{"id":11036,"date":"2026-09-15T13:50:14","date_gmt":"2026-09-15T04:50:14","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/freight-invoice-audit\/"},"modified":"2026-09-15T13:50:14","modified_gmt":"2026-09-15T04:50:14","slug":"freight-invoice-audit","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/freight-invoice-audit\/","title":{"rendered":"\u914d\u9001\u696d\u8005\u306e\u904b\u8cc3\u8acb\u6c42\u3092\u51fa\u8377\u5b9f\u7e3e\u3068\u904b\u8cc3\u8868\u306b\u7a81\u304d\u5408\u308f\u305b\u3066\u904e\u6255\u3044\u3092\u898b\u3064\u3051\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u914d\u9001\u696d\u8005\u304b\u3089\u5c4a\u304f\u904b\u8cc3\u306e\u8acb\u6c42\u660e\u7d30\u3092\u3001\u81ea\u793e\u306e\u51fa\u8377\u5b9f\u7e3e\u3068\u5951\u7d04\u904b\u8cc3\u8868\u306b1\u884c\u305a\u3064\u7a81\u304d\u5408\u308f\u305b\u3001\u91d1\u984d\u306e\u5408\u308f\u306a\u3044\u884c\u3060\u3051\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002\u62c5\u5f53\u8005\u306e\u4f5c\u696d\u306f\u3001\u6570\u5343\u884c\u306e\u660e\u7d30\u3092\u629c\u304d\u53d6\u308a\u3067\u898b\u308b\u3053\u3068\u304b\u3089\u3001\u5dee\u7570\u306e\u4ed8\u3044\u305f\u884c\u3060\u3051\u3092\u8abf\u3079\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0079","platform_main":"Make","publish_date":"","last_updated":"2026-09-15","tech_verified_date":"2026-09-15","trigger":"**\u6240\u5b9a\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u30d5\u30a1\u30a4\u30eb\u914d\u7f6e\u3001\u307e\u305f\u306f\u67082\u56de\u306e\u5b9a\u6642\u5b9f\u884c**\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\u7de0\u3081\u65e5\u304c15\u65e5\u3068\u6708\u672b\u306b\u5206\u304b\u308c\u308b\u305f\u3081\u3001\u67086\u65e5\u306821\u65e5\u306e\u671d\u306b\u8d70\u3089\u305b\u307e\u3059\u3002\n\nMake \u306e\u30b7\u30ca\u30ea\u30aa\u306f\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8a2d\u5b9a\u3067\u5b9f\u884c\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u65e2\u5b9a\u306f15\u5206\u3054\u3068\u3067\u3001\u5206\u5358\u4f4d\u306e\u9593\u9694\u6307\u5b9a\u306e\u307b\u304b Daily\u3001Weekly\u3001Monthly\uff08\u6708\u306e\u6307\u5b9a\u65e5\uff09\u3001On demand \u304b\u3089\u9078\u3079\u307e\u3059\u3002\u6700\u5c0f\u306e\u9593\u9694\u306f\u5951\u7d04\u30d7\u30e9\u30f3\u306b\u3088\u308a\u307e\u3059\u3002\u4eca\u56de\u306f Monthly \u306e\u6307\u5b9a\u65e5\u3067\u8db3\u308a\u307e\u3059\u3002\n\n**\u30dd\u30fc\u30bf\u30eb\u304b\u3089\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u81ea\u52d5\u5316\u3057\u307e\u305b\u3093\u3002** \u8a8d\u8a3c\u304c\u3042\u308a\u3001\u81ea\u52d5\u30ed\u30b0\u30a4\u30f3\u304c\u5229\u7528\u898f\u7d04\u306b\u89e6\u308c\u306a\u3044\u304b\u306e\u78ba\u8a8d\u304c\u8981\u308b\u305f\u3081\u3067\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8acb\u6c42\u660e\u7d30 | \u9001\u308a\u72b6\u756a\u53f7\u3001\u51fa\u8377\u65e5\u307e\u305f\u306f\u7740\u8377\u65e5\u3001\u5c4a\u3051\u5148\u3001\u533a\u5206\u3001\u91cd\u91cf\u3001\u904b\u8cc3\u3001\u4ed8\u5e2f\u6599\u91d1\u3001\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8 | \u914d\u9001\u696d\u8005 |\n| \u51fa\u8377\u5b9f\u7e3e | \u9001\u308a\u72b6\u756a\u53f7\u3001\u51fa\u8377\u65e5\u3001\u51fa\u8377\u5143\u62e0\u70b9\u3001\u5c4a\u3051\u5148\u306e\u90f5\u4fbf\u756a\u53f7\u3001\u30b5\u30a4\u30ba\u3001\u91cd\u91cf\u3001\u500b\u53e3\u6570 | WMS |\n| \u53d7\u6ce8\u60c5\u5831 | \u30ad\u30e3\u30f3\u30bb\u30eb\u3001\u8fd4\u54c1\u3001\u6642\u9593\u6307\u5b9a\u306e\u6709\u7121 | \u53d7\u6ce8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u904b\u8cc3\u8868\u30de\u30b9\u30bf | \u696d\u8005\u5225\u30fb\u7248\u5225\u306e\u5358\u4fa1\u3001\u5730\u57df\u533a\u5206\u3001\u30b5\u30a4\u30ba\u533a\u5206\u3001\u4ed8\u5e2f\u6599\u91d1\u3001\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8 | \u7269\u6d41\u90e8\u304c\u767b\u9332 |\n| \u4ed8\u5e2f\u4f5c\u696d\u306e\u8a18\u9332 | \u5f85\u6a5f\u3001\u8377\u5f79\u3001\u9928\u5185\u914d\u9001\u306e\u767a\u751f\u8a18\u9332 | \u62e0\u70b9 |\n| \u9805\u76ee\u5bfe\u5fdc\u8868 | \u696d\u8005\u306e\u5217\u540d\u3068\u81ea\u793e\u306e\u9805\u76ee\u540d\u306e\u5bfe\u5fdc | \u7269\u6d41\u90e8\u304c\u767b\u9332 |\n\n**\u904b\u8cc3\u8868\u30de\u30b9\u30bf\u3068\u9805\u76ee\u5bfe\u5fdc\u8868\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u524d\u63d0\u306b\u306a\u308b\u81ea\u793e\u30c7\u30fc\u30bf\u3067\u3059\u3002**","data_source":"**CSV\u306e\u8acb\u6c42\u660e\u7d30\uff1a** \u305d\u306e\u307e\u307e\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u307e\u305a\u300c\u660e\u7d30\u3092CSV\u3067\u51fa\u305b\u307e\u3059\u304b\u300d\u3068\u696d\u8005\u306b\u805e\u3044\u3066\u304f\u3060\u3055\u3044\u3002** CSV\u3067\u53d7\u3051\u53d6\u308c\u308c\u3070\u3001OCR\u306e\u5de5\u7a0b\u304c\u4e38\u3054\u3068\u6d88\u3048\u307e\u3059\u3002\n\n**PDF\u306e\u8acb\u6c42\u660e\u7d30\uff1a** OCR\u306b\u56de\u3057\u307e\u3059\u3002Google Document AI \u306e Invoice parser \u306f\u3001\u30d8\u30c3\u30c0\u30fc\u9805\u76ee\u3068\u660e\u7d30\u884c\u306e\u4e21\u65b9\u3092\u62bd\u51fa\u3059\u308b\u3068\u516c\u5f0f\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u4e00\u89a7\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057**\u904b\u8cc3\u306e\u660e\u7d30\u306f\u8acb\u6c42\u66f8\u306e\u69d8\u5f0f\u3067\u306f\u306a\u304f\u3001\u6570\u5343\u884c\u306e\u4e00\u89a7\u8868\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044**\u305f\u3081\u3001\u8acb\u6c42\u66f8\u5411\u3051\u306e\u30e2\u30c7\u30eb\u304c\u5408\u3046\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u8868\u69cb\u9020\u306e\u8aad\u307f\u53d6\u308a\u306b\u5411\u3044\u305f Form Parser \u3084 Layout Parser\u3001\u81ea\u793e\u306e\u69d8\u5f0f\u3067\u5b66\u7fd2\u3055\u305b\u308b Custom Extractor \u3082\u5019\u88dc\u3067\u3059\u3002**\u81ea\u793e\u306e\u660e\u7d30\u3067\u5b9f\u6e2c\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u51fa\u8377\u5b9f\u7e3e\uff1a** WMS\u304b\u3089CSV\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u304b\u3001API\u3067\u53d6\u5f97\u3057\u307e\u3059\u3002**\u9001\u308a\u72b6\u756a\u53f7\u3092\u5fc5\u305a\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u7121\u3044\u3068\u7a81\u5408\u304c\u6210\u7acb\u3057\u307e\u305b\u3093\u3002","preprocessing":"1. **\u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u3065\u3051** \u2026 \u696d\u8005\u3054\u3068\u306b\u5217\u540d\u304c\u9055\u3044\u3001\u300c\u30b5\u30a4\u30ba\u300d\u3068\u300c\u898f\u683c\u300d\u304c\u540c\u3058\u610f\u5473\u3060\u3063\u305f\u308a\u3001\u300c\u624b\u6570\u6599\u300d\u306e\u4e2d\u8eab\u304c\u9055\u3063\u305f\u308a\u3057\u307e\u3059\u3002\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u3001**\u8868\u306b\u7121\u3044\u5217\u3060\u3051AI\u306b\u5019\u88dc\u3092\u51fa\u3055\u305b\u307e\u3059\u3002\u78ba\u5b9a\u306f\u4eba\u304c\u884c\u3044\u3001\u5bfe\u5fdc\u8868\u306b\u8ffd\u8a18\u3057\u307e\u3059**\n2. **\u9001\u308a\u72b6\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u30cf\u30a4\u30d5\u30f3\u3001\u524d\u30bc\u30ed\u3001\u534a\u89d2\u3068\u5168\u89d2\u304c\u6df7\u3056\u308a\u307e\u3059\u3002\u6570\u5b57\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u6bd4\u8f03\u3057\u307e\u3059\n3. **\u5bfe\u8c61\u671f\u9593\u306e\u5207\u308a\u51fa\u3057** \u2026 \u7de0\u3081\u65e5\u304c\u696d\u8005\u3054\u3068\u306b\u9055\u3044\u3001**\u8acb\u6c42\u306e\u57fa\u6e96\u3082\u300c\u767a\u9001\u65e5\u300d\u3068\u300c\u7740\u8377\u65e5\u300d\u304c\u3042\u308a\u307e\u3059\u3002** \u7740\u8377\u65e5\u57fa\u6e96\u3067\u306f\u6708\u672b\u306b\u51fa\u3057\u305f\u8377\u7269\u304c\u7fcc\u6708\u306e\u8acb\u6c42\u306b\u8f09\u308b\u305f\u3081\u3001\u7de0\u3081\u671f\u9593\u3060\u3051\u3092\u8aad\u3080\u3068\u6708\u5883\u306e\u884c\u304c\u5168\u90e8\u300c\u5b9f\u7e3e\u306a\u3057\u300d\u306b\u306a\u308a\u307e\u3059\u3002**\u51fa\u8377\u5b9f\u7e3e\u306f\u524d\u5f8c1\u304b\u6708\u3092\u542b\u3081\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059**\n4. **\u91d1\u984d\u306e\u578b\u3092\u305d\u308d\u3048\u308b** \u2026 \u30ab\u30f3\u30de\u5165\u308a\u306e\u6587\u5b57\u5217\u3092\u6570\u5024\u306b\u76f4\u3057\u3001\u7a0e\u8fbc\u304b\u7a0e\u629c\u304b\u3092\u696d\u8005\u3054\u3068\u306b\u78ba\u8a8d\u3057\u307e\u3059\n5. **\u904b\u8cc3\u8868\u306e\u7248\u306e\u9078\u629e** \u2026 **\u8acb\u6c42\u65e5\u3067\u306f\u306a\u304f\u51fa\u8377\u65e5\u3067\u7248\u3092\u9078\u3073\u307e\u3059\u3002** \u6539\u5b9a\u65e5\u3092\u307e\u305f\u3050\u6708\u306f\u3001\u540c\u3058\u8acb\u6c42\u66f8\u306e\u4e2d\u306b2\u3064\u306e\u7248\u304c\u6df7\u5728\u3057\u307e\u3059","ai_processing":"| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u3065\u3051 | \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u5217\u304c\u81ea\u793e\u306e\u3069\u306e\u9805\u76ee\u306b\u5f53\u305f\u308b\u304b\u306e\u5019\u88dc\u3092\u51fa\u3059\uff08\u78ba\u5b9a\u306f\u4eba\uff09 |\n| \u5dee\u7570\u306e\u539f\u56e0\u306e\u5206\u985e | \u7a81\u5408\u3067\u51fa\u305f\u5dee\u7570\u306b\u539f\u56e0\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3001\u533a\u5206\u3054\u3068\u306b\u307e\u3068\u3081\u308b |\n| \u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d | \u5bfe\u8c61\u306e\u9001\u308a\u72b6\u756a\u53f7\u3068\u5dee\u984d\u3092\u6dfb\u3048\u305f\u7167\u4f1a\u306e\u77ed\u6587\u3092\u4f5c\u308b |\n\n**AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068**\u306f4\u3064\u3067\u3059\u3002\u91d1\u984d\u306e\u8a08\u7b97\uff08\u3042\u308b\u3079\u304d\u904b\u8cc3\u3082\u5dee\u984d\u3082\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3059\uff09\u3001\u533a\u5206\u306e\u5224\u5b9a\uff08\u30b5\u30a4\u30ba\u533a\u5206\u3084\u5730\u57df\u533a\u5206\u3092\u4f4f\u6240\u3084\u54c1\u540d\u304b\u3089\u63a8\u6e2c\u3055\u305b\u306a\u3044\uff09\u3001\u904b\u8cc3\u6539\u5b9a\u306e\u5185\u5bb9\u306e\u63a8\u6e2c\u3001\u904e\u5927\u8acb\u6c42\u306e\u65ad\u5b9a\u3067\u3059\u3002\n\n**\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u306f\u63a8\u6e2c\u306e\u5bfe\u8c61\u306b\u3057\u3084\u3059\u3044\u306e\u3067\u3001\u7279\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u30c8\u30e9\u30c3\u30af\u904b\u9001\u3067\u306f\u3001\u56fd\u571f\u4ea4\u901a\u7701\u304c\u4ee4\u548c2\u5e744\u6708\u306b\u544a\u793a\u3057\u305f\u300c\u6a19\u6e96\u7684\u306a\u904b\u8cc3\u300d\u306e\u4e00\u90e8\u3068\u3057\u3066\u3001\u4ee4\u548c5\u5e743\u6708\u306b\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u306e\u7b97\u51fa\u65b9\u6cd5\u7b49\u304c\u544a\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3053\u308c\u306f\u3001\u4e8b\u696d\u8005\u304c\u4e8b\u696d\u3092\u6301\u7d9a\u3059\u308b\u305f\u3081\u306e\u53c2\u8003\u3068\u3057\u3066\u793a\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002**\u81ea\u793e\u306e\u5951\u7d04\u3067\u3069\u306e\u57fa\u6e96\u4fa1\u683c\u30fb\u6539\u5b9a\u6642\u671f\u304c\u9069\u7528\u3055\u308c\u308b\u304b\u306f\u3001\u5951\u7d04\u66f8\u3068\u6539\u5b9a\u901a\u77e5\u306b\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u307e\u305b\u3093\u3002** \u6539\u5b9a\u901a\u77e5\u304c\u5c4a\u3044\u305f\u3089\u7269\u6d41\u90e8\u304c\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002**\u3053\u306e\u767b\u9332\u3092\u4eba\u306e\u4f5c\u696d\u3068\u3057\u3066\u6b8b\u3059\u3053\u3068\u304c\u5b89\u5168\u88c5\u7f6e\u306b\u306a\u308a\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u8377\u4e3b\u4f01\u696d\u306e\u7269\u6d41\u62c5\u5f53\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u904b\u8cc3\u306e\u8acb\u6c42\u660e\u7d30\u3068\u51fa\u8377\u5b9f\u7e3e\u306e\u7a81\u5408\u7d50\u679c\u3092\u6e21\u3057\u307e\u3059\u3002\n\u5dee\u7570\u306e\u3042\u308b\u884c\u306b\u3001\u539f\u56e0\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3066\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3001\u91cd\u91cf\u3001\u500b\u6570\u3092\u8a08\u7b97\u3057\u76f4\u3055\u305a\u3001\u5024\u3092\u305d\u306e\u307e\u307e\u5f15\u304d\u7d99\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u904e\u5927\u8acb\u6c42\u300d\u3068\u65ad\u5b9a\u305b\u305a\u3001\u81ea\u793e\u306e\u51fa\u8377\u30c7\u30fc\u30bf\u5074\u306e\u8aa4\u308a\u3067\u3042\u308b\n  \u53ef\u80fd\u6027\u3092\u5fc5\u305a\u4f75\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u539f\u56e0\u306f\u51fa\u529b\u30b9\u30ad\u30fc\u30de\u306e\u5019\u88dc\u304b\u3089\u9078\u3073\u3001\u5f53\u3066\u306f\u307e\u3089\u306a\u3051\u308c\u3070\n  \"unknown\" \u3068\u3057\u3001\u5224\u65ad\u3067\u304d\u306a\u3044\u7406\u7531\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904b\u8cc3\u8868\u306b\u7121\u3044\u5358\u4fa1\u3084\u6539\u5b9a\u5185\u5bb9\u3092\u63a8\u6e2c\u305b\u305a\u3001\u8a72\u5f53\u3059\u308b\u5358\u4fa1\u304c\u7121\u3044\u884c\u306f\n  needs_master_update \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a81\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u539f\u56e0\u3092\u63a8\u6e2c\u305b\u305a unmatched \u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540c\u3058\u539f\u56e0\u306e\u884c\u306f\u307e\u3068\u3081\u3001\u4ef6\u6570\u3068\u5dee\u984d\u306e\u5408\u8a08\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u306f4\u884c\u4ee5\u5185\u306b\u3057\u3001\u4e8b\u5b9f\u306e\u78ba\u8a8d\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7a81\u5408\u7d50\u679c\uff08\u5dee\u7570\u306e\u3042\u308b\u884c\uff09\u3011\n{diff_rows}\n\n\u3010\u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u3011\n{tariff_version}\n```\n\n**\u300c\u904e\u5927\u8acb\u6c42\u3068\u65ad\u5b9a\u3057\u306a\u3044\u300d\u300c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u306e\u53ef\u80fd\u6027\u3092\u4f75\u8a18\u3059\u308b\u300d\u306e2\u884c\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002** \u3053\u3053\u3092\u5916\u3059\u3068\u3001\u81ea\u793e\u306e\u767b\u9332\u30df\u30b9\u3092\u696d\u8005\u3078\u7167\u4f1a\u3059\u308b\u4e8b\u6545\u304c\u8d77\u304d\u307e\u3059\u3002\u4e00\u5ea6\u305d\u308c\u3092\u3084\u308b\u3068\u6b21\u304b\u3089\u696d\u8005\u306e\u5bfe\u5fdc\u304c\u614e\u91cd\u306b\u306a\u308a\u307e\u3059\u3002","output_data":"\u5dee\u7570\u306e\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u884c\u306b\u843d\u3068\u3059\u305f\u3081\u3001\u81ea\u7531\u6587\u3067\u306f\u6271\u3048\u307e\u305b\u3093\u3002Gemini API \u306b\u306f\u3001`response_format` \u306b `mime_type` \u3068 JSON Schema \u3092\u6307\u5b9a\u3057\u3066\u51fa\u529b\u5f62\u5f0f\u3092\u56fa\u5b9a\u3059\u308b\u69cb\u9020\u5316\u51fa\u529b\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\n\n```json\n{\n  \"groups\": [\n    {\n      \"carrier\": \"\",\n      \"origin_site\": \"\",\n      \"cause_candidate\": \"size_class | area_class | weight_class | redelivery | accessorial | fuel_surcharge | tariff_version | own_data_error | actual_cost | unknown\",\n      \"row_count\": 0,\n      \"difference_total\": \"\",\n      \"direction\": \"billed_higher | billed_lower\",\n      \"own_side_possibility\": \"\",\n      \"carrier_side_possibility\": \"\",\n      \"inquiry_draft\": \"\"\n    }\n  ],\n  \"unmatched\": [\n    { \"tracking_number\": \"\", \"side\": \"billing_only | shipment_only\", \"reason\": \"\" }\n  ],\n  \"needs_master_update\": []\n}\n```\n\n`difference_total` \u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u5f15\u304d\u7d99\u304c\u305b\u307e\u3059\u3002**\u6570\u5024\u3068\u3057\u3066\u518d\u51fa\u529b\u3055\u305b\u308b\u3068\u3001\u6841\u3092\u843d\u3068\u3057\u305f\u5024\u304c\u8fd4\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** `own_side_possibility` \u3068 `carrier_side_possibility` \u3092\u5206\u3051\u3066\u3044\u308b\u306e\u306f\u3001**\u3069\u3061\u3089\u306e\u8aa4\u308a\u304b\u5206\u304b\u3089\u306a\u3044\u72b6\u614b\u3092\u69cb\u9020\u3068\u3057\u3066\u6b8b\u3059\u305f\u3081**\u3067\u3059\u3002","integration_systems":"\u5dee\u7570\u306e\u4e00\u89a7\u306f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\u5217\u306f\u3001\u539f\u56e0\u306e\u5019\u88dc\u3001\u696d\u8005\u3001\u62e0\u70b9\u3001\u4ef6\u6570\u3001\u5dee\u984d\u306e\u5408\u8a08\u3001\u81ea\u793e\u5074\u306e\u53ef\u80fd\u6027\u3001\u696d\u8005\u5074\u306e\u53ef\u80fd\u6027\u3001\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3001\u7167\u4f1a\u306e\u7d50\u679c\u3067\u3059\u3002\n\n**\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3092\u66f8\u304f\u5217\u3092\u5fc5\u305a\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u300d\u300c\u696d\u8005\u3078\u7167\u4f1a\u300d\u300c\u6b63\u5e38\u300d\u306e3\u629e\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u5217\u304c\u7fcc\u6708\u306e\u5165\u529b\u306b\u306a\u308a\u307e\u3059\u3002\u524d\u6708\u306b\u300c\u6b63\u5e38\u300d\u3068\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u7fcc\u6708\u306f\u305d\u306e\u65e8\u3092\u6dfb\u3048\u3066\u8868\u793a\u3057\u307e\u3059\u3002\u305d\u3046\u3057\u306a\u3044\u3068\u3001**\u6bce\u6708\u5fc5\u305a\u51fa\u308b\u6b63\u5e38\u306a\u5dee\u7570\uff08\u30c1\u30e3\u30fc\u30bf\u30fc\u4fbf\u306e\u5b9f\u8cbb\u7cbe\u7b97\u306a\u3069\uff09\u304c\u4e0a\u4f4d\u306b\u5c45\u5ea7\u308a\u307e\u3059\u3002**\n\n**\u652f\u6255\u30c7\u30fc\u30bf\u3078\u306e\u66f8\u304d\u623b\u3057\u306f\u3057\u307e\u305b\u3093\u3002** \u652f\u6255\u3044\u3092\u6b62\u3081\u308b\u304b\u6e1b\u984d\u3057\u3066\u6255\u3046\u304b\u306f\u3001\u696d\u8005\u3068\u306e\u95a2\u4fc2\u3092\u542b\u3080\u5224\u65ad\u3067\u3059\u3002","human_review":"**\u5dee\u7570\u306e\u4ed8\u3044\u305f\u884c\u306f\u3001\u539f\u56e0\u306e\u5019\u88dc\u3054\u3068\u306b\u307e\u3068\u3081\u305f\u5358\u4f4d\u3067\u4eba\u304c\u5168\u4ef6\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002** \u898b\u308b\u306e\u306f3\u70b9\u3067\u3059\u3002\n\n1. **\u305d\u306e\u5dee\u7570\u304c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u3067\u306f\u306a\u3044\u304b** \u2026 \u51fa\u8377\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u767b\u9332\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u306e\u53cd\u6620\u6f0f\u308c\u3092\u5148\u306b\u7591\u3044\u307e\u3059\u3002**\u3053\u3053\u3092\u98db\u3070\u3057\u3066\u7167\u4f1a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n2. **\u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u304c\u6b63\u3057\u3044\u304b** \u2026 \u5dee\u7570\u304c\u7279\u5b9a\u306e\u65e5\u4ed8\u304b\u3089\u4e00\u6589\u306b\u51fa\u3066\u3044\u308c\u3070\u3001\u7248\u306e\u9078\u629e\u3092\u7591\u3044\u307e\u3059\n3. **\u7167\u4f1a\u6587\u306e\u5185\u5bb9** \u2026 \u9001\u4fe1\u524d\u306b\u5fc5\u305a\u8aad\u307f\u307e\u3059\u3002\u8fd4\u91d1\u306e\u8981\u6c42\u306f\u4eba\u304c\u5224\u65ad\u3057\u3066\u66f8\u304d\u8db3\u3057\u307e\u3059\n\n**\u7a81\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u5dee\u7570\u306e\u884c\u3088\u308a\u5148\u306b\u898b\u307e\u3059\u3002** \u8acb\u6c42\u306b\u3042\u3063\u3066\u51fa\u8377\u5b9f\u7e3e\u306b\u7121\u3044\u884c\u306f\u3001\u4ed6\u793e\u306e\u8377\u7269\u304c\u6df7\u3056\u3063\u3066\u3044\u308b\u304b\u3001\u81ea\u793e\u306e\u51fa\u8377\u767b\u9332\u304c\u6f0f\u308c\u3066\u3044\u308b\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3001\u91d1\u984d\u306e\u5dee\u7570\u3088\u308a\u91cd\u3044\u8a71\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u9001\u308a\u72b6\u756a\u53f7\u304c\u51fa\u8377\u5b9f\u7e3e\u306b\u7121\u3044 | `unmatched` \u3068\u3057\u3066\u4e00\u89a7\u306e\u5148\u982d\u306b\u51fa\u3059\u3002**\u539f\u56e0\u3092AI\u306b\u63a8\u6e2c\u3055\u305b\u306a\u3044** |\n| \u51fa\u8377\u5b9f\u7e3e\u306b\u3042\u308b\u304c\u8acb\u6c42\u306b\u7121\u3044 | \u540c\u3058\u304f `unmatched` \u306b\u51fa\u3059\u3002\u7fcc\u6708\u306b\u8acb\u6c42\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u30812\u304b\u6708\u306f\u8ffd\u8de1\u3059\u308b |\n| \u8fd4\u54c1\u30fb\u518d\u51fa\u8377\u3067\u5225\u306e\u9001\u308a\u72b6\u756a\u53f7\u304c\u4ed8\u304f | \u5143\u306e\u756a\u53f7\u3068\u7d10\u3065\u304f\u5217\u304cWMS\u306b\u3042\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002\u7121\u3051\u308c\u3070\u300c\u8fd4\u54c1\u6271\u3044\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3059\u308b |\n| \u8907\u6570\u500b\u53e3\u3067\u9001\u308a\u72b6\u756a\u53f7\u304c\u8907\u6570\u4ed8\u304f | \u89aa\u756a\u53f7\u3067\u307e\u3068\u3081\u3066\u304b\u3089\u7a81\u5408\u3059\u308b\u3002**\u500b\u53e3\u5358\u4f4d\u306e\u8acb\u6c42\u3068\u51fa\u8377\u5358\u4f4d\u306e\u5b9f\u7e3e\u30921\u5bfe1\u3067\u6bd4\u3079\u308b\u3068\u5168\u884c\u304c\u5dee\u7570\u306b\u306a\u308b** |\n| \u904b\u8cc3\u8868\u306b\u305d\u306e\u671f\u9593\u306e\u7248\u304c\u7121\u3044 | \u8a08\u7b97\u3092\u6b62\u3081\u3001`needs_master_update` \u306b\u5165\u308c\u3066\u62c5\u5f53\u3078\u901a\u77e5\u3059\u308b\u3002**\u524d\u306e\u7248\u3067\u4ee3\u7528\u3057\u306a\u3044** |","log_storage":"- \u8acb\u6c42\u660e\u7d30\u306e\u539f\u672c\u3068\u3001\u7a81\u5408\u7d50\u679c\u306e\u5168\u4ef6\uff08\u5dee\u7570\u304c\u7121\u304b\u3063\u305f\u884c\u3082\u542b\u3080\uff09\n- \u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u306eID\u3068\u3001AI\u304c\u4ed8\u3051\u305f\u539f\u56e0\u306e\u5019\u88dc\n- \u62c5\u5f53\u8005\u306e\u5224\u65ad\uff08\u81ea\u793e\u5074\u306e\u8aa4\u308a\uff0f\u696d\u8005\u3078\u7167\u4f1a\uff0f\u6b63\u5e38\uff09\u3068\u3001\u7167\u4f1a\u306e\u7d50\u679c\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u6210\u679c\u3092\u6e2c\u308b\u552f\u4e00\u306e\u6750\u6599\u3067\u3059\u3002** 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\u6708\u7d0438,000\u884c\u306b\u5bfe\u3057\u3001\u4e2d\u8eab\u3092\u898b\u3066\u3044\u308b\u306e\u306f\u6570\u5341\u884c\u3067\u3059\u3002\u629c\u304d\u53d6\u308a\u3067\u306f\u3001\u5c11\u984d\u3067\u5e83\u304f\u8d77\u304d\u3066\u3044\u308b\u8aa4\u308a\u304c\u69cb\u9020\u7684\u306b\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u30021\u4ef6\u6570\u5341\u5186\u306e\u533a\u5206\u9055\u3044\u3067\u3082\u3001\u6570\u4e07\u4ef6\u306b\u53ca\u3079\u3070\u7121\u8996\u3067\u304d\u306a\u3044\u984d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u904b\u8cc3\u8868\u306e\u7248\u304c\u8907\u6570\u3042\u308b\u3002** \u5e74\u5ea6\u306e\u6539\u5b9a\u3001\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u306e\u6539\u5b9a\u3001\u62e0\u70b9\u3054\u3068\u306e\u500b\u5225\u6761\u4ef6\u304c\u7a4d\u307f\u91cd\u306a\u308a\u3001\u3044\u3064\u304b\u3089\u3069\u306e\u5358\u4fa1\u304c\u52b9\u304f\u306e\u304b\u304c\u5206\u304b\u308a\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002**\u3069\u306e\u7248\u3092\u5f53\u3066\u308b\u304b\u3092\u8a00\u3048\u308b\u306e\u306f\u62c5\u5f53\u80051\u540d\u3060\u3051\u3001\u3068\u3044\u3046\u72b6\u614b\u306b\u306a\u308a\u304c\u3061\u3067\u3059\u3002**\n\n**\uff08c\uff09\u5dee\u7570\u306e\u539f\u56e0\u304c\u81ea\u793e\u5074\u306b\u3042\u308b\u3053\u3068\u3082\u591a\u3044\u3002** 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2\u9031\u9593\u3067\u6570\u5343\u884c\u3092\u78ba\u8a8d\u3059\u308b\u6642\u9593\u306f\u53d6\u308c\u305a\u3001\u5408\u8a08\u91d1\u984d\u3060\u3051\u3092\u898b\u3066\u652f\u6255\u3046\u904b\u7528\u306b\u843d\u3061\u7740\u304d\u307e\u3059\u3002","before_flow_steps":["\u6708\u521d\u3068\u6708\u4e2d\u306b\u3001\u5404\u914d\u9001\u696d\u8005\u304b\u3089\u8acb\u6c42\u66f8\u3068\u660e\u7d30\u304c\u5c4a\u304f\uff08PDF\u6dfb\u4ed8\u3001\u696d\u8005\u30dd\u30fc\u30bf\u30eb\u304b\u3089\u306eCSV\uff09","\u62c5\u5f53\u8005\u304c\u660e\u7d30\u3092\u62e0\u70b9\u5225\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u8acb\u6c42\u66f8\u306e\u5408\u8a08\u91d1\u984d\u3068\u3001\u793e\u5185\u306e\u7269\u6d41\u8cbb\u306e\u898b\u8fbc\u307f\u984d\u3092\u898b\u6bd4\u3079\u308b","\u660e\u7d30\u304c\u6570\u5343\u884c\u3042\u308b\u305f\u3081\u3001\u91d1\u984d\u306e\u5927\u304d\u3044\u884c\u3060\u3051\u3092\u629c\u304d\u53d6\u308b","\u629c\u304d\u53d6\u3063\u305f\u884c\u3092WMS\u3067\u9001\u308a\u72b6\u756a\u53f7\u304b\u3089\u691c\u7d22\u3057\u3001\u30b5\u30a4\u30ba\u533a\u5206\u30fb\u5730\u57df\u533a\u5206\u30fb\u91cd\u91cf\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u308b","\u5951\u7d04\u904b\u8cc3\u8868\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u958b\u304d\u3001\u305d\u306e\u533a\u5206\u306e\u5358\u4fa1\u3092\u63a2\u3059","\u4ed8\u5e2f\u4f5c\u696d\u6599\uff08\u6642\u9593\u6307\u5b9a\u3001\u518d\u914d\u9054\u3001\u8377\u5f79\u3001\u5f85\u6a5f\uff09\u3068\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u3092\u78ba\u8a8d\u3059\u308b","\u5dee\u7570\u304c\u898b\u3064\u304b\u3063\u305f\u3089\u3001\u696d\u8005\u306e\u55b6\u696d\u62c5\u5f53\u3078\u7167\u4f1a\u306e\u30e1\u30fc\u30eb\u3092\u66f8\u304f","\u7d4c\u7406\u3078\u56de\u3057\u3001\u652f\u6255\u3044\u3092\u627f\u8a8d\u3059\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u696d\u8005\u30dd\u30fc\u30bf\u30eb\u304b\u3089\u8acb\u6c42\u660e\u7d30\u3092\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u3001\u6240\u5b9a\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\n2. **\u3010\u81ea\u52d5\u3011** PDF\u306e\u660e\u7d30\u3092\u8aad\u307f\u53d6\u308a\u3001CSV\u306f\u305d\u306e\u307e\u307e\u8aad\u307f\u8fbc\u3080\n3. **\u3010\u81ea\u52d5\u3011** \u696d\u8005\u3054\u3068\u306e\u9805\u76ee\u540d\u3092\u81ea\u793e\u306e\u9805\u76ee\u540d\u306b\u5bfe\u5fdc\u3065\u3051\u308b\uff08\u5bfe\u5fdc\u8868\u306b\u306a\u3044\u9805\u76ee\u306fAI\u304c\u5019\u88dc\u3092\u51fa\u3059\uff09\n4. **\u3010\u81ea\u52d5\u3011** \u9001\u308a\u72b6\u756a\u53f7\u3092\u30ad\u30fc\u306b\u3001\u51fa\u8377\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u51fa\u8377\u65e5\u304b\u3089\u904b\u8cc3\u8868\u306e\u7248\u3092\u9078\u3073\u3001\u3042\u308b\u3079\u304d\u904b\u8cc3\u3092\u8a08\u7b97\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u984d\u3068\u3042\u308b\u3079\u304d\u984d\u306e\u5dee\u30921\u884c\u305a\u3064\u8a08\u7b97\u3059\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u5dee\u7570\u306e\u3042\u308b\u884c\u306b\u539f\u56e0\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3001\u533a\u5206\u3054\u3068\u306b\u307e\u3068\u3081\u308b\n8. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5dee\u7570\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u300c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u300d\u300c\u696d\u8005\u3078\u7167\u4f1a\u300d\u300c\u6b63\u5e38\u300d\u306b\u632f\u308a\u5206\u3051\u308b\n9. **\u3010\u4eba\u3011** 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\u7248\uff08\u9069\u7528\u958b\u59cb\u65e5\uff09\u3054\u3068\u306e\u5358\u4fa1\u30fb\u533a\u5206\u30fb\u4ed8\u5e2f\u6599\u91d1\n   \u2502\n   \u25bc\u3010\u7a81\u5408\u3068\u91d1\u984d\u8a08\u7b97\u3011Python\n   \u2502   \u2500 \u9001\u308a\u72b6\u756a\u53f7\u3067\u7167\u5408\u3057\u3001\u51fa\u8377\u65e5\u304b\u3089\u7248\u3092\u9078\u3073\u3001\u3042\u308b\u3079\u304d\u904b\u8cc3\u3092\u8a08\u7b97\u3059\u308b\n   \u2502   \u2500 \u8acb\u6c42\u984d\u3068\u306e\u5dee\u30921\u884c\u305a\u3064\u51fa\u3059\n   \u2502\n   \u25bc\u3010\u5224\u5b9a\u3011Gemini API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u2502   \u2500 \u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u3065\u3051\u306e\u5019\u88dc\u3001\u5dee\u7570\u306e\u539f\u56e0\u306e\u5206\u985e\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\n   \u2502\n   \u25bc\n\u5dee\u7570\u4e00\u89a7\u30b7\u30fc\u30c8\uff08\u539f\u56e0\u306e\u5019\u88dc\u3054\u3068\u306b\u96c6\u8a08\uff09\u2500\u2500\u3010\u4eba\u304c\u5224\u65ad\u3011\n   \u2502\n   \u25bc\n\u7167\u4f1a\u6587\u3092\u9001\u308b \u2192 \u652f\u6255\u3044\u627f\u8a8d\u3010\u4eba\u304c\u5b9f\u884c\u3011\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u30ef\u30fc\u30af\u30d5\u30ed\u30fc | Make | Power Automate\u3001n8n |\n| \u5b9f\u884c\u74b0\u5883 | Python | Google Apps Script |\n| \u5dee\u7570\u8a08\u7b97 | Python | Google Apps Script |\n| OCR | Google Document AI | Azure AI Document Intelligence\u3001AWS Textract |\n| \u751f\u6210AI | Gemini API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | Claude API\u3001OpenAI API |\n\n**\u904b\u8cc3\u306e\u8a08\u7b97\u3068\u652f\u6255\u7ba1\u7406\u307e\u3067\u884c\u3046\u7269\u6d41\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u5148\u306b\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 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\u300c\u30b5\u30a4\u30ba\u533a\u5206\u306e\u5358\u4fa1\u306b\u5730\u57df\u533a\u5206\u3092\u5f53\u3066\u3001\u4ed8\u5e2f\u6599\u91d1\u3068\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u3092\u8db3\u3059\u300d\u8a08\u7b97\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306a\u3089\u6bce\u56de\u540c\u3058\u7b54\u3048\u3092\u51fa\u3057\u307e\u3059\u3002\u78ba\u5b9f\u306b\u51fa\u305b\u308b\u3082\u306e\u3092\u3001\u308f\u3056\u308f\u3056\u4e0d\u78ba\u5b9f\u306b\u3059\u308b\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002AI\u306b\u306f\u3001**\u696d\u8005\u3054\u3068\u306e\u66f8\u304d\u65b9\u306e\u9055\u3044\u3092\u5438\u53ce\u3059\u308b\u3053\u3068**\u3068\u3001**\u8a08\u7b97\u7d50\u679c\u306b\u610f\u5473\u3092\u4ed8\u3051\u308b\u3053\u3068**\u3060\u3051\u3092\u3055\u305b\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6240\u5b9a\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u30d5\u30a1\u30a4\u30eb\u914d\u7f6e\u3001\u307e\u305f\u306f\u67082\u56de\u306e\u5b9a\u6642\u5b9f\u884c**\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002\u7de0\u3081\u65e5\u304c15\u65e5\u3068\u6708\u672b\u306b\u5206\u304b\u308c\u308b\u305f\u3081\u3001\u67086\u65e5\u306821\u65e5\u306e\u671d\u306b\u8d70\u3089\u305b\u307e\u3059\u3002\n\nMake \u306e\u30b7\u30ca\u30ea\u30aa\u306f\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8a2d\u5b9a\u3067\u5b9f\u884c\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u65e2\u5b9a\u306f15\u5206\u3054\u3068\u3067\u3001\u5206\u5358\u4f4d\u306e\u9593\u9694\u6307\u5b9a\u306e\u307b\u304b Daily\u3001Weekly\u3001Monthly\uff08\u6708\u306e\u6307\u5b9a\u65e5\uff09\u3001On demand \u304b\u3089\u9078\u3079\u307e\u3059\u3002\u6700\u5c0f\u306e\u9593\u9694\u306f\u5951\u7d04\u30d7\u30e9\u30f3\u306b\u3088\u308a\u307e\u3059\u3002\u4eca\u56de\u306f Monthly \u306e\u6307\u5b9a\u65e5\u3067\u8db3\u308a\u307e\u3059\u3002\n\n**\u30dd\u30fc\u30bf\u30eb\u304b\u3089\u306e\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u306f\u81ea\u52d5\u5316\u3057\u307e\u305b\u3093\u3002** \u8a8d\u8a3c\u304c\u3042\u308a\u3001\u81ea\u52d5\u30ed\u30b0\u30a4\u30f3\u304c\u5229\u7528\u898f\u7d04\u306b\u89e6\u308c\u306a\u3044\u304b\u306e\u78ba\u8a8d\u304c\u8981\u308b\u305f\u3081\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8acb\u6c42\u660e\u7d30 | \u9001\u308a\u72b6\u756a\u53f7\u3001\u51fa\u8377\u65e5\u307e\u305f\u306f\u7740\u8377\u65e5\u3001\u5c4a\u3051\u5148\u3001\u533a\u5206\u3001\u91cd\u91cf\u3001\u904b\u8cc3\u3001\u4ed8\u5e2f\u6599\u91d1\u3001\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8 | \u914d\u9001\u696d\u8005 |\n| \u51fa\u8377\u5b9f\u7e3e | \u9001\u308a\u72b6\u756a\u53f7\u3001\u51fa\u8377\u65e5\u3001\u51fa\u8377\u5143\u62e0\u70b9\u3001\u5c4a\u3051\u5148\u306e\u90f5\u4fbf\u756a\u53f7\u3001\u30b5\u30a4\u30ba\u3001\u91cd\u91cf\u3001\u500b\u53e3\u6570 | WMS |\n| \u53d7\u6ce8\u60c5\u5831 | \u30ad\u30e3\u30f3\u30bb\u30eb\u3001\u8fd4\u54c1\u3001\u6642\u9593\u6307\u5b9a\u306e\u6709\u7121 | \u53d7\u6ce8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u904b\u8cc3\u8868\u30de\u30b9\u30bf | \u696d\u8005\u5225\u30fb\u7248\u5225\u306e\u5358\u4fa1\u3001\u5730\u57df\u533a\u5206\u3001\u30b5\u30a4\u30ba\u533a\u5206\u3001\u4ed8\u5e2f\u6599\u91d1\u3001\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8 | \u7269\u6d41\u90e8\u304c\u767b\u9332 |\n| \u4ed8\u5e2f\u4f5c\u696d\u306e\u8a18\u9332 | \u5f85\u6a5f\u3001\u8377\u5f79\u3001\u9928\u5185\u914d\u9001\u306e\u767a\u751f\u8a18\u9332 | \u62e0\u70b9 |\n| \u9805\u76ee\u5bfe\u5fdc\u8868 | \u696d\u8005\u306e\u5217\u540d\u3068\u81ea\u793e\u306e\u9805\u76ee\u540d\u306e\u5bfe\u5fdc | \u7269\u6d41\u90e8\u304c\u767b\u9332 |\n\n**\u904b\u8cc3\u8868\u30de\u30b9\u30bf\u3068\u9805\u76ee\u5bfe\u5fdc\u8868\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u524d\u63d0\u306b\u306a\u308b\u81ea\u793e\u30c7\u30fc\u30bf\u3067\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**CSV\u306e\u8acb\u6c42\u660e\u7d30\uff1a** \u305d\u306e\u307e\u307e\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u307e\u305a\u300c\u660e\u7d30\u3092CSV\u3067\u51fa\u305b\u307e\u3059\u304b\u300d\u3068\u696d\u8005\u306b\u805e\u3044\u3066\u304f\u3060\u3055\u3044\u3002** CSV\u3067\u53d7\u3051\u53d6\u308c\u308c\u3070\u3001OCR\u306e\u5de5\u7a0b\u304c\u4e38\u3054\u3068\u6d88\u3048\u307e\u3059\u3002\n\n**PDF\u306e\u8acb\u6c42\u660e\u7d30\uff1a** OCR\u306b\u56de\u3057\u307e\u3059\u3002Google Document AI \u306e Invoice parser \u306f\u3001\u30d8\u30c3\u30c0\u30fc\u9805\u76ee\u3068\u660e\u7d30\u884c\u306e\u4e21\u65b9\u3092\u62bd\u51fa\u3059\u308b\u3068\u516c\u5f0f\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u4e00\u89a7\u306b\u8a18\u8f09\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057**\u904b\u8cc3\u306e\u660e\u7d30\u306f\u8acb\u6c42\u66f8\u306e\u69d8\u5f0f\u3067\u306f\u306a\u304f\u3001\u6570\u5343\u884c\u306e\u4e00\u89a7\u8868\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044**\u305f\u3081\u3001\u8acb\u6c42\u66f8\u5411\u3051\u306e\u30e2\u30c7\u30eb\u304c\u5408\u3046\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002\u8868\u69cb\u9020\u306e\u8aad\u307f\u53d6\u308a\u306b\u5411\u3044\u305f Form Parser \u3084 Layout Parser\u3001\u81ea\u793e\u306e\u69d8\u5f0f\u3067\u5b66\u7fd2\u3055\u305b\u308b Custom Extractor \u3082\u5019\u88dc\u3067\u3059\u3002**\u81ea\u793e\u306e\u660e\u7d30\u3067\u5b9f\u6e2c\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u51fa\u8377\u5b9f\u7e3e\uff1a** WMS\u304b\u3089CSV\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u304b\u3001API\u3067\u53d6\u5f97\u3057\u307e\u3059\u3002**\u9001\u308a\u72b6\u756a\u53f7\u3092\u5fc5\u305a\u542b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u308c\u304c\u7121\u3044\u3068\u7a81\u5408\u304c\u6210\u7acb\u3057\u307e\u305b\u3093\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u3065\u3051** \u2026 \u696d\u8005\u3054\u3068\u306b\u5217\u540d\u304c\u9055\u3044\u3001\u300c\u30b5\u30a4\u30ba\u300d\u3068\u300c\u898f\u683c\u300d\u304c\u540c\u3058\u610f\u5473\u3060\u3063\u305f\u308a\u3001\u300c\u624b\u6570\u6599\u300d\u306e\u4e2d\u8eab\u304c\u9055\u3063\u305f\u308a\u3057\u307e\u3059\u3002\u5bfe\u5fdc\u8868\u3092\u4f5c\u308a\u3001**\u8868\u306b\u7121\u3044\u5217\u3060\u3051AI\u306b\u5019\u88dc\u3092\u51fa\u3055\u305b\u307e\u3059\u3002\u78ba\u5b9a\u306f\u4eba\u304c\u884c\u3044\u3001\u5bfe\u5fdc\u8868\u306b\u8ffd\u8a18\u3057\u307e\u3059**\n2. **\u9001\u308a\u72b6\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u30cf\u30a4\u30d5\u30f3\u3001\u524d\u30bc\u30ed\u3001\u534a\u89d2\u3068\u5168\u89d2\u304c\u6df7\u3056\u308a\u307e\u3059\u3002\u6570\u5b57\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u6bd4\u8f03\u3057\u307e\u3059\n3. **\u5bfe\u8c61\u671f\u9593\u306e\u5207\u308a\u51fa\u3057** \u2026 \u7de0\u3081\u65e5\u304c\u696d\u8005\u3054\u3068\u306b\u9055\u3044\u3001**\u8acb\u6c42\u306e\u57fa\u6e96\u3082\u300c\u767a\u9001\u65e5\u300d\u3068\u300c\u7740\u8377\u65e5\u300d\u304c\u3042\u308a\u307e\u3059\u3002** \u7740\u8377\u65e5\u57fa\u6e96\u3067\u306f\u6708\u672b\u306b\u51fa\u3057\u305f\u8377\u7269\u304c\u7fcc\u6708\u306e\u8acb\u6c42\u306b\u8f09\u308b\u305f\u3081\u3001\u7de0\u3081\u671f\u9593\u3060\u3051\u3092\u8aad\u3080\u3068\u6708\u5883\u306e\u884c\u304c\u5168\u90e8\u300c\u5b9f\u7e3e\u306a\u3057\u300d\u306b\u306a\u308a\u307e\u3059\u3002**\u51fa\u8377\u5b9f\u7e3e\u306f\u524d\u5f8c1\u304b\u6708\u3092\u542b\u3081\u3066\u8aad\u307f\u8fbc\u307f\u307e\u3059**\n4. **\u91d1\u984d\u306e\u578b\u3092\u305d\u308d\u3048\u308b** \u2026 \u30ab\u30f3\u30de\u5165\u308a\u306e\u6587\u5b57\u5217\u3092\u6570\u5024\u306b\u76f4\u3057\u3001\u7a0e\u8fbc\u304b\u7a0e\u629c\u304b\u3092\u696d\u8005\u3054\u3068\u306b\u78ba\u8a8d\u3057\u307e\u3059\n5. **\u904b\u8cc3\u8868\u306e\u7248\u306e\u9078\u629e** \u2026 **\u8acb\u6c42\u65e5\u3067\u306f\u306a\u304f\u51fa\u8377\u65e5\u3067\u7248\u3092\u9078\u3073\u307e\u3059\u3002** \u6539\u5b9a\u65e5\u3092\u307e\u305f\u3050\u6708\u306f\u3001\u540c\u3058\u8acb\u6c42\u66f8\u306e\u4e2d\u306b2\u3064\u306e\u7248\u304c\u6df7\u5728\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u9805\u76ee\u540d\u306e\u5bfe\u5fdc\u3065\u3051 | \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u5217\u304c\u81ea\u793e\u306e\u3069\u306e\u9805\u76ee\u306b\u5f53\u305f\u308b\u304b\u306e\u5019\u88dc\u3092\u51fa\u3059\uff08\u78ba\u5b9a\u306f\u4eba\uff09 |\n| \u5dee\u7570\u306e\u539f\u56e0\u306e\u5206\u985e | \u7a81\u5408\u3067\u51fa\u305f\u5dee\u7570\u306b\u539f\u56e0\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3001\u533a\u5206\u3054\u3068\u306b\u307e\u3068\u3081\u308b |\n| \u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d | \u5bfe\u8c61\u306e\u9001\u308a\u72b6\u756a\u53f7\u3068\u5dee\u984d\u3092\u6dfb\u3048\u305f\u7167\u4f1a\u306e\u77ed\u6587\u3092\u4f5c\u308b |\n\n**AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068**\u306f4\u3064\u3067\u3059\u3002\u91d1\u984d\u306e\u8a08\u7b97\uff08\u3042\u308b\u3079\u304d\u904b\u8cc3\u3082\u5dee\u984d\u3082\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3059\uff09\u3001\u533a\u5206\u306e\u5224\u5b9a\uff08\u30b5\u30a4\u30ba\u533a\u5206\u3084\u5730\u57df\u533a\u5206\u3092\u4f4f\u6240\u3084\u54c1\u540d\u304b\u3089\u63a8\u6e2c\u3055\u305b\u306a\u3044\uff09\u3001\u904b\u8cc3\u6539\u5b9a\u306e\u5185\u5bb9\u306e\u63a8\u6e2c\u3001\u904e\u5927\u8acb\u6c42\u306e\u65ad\u5b9a\u3067\u3059\u3002\n\n**\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u306f\u63a8\u6e2c\u306e\u5bfe\u8c61\u306b\u3057\u3084\u3059\u3044\u306e\u3067\u3001\u7279\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u30c8\u30e9\u30c3\u30af\u904b\u9001\u3067\u306f\u3001\u56fd\u571f\u4ea4\u901a\u7701\u304c\u4ee4\u548c2\u5e744\u6708\u306b\u544a\u793a\u3057\u305f\u300c\u6a19\u6e96\u7684\u306a\u904b\u8cc3\u300d\u306e\u4e00\u90e8\u3068\u3057\u3066\u3001\u4ee4\u548c5\u5e743\u6708\u306b\u71c3\u6599\u30b5\u30fc\u30c1\u30e3\u30fc\u30b8\u306e\u7b97\u51fa\u65b9\u6cd5\u7b49\u304c\u544a\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3053\u308c\u306f\u3001\u4e8b\u696d\u8005\u304c\u4e8b\u696d\u3092\u6301\u7d9a\u3059\u308b\u305f\u3081\u306e\u53c2\u8003\u3068\u3057\u3066\u793a\u3055\u308c\u305f\u3082\u306e\u3067\u3059\u3002**\u81ea\u793e\u306e\u5951\u7d04\u3067\u3069\u306e\u57fa\u6e96\u4fa1\u683c\u30fb\u6539\u5b9a\u6642\u671f\u304c\u9069\u7528\u3055\u308c\u308b\u304b\u306f\u3001\u5951\u7d04\u66f8\u3068\u6539\u5b9a\u901a\u77e5\u306b\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u307e\u305b\u3093\u3002** \u6539\u5b9a\u901a\u77e5\u304c\u5c4a\u3044\u305f\u3089\u7269\u6d41\u90e8\u304c\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002**\u3053\u306e\u767b\u9332\u3092\u4eba\u306e\u4f5c\u696d\u3068\u3057\u3066\u6b8b\u3059\u3053\u3068\u304c\u5b89\u5168\u88c5\u7f6e\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u8377\u4e3b\u4f01\u696d\u306e\u7269\u6d41\u62c5\u5f53\u3092\u652f\u63f4\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u904b\u8cc3\u306e\u8acb\u6c42\u660e\u7d30\u3068\u51fa\u8377\u5b9f\u7e3e\u306e\u7a81\u5408\u7d50\u679c\u3092\u6e21\u3057\u307e\u3059\u3002\n\u5dee\u7570\u306e\u3042\u308b\u884c\u306b\u3001\u539f\u56e0\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3066\u5206\u985e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3001\u91cd\u91cf\u3001\u500b\u6570\u3092\u8a08\u7b97\u3057\u76f4\u3055\u305a\u3001\u5024\u3092\u305d\u306e\u307e\u307e\u5f15\u304d\u7d99\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u904e\u5927\u8acb\u6c42\u300d\u3068\u65ad\u5b9a\u305b\u305a\u3001\u81ea\u793e\u306e\u51fa\u8377\u30c7\u30fc\u30bf\u5074\u306e\u8aa4\u308a\u3067\u3042\u308b\n  \u53ef\u80fd\u6027\u3092\u5fc5\u305a\u4f75\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u539f\u56e0\u306f\u51fa\u529b\u30b9\u30ad\u30fc\u30de\u306e\u5019\u88dc\u304b\u3089\u9078\u3073\u3001\u5f53\u3066\u306f\u307e\u3089\u306a\u3051\u308c\u3070\n  \"unknown\" \u3068\u3057\u3001\u5224\u65ad\u3067\u304d\u306a\u3044\u7406\u7531\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904b\u8cc3\u8868\u306b\u7121\u3044\u5358\u4fa1\u3084\u6539\u5b9a\u5185\u5bb9\u3092\u63a8\u6e2c\u305b\u305a\u3001\u8a72\u5f53\u3059\u308b\u5358\u4fa1\u304c\u7121\u3044\u884c\u306f\n  needs_master_update \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a81\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u539f\u56e0\u3092\u63a8\u6e2c\u305b\u305a unmatched \u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540c\u3058\u539f\u56e0\u306e\u884c\u306f\u307e\u3068\u3081\u3001\u4ef6\u6570\u3068\u5dee\u984d\u306e\u5408\u8a08\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u306f4\u884c\u4ee5\u5185\u306b\u3057\u3001\u4e8b\u5b9f\u306e\u78ba\u8a8d\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7a81\u5408\u7d50\u679c\uff08\u5dee\u7570\u306e\u3042\u308b\u884c\uff09\u3011\n{diff_rows}\n\n\u3010\u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u3011\n{tariff_version}\n```\n\n**\u300c\u904e\u5927\u8acb\u6c42\u3068\u65ad\u5b9a\u3057\u306a\u3044\u300d\u300c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u306e\u53ef\u80fd\u6027\u3092\u4f75\u8a18\u3059\u308b\u300d\u306e2\u884c\u304c\u6700\u3082\u91cd\u8981\u3067\u3059\u3002** \u3053\u3053\u3092\u5916\u3059\u3068\u3001\u81ea\u793e\u306e\u767b\u9332\u30df\u30b9\u3092\u696d\u8005\u3078\u7167\u4f1a\u3059\u308b\u4e8b\u6545\u304c\u8d77\u304d\u307e\u3059\u3002\u4e00\u5ea6\u305d\u308c\u3092\u3084\u308b\u3068\u6b21\u304b\u3089\u696d\u8005\u306e\u5bfe\u5fdc\u304c\u614e\u91cd\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n\u5dee\u7570\u306e\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u884c\u306b\u843d\u3068\u3059\u305f\u3081\u3001\u81ea\u7531\u6587\u3067\u306f\u6271\u3048\u307e\u305b\u3093\u3002Gemini API \u306b\u306f\u3001`response_format` \u306b `mime_type` \u3068 JSON Schema \u3092\u6307\u5b9a\u3057\u3066\u51fa\u529b\u5f62\u5f0f\u3092\u56fa\u5b9a\u3059\u308b\u69cb\u9020\u5316\u51fa\u529b\u306e\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002\n\n```json\n{\n  \"groups\": [\n    {\n      \"carrier\": \"\",\n      \"origin_site\": \"\",\n      \"cause_candidate\": \"size_class | area_class | weight_class | redelivery | accessorial | fuel_surcharge | tariff_version | own_data_error | actual_cost | unknown\",\n      \"row_count\": 0,\n      \"difference_total\": \"\",\n      \"direction\": \"billed_higher | billed_lower\",\n      \"own_side_possibility\": \"\",\n      \"carrier_side_possibility\": \"\",\n      \"inquiry_draft\": \"\"\n    }\n  ],\n  \"unmatched\": [\n    { \"tracking_number\": \"\", \"side\": \"billing_only | shipment_only\", \"reason\": \"\" }\n  ],\n  \"needs_master_update\": []\n}\n```\n\n`difference_total` \u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8a08\u7b97\u3057\u305f\u5024\u3092\u6587\u5b57\u5217\u3068\u3057\u3066\u5f15\u304d\u7d99\u304c\u305b\u307e\u3059\u3002**\u6570\u5024\u3068\u3057\u3066\u518d\u51fa\u529b\u3055\u305b\u308b\u3068\u3001\u6841\u3092\u843d\u3068\u3057\u305f\u5024\u304c\u8fd4\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** `own_side_possibility` \u3068 `carrier_side_possibility` \u3092\u5206\u3051\u3066\u3044\u308b\u306e\u306f\u3001**\u3069\u3061\u3089\u306e\u8aa4\u308a\u304b\u5206\u304b\u3089\u306a\u3044\u72b6\u614b\u3092\u69cb\u9020\u3068\u3057\u3066\u6b8b\u3059\u305f\u3081**\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n\u5dee\u7570\u306e\u4e00\u89a7\u306f\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\u5217\u306f\u3001\u539f\u56e0\u306e\u5019\u88dc\u3001\u696d\u8005\u3001\u62e0\u70b9\u3001\u4ef6\u6570\u3001\u5dee\u984d\u306e\u5408\u8a08\u3001\u81ea\u793e\u5074\u306e\u53ef\u80fd\u6027\u3001\u696d\u8005\u5074\u306e\u53ef\u80fd\u6027\u3001\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3001\u7167\u4f1a\u306e\u7d50\u679c\u3067\u3059\u3002\n\n**\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3092\u66f8\u304f\u5217\u3092\u5fc5\u305a\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u300d\u300c\u696d\u8005\u3078\u7167\u4f1a\u300d\u300c\u6b63\u5e38\u300d\u306e3\u629e\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u5217\u304c\u7fcc\u6708\u306e\u5165\u529b\u306b\u306a\u308a\u307e\u3059\u3002\u524d\u6708\u306b\u300c\u6b63\u5e38\u300d\u3068\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u7fcc\u6708\u306f\u305d\u306e\u65e8\u3092\u6dfb\u3048\u3066\u8868\u793a\u3057\u307e\u3059\u3002\u305d\u3046\u3057\u306a\u3044\u3068\u3001**\u6bce\u6708\u5fc5\u305a\u51fa\u308b\u6b63\u5e38\u306a\u5dee\u7570\uff08\u30c1\u30e3\u30fc\u30bf\u30fc\u4fbf\u306e\u5b9f\u8cbb\u7cbe\u7b97\u306a\u3069\uff09\u304c\u4e0a\u4f4d\u306b\u5c45\u5ea7\u308a\u307e\u3059\u3002**\n\n**\u652f\u6255\u30c7\u30fc\u30bf\u3078\u306e\u66f8\u304d\u623b\u3057\u306f\u3057\u307e\u305b\u3093\u3002** \u652f\u6255\u3044\u3092\u6b62\u3081\u308b\u304b\u6e1b\u984d\u3057\u3066\u6255\u3046\u304b\u306f\u3001\u696d\u8005\u3068\u306e\u95a2\u4fc2\u3092\u542b\u3080\u5224\u65ad\u3067\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u5dee\u7570\u306e\u4ed8\u3044\u305f\u884c\u306f\u3001\u539f\u56e0\u306e\u5019\u88dc\u3054\u3068\u306b\u307e\u3068\u3081\u305f\u5358\u4f4d\u3067\u4eba\u304c\u5168\u4ef6\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002** \u898b\u308b\u306e\u306f3\u70b9\u3067\u3059\u3002\n\n1. **\u305d\u306e\u5dee\u7570\u304c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u3067\u306f\u306a\u3044\u304b** \u2026 \u51fa\u8377\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u767b\u9332\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u306e\u53cd\u6620\u6f0f\u308c\u3092\u5148\u306b\u7591\u3044\u307e\u3059\u3002**\u3053\u3053\u3092\u98db\u3070\u3057\u3066\u7167\u4f1a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n2. **\u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u304c\u6b63\u3057\u3044\u304b** \u2026 \u5dee\u7570\u304c\u7279\u5b9a\u306e\u65e5\u4ed8\u304b\u3089\u4e00\u6589\u306b\u51fa\u3066\u3044\u308c\u3070\u3001\u7248\u306e\u9078\u629e\u3092\u7591\u3044\u307e\u3059\n3. **\u7167\u4f1a\u6587\u306e\u5185\u5bb9** \u2026 \u9001\u4fe1\u524d\u306b\u5fc5\u305a\u8aad\u307f\u307e\u3059\u3002\u8fd4\u91d1\u306e\u8981\u6c42\u306f\u4eba\u304c\u5224\u65ad\u3057\u3066\u66f8\u304d\u8db3\u3057\u307e\u3059\n\n**\u7a81\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306f\u3001\u5dee\u7570\u306e\u884c\u3088\u308a\u5148\u306b\u898b\u307e\u3059\u3002** \u8acb\u6c42\u306b\u3042\u3063\u3066\u51fa\u8377\u5b9f\u7e3e\u306b\u7121\u3044\u884c\u306f\u3001\u4ed6\u793e\u306e\u8377\u7269\u304c\u6df7\u3056\u3063\u3066\u3044\u308b\u304b\u3001\u81ea\u793e\u306e\u51fa\u8377\u767b\u9332\u304c\u6f0f\u308c\u3066\u3044\u308b\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3001\u91d1\u984d\u306e\u5dee\u7570\u3088\u308a\u91cd\u3044\u8a71\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u9001\u308a\u72b6\u756a\u53f7\u304c\u51fa\u8377\u5b9f\u7e3e\u306b\u7121\u3044 | `unmatched` \u3068\u3057\u3066\u4e00\u89a7\u306e\u5148\u982d\u306b\u51fa\u3059\u3002**\u539f\u56e0\u3092AI\u306b\u63a8\u6e2c\u3055\u305b\u306a\u3044** |\n| \u51fa\u8377\u5b9f\u7e3e\u306b\u3042\u308b\u304c\u8acb\u6c42\u306b\u7121\u3044 | \u540c\u3058\u304f `unmatched` \u306b\u51fa\u3059\u3002\u7fcc\u6708\u306b\u8acb\u6c42\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u30812\u304b\u6708\u306f\u8ffd\u8de1\u3059\u308b |\n| \u8fd4\u54c1\u30fb\u518d\u51fa\u8377\u3067\u5225\u306e\u9001\u308a\u72b6\u756a\u53f7\u304c\u4ed8\u304f | \u5143\u306e\u756a\u53f7\u3068\u7d10\u3065\u304f\u5217\u304cWMS\u306b\u3042\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3002\u7121\u3051\u308c\u3070\u300c\u8fd4\u54c1\u6271\u3044\u300d\u3068\u3057\u3066\u5225\u306b\u96c6\u8a08\u3059\u308b |\n| \u8907\u6570\u500b\u53e3\u3067\u9001\u308a\u72b6\u756a\u53f7\u304c\u8907\u6570\u4ed8\u304f | \u89aa\u756a\u53f7\u3067\u307e\u3068\u3081\u3066\u304b\u3089\u7a81\u5408\u3059\u308b\u3002**\u500b\u53e3\u5358\u4f4d\u306e\u8acb\u6c42\u3068\u51fa\u8377\u5358\u4f4d\u306e\u5b9f\u7e3e\u30921\u5bfe1\u3067\u6bd4\u3079\u308b\u3068\u5168\u884c\u304c\u5dee\u7570\u306b\u306a\u308b** |\n| \u904b\u8cc3\u8868\u306b\u305d\u306e\u671f\u9593\u306e\u7248\u304c\u7121\u3044 | \u8a08\u7b97\u3092\u6b62\u3081\u3001`needs_master_update` \u306b\u5165\u308c\u3066\u62c5\u5f53\u3078\u901a\u77e5\u3059\u308b\u3002**\u524d\u306e\u7248\u3067\u4ee3\u7528\u3057\u306a\u3044** |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u8acb\u6c42\u660e\u7d30\u306e\u539f\u672c\u3068\u3001\u7a81\u5408\u7d50\u679c\u306e\u5168\u4ef6\uff08\u5dee\u7570\u304c\u7121\u304b\u3063\u305f\u884c\u3082\u542b\u3080\uff09\n- \u9069\u7528\u3057\u305f\u904b\u8cc3\u8868\u306e\u7248\u306eID\u3068\u3001AI\u304c\u4ed8\u3051\u305f\u539f\u56e0\u306e\u5019\u88dc\n- \u62c5\u5f53\u8005\u306e\u5224\u65ad\uff08\u81ea\u793e\u5074\u306e\u8aa4\u308a\uff0f\u696d\u8005\u3078\u7167\u4f1a\uff0f\u6b63\u5e38\uff09\u3068\u3001\u7167\u4f1a\u306e\u7d50\u679c\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u6210\u679c\u3092\u6e2c\u308b\u552f\u4e00\u306e\u6750\u6599\u3067\u3059\u3002** \u300c\u7167\u4f1a\u3057\u305f120\u884c\u306e\u3046\u3061\u3001\u696d\u8005\u304c\u4fee\u6b63\u3057\u305f\u306e\u306f40\u884c\u3001\u81ea\u793e\u306e\u767b\u9332\u30df\u30b9\u304c60\u884c\u3001\u5951\u7d04\u3069\u304a\u308a\u304c20\u884c\u300d\u3068\u5206\u304b\u3063\u3066\u521d\u3081\u3066\u3001\u4fa1\u5024\u304c\u6570\u5b57\u306b\u306a\u308a\u307e\u3059\u3002\n\n\u96fb\u5b50\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u3063\u305f\u8acb\u6c42\u660e\u7d30\u306f\u3001\u96fb\u5b50\u5e33\u7c3f\u4fdd\u5b58\u6cd5\u306e\u96fb\u5b50\u53d6\u5f15\u306b\u5f53\u305f\u308a\u307e\u3059\u3002\u56fd\u7a0e\u5e81\u306e\u4e00\u554f\u4e00\u7b54\u3067\u306f\u3001\u898b\u8aad\u53ef\u80fd\u88c5\u7f6e\u306e\u5099\u4ed8\u3051\u3001\u691c\u7d22\u6a5f\u80fd\u306e\u78ba\u4fdd\u3001\u771f\u5b9f\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u63aa\u7f6e\u304c\u5fc5\u8981\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u691c\u7d22\u6a5f\u80fd\u306f\u3001\u65e5\u4ed8\u3084\u53d6\u5f15\u91d1\u984d\u306a\u3069\u306e\u4e3b\u8981\u306a\u8a18\u9332\u9805\u76ee\u3092\u6761\u4ef6\u306b\u3067\u304d\u308b\u3053\u3068\u3001\u65e5\u4ed8\u3068\u91d1\u984d\u306f\u7bc4\u56f2\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3001\u4e8c\u4ee5\u4e0a\u306e\u8a18\u9332\u9805\u76ee\u3092\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068\u306e3\u70b9\u3067\u3059\u3002**\u81ea\u793e\u306e\u4fdd\u5b58\u65b9\u6cd5\u304c\u8981\u4ef6\u3092\u6e80\u305f\u3059\u304b\u306f\u9867\u554f\u7a0e\u7406\u58eb\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup":"1. 1\u3064\u306e\u62e0\u70b9\u30fb1\u793e\u30fb1\u304b\u6708\u5206\u306e\u8acb\u6c42\u660e\u7d30\u3092CSV\u3067\u7528\u610f\u3059\u308b\n2. \u540c\u3058\u671f\u9593\u306e\u51fa\u8377\u5b9f\u7e3e\u3092WMS\u304b\u3089CSV\u3067\u51fa\u3059\uff08\u9001\u308a\u72b6\u756a\u53f7\u3092\u542b\u3081\u308b\uff09\n3. \u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u95a2\u6570\u3067\u3001\u9001\u308a\u72b6\u756a\u53f7\u3092\u30ad\u30fc\u306b2\u3064\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\n4. \u4f55\uff05\u306e\u884c\u304c\u4e00\u81f4\u3057\u305f\u304b\u3092\u6570\u3048\u308b\n5. \u4e00\u81f4\u3057\u305f\u884c\u306b\u3064\u3044\u3066\u3001\u8acb\u6c42\u306e\u533a\u5206\u3068\u81ea\u793e\u304c\u767b\u9332\u3057\u305f\u533a\u5206\u304c\u540c\u3058\u304b\u3092\u6570\u3048\u308b\n\n**AI\u3092\u4f7f\u308f\u305a\u306b\u3001\u3053\u3053\u307e\u3067\u9032\u3081\u3066\u304f\u3060\u3055\u3044\u3002** **\u7a81\u5408\u304c\u6210\u7acb\u3059\u308b\u304b**\u3068\u3001**\u5dee\u7570\u304c\u51fa\u308b\u884c\u306e\u5272\u5408**\u304c\u5206\u304b\u308a\u307e\u3059\u3002\n\n| \u9001\u308a\u72b6\u756a\u53f7\u306e\u4e00\u81f4\u7387 | \u5224\u65ad |\n|:--|:--|\n| 95\uff05\u4ee5\u4e0a | \u7a81\u5408\u304c\u6210\u7acb\u3059\u308b\u3002\u6b21\u3078\u9032\u3080 |\n| 80\u301c95\uff05 | \u6708\u3092\u307e\u305f\u3050\u884c\u3001\u8907\u6570\u500b\u53e3\u3001\u8fd4\u54c1\u3092\u5206\u3051\u3066\u304b\u3089\u6570\u3048\u76f4\u3059 |\n| 80\uff05\u672a\u6e80 | WMS\u306e\u9001\u308a\u72b6\u756a\u53f7\u306e\u8a18\u9332\u306b\u6f0f\u308c\u304c\u3042\u308b\u3002\u30c7\u30fc\u30bf\u6574\u5099\u304c\u5148 |\n\n\u6b21\u306b\u3001\u4e00\u81f4\u3057\u305f\u884c\u304b\u3089100\u884c\u3092\u9078\u3073\u3001**\u904b\u8cc3\u8868\u3092\u898b\u306a\u304c\u3089\u624b\u3067\u8a08\u7b97\u3057\u3066\u8acb\u6c42\u984d\u3068\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u3067\u521d\u3081\u3066\u3001\u5dee\u7570\u304c\u4f55\uff05\u306e\u884c\u306b\u51fa\u308b\u306e\u304b\u3001\u3069\u3061\u3089\u5074\u306e\u8aa4\u308a\u304c\u591a\u3044\u306e\u304b\u304c\u898b\u3048\u307e\u3059\u3002\n\n**\u300c\u3044\u304f\u3089\u53d6\u308a\u623b\u305b\u308b\u304b\u300d\u306f\u3001\u3053\u306e\u8a66\u884c\u3067\u521d\u3081\u3066\u5206\u304b\u308a\u307e\u3059\u3002\u5c0e\u5165\u524d\u306b\u898b\u8fbc\u307f\u984d\u3092\u7f6e\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5dee\u7570\u306e\u5927\u534a\u304c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u306a\u3089\u3001\u53d6\u308a\u623b\u305b\u308b\u91d1\u984d\u306f\u307b\u3068\u3093\u3069\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u308c\u3067\u3082\u3001**\u81ea\u793e\u306e\u51fa\u8377\u30c7\u30fc\u30bf\u304c\u6b63\u3057\u304f\u306a\u308b\u6210\u679c\u306f\u6b8b\u308a\u307e\u3059\u3002**","minimal_setup_short":"\u8868\u8a08\u7b97\u30bd\u30d5\u30c8\u306e\u95a2\u6570\u30671\u793e\u5206\u3092\u7a81\u5408\u3057\u3001\u5dee\u7570\u3092\u76ee\u3067\u898b\u308b \uff0f \u7a81\u304d\u5408\u308f\u305b\u306e\u307f","semi_auto_setup":"\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u67082\u56de\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001Python \u304c\u5168\u793e\u5206\u3092\u7a81\u5408\u3057\u3066\u5dee\u7570\u4e00\u89a7\u3092\u4f5c\u308b \uff0f \u8aad\u307f\u53d6\u308a\u30fb\u7a81\u5408\u30fb\u8a08\u7b97\u30fb\u5206\u985e","full_setup":"\u4e0a\u8a18\uff0bPDF\u660e\u7d30\u306eOCR\uff0b\u7248\u7ba1\u7406\uff0b\u524d\u6708\u5224\u65ad\u306e\u5f15\u304d\u7d99\u304e\uff0b\u7167\u4f1a\u6587\u306e\u751f\u6210 \uff0f \u7167\u4f1a\u306e\u76f4\u524d\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u306e\u6642\u70b9\u3067\u52b9\u679c\u306e\u5927\u534a\u304c\u51fa\u307e\u3059\u3002** \u5168\u4ef6\u3092\u6a5f\u68b0\u7684\u306b\u7a81\u304d\u5408\u308f\u305b\u308b\u3060\u3051\u3067\u3001\u629c\u304d\u53d6\u308a\u78ba\u8a8d\u304c\u4e0d\u8981\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002\u672c\u683c\u69cb\u6210\u3068\u306e\u5dee\u306f\u3001PDF\u3078\u306e\u5bfe\u5fdc\u3068\u7248\u7ba1\u7406\u3067\u3059\u3002\n**\u672c\u683c\u69cb\u6210\u3067\u3082\u3001\u652f\u6255\u3044\u306e\u4fdd\u7559\u3084\u6e1b\u984d\u306f\u81ea\u52d5\u5316\u3057\u307e\u305b\u3093\u3002** \u5dee\u7570\u304c\u81ea\u793e\u5074\u306e\u8aa4\u308a\u3067\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u4ee5\u4e0a\u3001\u6a5f\u68b0\u306e\u5224\u5b9a\u3060\u3051\u3067\u652f\u6255\u3044\u3092\u6b62\u3081\u308b\u3068\u53d6\u5f15\u3092\u58ca\u3057\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u9001\u308a\u72b6\u756a\u53f7\u306e\u66f8\u5f0f\u304c\u696d\u8005\u3054\u3068\u306b\u9055\u3046 | \u6570\u5b57\u3060\u3051\u3092\u53d6\u308a\u51fa\u3057\u3066\u6bd4\u8f03\u3059\u308b\u3002\u524d\u30bc\u30ed\u3068\u30cf\u30a4\u30d5\u30f3\u3092\u843d\u3068\u3059 |\n| \u6708\u3092\u307e\u305f\u3050\u884c\u304c\u6bce\u6708\u300c\u5b9f\u7e3e\u306a\u3057\u300d\u306b\u306a\u308b | \u8aad\u307f\u8fbc\u307f\u7bc4\u56f2\u3092\u524d\u5f8c1\u304b\u6708\u306b\u5e83\u3052\u308b\u3002\u8acb\u6c42\u306e\u57fa\u6e96\u304c\u767a\u9001\u65e5\u304b\u7740\u8377\u65e5\u304b\u3092\u78ba\u8a8d\u3059\u308b |\n| \u904b\u8cc3\u8868\u306e\u7248\u3092\u307e\u305f\u3050\u6708\u3067\u5dee\u7570\u304c\u4e00\u6589\u306b\u51fa\u308b | \u51fa\u8377\u65e5\u3067\u7248\u3092\u9078\u3076\u3002\u5dee\u7570\u304c\u7279\u5b9a\u306e\u65e5\u4ed8\u304b\u3089\u59cb\u307e\u3063\u3066\u3044\u305f\u3089\u7248\u3092\u7591\u3046 |\n| \u81ea\u793e\u5074\u306e\u8aa4\u308a\u3092\u696d\u8005\u3078\u7167\u4f1a\u3057\u3066\u3057\u307e\u3046 | \u300c\u81ea\u793e\u5074\u306e\u53ef\u80fd\u6027\u300d\u3092\u5fc5\u305a\u4f75\u8a18\u3055\u305b\u3001\u7167\u4f1a\u306e\u524d\u306b\u51fa\u8377\u30c7\u30fc\u30bf\u3092\u78ba\u8a8d\u3059\u308b |\n| \u5dee\u7570\u304c\u591a\u3059\u304e\u3066\u898b\u304d\u308c\u306a\u3044 | \u539f\u56e0\u306e\u5019\u88dc\u3054\u3068\u306b\u307e\u3068\u3081\u308b\u3002\u524d\u6708\u300c\u6b63\u5e38\u300d\u3068\u3057\u305f\u7d44\u307f\u5408\u308f\u305b\u306f\u8868\u793a\u9806\u3092\u4e0b\u3052\u308b |\n| PDF\u660e\u7d30\u306e\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u304c\u51fa\u306a\u3044 | \u696d\u8005\u306bCSV\u3067\u306e\u63d0\u4f9b\u3092\u4f9d\u983c\u3059\u308b\u3002**\u3053\u308c\u304c\u6700\u3082\u78ba\u5b9f\u3067\u3001\u8cbb\u7528\u3082\u304b\u304b\u3089\u306a\u3044** |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5c4a\u3051\u5148\u306e\u4f4f\u6240\u3068\u6c0f\u540d\u3001\u9001\u308a\u72b6\u756a\u53f7\u3001\u904b\u8cc3\u306e\u5358\u4fa1\u3001\u5951\u7d04\u6761\u4ef6\u3002**\u500b\u4eba\u5b9b\u306e\u5b85\u914d\u304c\u3042\u308c\u3070\u3001\u5c4a\u3051\u5148\u306f\u500b\u4eba\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5c4a\u3051\u5148\u60c5\u5831\u3092\u5916\u90e8AI\u3078\u6e21\u3055\u306a\u3044** \u2026 \u539f\u56e0\u306e\u5019\u88dc\u4ed8\u3051\u306b\u3001\u5c4a\u3051\u5148\u306e\u6c0f\u540d\u3084\u4f4f\u6240\u306e\u5168\u6587\u306f\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002**AI\u3078\u6e21\u3059\u306e\u306f\u3001\u5dee\u7570\u306e\u91d1\u984d\u3001\u533a\u5206\u3001\u4ef6\u6570\u3001\u62e0\u70b9\u3001\u696d\u8005\u540d\u307e\u3067\u306b\u3057\u307e\u3059\u3002** \u5730\u57df\u533a\u5206\u306e\u9055\u3044\u3092\u898b\u308b\u3068\u304d\u3082\u90f5\u4fbf\u756a\u53f7\u306e\u4e0a\u4f4d3\u6841\u3067\u8db3\u308a\u307e\u3059\n2. **\u904b\u8cc3\u5358\u4fa1\u306e\u6271\u3044** \u2026 \u5951\u7d04\u904b\u8cc3\u306f\u79d8\u5bc6\u4fdd\u6301\u306e\u5bfe\u8c61\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u4e3b\u8981\u306a\u696d\u8005\u3068\u306e\u5951\u7d04\u306b\u79d8\u5bc6\u4fdd\u6301\u6761\u9805\u304c\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\n3. **\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\n4. **\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \u2026 \u5dee\u7570\u4e00\u89a7\u306b\u306f\u5168\u696d\u8005\u306e\u5358\u4fa1\u3068\u62e0\u70b9\u5225\u306e\u7269\u6d41\u8cbb\u304c\u4e26\u3073\u307e\u3059\u3002\u7269\u6d41\u90e8\u3068\u7d4c\u7406\u90e8\u306b\u9650\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\n5. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u7a81\u5408\u3001\u8a08\u7b97\u3001\u5206\u985e\u3001\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u3002**\u652f\u6255\u3044\u306e\u4fdd\u7559\u3001\u6e1b\u984d\u3001\u7167\u4f1a\u306e\u9001\u4fe1\u306f\u81ea\u52d5\u5316\u3057\u307e\u305b\u3093**\n\n\u30ea\u30b9\u30af\u306f2\u3064\u3067\u3059\u3002**\u81ea\u793e\u5074\u306e\u8aa4\u308a\u3092\u696d\u8005\u3078\u7167\u4f1a\u3057\u3066\u3057\u307e\u3046\u3053\u3068**\u3068\u3001**\u5dee\u7570\u3092\u898b\u9003\u3057\u3066\u6255\u3044\u904e\u304e\u305f\u307e\u307e\u306b\u3059\u308b\u3053\u3068**\u3002\u524d\u8005\u306f\u53d6\u5f15\u95a2\u4fc2\u306b\u97ff\u304d\u3001\u5f8c\u8005\u306f\u9759\u304b\u306b\u7d9a\u304d\u307e\u3059\u3002\u5224\u65ad\u306e\u5c65\u6b74\u3092\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002","recommended_for":"\u914d\u9001\u696d\u8005\u30923\u793e\u4ee5\u4e0a\u4f7f\u3063\u3066\u3044\u308b\u8377\u4e3b\u4f01\u696d\u3002\u51fa\u8377\u5b9f\u7e3e\u304c\u5009\u5eab\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u307e\u305f\u306f\u53d7\u6ce8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u6b8b\u3063\u3066\u304a\u308a\u3001\u5404\u884c\u306b\u9001\u308a\u72b6\u756a\u53f7\u304c\u3042\u308b\u3053\u3068\u3002\u8acb\u6c42\u660e\u7d30\u3092CSV\u306a\u3069\u306e\u96fb\u5b50\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u308b\u3053\u3068\u3002\u5951\u7d04\u904b\u8cc3\u8868\u304c\u6587\u66f8\u3068\u3057\u3066\u5b58\u5728\u3059\u308b\u3053\u3068\u3002","not_recommended_for":"\u914d\u9001\u696d\u8005\u304c1\u793e\u3067\u3001\u904b\u8cc3\u304c\u51fa\u8377\u500b\u6570\u00d7\u4e00\u5f8b\u5358\u4fa1\u3067\u6c7a\u307e\u308b\u5834\u5408\u3002\u6708\u306e\u51fa\u8377\u304c\u6570\u767e\u4ef6\u3067\u3001\u5168\u4ef6\u3092\u76ee\u3067\u78ba\u8a8d\u3067\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u8acb\u6c42\u660e\u7d30\u304c\u7d19\u3060\u3051\u3067\u9001\u308a\u72b6\u756a\u53f7\u304c\u5370\u5b57\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\uff08\u5148\u306b\u96fb\u5b50\u30c7\u30fc\u30bf\u3067\u306e\u53d7\u9818\u3092\u696d\u8005\u306b\u4f9d\u983c\u3059\u308b\uff09\u3002\u904b\u8cc3\u3092\u81ea\u793e\u3067\u8a08\u7b97\u305b\u305a\u3001\u696d\u8005\u306e\u8acb\u6c42\u984d\u3092\u305d\u306e\u307e\u307e\u8ca9\u58f2\u4fa1\u683c\u306b\u8ee2\u5ac1\u3057\u3066\u3044\u308b\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u660e\u7d30\u3092\u3069\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308c\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b**\n\n\u5404\u914d\u9001\u696d\u8005\u306b\u300c\u8acb\u6c42\u660e\u7d30\u3092CSV\u3067\u51fa\u305b\u307e\u3059\u304b\u300d\u3068\u805e\u304d\u307e\u3059\u3002**\u3053\u306e1\u70b9\u3067\u96e3\u6613\u5ea6\u304c\u5909\u308f\u308a\u307e\u3059\u3002** 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