u5408\u306f\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u8abf\u6574\u3084\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002\u4e00\u822c\u7684\u306a\u9700\u8981\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u76ee\u6a19\u7cbe\u5ea6\u306f\u3001MAPE\uff08\u5e73\u5747\u7d76\u5bfe\u8aa4\u5dee\u7387\uff09\u306710\u301c15%\u4ee5\u4e0b\u3068\u3055\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5546\u54c1\u7279\u6027\u3084\u696d\u7a2e\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u30d1\u30a4\u30ed\u30c3\u30c8\u904b\u7528\u3067\u306f\u3001\u672c\u756a\u74b0\u5883\u306b\u8fd1\u3044\u6761\u4ef6\u3067\u4e00\u90e8\u5e97\u8217\u30fb\u5546\u54c1\u30ab\u30c6\u30b4\u30ea\u306b\u9650\u5b9a\u3057\u3066\u30b7\u30b9\u30c6\u30e0\u3092\u7a3c\u50cd\u3055\u305b\u3001\u5b9f\u969b\u306e\u904b\u7528\u8ab2\u984c\u3084\u4e88\u6e2c\u7cbe\u5ea6\u306e\u554f\u984c\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002\u30d1\u30a4\u30ed\u30c3\u30c8\u671f\u9593\u306f\u901a\u5e381\u301c3\u30f6\u6708\u7a0b\u5ea6\u3092\u8a2d\u3051\u3001\u305d\u306e\u9593\u306b\u73fe\u5834\u30b9\u30bf\u30c3\u30d5\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u30b7\u30b9\u30c6\u30e0\u306b\u53cd\u6620\u3055\u305b\u307e\u3059\u3002\u30d1\u30a4\u30ed\u30c3\u30c8\u7d50\u679c\u304c\u5341\u5206\u306a\u6c34\u6e96\u306b\u9054\u3057\u305f\u3068\u5224\u65ad\u3055\u308c\u305f\u6642\u70b9\u3067\u3001\u6bb5\u968e\u7684\u306a\u672c\u756a\u30ea\u30ea\u30fc\u30b9\u3092\u884c\u3044\u307e\u3059\u3002\u30ea\u30ea\u30fc\u30b9\u5f8c\u3082\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2\u30fb\u6539\u5584\u30b5\u30a4\u30af\u30eb\u3092\u8a2d\u3051\u308b\u3053\u3068\u304c\u3001\u9577\u671f\u7684\u306a\u4e88\u6e2c\u7cbe\u5ea6\u7dad\u6301\u306e\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002AI\u30e2\u30c7\u30eb\u306f\u6642\u9593\u3068\u3068\u3082\u306b\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u300c\u30e2\u30c7\u30eb\u306e\u9673\u8150\u5316\u300d\u304c\u8d77\u3053\u308b\u305f\u3081\u3001\u5b9a\u671f\u7684\u306a\u30c7\u30fc\u30bf\u8ffd\u52a0\u3068\u518d\u5b66\u7fd2\u306e\u904b\u7528\u4f53\u5236\u3092\u6574\u5099\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n\u8cbb\u7528\u76f8\u5834\u3068\u30b3\u30b9\u30c8\u306e\u5185\u8a33<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u767a\u6ce8\u6700\u9069\u5316\u306e\u8cbb\u7528\u76f8\u5834\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u4eba\u4ef6\u8cbb\u3068\u5de5\u6570<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u8cbb\u7528\u306f\u3001\u30b9\u30b3\u30fc\u30d7\u30fb\u6a5f\u80fd\u8981\u4ef6\u30fb\u30c7\u30fc\u30bf\u898f\u6a21\u30fb\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u8907\u96d1\u5ea6\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u304c\u3001\u304a\u304a\u3088\u305d\u306e\u8cbb\u7528\u76f8\u5834\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002\u5c0f\u898f\u6a21\u306aPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u6bb5\u968e\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308c\u3070100\u301c300\u4e07\u5186\u7a0b\u5ea6\u304b\u3089\u958b\u59cb\u3067\u304d\u307e\u3059\u3002\u7279\u5b9a\u30ab\u30c6\u30b4\u30ea\u30fb\u5358\u4e00\u5e97\u8217\u5411\u3051\u306e\u57fa\u672c\u7684\u306a\u9700\u8981\u4e88\u6e2c\u30fb\u81ea\u52d5\u767a\u6ce8\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30b7\u30b9\u30c6\u30e0\u3067\u306f300\u301c600\u4e07\u5186\u7a0b\u5ea6\u304c\u76f8\u5834\u3067\u3059\u3002\u8907\u6570\u5e97\u8217\u30fb\u591a\u54c1\u7a2e\u30ab\u30c6\u30b4\u30ea\u3092\u5bfe\u8c61\u3068\u3057\u305f\u9ad8\u7cbe\u5ea6\u30b7\u30b9\u30c6\u30e0\u3067\u306f1,000\u301c1,500\u4e07\u5186\u7a0b\u5ea6\u3001\u5168\u793e\u898f\u6a21\u306e\u7d71\u5408AI\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306a\u308b\u30683,000\u4e07\u5186\u3092\u8d85\u3048\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u958b\u767a\u8cbb\u7528\u306e\u5185\u8a33\u3092\u898b\u308b\u3068\u3001\u4eba\u4ef6\u8cbb\u304c\u6700\u3082\u5927\u304d\u306a\u5272\u5408\u3092\u5360\u3081\u307e\u3059\u3002AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u30fb\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3069\u8907\u6570\u306e\u5c02\u9580\u8077\u304c\u95a2\u4e0e\u3059\u308b\u305f\u3081\u30011\u4eba\u6708\u3042\u305f\u308a80\u301c150\u4e07\u5186\u306e\u5358\u4fa1\u3092\u60f3\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u57fa\u672c\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u308210\u301c20\u4eba\u6708\u7a0b\u5ea6\u306e\u5de5\u6570\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u5927\u898f\u6a21\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u306f50\u301c100\u4eba\u6708\u4ee5\u4e0a\u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u6574\u5099\u30fb\u524d\u51e6\u7406\u30d5\u30a7\u30fc\u30ba\u3060\u3051\u3067\u5168\u4f53\u5de5\u6570\u306e30\u301c50%\u3092\u5360\u3081\u308b\u5834\u5408\u3082\u3042\u308b\u305f\u3081\u3001\u521d\u671f\u6bb5\u968e\u3067\u30c7\u30fc\u30bf\u72b6\u6cc1\u3092\u6b63\u78ba\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u30b3\u30b9\u30c8\u898b\u7a4d\u3082\u308a\u306e\u7cbe\u5ea6\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u521d\u671f\u8cbb\u7528\u4ee5\u5916\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u521d\u671f\u958b\u767a\u8cbb\u7528\u3060\u3051\u3067\u306a\u304f\u3001\u7a3c\u50cd\u5f8c\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3082\u8003\u616e\u3057\u305f\u4e88\u7b97\u8a08\u753b\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e3b\u306a\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u69cb\u6210\u8981\u7d20\u306f\u300c\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u8cbb\u7528\u300d\u300c\u4fdd\u5b88\u30fb\u904b\u7528\u8cbb\u7528\u300d\u300c\u30e2\u30c7\u30eb\u518d\u5b66\u7fd2\u8cbb\u7528\u300d\u300c\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u300d\u306e4\u3064\u3067\u3059\u3002<\/p>\n\n\n\n

\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u8cbb\u7528\u306f\u3001\u30b7\u30b9\u30c6\u30e0\u898f\u6a21\u306b\u3088\u3063\u3066\u6708\u984d\u6570\u4e07\u5186\u301c\u6570\u5341\u4e07\u5186\u306e\u7bc4\u56f2\u3068\u306a\u308a\u307e\u3059\u3002AWS\u30fbGCP\u30fbAzure\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3057\u305fAI\u63a8\u8ad6\u30fb\u30c7\u30fc\u30bf\u51e6\u7406\u30fb\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u8cbb\u7528\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u81ea\u793e\u30b5\u30fc\u30d0\u30fc\u3092\u6240\u6709\u3059\u308b\u3088\u308a\u3001\u30af\u30e9\u30a6\u30c9\u306e\u5f93\u91cf\u8ab2\u91d1\u5236\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u521d\u671f\u6295\u8cc7\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u9700\u8981\u306e\u7e41\u9591\u306b\u5fdc\u3058\u3066\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u30fb\u30c0\u30a6\u30f3\u3082\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u4fdd\u5b88\u30fb\u904b\u7528\u8cbb\u7528\u306f\u3001\u4e00\u822c\u7684\u306b\u521d\u671f\u958b\u767a\u8cbb\u7528\u306e10\u301c20%\u7a0b\u5ea6\u304c\u5e74\u9593\u8cbb\u7528\u306e\u76ee\u5b89\u3068\u306a\u308a\u307e\u3059\u3002\u30d5\u30eb\u30ab\u30b9\u30bf\u30e0\u958b\u767a\u306e\u5834\u5408\u3001\u904b\u7528\u4fdd\u5b88\u8cbb\u7528\u306f\u6708\u984d60\u301c200\u4e07\u5186\u7a0b\u5ea6\u304c\u76f8\u5834\u3067\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306e\u7a3c\u50cd\u76e3\u8996\u30fb\u969c\u5bb3\u5bfe\u5fdc\u30fb\u5b9a\u671f\u7684\u306a\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30d1\u30c3\u30c1\u9069\u7528\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u307e\u305f\u3001AI\u30e2\u30c7\u30eb\u306e\u9673\u8150\u5316\u3092\u9632\u3050\u305f\u3081\u306e\u5b9a\u671f\u7684\u306a\u518d\u5b66\u7fd2\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u8cbb\u7528\u3068\u3057\u3066\u6708\u984d\u6570\u5341\u4e07\u5186\u306e\u8ffd\u52a0\u30b3\u30b9\u30c8\u304c\u767a\u751f\u3059\u308b\u30b1\u30fc\u30b9\u3082\u591a\u3044\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u3092\u542b\u3081\u305f5\u5e74\u9593\u306eTCO\uff08\u7dcf\u6240\u6709\u30b3\u30b9\u30c8\uff09\u3092\u898b\u7a4d\u3082\u3063\u305f\u3046\u3048\u3067\u3001\u6295\u8cc7\u5bfe\u52b9\u679c\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n\u898b\u7a4d\u3082\u308a\u3092\u53d6\u308b\u969b\u306e\u30dd\u30a4\u30f3\u30c8<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u898b\u7a4d\u3082\u308a\u306e\u30dd\u30a4\u30f3\u30c8\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n
\n

\u8981\u4ef6\u660e\u78ba\u5316\u3068\u4ed5\u69d8\u66f8\u306e\u6e96\u5099<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u898b\u7a4d\u3082\u308a\u3092\u6b63\u78ba\u306b\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u767a\u6ce8\u5074\u304c\u8981\u4ef6\u3092\u660e\u78ba\u5316\u3057\u3001\u4ed5\u69d8\u66f8\u3068\u3057\u3066\u6574\u5099\u3059\u308b\u3053\u3068\u304c\u6700\u3082\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u8981\u4ef6\u304c\u3042\u3044\u307e\u3044\u306a\u72b6\u614b\u3067\u8907\u6570\u306e\u30d9\u30f3\u30c0\u30fc\u306b\u898b\u7a4d\u3082\u308a\u3092\u4f9d\u983c\u3059\u308b\u3068\u3001\u5404\u793e\u304c\u72ec\u81ea\u306e\u4eee\u5b9a\u3067\u898b\u7a4d\u3082\u308a\u3092\u884c\u3046\u305f\u3081\u3001\u91d1\u984d\u306e\u6bd4\u8f03\u304c\u56f0\u96e3\u306b\u306a\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u53d7\u6ce8\u5f8c\u306b\u8ffd\u52a0\u8cbb\u7528\u304c\u767a\u751f\u3059\u308b\u30ea\u30b9\u30af\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u4ed5\u69d8\u66f8\u306b\u6700\u4f4e\u9650\u542b\u3081\u308b\u3079\u304d\u9805\u76ee\u3068\u3057\u3066\u306f\u3001\u4ee5\u4e0b\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u7b2c\u4e00\u306b\u3001\u5bfe\u8c61\u696d\u52d9\u306e\u7bc4\u56f2\uff08\u5bfe\u8c61\u5e97\u8217\u6570\u30fb\u5546\u54c1\u30ab\u30c6\u30b4\u30ea\u6570\u30fbSKU\u6570\uff09\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u7b2c\u4e8c\u306b\u3001\u5229\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u30fb\u5f62\u5f0f\u30fb\u84c4\u7a4d\u91cf\u30fb\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6574\u7406\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u7b2c\u4e09\u306b\u3001AI\u30b7\u30b9\u30c6\u30e0\u306b\u6c42\u3081\u308b\u6a5f\u80fd\uff08\u9700\u8981\u4e88\u6e2c\u30fb\u81ea\u52d5\u767a\u6ce8\u30fb\u627f\u8a8d\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u30fb\u4f8b\u5916\u5bfe\u5fdc\u30fb\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0\u7b49\uff09\u3092\u30ea\u30b9\u30c8\u30a2\u30c3\u30d7\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u7b2c\u56db\u306b\u3001\u9023\u643a\u3059\u308b\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0\uff08ERP\u30fbWMS\u30fbPOS\u30b7\u30b9\u30c6\u30e0\u7b49\uff09\u3068\u305d\u306eAPI\u4ed5\u69d8\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u7b2c\u4e94\u306b\u3001\u671f\u5f85\u3059\u308b\u4e88\u6e2c\u7cbe\u5ea6\u76ee\u6a19\u30fb\u6b20\u54c1\u7387\u524a\u6e1b\u76ee\u6a19\u30fb\u5ec3\u68c4\u7387\u524a\u6e1b\u76ee\u6a19\u306a\u3069\u306eKPI\u3092\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u60c5\u5831\u3092\u300cRFP\uff08\u63d0\u6848\u4f9d\u983c\u66f8\uff09\u300d\u3068\u3057\u3066\u307e\u3068\u3081\u308b\u3053\u3068\u3067\u3001\u30d9\u30f3\u30c0\u30fc\u304b\u3089\u6bd4\u8f03\u53ef\u80fd\u306a\u63d0\u6848\u3092\u53d7\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\n

\u8907\u6570\u793e\u6bd4\u8f03\u3068\u767a\u6ce8\u5148\u306e\u9078\u3073\u65b9<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u3092\u5916\u6ce8\u3059\u308b\u969b\u306f\u3001\u5fc5\u305a\u8907\u6570\u306e\u30d9\u30f3\u30c0\u30fc\uff08\u6700\u4f4e3\u793e\u4ee5\u4e0a\uff09\u304b\u3089\u898b\u7a4d\u3082\u308a\u3092\u53d6\u5f97\u3057\u3001\u6bd4\u8f03\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u4fa1\u683c\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u6280\u8853\u529b\u30fb\u5c0e\u5165\u5b9f\u7e3e\u30fb\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u30fb\u63d0\u6848\u306e\u8cea\u3092\u7dcf\u5408\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u767a\u6ce8\u6210\u529f\u306e\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002<\/p>\n\n\n\n

\u30d9\u30f3\u30c0\u30fc\u8a55\u4fa1\u306e\u969b\u306b\u78ba\u8a8d\u3059\u3079\u304d\u4e3b\u306a\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002\u307e\u305a\u3001\u81ea\u793e\u3068\u540c\u696d\u7a2e\u30fb\u540c\u898f\u6a21\u3067\u306e\u5c0e\u5165\u5b9f\u7e3e\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002AI\u767a\u6ce8\u6700\u9069\u5316\u306f\u696d\u7a2e\u30fb\u696d\u614b\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u7279\u6027\u30fb\u904b\u7528\u8ab2\u984c\u304c\u5927\u304d\u304f\u7570\u306a\u308b\u305f\u3081\u3001\u985e\u4f3c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u7d4c\u9a13\u306f\u975e\u5e38\u306b\u91cd\u8981\u306a\u5224\u65ad\u57fa\u6e96\u3068\u306a\u308a\u307e\u3059\u3002\u6b21\u306b\u3001AI\u30e2\u30c7\u30eb\u306e\u9078\u5b9a\u7406\u7531\u3068\u305d\u306e\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\u696d\u52d9KPI\uff08\u6b20\u54c1\u7387\u30fb\u5ec3\u68c4\u7387\u30fb\u767a\u6ce8\u5de5\u6570\uff09\u306e\u6539\u5584\u3092\u5177\u4f53\u7684\u306b\u3069\u306e\u3088\u3046\u306b\u5b9f\u73fe\u3059\u308b\u304b\u3092\u8aac\u660e\u3067\u304d\u306a\u3044\u30d9\u30f3\u30c0\u30fc\u306f\u8981\u6ce8\u610f\u3067\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u30fb\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30fb\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5bfe\u5fdc\u80fd\u529b\u3082\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002\u4e88\u6e2c\u7cbe\u5ea6\u306f\u30c7\u30fc\u30bf\u54c1\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u3053\u306e\u9818\u57df\u306e\u5c02\u9580\u6027\u304c\u6210\u679c\u3092\u5de6\u53f3\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001ERP\u30fbWMS\u30fbPOS\u30b7\u30b9\u30c6\u30e0\u3068\u306eAPI\u9023\u643a\u306b\u304a\u3051\u308b\u8cac\u4efb\u7bc4\u56f2\u3068\u6280\u8853\u7684\u306a\u5bfe\u5fdc\u5b9f\u7e3e\u3082\u91cd\u8981\u306a\u78ba\u8a8d\u4e8b\u9805\u3067\u3059\u3002\u30ea\u30ea\u30fc\u30b9\u5f8c\u306e\u30e2\u30c7\u30eb\u76e3\u8996\u30fb\u518d\u5b66\u7fd2\u30fb\u4fdd\u5b88\u904b\u7528\u306e\u30b5\u30dd\u30fc\u30c8\u4f53\u5236\u304c\u660e\u78ba\u304b\u3069\u3046\u304b\u3082\u5fc5\u305a\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

\n

\u6ce8\u610f\u3059\u3079\u304d\u30ea\u30b9\u30af\u3068\u5bfe\u7b56<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n

AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u30fb\u5c0e\u5165\u306b\u3042\u305f\u3063\u3066\u3001\u4e8b\u524d\u306b\u8a8d\u8b58\u3057\u3066\u304a\u304f\u3079\u304d\u30ea\u30b9\u30af\u304c\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002\u9069\u5207\u306a\u5bfe\u7b56\u3092\u8b1b\u3058\u308b\u3053\u3068\u3067\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5931\u6557\u30ea\u30b9\u30af\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

\u7b2c\u4e00\u306e\u30ea\u30b9\u30af\u306f\u300c\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u554f\u984c\u300d\u3067\u3059\u3002AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u5426\u306f\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002\u904e\u53bb\u306e\u8ca9\u58f2\u30c7\u30fc\u30bf\u306b\u6b20\u640d\u30fb\u8aa4\u8a18\u30fb\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u4e0d\u7d71\u4e00\u304c\u591a\u3044\u5834\u5408\u3001AI\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u7cbe\u5ea6\u304c\u5341\u5206\u306b\u51fa\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5bfe\u7b56\u3068\u3057\u3066\u306f\u3001\u958b\u767a\u7740\u624b\u524d\u306b\u30c7\u30fc\u30bf\u306e\u68da\u5378\u3057\u3068\u54c1\u8cea\u8a55\u4fa1\uff08\u30c7\u30fc\u30bf\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\uff09\u3092\u5b9f\u65bd\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306e\u5de5\u6570\u3068\u8cbb\u7528\u3092\u898b\u7a4d\u3082\u308a\u306b\u542b\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\u7b2c\u4e8c\u306e\u30ea\u30b9\u30af\u306f\u300c\u30b9\u30b3\u30fc\u30d7\u30af\u30ea\u30fc\u30d7\uff08\u8981\u4ef6\u8ffd\u52a0\u306b\u3088\u308b\u80a5\u5927\u5316\uff09\u300d\u3067\u3059\u3002\u958b\u767a\u9014\u4e2d\u3067\u6a5f\u80fd\u8ffd\u52a0\u30fb\u4ed5\u69d8\u5909\u66f4\u304c\u91cd\u306a\u308b\u3068\u3001\u5de5\u671f\u5ef6\u9577\u30fb\u8ffd\u52a0\u8cbb\u7528\u304c\u767a\u751f\u3057\u307e\u3059\u3002\u5bfe\u7b56\u3068\u3057\u3066\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\u3067\u6a5f\u80fd\u30b9\u30b3\u30fc\u30d7\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u3001\u5909\u66f4\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u30d9\u30f3\u30c0\u30fc\u3068\u5408\u610f\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u5fc5\u8981\u3067\u3059\u3002\u7b2c\u4e09\u306e\u30ea\u30b9\u30af\u306f\u300c\u73fe\u5834\u3078\u306e\u5b9a\u7740\u5316\u306e\u5931\u6557\u300d\u3067\u3059\u3002\u3044\u304f\u3089\u9ad8\u7cbe\u5ea6\u306aAI\u30b7\u30b9\u30c6\u30e0\u3092\u69cb\u7bc9\u3057\u3066\u3082\u3001\u73fe\u5834\u30b9\u30bf\u30c3\u30d5\u306b\u4f7f\u308f\u308c\u306a\u3051\u308c\u3070\u52b9\u679c\u306f\u51fa\u307e\u305b\u3093\u3002\u5c0e\u5165\u521d\u671f\u304b\u3089\u73fe\u5834\u30b9\u30bf\u30c3\u30d5\u3092\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5dfb\u304d\u8fbc\u307f\u3001\u4f7f\u3044\u3084\u3059\u3044UI\u306e\u8a2d\u8a08\u3068\u5341\u5206\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u5b9a\u7740\u5316\u306e\u9375\u3067\u3059\u3002\u7b2c\u56db\u306e\u30ea\u30b9\u30af\u306f\u300c\u30e2\u30c7\u30eb\u306e\u9673\u8150\u5316\u300d\u3067\u3059\u3002\u5e02\u5834\u74b0\u5883\u30fb\u5546\u54c1\u69cb\u6210\u30fb\u9700\u8981\u30d1\u30bf\u30fc\u30f3\u304c\u5909\u5316\u3059\u308b\u3068AI\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u305f\u3081\u3001\u5b9a\u671f\u7684\u306a\u518d\u5b66\u7fd2\u3068\u7cbe\u5ea6\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u904b\u7528\u4f53\u5236\u3092\u4e8b\u524d\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n

\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n
\n
\n
\"AI\u767a\u6ce8\u6700\u9069\u5316\u958b\u767a\u307e\u3068\u3081\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001AI\u767a\u6ce8\u6700\u9069\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u306e\u9032\u3081\u65b9\u30fb\u6d41\u308c\u30fb\u624b\u6cd5\u30fb\u5de5\u7a0b\u30fb\u624b\u9806\u306b\u3064\u3044\u3066\u3001\u8981\u4ef6\u5b9a\u7fa9\u304b\u3089\u8a2d\u8a08\u30fb\u958b\u767a\u30fb\u30c6\u30b9\u30c8\u30fb\u30ea\u30ea\u30fc\u30b9\u30fb\u904b\u7528\u307e\u3067\u3092\u4f53\u7cfb\u7684\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u6539\u3081\u3066\u8981\u70b9\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

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\u25bc\u5168\u4f53\u30ac\u30a4\u30c9\u306e\u8a18\u4e8b
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\n

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\n
\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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\n
\n
\"\"<\/figure>\n<\/div>\n<\/div>\n\n\n\n

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\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a><\/p>\n<\/div>\n\n\n\n

\"\"<\/a><\/figure>\n\n\n
\n
\n \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n <\/div>\n
\n
\n \"\u5f35\u7530\u8c37\u51cc\u592e\"\n <\/div>\n
\n
\n \u5f35\u7530\u8c37\u51cc\u592e\n <\/div>\n

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