{"id":11038,"date":"2026-09-15T13:50:16","date_gmt":"2026-09-15T04:50:16","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/overdue-receivable-dunning\/"},"modified":"2026-09-15T13:50:16","modified_gmt":"2026-09-15T04:50:16","slug":"overdue-receivable-dunning","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/overdue-receivable-dunning\/","title":{"rendered":"\u6ede\u7559\u3057\u3066\u3044\u308b\u58f2\u639b\u91d1\u306e\u7763\u4fc3\u306e\u512a\u5148\u9806\u4f4d\u3092\u6c7a\u3081\u3066\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6bce\u6708\u306e\u6d88\u8fbc\u304c\u7d42\u308f\u3063\u305f\u5f8c\u306b\u6b8b\u308b\u671f\u65e5\u8d85\u904e\u306e\u58f2\u639b\u91d1\u3092\u5165\u529b\u306b\u3001\u53d6\u5f15\u5148\u3054\u3068\u306e\u5165\u91d1\u5b9f\u7e3e\u304b\u3089\u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5\u3068\u9045\u308c\u306e\u7570\u5e38\u3055\u3092\u8a08\u7b97\u3057\u3001\u793e\u5185\u3067\u6c7a\u3081\u305f\u5f0f\u3067\u7763\u4fc3\u306e\u9806\u756a\u3092\u4e26\u3079\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0081","platform_main":"Make","publish_date":"","last_updated":"2026-09-15","tech_verified_date":"2026-09-15","trigger":"**\u6bce\u6708\u3001\u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306e\u671d**\u3092\u4e3b\u306a\u8d77\u70b9\u306b\u3057\u3001\u52a0\u3048\u3066**\u90311\u56de**\u3001\u6ede\u7559\u4e2d\u306e\u660e\u7d30\u306e\u72b6\u614b\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002Make \u3067\u306f\u3001\u5b9f\u884c\u9593\u9694\u3092\u300cat regular intervals\u300d\u300conce\u300d\u300cdaily\u300d\u300cweekdays\uff08\u6708\u301c\u91d1\uff09\u300d\u300cweekly\u300d\u300cmonthly\u300d\u300cspecified dates\u300d\u300con demand\u300d\u304b\u3089\u9078\u3079\u307e\u3059\u3002\u65e2\u5b9a\u306f15\u5206\u3054\u3068\u3067\u3001\u6700\u77ed\u306e\u9593\u9694\u306f\u5951\u7d04\u30d7\u30e9\u30f3\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u307e\u3059\u3002**\u3053\u306e\u696d\u52d9\u306f\u6708\u6b21\u3068\u9031\u6b21\u3067\u8db3\u308a\u307e\u3059\u3002**\n\n**\u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u8d70\u3089\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5165\u91d1\u6e08\u307f\u306e\u8acb\u6c42\u3092\u7763\u4fc3\u3059\u308b\u3068\u3001\u53d6\u5f15\u5148\u306b\u8aa4\u3063\u305f\u9023\u7d61\u304c\u5c4a\u304d\u307e\u3059\u3002\u6d88\u8fbc\u78ba\u5b9a\u30d5\u30e9\u30b0\u3092\u898b\u3066\u3001\u672a\u78ba\u5b9a\u306a\u3089\u51e6\u7406\u3092\u6b62\u3081\u308b\u5206\u5c90\u3092\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30 | \u8acb\u6c42\u756a\u53f7\u3001\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3001\u652f\u6255\u671f\u65e5\u3001\u8acb\u6c42\u984d\u3001\u672a\u5165\u91d1\u6b8b\u9ad8 | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u5165\u91d1\u5b9f\u7e3e | \u5165\u91d1\u65e5\u3001\u5165\u91d1\u984d\u3001\u5145\u5f53\u3057\u305f\u8acb\u6c42\u756a\u53f7\uff08**\u904e\u53bb24\u304b\u6708**\uff09 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 |\n| \u53d6\u5f15\u5148\u30de\u30b9\u30bf | \u652f\u6255\u6761\u4ef6\u3001\u652f\u6255\u65b9\u6cd5\u3001\u53d6\u5f15\u958b\u59cb\u65e5\u3001\u5e74\u9593\u53d6\u5f15\u984d\u3001\u62c5\u5f53\u55b6\u696d | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u53d6\u5f15\u5148\u306e\u533a\u5206 | \u4e3b\u8981\uff0f\u901a\u5e38\uff0f\u65b0\u898f\uff0f\u5c11\u984d\uff08\u793e\u5185\u3067\u5b9a\u7fa9\uff09\u3068\u3001\u7763\u4fc3\u306e\u5c65\u6b74 | \u50b5\u6a29\u7ba1\u7406\u53f0\u5e33 |\n| \u3084\u308a\u53d6\u308a\u306e\u8a18\u9332 | \u55b6\u696d\u3068\u53d6\u5f15\u5148\u306e\u30e1\u30fc\u30eb\u3001\u8acb\u6c42\u306e\u5099\u8003 | \u30e1\u30fc\u30eb\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |","data_source":"**\u660e\u7d30\u3068\u5165\u91d1\u5b9f\u7e3e\uff1a** \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089CSV\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002API\u306e\u6709\u7121\u3068\u4ed5\u69d8\u306f\u88fd\u54c1\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u305f\u3081\u3001**\u3053\u306e\u90e8\u5206\u306f\u5229\u7528\u74b0\u5883\u306b\u5fdc\u3058\u305f\u500b\u5225\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002**\n\n**\u5165\u91d1\u5b9f\u7e3e\u306f\u8acb\u6c42\u756a\u53f7\u3064\u304d\u3067\u53d6\u308a\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u300c\u3044\u3064\u5165\u91d1\u304c\u3042\u3063\u305f\u304b\u300d\u3060\u3051\u3067\u306f\u3001\u652f\u6255\u671f\u65e5\u304b\u3089\u4f55\u65e5\u9045\u308c\u305f\u304b\u3092\u8a08\u7b97\u3067\u304d\u307e\u305b\u3093\u3002UC-0007\u306e\u3088\u3046\u306a\u6d88\u8fbc\u304c\u8acb\u6c42\u5358\u4f4d\u3067\u52d5\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u524d\u63d0\u3067\u3001**\u6b8b\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u6d88\u8fbc\u306e\u6574\u5099\u304c\u5148\u3067\u3059\u3002**\n\n**\u3084\u308a\u53d6\u308a\u306e\u8a18\u9332\uff1a** \u8acb\u6c42\u756a\u53f7\u307e\u305f\u306f\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3067\u3001\u76f4\u8fd13\u304b\u6708\u306e\u30e1\u30fc\u30eb\u3068\u5099\u8003\u3092\u96c6\u3081\u307e\u3059\u3002","preprocessing":"1. **\u6ede\u7559\u65e5\u6570\u306e\u7b97\u51fa** \u2026 \u652f\u6255\u671f\u65e5\u304c\u91d1\u878d\u6a5f\u95a2\u306e\u4f11\u696d\u65e5\u306a\u3089\u7fcc\u55b6\u696d\u65e5\u306b\u5bc4\u305b\u3066\u304b\u3089\u3001\u51e6\u7406\u65e5\u3068\u306e\u5dee\u3092\u51fa\u3057\u307e\u3059\u3002**\u3053\u306e\u8abf\u6574\u3092\u3057\u306a\u3044\u3068\u3001\u571f\u65e5\u306e\u5206\u3060\u3051\u5168\u793e\u304c\u300c\u9045\u5ef6\u300d\u306b\u898b\u3048\u307e\u3059**\n2. **\u901a\u5e38\u306e\u5165\u91d1\u3067\u306f\u306a\u3044\u3082\u306e\u306e\u9664\u5916** \u2026 \u76f8\u6bba\u3001\u5024\u5f15\u304d\u3001\u8fd4\u54c1\u3001\u50b5\u6a29\u8b72\u6e21\u3001\u624b\u5f62\u306e\u671f\u65e5\u5230\u6765\u5f85\u3061\u306f\u9045\u5ef6\u3068\u306f\u5225\u306e\u4e8b\u8c61\u3067\u3059\u3002\u6ede\u7559\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\n3. **\u53d6\u5f15\u5148\u3054\u3068\u306e\u5206\u5e03\u3092\u4f5c\u308b** \u2026 \u904e\u53bb24\u304b\u6708\u306e\u5165\u91d1\u5b9f\u7e3e\u304b\u3089\u3001\u53d6\u5f15\u5148\u3054\u3068\u306b\u300c\u652f\u6255\u671f\u65e5\u304b\u3089\u4f55\u65e5\u3067\u5165\u91d1\u3055\u308c\u305f\u304b\u300d\u306e\u4e2d\u592e\u5024\u30fb75\uff05\u70b9\u30fb90\uff05\u70b9\u30fb\u6700\u9577\u3092\u51fa\u3057\u307e\u3059\u3002pandas \u306e `DataFrameGroupBy.quantile` \u306f `q` \u306b0\u304b\u30891\u306e\u5024\uff08\u65e2\u5b9a\u306f0.5\uff1d\u4e2d\u592e\u5024\uff09\u3092\u6e21\u3057\u3066\u5206\u4f4d\u70b9\u3092\u8fd4\u3057\u3001\u5024\u304c2\u70b9\u306e\u9593\u306b\u843d\u3061\u308b\u5834\u5408\u306e\u6271\u3044\u3092 `interpolation`\uff08`linear` \/ `lower` \/ `higher` \/ `midpoint` \/ `nearest`\uff09\u3067\u9078\u3079\u307e\u3059\n4. **\u5b9f\u7e3e\u306e\u5c11\u306a\u3044\u5148\u3092\u5206\u3051\u308b** \u2026 \u5165\u91d1\u5b9f\u7e3e\u304c5\u4ef6\u672a\u6e80\u306e\u5148\u306f\u5206\u4f4d\u70b9\u304c\u5f53\u3066\u306b\u306a\u308a\u307e\u305b\u3093\u3002\u300c\u5b9f\u7e3e\u306a\u3057\u300d\u306b\u3057\u3001\u91d1\u984d\u3068\u652f\u6255\u6761\u4ef6\u3060\u3051\u3067\u6271\u3044\u307e\u3059\n5. **AI\u3078\u6e21\u3059\u5bfe\u8c61\u306e\u7d5e\u308a\u8fbc\u307f** \u2026 \u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u3068\u6ede\u755931\u65e5\u4ee5\u4e0a\u306e\u660e\u7d30\u3060\u3051\u306b\u3057\u307e\u3059","ai_processing":"\u5f79\u5272\u30923\u3064\u306b\u5206\u3051\u307e\u3059\u3002**\u3053\u3053\u3092\u6df7\u305c\u308b\u3068\u3001\u691c\u7b97\u3067\u304d\u306a\u3044\u6570\u5b57\u304c\u7763\u4fc3\u30ea\u30b9\u30c8\u306b\u8f09\u308a\u307e\u3059\u3002**\n\n| \u51e6\u7406 | \u5185\u5bb9 | \u4f7f\u3046\u3082\u306e |\n|:--|:--|:--|\n| \u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5 | \u652f\u6255\u671f\u65e5\u306b\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u9045\u5ef6\u65e5\u6570\u306e\u4e2d\u592e\u5024\u306875\uff05\u70b9\u3092\u8db3\u3059 | \u7d71\u8a08\u51e6\u7406\uff08\u5206\u4f4d\u70b9\uff09 |\n| \u9045\u308c\u306e\u7570\u5e38\u3055 | \u4eca\u56de\u306e\u6ede\u7559\u65e5\u6570\u304c\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u5206\u5e03\u306e\u3069\u3053\u306b\u3042\u308b\u304b\u3092\u533a\u5206\u3059\u308b | \u7d71\u8a08\u51e6\u7406\uff08\u5206\u4f4d\u70b9\uff09 |\n| \u6ede\u7559\u306e\u7406\u7531 | \u3084\u308a\u53d6\u308a\u3068\u5099\u8003\u304b\u3089\u300c\u691c\u53ce\u5f85\u3061\u300d\u300c\u518d\u767a\u884c\u5f85\u3061\u300d\u306a\u3069\u3092\u8aad\u307f\u53d6\u308b | \u751f\u6210AI |\n| \u512a\u5148\u5ea6\u70b9 | \u91d1\u984d\u70b9 \u00d7 \u9045\u308c\u306e\u7570\u5e38\u3055\u70b9 \u00d7 \u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9 | \u8a08\u7b97\u306e\u307f |\n| \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | \u53d6\u5f15\u5148\u306e\u533a\u5206\u306b\u5fdc\u3058\u305f\u8a9e\u8abf\u3067\u3001\u4e8b\u5b9f\u3068\u4f9d\u983c\u3092\u66f8\u304f | \u751f\u6210AI |\n\n**\u5165\u91d1\u306e\u898b\u8fbc\u307f\u3092\u751f\u6210AI\u306b\u51fa\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u3044\u3064\u6255\u3044\u305d\u3046\u304b\u300d\u306f\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u904e\u53bb\u306e\u9045\u5ef6\u65e5\u6570\u306e\u5206\u5e03\u304c\u7b54\u3048\u3067\u3059\u3002\u5206\u4f4d\u70b9\u3067\u51fa\u305b\u3070\u3001\u306a\u305c\u305d\u306e\u65e5\u4ed8\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u7e3e\u3067\u8aac\u660e\u3067\u304d\u307e\u3059\u3002\u8aa4\u5dee\u304c\u5927\u304d\u3051\u308c\u3070\u6a5f\u68b0\u5b66\u7fd2\u3078\u9032\u3080\u9053\u3082\u3042\u308a\u307e\u3059\u304c\u3001**\u307e\u305a\u5206\u4f4d\u70b9\u3067\u8db3\u308a\u308b\u304b\u3092\u6e2c\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u512a\u5148\u9806\u4f4d\u3082AI\u306b\u6c7a\u3081\u3055\u305b\u307e\u305b\u3093\u3002** \u5f0f\u3092\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n```\n\u512a\u5148\u5ea6\u70b9 \uff1d \u91d1\u984d\u70b9 \u00d7 \u9045\u308c\u306e\u7570\u5e38\u3055\u70b9 \u00d7 \u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9\n\n\u91d1\u984d\u70b9         1\uff1a100\u4e07\u5186\u672a\u6e80 \u2192 5\uff1a3,000\u4e07\u5186\u4ee5\u4e0a\uff08\u793e\u5185\u306e\u57fa\u6e96\u984d\u30675\u6bb5\u968e\uff09\n\u9045\u308c\u306e\u7570\u5e38\u3055\u70b9  1\uff1a\u4e2d\u592e\u5024\u4ee5\u5185 \uff0f 2\uff1a75\uff05\u70b9\u4ee5\u5185 \uff0f 3\uff1a90\uff05\u70b9\u4ee5\u5185\n               4\uff1a90\uff05\u70b9\u8d85 \uff0f 5\uff1a\u904e\u53bb\u6700\u9577\u3092\u8d85\u3048\u305f\n\u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9  1\uff1a\u8acb\u6c42\u66f8\u306e\u518d\u767a\u884c\u5f85\u3061 \uff0f 2\uff1a\u62c5\u5f53\u8005\u306e\u5909\u66f4 \uff0f 3\uff1a\u691c\u53ce\u3067\u3082\u3081\u3066\u3044\u308b\n               4\uff1a\u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044 \uff0f 5\uff1a\u3053\u3061\u3089\u306e\u9023\u7d61\u306b\u53cd\u5fdc\u304c\u306a\u3044\n```\n\n**\u3053\u306e\u91cd\u307f\u306f\u81ea\u793e\u3067\u6c7a\u3081\u307e\u3059\u3002** 3\u3064\u3092\u639b\u3051\u308b\u306e\u306f\u3001\u300c\u91d1\u984d\u306f\u5927\u304d\u3044\u304c\u6bce\u56de\u306e\u9045\u308c\u306e\u7bc4\u56f2\u5185\u300d\u3068\u3044\u3046\u660e\u7d30\u3092\u4e0a\u4f4d\u306b\u7f6e\u304b\u306a\u3044\u305f\u3081\u3067\u3059\u3002**\u5f0f\u3092\u8868\u306b\u51fa\u305b\u3070\u3001\u306a\u305c\u3053\u306e\u9806\u756a\u306a\u306e\u304b\u3092\u55b6\u696d\u306b\u3082\u8aac\u660e\u3067\u304d\u307e\u3059\u3002**","prompt_example":"\u6ede\u7559\u306e\u7406\u7531\u3092\u8aad\u307f\u53d6\u3089\u305b\u308b\u90e8\u5206\u3067\u3059\u3002\n\n```\n\u4ee5\u4e0b\u306e\u3084\u308a\u53d6\u308a\u3068\u5099\u8003\u304b\u3089\u3001\u3053\u306e\u8acb\u6c42\u304c\u672a\u5165\u91d1\u306e\u307e\u307e\u3067\u3042\u308b\u7406\u7531\u3092\u8aad\u307f\u53d6\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u7406\u7531\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6839\u62e0\u306b\u306a\u308b\u7b87\u6240\u3092 quote \u306b\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f15\u7528\u3067\u304d\u306a\u3044\u7406\u7531\u306f\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044\u5834\u5408\u306f reason \u3092 \"unknown\" \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u5f15\u5148\u306e\u4fe1\u7528\u3001\u5012\u7523\u306e\u53ef\u80fd\u6027\u3001\u53d6\u5f15\u3092\u6b62\u3081\u308b\u3079\u304d\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7406\u7531\u306e\u533a\u5206\u3011\u691c\u53ce\u5f85\u3061 \/ \u8acb\u6c42\u66f8\u306e\u518d\u767a\u884c\u5f85\u3061 \/ \u62c5\u5f53\u8005\u306e\u5909\u66f4 \/\n\u652f\u6255\u6761\u4ef6\u306e\u8a8d\u8b58\u9055\u3044 \/ \u5148\u65b9\u306e\u793e\u5185\u6c7a\u88c1\u5f85\u3061 \/ \u9023\u7d61\u306b\u53cd\u5fdc\u306a\u3057 \/ unknown\n\n\u3010\u3084\u308a\u53d6\u308a\u30fb\u5099\u8003\u3011{correspondence}\n```\n\n\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3089\u305b\u308b\u90e8\u5206\u3067\u3059\u3002\n\n```\n\u53d6\u5f15\u5148\u3078\u306e\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e0e\u3048\u3089\u308c\u305f\u4e8b\u5b9f\uff08\u8acb\u6c42\u756a\u53f7\u3001\u8acb\u6c42\u984d\u3001\u652f\u6255\u671f\u65e5\u3001\u6ede\u7559\u65e5\u6570\u3001\u7406\u7531\uff09\u3060\u3051\u3092\u4f7f\u3046\u3053\u3068\u3002\n- \u6cd5\u7684\u624b\u7d9a\u304d\u3001\u9045\u5ef6\u640d\u5bb3\u91d1\u3001\u53d6\u5f15\u505c\u6b62\u3001\u4fe1\u7528\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3053\u3068\u3002\n- \u65ad\u5b9a\u7684\u306a\u50ac\u544a\u3067\u306f\u306a\u304f\u3001\u72b6\u6cc1\u306e\u78ba\u8a8d\u3092\u4f9d\u983c\u3059\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3002\n- \u7406\u7531\u304c \"unknown\" \u306e\u5834\u5408\u306f\u7406\u7531\u306b\u89e6\u308c\u305a\u3001\u78ba\u8a8d\u306e\u304a\u9858\u3044\u3060\u3051\u3092\u66f8\u304f\u3053\u3068\u3002\n- 300\u6587\u5b57\u4ee5\u5185\u3067\u3001\u3010\u533a\u5206\u3011\u306e\u8a9e\u8abf\u306b\u5f93\u3046\u3053\u3068\u3002\n\n\u3010\u533a\u5206\u3068\u8a9e\u8abf\u3011\n\u4e3b\u8981\uff1a\u307e\u305a\u3053\u3061\u3089\u306e\u78ba\u8a8d\u4e0d\u8db3\u306e\u53ef\u80fd\u6027\u306b\u89e6\u308c\u3001\u7167\u4f1a\u306e\u5f62\u306b\u3059\u308b\n\u901a\u5e38\uff1a\u4e8b\u5b9f\u3092\u793a\u3057\u3001\u5165\u91d1\u4e88\u5b9a\u65e5\u306e\u56de\u7b54\u3092\u4f9d\u983c\u3059\u308b\n\u65b0\u898f\uff1a\u652f\u6255\u6761\u4ef6\u306e\u8a8d\u8b58\u9055\u3044\u306e\u53ef\u80fd\u6027\u306b\u89e6\u308c\u3001\u6761\u4ef6\u3092\u518d\u63b2\u3059\u308b\n\u5c11\u984d\uff1a\u7c21\u6f54\u306b\u3002\u8acb\u6c42\u66f8\u306e\u518d\u9001\u3092\u7533\u3057\u51fa\u308b\n```\n\n**\u300c\u6cd5\u7684\u624b\u7d9a\u304d\u3068\u9045\u5ef6\u640d\u5bb3\u91d1\u3092\u66f8\u304b\u305b\u306a\u3044\u300d\u306e1\u884c\u304c\u8981\u3067\u3059\u3002** \u3053\u308c\u3089\u306f\u81ea\u793e\u306e\u50b5\u6a29\u7ba1\u7406\u898f\u7a0b\u306b\u6cbf\u3063\u3066\u4eba\u304c\u5224\u65ad\u3059\u308b\u4e8b\u9805\u3067\u3001\u6587\u9762\u306b\u4e00\u5ea6\u5165\u308b\u3068\u53d6\u5f15\u95a2\u4fc2\u306b\u623b\u308c\u307e\u305b\u3093\u3002**\u300c\u53d6\u5f15\u3092\u6b62\u3081\u308b\u300d\u300c\u4fe1\u7528\u304c\u4e0d\u5b89\u3060\u300d\u3082\u66f8\u304b\u305b\u307e\u305b\u3093\u3002** \u4e0e\u4fe1\u306e\u5224\u65ad\u306f UC-0032 \u306e\u9818\u57df\u3067\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306e\u5916\u3067\u3059\u3002","output_data":"```json\n{\n  \"items\": [\n    {\n      \"invoice_no\": \"\", \"customer_code\": \"\",\n      \"customer_tier\": \"main | normal | new | small\",\n      \"outstanding_amount\": 0, \"overdue_days\": 0,\n      \"expected_payment_date\": \"\",\n      \"delay_flag\": \"usual | unusual | no_history\",\n      \"reason\": \"\", \"quote\": \"\", \"excluded_reason\": \"\",\n      \"amount_score\": 0, \"anomaly_score\": 0, \"difficulty_score\": 0,\n      \"priority_score\": 0,\n      \"draft_message\": \"\", \"needs_sales_review\": true\n    }\n  ]\n}\n```\n\n\u70b9\u6570\u306e\u5185\u8a33\u30923\u3064\u3068\u3082\u8fd4\u3055\u305b\u308b\u306e\u306f\u3001\u9806\u4f4d\u306e\u6839\u62e0\u3092\u753b\u9762\u306b\u51fa\u3059\u305f\u3081\u3067\u3059\u3002Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f `output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3057\u307e\u3059\uff08\u65e7 `output_format` \u306f\u975e\u63a8\u5968\uff09\u3002**\u305f\u3060\u3057 `minimum` \/ `maximum` \u306a\u3069\u306e\u6570\u5024\u5236\u7d04\u3068 `minLength` \/ `maxLength` \u306a\u3069\u306e\u6587\u5b57\u5217\u5236\u7d04\u306f\u6307\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002** \u70b9\u6570\u304c\u60f3\u5b9a\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u3063\u3066\u3044\u308b\u304b\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u3042\u3068\u306b\u691c\u7b97\u3057\u3066\u304f\u3060\u3055\u3044\u3002","integration_systems":"| \u51fa\u529b\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u7763\u4fc3\u30ea\u30b9\u30c8 | \u512a\u5148\u5ea6\u9806\u3002\u91d1\u984d\u3001\u6ede\u7559\u65e5\u6570\u3001\u898b\u8fbc\u307f\u65e5\u3001\u533a\u5206\u3001\u7406\u7531\u3001\u5f15\u7528\u3092\u4e26\u3079\u308b |\n| \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | **\u30e1\u30fc\u30eb\u306e\u4e0b\u66f8\u304d\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3002\u9001\u4fe1\u306f\u3057\u306a\u3044** |\n| \u50b5\u6a29\u53f0\u5e33 | \u9001\u4ed8\u5f8c\u306b\u3001\u9001\u4ed8\u65e5\u30fb\u6587\u9762\u30fb\u56de\u7b54\u30fb\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u3092\u8a18\u9332\u3059\u308b |\n\n**\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u9001\u4fe1\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u7f6e\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8a2d\u5b9a\u30921\u304b\u6240\u5909\u3048\u308c\u3070\u9001\u308c\u3066\u3057\u307e\u3046\u69cb\u6210\u306b\u3059\u308b\u3068\u3001\u627f\u8a8d\u306e\u904b\u7528\u304c\u5f62\u9ab8\u5316\u3057\u307e\u3059\u3002\u55b6\u696d\u3078\u306e\u78ba\u8a8d\u4f9d\u983c\u306f\u3001**\u512a\u5148\u5ea6\u306e\u4e0a\u4f4d\u3068\u4e3b\u8981\u53d6\u5f15\u5148\u306b\u9650\u3063\u3066**\u901a\u77e5\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u6295\u3052\u308b\u3068\u3001Before\u306e\u300c\u8fd4\u3063\u3066\u3053\u306a\u3044\u300d\u304c\u6b8b\u308a\u307e\u3059\u3002","human_review":"**\u5168\u4ef6\u3001\u4eba\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002\u81ea\u52d5\u9001\u4fe1\u306f\u3057\u307e\u305b\u3093\u3002** \u8aa4\u3063\u305f\u7763\u4fc3\u306f\u3001\u5165\u91d1\u6e08\u307f\u306e\u8acb\u6c42\u3084\u3001\u691c\u53ce\u304c\u7d42\u308f\u3063\u3066\u3044\u306a\u3044\u8acb\u6c42\u3078\u306e\u50ac\u4fc3\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002**\u3069\u308c\u3082\u3001\u6b21\u306e\u53d7\u6ce8\u306b\u97ff\u304d\u307e\u3059\u3002**\n\n| \u5bfe\u8c61 | \u78ba\u8a8d |\n|:--|:--|\n| \u4e3b\u8981\u53d6\u5f15\u5148\u3001\u512a\u5148\u5ea6\u304c\u4e0a\u4f4d\u3001\u6ede\u755961\u65e5\u4ee5\u4e0a | **\u55b6\u696d\u62c5\u5f53\u306e\u627f\u8a8d\u3092\u5fc5\u9808**\u306b\u3059\u308b |\n| \u901a\u5e38\u30fb\u65b0\u898f\u306e\u5148\u3067\u3001\u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u3066\u3044\u308b\u3082\u306e | \u50b5\u6a29\u7ba1\u7406\u62c5\u5f53\u304c\u6587\u9762\u3092\u78ba\u8a8d\u3057\u3066\u9001\u308b |\n| \u5c11\u984d\u304b\u3064\u6ede\u755930\u65e5\u4ee5\u5185 | \u4e0b\u66f8\u304d\u3092\u305d\u306e\u307e\u307e\u4f7f\u3044\u3001\u4e00\u62ec\u3067\u78ba\u8a8d\u3059\u308b |\n| \u7406\u7531\u304c `unknown`\u3001\u307e\u305f\u306f `no_history` | \u9001\u3089\u306a\u3044\u3002**\u5148\u306b\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b** |\n\n**\u6700\u5f8c\u306e\u884c\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7406\u7531\u304c\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u9001\u308b\u3068\u3001\u3053\u3061\u3089\u306e\u8acb\u6c42\u6f0f\u308c\u3084\u691c\u53ce\u306e\u672a\u4e86\u304c\u539f\u56e0\u3060\u3063\u305f\u5834\u5408\u306b\u3001\u53d6\u5f15\u5148\u3078\u975e\u3092\u62bc\u3057\u3064\u3051\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6d88\u8fbc\u304c\u672a\u78ba\u5b9a\u306e\u307e\u307e\u51e6\u7406\u304c\u8d70\u3063\u305f | **\u51e6\u7406\u3092\u6b62\u3081\u3066\u901a\u77e5\u3059\u308b\u3002** \u672a\u78ba\u5b9a\u306e\u30c7\u30fc\u30bf\u3067\u7763\u4fc3\u3057\u306a\u3044 |\n| \u5165\u91d1\u6e08\u307f\u306a\u306e\u306b\u6ede\u7559\u3068\u3057\u3066\u51fa\u305f | \u78ba\u5b9a\u30d5\u30e9\u30b0\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u4e0d\u4e00\u81f4\u306a\u3089\u4eba\u3078\u56de\u3059 |\n| \u5b9f\u7e3e\u304c5\u4ef6\u672a\u6e80\u3067\u5206\u4f4d\u70b9\u304c\u51fa\u305b\u306a\u3044 | `no_history` \u306b\u3059\u308b\u3002**\u91d1\u984d\u3060\u3051\u3067\u4e0a\u4f4d\u306b\u7f6e\u304b\u306a\u3044** |\n| \u76f8\u6bba\u30fb\u5024\u5f15\u304d\u30fb\u8fd4\u54c1\u30fb\u50b5\u6a29\u8b72\u6e21\u3001\u624b\u5f62\u306e\u671f\u65e5\u524d | \u901a\u5e38\u306e\u6ede\u7559\u3068\u5206\u3051\u3001\u81ea\u52d5\u51e6\u7406\u306e\u5bfe\u8c61\u5916\u306b\u3059\u308b |\n| \u540c\u3058\u53d6\u5f15\u5148\u306e\u660e\u7d30\u304c10\u4ef6\u4ee5\u4e0a\u3042\u308b | 1\u4ef6\u305a\u3064\u9001\u3089\u305a\u3001\u53d6\u5f15\u5148\u5358\u4f4d\u30671\u901a\u306b\u307e\u3068\u3081\u308b |\n| \u5012\u7523\u30fb\u652f\u6255\u505c\u6b62\u306e\u60c5\u5831\u304c\u5165\u3063\u305f | **\u81ea\u52d5\u51e6\u7406\u304b\u3089\u5916\u3057\u3001\u793e\u5185\u898f\u7a0b\u306e\u624b\u9806\u3078\u79fb\u3059\u3002AI\u306b\u5224\u65ad\u3055\u305b\u306a\u3044** |","log_storage":"- \u5404\u6708\u306e\u6ede\u7559\u4e00\u89a7\uff08\u8acb\u6c42\u5358\u4f4d\uff09\u3068\u3001\u8a08\u7b97\u306b\u4f7f\u3063\u305f\u5206\u4f4d\u70b9\n- AI\u304c\u8aad\u307f\u53d6\u3063\u305f\u7406\u7531\u3068\u3001\u6839\u62e0\u3068\u3057\u3066\u5f15\u7528\u3057\u305f\u539f\u6587\n- \u512a\u5148\u5ea6\u70b9\u306e\u5185\u8a33\uff08\u91d1\u984d\u70b9\u30fb\u9045\u308c\u306e\u7570\u5e38\u3055\u70b9\u30fb\u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9\uff09\n- **AI\u306e\u4e0b\u66f8\u304d\u3068\u3001\u4eba\u304c\u4fee\u6b63\u3057\u3066\u5b9f\u969b\u306b\u9001\u3063\u305f\u6587\u9762\u306e\u4e21\u65b9**\n- \u9001\u4ed8\u65e5\u3001\u9001\u4ed8\u8005\u3001\u76f8\u624b\u306e\u56de\u7b54\u3001\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\n\n**4\u3064\u76ee\u3092\u5225\u3005\u306b\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5f8c\u3067\u4ea4\u6e09\u306b\u306a\u3063\u305f\u3068\u304d\u3001\u3069\u3053\u307e\u3067\u304c\u6a5f\u68b0\u306e\u51fa\u529b\u3067\u3001\u3069\u3053\u304b\u3089\u304c\u81ea\u793e\u306e\u610f\u601d\u8868\u793a\u3060\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":250,"assumption_workdays":20,"volume_month":250,"before_minutes_per_case":12,"after_minutes_per_case":4,"hourly_cost":3500,"before_hours_month":50,"after_hours_month":16.699999999999999289457264239899814128875732421875,"saved_hours_month":33.2999999999999971578290569595992565155029296875,"reduction_rate":67,"saved_hours_year":400,"annual_cost_effect":1400000,"summary":"\u6bce\u6708\u306e\u6d88\u8fbc\u304c\u7d42\u308f\u3063\u305f\u5f8c\u306b\u6b8b\u308b\u671f\u65e5\u8d85\u904e\u306e\u58f2\u639b\u91d1\u3092\u5165\u529b\u306b\u3001\u53d6\u5f15\u5148\u3054\u3068\u306e\u5165\u91d1\u5b9f\u7e3e\u304b\u3089\u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5\u3068\u9045\u308c\u306e\u7570\u5e38\u3055\u3092\u8a08\u7b97\u3057\u3001\u793e\u5185\u3067\u6c7a\u3081\u305f\u5f0f\u3067\u7763\u4fc3\u306e\u9806\u756a\u3092\u4e26\u3079\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002","before_flow":"1. \u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306b\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u671f\u65e5\u8d85\u904e\u306e\u58f2\u639b\u6b8b\u9ad8\u3092\u4e00\u89a7\u3067\u51fa\u3059\n2. Excel\u306b\u8cbc\u308a\u3001\u91d1\u984d\u306e\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u66ff\u3048\u308b\n3. \u4e0a\u304b\u3089\u9806\u306b\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u904e\u53bb\u306e\u5165\u91d1\u5c65\u6b74\u3092\u958b\u3044\u3066\u300c\u3044\u3064\u3082\u306e\u9045\u308c\u304b\u3069\u3046\u304b\u300d\u3092\u898b\u308b\n4. \u8acb\u6c42\u66f8\u306e\u63a7\u3048\u3068\u3001\u7d0d\u54c1\u30fb\u691c\u53ce\u306e\u8a18\u9332\u3092\u78ba\u8a8d\u3059\u308b\n5. \u55b6\u696d\u62c5\u5f53\u306b\u300c\u3053\u306e\u5148\u3001\u5165\u308a\u305d\u3046\u304b\u300d\u3092\u7167\u4f1a\u3059\u308b\n6. \u8fd4\u7b54\u3092\u5f85\u3061\u3001\u7763\u4fc3\u306e\u30e1\u30fc\u30eb\u6587\u3092\u4f5c\u3063\u3066\u9001\u308b\u3001\u307e\u305f\u306f\u96fb\u8a71\u3092\u304b\u3051\u308b\n7. \u9001\u3063\u305f\u5185\u5bb9\u3068\u76f8\u624b\u306e\u56de\u7b54\u3092\u3001Excel\u306e\u5099\u8003\u6b04\u306b\u66f8\u304f\n8. \u7fcc\u6708\u3001\u66f4\u65b0\u3055\u308c\u305f\u4e00\u89a7\u3092\u307e\u305f\u4e0a\u304b\u3089\u898b\u76f4\u3059\n\n\u554f\u984c\u306f4\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff09\u91d1\u984d\u9806\u306f\u56de\u53ce\u306e\u9806\u756a\u3068\u5408\u3063\u3066\u3044\u306a\u3044\u3002** \u6bce\u56de5\u65e5\u9045\u308c\u308b\u304c\u5fc5\u305a\u6255\u3046\u5927\u53e3\u304c\u4e0a\u4f4d\u3092\u5360\u3081\u3001\u521d\u3081\u3066\u9045\u308c\u305f\u4e2d\u5805\u4f01\u696d\u304c\u4e0b\u306b\u57cb\u3082\u308c\u307e\u3059\u3002**\u624b\u304c\u8db3\u308a\u306a\u3044\u306e\u3067\u3001\u4e0b\u4f4d\u306e\u660e\u7d30\u306f\u7fcc\u6708\u3078\u6301\u3061\u8d8a\u3055\u308c\u307e\u3059\u3002**\n\n**\uff08b\uff09\u6ede\u7559\u306e\u7406\u7531\u304c\u4e00\u89a7\u306b\u8f09\u3063\u3066\u3044\u306a\u3044\u3002** \u300c\u691c\u53ce\u3067\u3082\u3081\u3066\u3044\u308b\u300d\u300c\u8acb\u6c42\u66f8\u306e\u518d\u767a\u884c\u5f85\u3061\u300d\u300c\u5148\u65b9\u306e\u62c5\u5f53\u8005\u304c\u4ea4\u4ee3\u3057\u305f\u300d\u3068\u3044\u3063\u305f\u4e8b\u60c5\u306f\u3001\u55b6\u696d\u3068\u306e\u30e1\u30fc\u30eb\u3084\u8acb\u6c42\u306e\u5099\u8003\u6b04\u306e\u4e2d\u306b\u3042\u308a\u307e\u3059\u3002\u6bce\u56de1\u4ef6\u305a\u3064\u5c65\u6b74\u3092\u305f\u3069\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u55b6\u696d\u3078\u306e\u7167\u4f1a\u304c\u8fd4\u3063\u3066\u3053\u306a\u3044\u3002** 800\u793e\u3092\u55b6\u696d25\u540d\u306b\u7167\u4f1a\u3057\u3066\u3082\u3001\u8fd4\u308b\u306e\u306f\u4e00\u90e8\u3067\u3059\u3002\u8fd4\u3089\u306a\u3044\u5148\u306f\u300c\u4e0d\u660e\u300d\u306e\u307e\u307e\u7763\u4fc3\u3059\u308b\u304b\u3001\u653e\u7f6e\u3059\u308b\u304b\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08d\uff09\u6587\u9762\u306e\u8a9e\u8abf\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u30d9\u30c6\u30e9\u30f3\u306f\u76f8\u624b\u3068\u306e\u95a2\u4fc2\u3092\u898b\u3066\u66f8\u304d\u5206\u3051\u307e\u3059\u304c\u3001\u65b0\u4efb\u306f\u4e00\u5f8b\u306e\u6587\u9762\u3092\u9001\u308a\u307e\u3059\u3002**10\u5e74\u53d6\u5f15\u306e\u3042\u308b\u4e3b\u8981\u53d6\u5f15\u5148\u306b\u3001\u521d\u56de\u304b\u3089\u53b3\u3057\u3044\u6587\u9762\u304c\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","before_flow_steps":["\u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306b\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u671f\u65e5\u8d85\u904e\u306e\u58f2\u639b\u6b8b\u9ad8\u3092\u4e00\u89a7\u3067\u51fa\u3059","Excel\u306b\u8cbc\u308a\u3001\u91d1\u984d\u306e\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u66ff\u3048\u308b","\u4e0a\u304b\u3089\u9806\u306b\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u904e\u53bb\u306e\u5165\u91d1\u5c65\u6b74\u3092\u958b\u3044\u3066\u300c\u3044\u3064\u3082\u306e\u9045\u308c\u304b\u3069\u3046\u304b\u300d\u3092\u898b\u308b","\u8acb\u6c42\u66f8\u306e\u63a7\u3048\u3068\u3001\u7d0d\u54c1\u30fb\u691c\u53ce\u306e\u8a18\u9332\u3092\u78ba\u8a8d\u3059\u308b","\u55b6\u696d\u62c5\u5f53\u306b\u300c\u3053\u306e\u5148\u3001\u5165\u308a\u305d\u3046\u304b\u300d\u3092\u7167\u4f1a\u3059\u308b","\u8fd4\u7b54\u3092\u5f85\u3061\u3001\u7763\u4fc3\u306e\u30e1\u30fc\u30eb\u6587\u3092\u4f5c\u3063\u3066\u9001\u308b\u3001\u307e\u305f\u306f\u96fb\u8a71\u3092\u304b\u3051\u308b","\u9001\u3063\u305f\u5185\u5bb9\u3068\u76f8\u624b\u306e\u56de\u7b54\u3092\u3001Excel\u306e\u5099\u8003\u6b04\u306b\u66f8\u304f","\u7fcc\u6708\u3001\u66f4\u65b0\u3055\u308c\u305f\u4e00\u89a7\u3092\u307e\u305f\u4e0a\u304b\u3089\u898b\u76f4\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306b\u3001\u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30\u3068\u904e\u53bb2\u5e74\u306e\u5165\u91d1\u5b9f\u7e3e\u3092\u53d6\u308a\u51fa\u3059\n2. **\u3010\u81ea\u52d5\u3011** \u53d6\u5f15\u5148\u3054\u3068\u306b\u3001\u652f\u6255\u671f\u65e5\u304b\u3089\u306e\u9045\u5ef6\u65e5\u6570\u306e\u5206\u4f4d\u70b9\uff08\u4e2d\u592e\u5024\u30fb75\uff05\u70b9\u30fb90\uff05\u70b9\uff09\u3092\u8a08\u7b97\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u660e\u7d301\u4ef6\u3054\u3068\u306b\u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5\u3092\u51fa\u3057\u3001\u300c\u901a\u5e38\u306e\u9045\u308c\u300d\u304b\u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u304b\u3092\u533a\u5206\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u55b6\u696d\u3068\u306e\u3084\u308a\u53d6\u308a\u3068\u8acb\u6c42\u306e\u5099\u8003\u304b\u3089\u3001\u6ede\u7559\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u8aad\u307f\u53d6\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u793e\u5185\u3067\u6c7a\u3081\u305f\u5f0f\u3067\u512a\u5148\u5ea6\u70b9\u3092\u8a08\u7b97\u3057\u3001\u9ad8\u3044\u9806\u306b\u4e26\u3079\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u53d6\u5f15\u5148\u306e\u533a\u5206\u306b\u5fdc\u3058\u305f\u8a9e\u8abf\u3067\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u50b5\u6a29\u7ba1\u7406\u62c5\u5f53\u304c\u4e0a\u4f4d\u304b\u3089\u3001\u533a\u5206\u3068\u7406\u7531\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u4e0b\u66f8\u304d\u3092\u76f4\u3059\n8. **\u3010\u4eba\u3011** \u55b6\u696d\u62c5\u5f53\u304c\u9001\u4ed8\u524d\u306b\u5185\u5bb9\u3092\u78ba\u8a8d\u3059\u308b\uff08\u4e3b\u8981\u53d6\u5f15\u5148\u306f\u5fc5\u9808\uff09\n9. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u81ea\u5206\u306e\u540d\u524d\u3067\u9001\u308b\n10. **\u3010\u81ea\u52d5\u3011** \u9001\u4ed8\u65e5\u3001\u6587\u9762\u3001\u56de\u7b54\u3001\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u3092\u50b5\u6a29\u53f0\u5e33\u3078\u8a18\u9332\u3059\u308b\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u5c65\u6b74\u3092\u96c6\u3081\u308b\u300d\u300c\u898b\u8fbc\u307f\u3092\u8a08\u7b97\u3059\u308b\u300d\u300c\u7406\u7531\u3092\u8aad\u307f\u53d6\u308b\u300d\u300c\u4e26\u3079\u308b\u300d\u300c\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u300d\u306e5\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u300c\u9001\u3063\u3066\u3088\u3044\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u300d\u3068\u300c\u9001\u308b\u3053\u3068\u300d\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306b\u3001\u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30\u3068\u904e\u53bb2\u5e74\u306e\u5165\u91d1\u5b9f\u7e3e\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u53d6\u5f15\u5148\u3054\u3068\u306b\u3001\u652f\u6255\u671f\u65e5\u304b\u3089\u306e\u9045\u5ef6\u65e5\u6570\u306e\u5206\u4f4d\u70b9\uff08\u4e2d\u592e\u5024\u30fb75\uff05\u70b9\u30fb90\uff05\u70b9\uff09\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u660e\u7d301\u4ef6\u3054\u3068\u306b\u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5\u3092\u51fa\u3057\u3001\u300c\u901a\u5e38\u306e\u9045\u308c\u300d\u304b\u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u304b\u3092\u533a\u5206\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u55b6\u696d\u3068\u306e\u3084\u308a\u53d6\u308a\u3068\u8acb\u6c42\u306e\u5099\u8003\u304b\u3089\u3001\u6ede\u7559\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u8aad\u307f\u53d6\u308b","**\u3010\u81ea\u52d5\u3011** \u793e\u5185\u3067\u6c7a\u3081\u305f\u5f0f\u3067\u512a\u5148\u5ea6\u70b9\u3092\u8a08\u7b97\u3057\u3001\u9ad8\u3044\u9806\u306b\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u53d6\u5f15\u5148\u306e\u533a\u5206\u306b\u5fdc\u3058\u305f\u8a9e\u8abf\u3067\u3001\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u50b5\u6a29\u7ba1\u7406\u62c5\u5f53\u304c\u4e0a\u4f4d\u304b\u3089\u3001\u533a\u5206\u3068\u7406\u7531\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u4e0b\u66f8\u304d\u3092\u76f4\u3059","**\u3010\u4eba\u3011** \u55b6\u696d\u62c5\u5f53\u304c\u9001\u4ed8\u524d\u306b\u5185\u5bb9\u3092\u78ba\u8a8d\u3059\u308b\uff08\u4e3b\u8981\u53d6\u5f15\u5148\u306f\u5fc5\u9808\uff09","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u81ea\u5206\u306e\u540d\u524d\u3067\u9001\u308b","**\u3010\u81ea\u52d5\u3011** \u9001\u4ed8\u65e5\u3001\u6587\u9762\u3001\u56de\u7b54\u3001\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u3092\u50b5\u6a29\u53f0\u5e33\u3078\u8a18\u9332\u3059\u308b"],"architecture":"```\n\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u58f2\u639b\u6b8b\u9ad8\uff09  \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\uff08\u6d88\u8fbc\u7d50\u679c\u30fb\u5165\u91d1\u5b9f\u7e3e\uff09\n        \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518\n                   \u25bc CSV\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\uff08\u6d88\u8fbc\u78ba\u5b9a\u306e\u7fcc\u55b6\u696d\u65e5\uff09\n  \u51e6\u7406\u30a8\u30f3\u30b8\u30f3\uff08Python \/ pandas\uff09\n    \u251c\u2500 \u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30\u3092\u62bd\u51fa\u3057\u3001\u6ede\u7559\u65e5\u6570\u3092\u51fa\u3059\n    \u251c\u2500 \u53d6\u5f15\u5148\u3054\u3068\u306e\u9045\u5ef6\u65e5\u6570\u306e\u5206\u4f4d\u70b9\uff08\u4e2d\u592e\u5024 \/ 75\uff05 \/ 90\uff05\uff09\n    \u2514\u2500 \u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5\u3068\u300c\u901a\u5e38 \/ \u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u306e\u533a\u5206\n                   \u25bc\n  \u751f\u6210AI \u2500\u2500 \u3084\u308a\u53d6\u308a\u30fb\u8acb\u6c42\u306e\u5099\u8003\u304b\u3089\u6ede\u7559\u306e\u7406\u7531\u3092\u8aad\u307f\u53d6\u308b\n                   \u25bc\n  \u512a\u5148\u5ea6\u70b9 \uff1d \u91d1\u984d\u70b9 \u00d7 \u9045\u308c\u306e\u7570\u5e38\u3055\u70b9 \u00d7 \u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9\uff08\u4eba\u304c\u6c7a\u3081\u305f\u5f0f\uff09\n                   \u25bc\n  \u751f\u6210AI \u2500\u2500 \u53d6\u5f15\u5148\u306e\u533a\u5206\u306b\u5fdc\u3058\u305f\u8a9e\u8abf\u3067\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n                   \u25bc\n  \u7763\u4fc3\u30ea\u30b9\u30c8\uff08\u512a\u5148\u5ea6\u9806\uff09\u2500\u2500\u3010\u4eba\u3011\u50b5\u6a29\u7ba1\u7406\u62c5\u5f53 \u2192\u3010\u4eba\u3011\u55b6\u696d\u62c5\u5f53\u304c\u627f\u8a8d\n                   \u25bc\n  \u62c5\u5f53\u8005\u304c\u81ea\u5206\u306e\u540d\u524d\u3067\u9001\u4ed8\uff08\u81ea\u52d5\u9001\u4fe1\u3057\u306a\u3044\uff09\u2192 \u50b5\u6a29\u53f0\u5e33\u3078\u8a18\u9332\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u51e6\u7406\u30a8\u30f3\u30b8\u30f3 | Python\uff08pandas \u3067\u9045\u5ef6\u65e5\u6570\u306e\u96c6\u8a08\u3068\u898b\u8fbc\u307f\u306e\u8a08\u7b97\uff09 | Google Apps Script |\n| \u751f\u6210AI | Claude API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI Service\u3001Gemini API |\n| \u30ef\u30fc\u30af\u30d5\u30ed\u30fc | Make | Power Automate\u3001Zapier\u3001n8n |\n| \u50b5\u6a29\u30c7\u30fc\u30bf\u306e\u53d6\u5f97 | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u30fb\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306eCSV\u30a8\u30af\u30b9\u30dd\u30fc\u30c8 | \u5404\u793e\u306eAPI\u9023\u643a\uff08\u88fd\u54c1\u306b\u3088\u308b\uff09 |\n\n**\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3084\u50b5\u6a29\u7ba1\u7406\u306e\u88fd\u54c1\u306b\u3001\u7763\u4fc3\u72b6\u306e\u51fa\u529b\u3084\u6ede\u7559\u4e00\u89a7\u306e\u6a5f\u80fd\u304c\u4ed8\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5148\u306b\u305d\u3061\u3089\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001**\u512a\u5148\u9806\u4f4d\u306e\u4ed8\u3051\u65b9\u3092\u81ea\u793e\u306e\u57fa\u6e96\u3067\u6c7a\u3081\u305f\u3044\u5834\u5408**\u3067\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6bce\u6708\u3001\u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u305f\u7fcc\u55b6\u696d\u65e5\u306e\u671d**\u3092\u4e3b\u306a\u8d77\u70b9\u306b\u3057\u3001\u52a0\u3048\u3066**\u90311\u56de**\u3001\u6ede\u7559\u4e2d\u306e\u660e\u7d30\u306e\u72b6\u614b\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002Make \u3067\u306f\u3001\u5b9f\u884c\u9593\u9694\u3092\u300cat regular intervals\u300d\u300conce\u300d\u300cdaily\u300d\u300cweekdays\uff08\u6708\u301c\u91d1\uff09\u300d\u300cweekly\u300d\u300cmonthly\u300d\u300cspecified dates\u300d\u300con demand\u300d\u304b\u3089\u9078\u3079\u307e\u3059\u3002\u65e2\u5b9a\u306f15\u5206\u3054\u3068\u3067\u3001\u6700\u77ed\u306e\u9593\u9694\u306f\u5951\u7d04\u30d7\u30e9\u30f3\u306b\u3088\u3063\u3066\u5909\u308f\u308a\u307e\u3059\u3002**\u3053\u306e\u696d\u52d9\u306f\u6708\u6b21\u3068\u9031\u6b21\u3067\u8db3\u308a\u307e\u3059\u3002**\n\n**\u6d88\u8fbc\u304c\u78ba\u5b9a\u3057\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u8d70\u3089\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5165\u91d1\u6e08\u307f\u306e\u8acb\u6c42\u3092\u7763\u4fc3\u3059\u308b\u3068\u3001\u53d6\u5f15\u5148\u306b\u8aa4\u3063\u305f\u9023\u7d61\u304c\u5c4a\u304d\u307e\u3059\u3002\u6d88\u8fbc\u78ba\u5b9a\u30d5\u30e9\u30b0\u3092\u898b\u3066\u3001\u672a\u78ba\u5b9a\u306a\u3089\u51e6\u7406\u3092\u6b62\u3081\u308b\u5206\u5c90\u3092\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30 | \u8acb\u6c42\u756a\u53f7\u3001\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3001\u652f\u6255\u671f\u65e5\u3001\u8acb\u6c42\u984d\u3001\u672a\u5165\u91d1\u6b8b\u9ad8 | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u5165\u91d1\u5b9f\u7e3e | \u5165\u91d1\u65e5\u3001\u5165\u91d1\u984d\u3001\u5145\u5f53\u3057\u305f\u8acb\u6c42\u756a\u53f7\uff08**\u904e\u53bb24\u304b\u6708**\uff09 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 |\n| \u53d6\u5f15\u5148\u30de\u30b9\u30bf | \u652f\u6255\u6761\u4ef6\u3001\u652f\u6255\u65b9\u6cd5\u3001\u53d6\u5f15\u958b\u59cb\u65e5\u3001\u5e74\u9593\u53d6\u5f15\u984d\u3001\u62c5\u5f53\u55b6\u696d | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u53d6\u5f15\u5148\u306e\u533a\u5206 | \u4e3b\u8981\uff0f\u901a\u5e38\uff0f\u65b0\u898f\uff0f\u5c11\u984d\uff08\u793e\u5185\u3067\u5b9a\u7fa9\uff09\u3068\u3001\u7763\u4fc3\u306e\u5c65\u6b74 | \u50b5\u6a29\u7ba1\u7406\u53f0\u5e33 |\n| \u3084\u308a\u53d6\u308a\u306e\u8a18\u9332 | \u55b6\u696d\u3068\u53d6\u5f15\u5148\u306e\u30e1\u30fc\u30eb\u3001\u8acb\u6c42\u306e\u5099\u8003 | \u30e1\u30fc\u30eb\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u660e\u7d30\u3068\u5165\u91d1\u5b9f\u7e3e\uff1a** \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089CSV\u3067\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002API\u306e\u6709\u7121\u3068\u4ed5\u69d8\u306f\u88fd\u54c1\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u305f\u3081\u3001**\u3053\u306e\u90e8\u5206\u306f\u5229\u7528\u74b0\u5883\u306b\u5fdc\u3058\u305f\u500b\u5225\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002**\n\n**\u5165\u91d1\u5b9f\u7e3e\u306f\u8acb\u6c42\u756a\u53f7\u3064\u304d\u3067\u53d6\u308a\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u300c\u3044\u3064\u5165\u91d1\u304c\u3042\u3063\u305f\u304b\u300d\u3060\u3051\u3067\u306f\u3001\u652f\u6255\u671f\u65e5\u304b\u3089\u4f55\u65e5\u9045\u308c\u305f\u304b\u3092\u8a08\u7b97\u3067\u304d\u307e\u305b\u3093\u3002UC-0007\u306e\u3088\u3046\u306a\u6d88\u8fbc\u304c\u8acb\u6c42\u5358\u4f4d\u3067\u52d5\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u524d\u63d0\u3067\u3001**\u6b8b\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u306f\u6d88\u8fbc\u306e\u6574\u5099\u304c\u5148\u3067\u3059\u3002**\n\n**\u3084\u308a\u53d6\u308a\u306e\u8a18\u9332\uff1a** \u8acb\u6c42\u756a\u53f7\u307e\u305f\u306f\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3067\u3001\u76f4\u8fd13\u304b\u6708\u306e\u30e1\u30fc\u30eb\u3068\u5099\u8003\u3092\u96c6\u3081\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u6ede\u7559\u65e5\u6570\u306e\u7b97\u51fa** \u2026 \u652f\u6255\u671f\u65e5\u304c\u91d1\u878d\u6a5f\u95a2\u306e\u4f11\u696d\u65e5\u306a\u3089\u7fcc\u55b6\u696d\u65e5\u306b\u5bc4\u305b\u3066\u304b\u3089\u3001\u51e6\u7406\u65e5\u3068\u306e\u5dee\u3092\u51fa\u3057\u307e\u3059\u3002**\u3053\u306e\u8abf\u6574\u3092\u3057\u306a\u3044\u3068\u3001\u571f\u65e5\u306e\u5206\u3060\u3051\u5168\u793e\u304c\u300c\u9045\u5ef6\u300d\u306b\u898b\u3048\u307e\u3059**\n2. **\u901a\u5e38\u306e\u5165\u91d1\u3067\u306f\u306a\u3044\u3082\u306e\u306e\u9664\u5916** \u2026 \u76f8\u6bba\u3001\u5024\u5f15\u304d\u3001\u8fd4\u54c1\u3001\u50b5\u6a29\u8b72\u6e21\u3001\u624b\u5f62\u306e\u671f\u65e5\u5230\u6765\u5f85\u3061\u306f\u9045\u5ef6\u3068\u306f\u5225\u306e\u4e8b\u8c61\u3067\u3059\u3002\u6ede\u7559\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\n3. **\u53d6\u5f15\u5148\u3054\u3068\u306e\u5206\u5e03\u3092\u4f5c\u308b** \u2026 \u904e\u53bb24\u304b\u6708\u306e\u5165\u91d1\u5b9f\u7e3e\u304b\u3089\u3001\u53d6\u5f15\u5148\u3054\u3068\u306b\u300c\u652f\u6255\u671f\u65e5\u304b\u3089\u4f55\u65e5\u3067\u5165\u91d1\u3055\u308c\u305f\u304b\u300d\u306e\u4e2d\u592e\u5024\u30fb75\uff05\u70b9\u30fb90\uff05\u70b9\u30fb\u6700\u9577\u3092\u51fa\u3057\u307e\u3059\u3002pandas \u306e `DataFrameGroupBy.quantile` \u306f `q` \u306b0\u304b\u30891\u306e\u5024\uff08\u65e2\u5b9a\u306f0.5\uff1d\u4e2d\u592e\u5024\uff09\u3092\u6e21\u3057\u3066\u5206\u4f4d\u70b9\u3092\u8fd4\u3057\u3001\u5024\u304c2\u70b9\u306e\u9593\u306b\u843d\u3061\u308b\u5834\u5408\u306e\u6271\u3044\u3092 `interpolation`\uff08`linear` \/ `lower` \/ `higher` \/ `midpoint` \/ `nearest`\uff09\u3067\u9078\u3079\u307e\u3059\n4. **\u5b9f\u7e3e\u306e\u5c11\u306a\u3044\u5148\u3092\u5206\u3051\u308b** \u2026 \u5165\u91d1\u5b9f\u7e3e\u304c5\u4ef6\u672a\u6e80\u306e\u5148\u306f\u5206\u4f4d\u70b9\u304c\u5f53\u3066\u306b\u306a\u308a\u307e\u305b\u3093\u3002\u300c\u5b9f\u7e3e\u306a\u3057\u300d\u306b\u3057\u3001\u91d1\u984d\u3068\u652f\u6255\u6761\u4ef6\u3060\u3051\u3067\u6271\u3044\u307e\u3059\n5. **AI\u3078\u6e21\u3059\u5bfe\u8c61\u306e\u7d5e\u308a\u8fbc\u307f** \u2026 \u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u3068\u6ede\u755931\u65e5\u4ee5\u4e0a\u306e\u660e\u7d30\u3060\u3051\u306b\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n\u5f79\u5272\u30923\u3064\u306b\u5206\u3051\u307e\u3059\u3002**\u3053\u3053\u3092\u6df7\u305c\u308b\u3068\u3001\u691c\u7b97\u3067\u304d\u306a\u3044\u6570\u5b57\u304c\u7763\u4fc3\u30ea\u30b9\u30c8\u306b\u8f09\u308a\u307e\u3059\u3002**\n\n| \u51e6\u7406 | \u5185\u5bb9 | \u4f7f\u3046\u3082\u306e |\n|:--|:--|:--|\n| \u5165\u91d1\u306e\u898b\u8fbc\u307f\u65e5 | \u652f\u6255\u671f\u65e5\u306b\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u9045\u5ef6\u65e5\u6570\u306e\u4e2d\u592e\u5024\u306875\uff05\u70b9\u3092\u8db3\u3059 | \u7d71\u8a08\u51e6\u7406\uff08\u5206\u4f4d\u70b9\uff09 |\n| \u9045\u308c\u306e\u7570\u5e38\u3055 | \u4eca\u56de\u306e\u6ede\u7559\u65e5\u6570\u304c\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u5206\u5e03\u306e\u3069\u3053\u306b\u3042\u308b\u304b\u3092\u533a\u5206\u3059\u308b | \u7d71\u8a08\u51e6\u7406\uff08\u5206\u4f4d\u70b9\uff09 |\n| \u6ede\u7559\u306e\u7406\u7531 | \u3084\u308a\u53d6\u308a\u3068\u5099\u8003\u304b\u3089\u300c\u691c\u53ce\u5f85\u3061\u300d\u300c\u518d\u767a\u884c\u5f85\u3061\u300d\u306a\u3069\u3092\u8aad\u307f\u53d6\u308b | \u751f\u6210AI |\n| \u512a\u5148\u5ea6\u70b9 | \u91d1\u984d\u70b9 \u00d7 \u9045\u308c\u306e\u7570\u5e38\u3055\u70b9 \u00d7 \u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9 | \u8a08\u7b97\u306e\u307f |\n| \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | \u53d6\u5f15\u5148\u306e\u533a\u5206\u306b\u5fdc\u3058\u305f\u8a9e\u8abf\u3067\u3001\u4e8b\u5b9f\u3068\u4f9d\u983c\u3092\u66f8\u304f | \u751f\u6210AI |\n\n**\u5165\u91d1\u306e\u898b\u8fbc\u307f\u3092\u751f\u6210AI\u306b\u51fa\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c\u3044\u3064\u6255\u3044\u305d\u3046\u304b\u300d\u306f\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u904e\u53bb\u306e\u9045\u5ef6\u65e5\u6570\u306e\u5206\u5e03\u304c\u7b54\u3048\u3067\u3059\u3002\u5206\u4f4d\u70b9\u3067\u51fa\u305b\u3070\u3001\u306a\u305c\u305d\u306e\u65e5\u4ed8\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u7e3e\u3067\u8aac\u660e\u3067\u304d\u307e\u3059\u3002\u8aa4\u5dee\u304c\u5927\u304d\u3051\u308c\u3070\u6a5f\u68b0\u5b66\u7fd2\u3078\u9032\u3080\u9053\u3082\u3042\u308a\u307e\u3059\u304c\u3001**\u307e\u305a\u5206\u4f4d\u70b9\u3067\u8db3\u308a\u308b\u304b\u3092\u6e2c\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u512a\u5148\u9806\u4f4d\u3082AI\u306b\u6c7a\u3081\u3055\u305b\u307e\u305b\u3093\u3002** \u5f0f\u3092\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n```\n\u512a\u5148\u5ea6\u70b9 \uff1d \u91d1\u984d\u70b9 \u00d7 \u9045\u308c\u306e\u7570\u5e38\u3055\u70b9 \u00d7 \u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9\n\n\u91d1\u984d\u70b9         1\uff1a100\u4e07\u5186\u672a\u6e80 \u2192 5\uff1a3,000\u4e07\u5186\u4ee5\u4e0a\uff08\u793e\u5185\u306e\u57fa\u6e96\u984d\u30675\u6bb5\u968e\uff09\n\u9045\u308c\u306e\u7570\u5e38\u3055\u70b9  1\uff1a\u4e2d\u592e\u5024\u4ee5\u5185 \uff0f 2\uff1a75\uff05\u70b9\u4ee5\u5185 \uff0f 3\uff1a90\uff05\u70b9\u4ee5\u5185\n               4\uff1a90\uff05\u70b9\u8d85 \uff0f 5\uff1a\u904e\u53bb\u6700\u9577\u3092\u8d85\u3048\u305f\n\u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9  1\uff1a\u8acb\u6c42\u66f8\u306e\u518d\u767a\u884c\u5f85\u3061 \uff0f 2\uff1a\u62c5\u5f53\u8005\u306e\u5909\u66f4 \uff0f 3\uff1a\u691c\u53ce\u3067\u3082\u3081\u3066\u3044\u308b\n               4\uff1a\u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044 \uff0f 5\uff1a\u3053\u3061\u3089\u306e\u9023\u7d61\u306b\u53cd\u5fdc\u304c\u306a\u3044\n```\n\n**\u3053\u306e\u91cd\u307f\u306f\u81ea\u793e\u3067\u6c7a\u3081\u307e\u3059\u3002** 3\u3064\u3092\u639b\u3051\u308b\u306e\u306f\u3001\u300c\u91d1\u984d\u306f\u5927\u304d\u3044\u304c\u6bce\u56de\u306e\u9045\u308c\u306e\u7bc4\u56f2\u5185\u300d\u3068\u3044\u3046\u660e\u7d30\u3092\u4e0a\u4f4d\u306b\u7f6e\u304b\u306a\u3044\u305f\u3081\u3067\u3059\u3002**\u5f0f\u3092\u8868\u306b\u51fa\u305b\u3070\u3001\u306a\u305c\u3053\u306e\u9806\u756a\u306a\u306e\u304b\u3092\u55b6\u696d\u306b\u3082\u8aac\u660e\u3067\u304d\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n\u6ede\u7559\u306e\u7406\u7531\u3092\u8aad\u307f\u53d6\u3089\u305b\u308b\u90e8\u5206\u3067\u3059\u3002\n\n```\n\u4ee5\u4e0b\u306e\u3084\u308a\u53d6\u308a\u3068\u5099\u8003\u304b\u3089\u3001\u3053\u306e\u8acb\u6c42\u304c\u672a\u5165\u91d1\u306e\u307e\u307e\u3067\u3042\u308b\u7406\u7531\u3092\u8aad\u307f\u53d6\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u7406\u7531\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6839\u62e0\u306b\u306a\u308b\u7b87\u6240\u3092 quote \u306b\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f15\u7528\u3067\u304d\u306a\u3044\u7406\u7531\u306f\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044\u5834\u5408\u306f reason \u3092 \"unknown\" \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u5f15\u5148\u306e\u4fe1\u7528\u3001\u5012\u7523\u306e\u53ef\u80fd\u6027\u3001\u53d6\u5f15\u3092\u6b62\u3081\u308b\u3079\u304d\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7406\u7531\u306e\u533a\u5206\u3011\u691c\u53ce\u5f85\u3061 \/ \u8acb\u6c42\u66f8\u306e\u518d\u767a\u884c\u5f85\u3061 \/ \u62c5\u5f53\u8005\u306e\u5909\u66f4 \/\n\u652f\u6255\u6761\u4ef6\u306e\u8a8d\u8b58\u9055\u3044 \/ \u5148\u65b9\u306e\u793e\u5185\u6c7a\u88c1\u5f85\u3061 \/ \u9023\u7d61\u306b\u53cd\u5fdc\u306a\u3057 \/ unknown\n\n\u3010\u3084\u308a\u53d6\u308a\u30fb\u5099\u8003\u3011{correspondence}\n```\n\n\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3089\u305b\u308b\u90e8\u5206\u3067\u3059\u3002\n\n```\n\u53d6\u5f15\u5148\u3078\u306e\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e0e\u3048\u3089\u308c\u305f\u4e8b\u5b9f\uff08\u8acb\u6c42\u756a\u53f7\u3001\u8acb\u6c42\u984d\u3001\u652f\u6255\u671f\u65e5\u3001\u6ede\u7559\u65e5\u6570\u3001\u7406\u7531\uff09\u3060\u3051\u3092\u4f7f\u3046\u3053\u3068\u3002\n- \u6cd5\u7684\u624b\u7d9a\u304d\u3001\u9045\u5ef6\u640d\u5bb3\u91d1\u3001\u53d6\u5f15\u505c\u6b62\u3001\u4fe1\u7528\u306b\u95a2\u3059\u308b\u8a18\u8ff0\u3092\u3057\u306a\u3044\u3053\u3068\u3002\n- \u65ad\u5b9a\u7684\u306a\u50ac\u544a\u3067\u306f\u306a\u304f\u3001\u72b6\u6cc1\u306e\u78ba\u8a8d\u3092\u4f9d\u983c\u3059\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3002\n- \u7406\u7531\u304c \"unknown\" \u306e\u5834\u5408\u306f\u7406\u7531\u306b\u89e6\u308c\u305a\u3001\u78ba\u8a8d\u306e\u304a\u9858\u3044\u3060\u3051\u3092\u66f8\u304f\u3053\u3068\u3002\n- 300\u6587\u5b57\u4ee5\u5185\u3067\u3001\u3010\u533a\u5206\u3011\u306e\u8a9e\u8abf\u306b\u5f93\u3046\u3053\u3068\u3002\n\n\u3010\u533a\u5206\u3068\u8a9e\u8abf\u3011\n\u4e3b\u8981\uff1a\u307e\u305a\u3053\u3061\u3089\u306e\u78ba\u8a8d\u4e0d\u8db3\u306e\u53ef\u80fd\u6027\u306b\u89e6\u308c\u3001\u7167\u4f1a\u306e\u5f62\u306b\u3059\u308b\n\u901a\u5e38\uff1a\u4e8b\u5b9f\u3092\u793a\u3057\u3001\u5165\u91d1\u4e88\u5b9a\u65e5\u306e\u56de\u7b54\u3092\u4f9d\u983c\u3059\u308b\n\u65b0\u898f\uff1a\u652f\u6255\u6761\u4ef6\u306e\u8a8d\u8b58\u9055\u3044\u306e\u53ef\u80fd\u6027\u306b\u89e6\u308c\u3001\u6761\u4ef6\u3092\u518d\u63b2\u3059\u308b\n\u5c11\u984d\uff1a\u7c21\u6f54\u306b\u3002\u8acb\u6c42\u66f8\u306e\u518d\u9001\u3092\u7533\u3057\u51fa\u308b\n```\n\n**\u300c\u6cd5\u7684\u624b\u7d9a\u304d\u3068\u9045\u5ef6\u640d\u5bb3\u91d1\u3092\u66f8\u304b\u305b\u306a\u3044\u300d\u306e1\u884c\u304c\u8981\u3067\u3059\u3002** \u3053\u308c\u3089\u306f\u81ea\u793e\u306e\u50b5\u6a29\u7ba1\u7406\u898f\u7a0b\u306b\u6cbf\u3063\u3066\u4eba\u304c\u5224\u65ad\u3059\u308b\u4e8b\u9805\u3067\u3001\u6587\u9762\u306b\u4e00\u5ea6\u5165\u308b\u3068\u53d6\u5f15\u95a2\u4fc2\u306b\u623b\u308c\u307e\u305b\u3093\u3002**\u300c\u53d6\u5f15\u3092\u6b62\u3081\u308b\u300d\u300c\u4fe1\u7528\u304c\u4e0d\u5b89\u3060\u300d\u3082\u66f8\u304b\u305b\u307e\u305b\u3093\u3002** \u4e0e\u4fe1\u306e\u5224\u65ad\u306f UC-0032 \u306e\u9818\u57df\u3067\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306e\u5916\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n```json\n{\n  \"items\": [\n    {\n      \"invoice_no\": \"\", \"customer_code\": \"\",\n      \"customer_tier\": \"main | normal | new | small\",\n      \"outstanding_amount\": 0, \"overdue_days\": 0,\n      \"expected_payment_date\": \"\",\n      \"delay_flag\": \"usual | unusual | no_history\",\n      \"reason\": \"\", \"quote\": \"\", \"excluded_reason\": \"\",\n      \"amount_score\": 0, \"anomaly_score\": 0, \"difficulty_score\": 0,\n      \"priority_score\": 0,\n      \"draft_message\": \"\", \"needs_sales_review\": true\n    }\n  ]\n}\n```\n\n\u70b9\u6570\u306e\u5185\u8a33\u30923\u3064\u3068\u3082\u8fd4\u3055\u305b\u308b\u306e\u306f\u3001\u9806\u4f4d\u306e\u6839\u62e0\u3092\u753b\u9762\u306b\u51fa\u3059\u305f\u3081\u3067\u3059\u3002Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f `output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3057\u307e\u3059\uff08\u65e7 `output_format` \u306f\u975e\u63a8\u5968\uff09\u3002**\u305f\u3060\u3057 `minimum` \/ `maximum` \u306a\u3069\u306e\u6570\u5024\u5236\u7d04\u3068 `minLength` \/ `maxLength` \u306a\u3069\u306e\u6587\u5b57\u5217\u5236\u7d04\u306f\u6307\u5b9a\u3067\u304d\u307e\u305b\u3093\u3002** \u70b9\u6570\u304c\u60f3\u5b9a\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u3063\u3066\u3044\u308b\u304b\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u3042\u3068\u306b\u691c\u7b97\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u51fa\u529b\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u7763\u4fc3\u30ea\u30b9\u30c8 | \u512a\u5148\u5ea6\u9806\u3002\u91d1\u984d\u3001\u6ede\u7559\u65e5\u6570\u3001\u898b\u8fbc\u307f\u65e5\u3001\u533a\u5206\u3001\u7406\u7531\u3001\u5f15\u7528\u3092\u4e26\u3079\u308b |\n| \u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d | **\u30e1\u30fc\u30eb\u306e\u4e0b\u66f8\u304d\u3068\u3057\u3066\u4fdd\u5b58\u3059\u308b\u3002\u9001\u4fe1\u306f\u3057\u306a\u3044** |\n| \u50b5\u6a29\u53f0\u5e33 | \u9001\u4ed8\u5f8c\u306b\u3001\u9001\u4ed8\u65e5\u30fb\u6587\u9762\u30fb\u56de\u7b54\u30fb\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u3092\u8a18\u9332\u3059\u308b |\n\n**\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306b\u9001\u4fe1\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u7f6e\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8a2d\u5b9a\u30921\u304b\u6240\u5909\u3048\u308c\u3070\u9001\u308c\u3066\u3057\u307e\u3046\u69cb\u6210\u306b\u3059\u308b\u3068\u3001\u627f\u8a8d\u306e\u904b\u7528\u304c\u5f62\u9ab8\u5316\u3057\u307e\u3059\u3002\u55b6\u696d\u3078\u306e\u78ba\u8a8d\u4f9d\u983c\u306f\u3001**\u512a\u5148\u5ea6\u306e\u4e0a\u4f4d\u3068\u4e3b\u8981\u53d6\u5f15\u5148\u306b\u9650\u3063\u3066**\u901a\u77e5\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u6295\u3052\u308b\u3068\u3001Before\u306e\u300c\u8fd4\u3063\u3066\u3053\u306a\u3044\u300d\u304c\u6b8b\u308a\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u5168\u4ef6\u3001\u4eba\u304c\u78ba\u8a8d\u3057\u307e\u3059\u3002\u81ea\u52d5\u9001\u4fe1\u306f\u3057\u307e\u305b\u3093\u3002** \u8aa4\u3063\u305f\u7763\u4fc3\u306f\u3001\u5165\u91d1\u6e08\u307f\u306e\u8acb\u6c42\u3084\u3001\u691c\u53ce\u304c\u7d42\u308f\u3063\u3066\u3044\u306a\u3044\u8acb\u6c42\u3078\u306e\u50ac\u4fc3\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002**\u3069\u308c\u3082\u3001\u6b21\u306e\u53d7\u6ce8\u306b\u97ff\u304d\u307e\u3059\u3002**\n\n| \u5bfe\u8c61 | \u78ba\u8a8d |\n|:--|:--|\n| \u4e3b\u8981\u53d6\u5f15\u5148\u3001\u512a\u5148\u5ea6\u304c\u4e0a\u4f4d\u3001\u6ede\u755961\u65e5\u4ee5\u4e0a | **\u55b6\u696d\u62c5\u5f53\u306e\u627f\u8a8d\u3092\u5fc5\u9808**\u306b\u3059\u308b |\n| \u901a\u5e38\u30fb\u65b0\u898f\u306e\u5148\u3067\u3001\u7406\u7531\u304c\u8aad\u307f\u53d6\u308c\u3066\u3044\u308b\u3082\u306e | \u50b5\u6a29\u7ba1\u7406\u62c5\u5f53\u304c\u6587\u9762\u3092\u78ba\u8a8d\u3057\u3066\u9001\u308b |\n| \u5c11\u984d\u304b\u3064\u6ede\u755930\u65e5\u4ee5\u5185 | \u4e0b\u66f8\u304d\u3092\u305d\u306e\u307e\u307e\u4f7f\u3044\u3001\u4e00\u62ec\u3067\u78ba\u8a8d\u3059\u308b |\n| \u7406\u7531\u304c `unknown`\u3001\u307e\u305f\u306f `no_history` | \u9001\u3089\u306a\u3044\u3002**\u5148\u306b\u72b6\u6cc1\u3092\u78ba\u8a8d\u3059\u308b** |\n\n**\u6700\u5f8c\u306e\u884c\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7406\u7531\u304c\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u9001\u308b\u3068\u3001\u3053\u3061\u3089\u306e\u8acb\u6c42\u6f0f\u308c\u3084\u691c\u53ce\u306e\u672a\u4e86\u304c\u539f\u56e0\u3060\u3063\u305f\u5834\u5408\u306b\u3001\u53d6\u5f15\u5148\u3078\u975e\u3092\u62bc\u3057\u3064\u3051\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u6d88\u8fbc\u304c\u672a\u78ba\u5b9a\u306e\u307e\u307e\u51e6\u7406\u304c\u8d70\u3063\u305f | **\u51e6\u7406\u3092\u6b62\u3081\u3066\u901a\u77e5\u3059\u308b\u3002** \u672a\u78ba\u5b9a\u306e\u30c7\u30fc\u30bf\u3067\u7763\u4fc3\u3057\u306a\u3044 |\n| \u5165\u91d1\u6e08\u307f\u306a\u306e\u306b\u6ede\u7559\u3068\u3057\u3066\u51fa\u305f | \u78ba\u5b9a\u30d5\u30e9\u30b0\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u4e0d\u4e00\u81f4\u306a\u3089\u4eba\u3078\u56de\u3059 |\n| \u5b9f\u7e3e\u304c5\u4ef6\u672a\u6e80\u3067\u5206\u4f4d\u70b9\u304c\u51fa\u305b\u306a\u3044 | `no_history` \u306b\u3059\u308b\u3002**\u91d1\u984d\u3060\u3051\u3067\u4e0a\u4f4d\u306b\u7f6e\u304b\u306a\u3044** |\n| \u76f8\u6bba\u30fb\u5024\u5f15\u304d\u30fb\u8fd4\u54c1\u30fb\u50b5\u6a29\u8b72\u6e21\u3001\u624b\u5f62\u306e\u671f\u65e5\u524d | \u901a\u5e38\u306e\u6ede\u7559\u3068\u5206\u3051\u3001\u81ea\u52d5\u51e6\u7406\u306e\u5bfe\u8c61\u5916\u306b\u3059\u308b |\n| \u540c\u3058\u53d6\u5f15\u5148\u306e\u660e\u7d30\u304c10\u4ef6\u4ee5\u4e0a\u3042\u308b | 1\u4ef6\u305a\u3064\u9001\u3089\u305a\u3001\u53d6\u5f15\u5148\u5358\u4f4d\u30671\u901a\u306b\u307e\u3068\u3081\u308b |\n| \u5012\u7523\u30fb\u652f\u6255\u505c\u6b62\u306e\u60c5\u5831\u304c\u5165\u3063\u305f | **\u81ea\u52d5\u51e6\u7406\u304b\u3089\u5916\u3057\u3001\u793e\u5185\u898f\u7a0b\u306e\u624b\u9806\u3078\u79fb\u3059\u3002AI\u306b\u5224\u65ad\u3055\u305b\u306a\u3044** |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5404\u6708\u306e\u6ede\u7559\u4e00\u89a7\uff08\u8acb\u6c42\u5358\u4f4d\uff09\u3068\u3001\u8a08\u7b97\u306b\u4f7f\u3063\u305f\u5206\u4f4d\u70b9\n- AI\u304c\u8aad\u307f\u53d6\u3063\u305f\u7406\u7531\u3068\u3001\u6839\u62e0\u3068\u3057\u3066\u5f15\u7528\u3057\u305f\u539f\u6587\n- \u512a\u5148\u5ea6\u70b9\u306e\u5185\u8a33\uff08\u91d1\u984d\u70b9\u30fb\u9045\u308c\u306e\u7570\u5e38\u3055\u70b9\u30fb\u56de\u53ce\u306e\u96e3\u3057\u3055\u70b9\uff09\n- **AI\u306e\u4e0b\u66f8\u304d\u3068\u3001\u4eba\u304c\u4fee\u6b63\u3057\u3066\u5b9f\u969b\u306b\u9001\u3063\u305f\u6587\u9762\u306e\u4e21\u65b9**\n- \u9001\u4ed8\u65e5\u3001\u9001\u4ed8\u8005\u3001\u76f8\u624b\u306e\u56de\u7b54\u3001\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\n\n**4\u3064\u76ee\u3092\u5225\u3005\u306b\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5f8c\u3067\u4ea4\u6e09\u306b\u306a\u3063\u305f\u3068\u304d\u3001\u3069\u3053\u307e\u3067\u304c\u6a5f\u68b0\u306e\u51fa\u529b\u3067\u3001\u3069\u3053\u304b\u3089\u304c\u81ea\u793e\u306e\u610f\u601d\u8868\u793a\u3060\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002","minimal_setup":"**AI\u3092\u4f7f\u308f\u305a\u306b\u3001\u5206\u4f4d\u70b9\u3060\u3051\u3067\u8a66\u305b\u307e\u3059\u3002\u5148\u306b\u3053\u308c\u3092\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n1. \u904e\u53bb24\u304b\u6708\u306e\u5165\u91d1\u5b9f\u7e3e\u304b\u3089\u3001\u53d6\u5f15\u5148\u3054\u3068\u306b\u9045\u5ef6\u65e5\u6570\u306e\u4e2d\u592e\u5024\u306890\uff05\u70b9\u3092\u51fa\u3059\n2. \u5148\u6708\u306e\u6ede\u7559250\u4ef6\u306b\u5f53\u3066\u3066\u3001\u300c\u901a\u5e38\u306e\u9045\u308c\u300d\u3068\u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u306b\u5206\u3051\u308b\n3. \u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u306e\u4ef6\u6570\u3092\u6570\u3048\u3001\u305d\u306e\u5f8c1\u304b\u6708\u3067\u5165\u91d1\u3055\u308c\u305f\u304b\u3092\u7a81\u304d\u5408\u308f\u305b\u308b\n\n| \u7d50\u679c | \u5224\u65ad |\n|:--|:--|\n| \u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u304c30\u301c60\u4ef6 | **\u3053\u306e\u533a\u5206\u3067\u8db3\u308a\u308b\u3002** \u4e0a\u4f4d\u304b\u3089\u9806\u306b\u51e6\u7406\u3059\u308b\u904b\u7528\u306b\u5909\u3048\u308b |\n| 100\u4ef6\u3092\u8d85\u3048\u308b | \u5206\u4f4d\u70b9\u306e\u671f\u9593\u304c\u77ed\u3044\u304b\u3001\u652f\u6255\u6761\u4ef6\u306e\u30de\u30b9\u30bf\u304c\u5b9f\u614b\u3068\u9055\u3046\u3002\u5148\u306b\u30de\u30b9\u30bf\u3092\u76f4\u3059 |\n| \u300c\u901a\u5e38\u306e\u9045\u308c\u300d\u306e\u5148\u304c\u5165\u91d1\u3055\u308c\u306a\u3044 | \u5206\u4f4d\u70b9\u3060\u3051\u3067\u306f\u8db3\u308a\u306a\u3044\u3002\u7406\u7531\u306e\u8aad\u307f\u53d6\u308a\u3092\u8db3\u3059 |\n\n**\u3053\u306e\u6642\u70b9\u3067\u7763\u4fc3\u306e\u9806\u756a\u304c\u5909\u308f\u308b\u306a\u3089\u3001AI\u3092\u5165\u308c\u308b\u524d\u306b\u904b\u7528\u3092\u5909\u3048\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002**\n\nAI\u90e8\u5206\u306f\u3001\u7406\u7531\u304c\u5206\u304b\u3063\u3066\u3044\u308b\u6ede\u7559\u309220\u4ef6\u9078\u3073\u3001\u3084\u308a\u53d6\u308a\u3092\u8cbc\u3063\u3066\u7406\u7531\u3092\u8aad\u307f\u53d6\u3089\u305b\u307e\u3059\u3002**\u898b\u308b\u306e\u306f\u6b63\u89e3\u7387\u3067\u306f\u306a\u304f\u3001\u300c\u6839\u62e0\u3092\u5f15\u7528\u3067\u304d\u306a\u3044\u306e\u306b\u7406\u7531\u3092\u65ad\u5b9a\u3057\u3066\u3044\u306a\u3044\u304b\u300d\u3067\u3059\u3002**","minimal_setup_short":"\u53d6\u5f15\u5148\u3054\u3068\u306e\u5206\u4f4d\u70b9\u3092Excel\u3067\u51fa\u3057\u3001\u6ede\u7559\u4e00\u89a7\u3092\u4e26\u3079\u66ff\u3048\u308b \uff0f \u9045\u308c\u306e\u533a\u5206\u3068\u4e26\u3079\u66ff\u3048","semi_auto_setup":"Python \u3067\u62bd\u51fa\u30fb\u5206\u4f4d\u70b9\u30fb\u512a\u5148\u5ea6\u70b9\u3092\u8a08\u7b97\u3057\u3001\u7406\u7531\u306e\u8aad\u307f\u53d6\u308a\u3068\u4e0b\u66f8\u304d\u307e\u3067\u51fa\u529b\u3059\u308b \uff0f \u7406\u7531\u306e\u8aad\u307f\u53d6\u308a\u3068\u4e0b\u66f8\u304d\u4f5c\u6210","full_setup":"\u4e0a\u8a18\uff0b\u5b9a\u671f\u5b9f\u884c\u3001\u627f\u8a8d\u4f9d\u983c\u306e\u901a\u77e5\u3001\u50b5\u6a29\u53f0\u5e33\u3078\u306e\u8a18\u9332\u3001\u518d\u7763\u4fc3\u306e\u671f\u9650\u7ba1\u7406 \uff0f \u627f\u8a8d\u3068\u9001\u4ed8\u4ee5\u5916","level_note":"**\u534a\u81ea\u52d5\u5316\u306e\u6642\u70b9\u3067\u3001\u524a\u6e1b\u306e\u5927\u534a\u304c\u53d6\u308c\u307e\u3059\u3002** \u5c65\u6b74\u3092\u305f\u3069\u308b\u6642\u9593\u3068\u6587\u9762\u3092\u66f8\u304f\u6642\u9593\u304c\u6d88\u3048\u308b\u305f\u3081\u3067\u3059\u3002\u672c\u683c\u69cb\u6210\u3067\u5897\u3048\u308b\u306e\u306f\u3001**\u9001\u308a\u3063\u3071\u306a\u3057\u306b\u306a\u3089\u306a\u3044\u3053\u3068**\u3067\u3059\u3002\u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u304c\u53f0\u5e33\u306b\u5165\u308a\u3001\u671f\u9650\u304c\u6765\u305f\u3089\u518d\u3073\u30ea\u30b9\u30c8\u306b\u4e0a\u304c\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5165\u91d1\u6e08\u307f\u306e\u8acb\u6c42\u3078\u7763\u4fc3\u3057\u3066\u3057\u307e\u3063\u305f | \u6d88\u8fbc\u306e\u78ba\u5b9a\u30d5\u30e9\u30b0\u3092\u898b\u3066\u3001\u672a\u78ba\u5b9a\u306a\u3089\u51e6\u7406\u3092\u6b62\u3081\u308b\u3002**\u3053\u308c\u304c\u6700\u512a\u5148** |\n| AI\u304c\u6839\u62e0\u306a\u304f\u7406\u7531\u3092\u65ad\u5b9a\u3057\u305f | \u539f\u6587\u306e\u5f15\u7528\u3092\u5fc5\u9808\u306b\u3059\u308b\u3002\u5f15\u7528\u3067\u304d\u306a\u3044\u7406\u7531\u306f `unknown` \u306b\u843d\u3068\u3059 |\n| \u4e0b\u66f8\u304d\u306b\u9045\u5ef6\u640d\u5bb3\u91d1\u3084\u6cd5\u7684\u624b\u7d9a\u304d\u304c\u66f8\u304b\u308c\u305f | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3057\u3001\u51fa\u529b\u5074\u3067\u3082\u8a72\u5f53\u8a9e\u3092\u691c\u77e5\u3057\u3066\u8b66\u544a\u3059\u308b |\n| \u4e3b\u8981\u53d6\u5f15\u5148\u306b\u53b3\u3057\u3044\u6587\u9762\u304c\u9001\u3089\u308c\u305f | \u533a\u5206\u3054\u3068\u306b\u8a9e\u8abf\u3092\u5206\u3051\u3001\u4e3b\u8981\u53d6\u5f15\u5148\u306f\u55b6\u696d\u306e\u627f\u8a8d\u3092\u5fc5\u9808\u306b\u3059\u308b |\n| \u512a\u5148\u9806\u4f4d\u306e\u6839\u62e0\u3092\u55b6\u696d\u306b\u8aac\u660e\u3067\u304d\u306a\u3044 | \u5f0f\u3068\u70b9\u6570\u306e\u5185\u8a33\u3092\u8868\u793a\u3059\u308b\u3002**AI\u306b\u9806\u4f4d\u3092\u6c7a\u3081\u3055\u305b\u306a\u3044** |\n| \u9001\u3063\u305f\u3042\u3068\u653e\u7f6e\u3055\u308c\u3001\u518d\u7763\u4fc3\u306e\u6642\u671f\u3092\u9003\u3057\u305f | \u6b21\u306b\u78ba\u8a8d\u3059\u308b\u65e5\u3092\u53f0\u5e33\u306e\u5fc5\u9808\u9805\u76ee\u306b\u3057\u3001\u671f\u9650\u3067\u518d\u3073\u30ea\u30b9\u30c8\u306b\u4e0a\u3052\u308b |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u53d6\u5f15\u5148\u306e\u793e\u540d\u3001\u8acb\u6c42\u984d\u3001\u672a\u5165\u91d1\u6b8b\u9ad8\u3001\u652f\u6255\u9045\u5ef6\u306e\u5b9f\u7e3e\u3001\u55b6\u696d\u3068\u306e\u3084\u308a\u53d6\u308a\u3001\u5148\u65b9\u62c5\u5f53\u8005\u306e\u6c0f\u540d\u3002**\u53d6\u5f15\u5148\u306e\u652f\u6255\u9045\u5ef6\u306e\u5b9f\u7e3e\u306f\u3001\u305d\u306e\u53d6\u5f15\u5148\u306e\u4fe1\u7528\u306b\u95a2\u3059\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5916\u90e8AI\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u6c7a\u3081\u308b** \u2026 **\u898b\u8fbc\u307f\u65e5\u3068\u70b9\u6570\u306e\u8a08\u7b97\u306f\u793e\u5185\u306e\u51e6\u7406\u3067\u5b8c\u7d50\u3057\u307e\u3059\u3002** \u751f\u6210AI\u3078\u6e21\u3059\u306e\u306f\u3001\u7406\u7531\u306e\u8aad\u307f\u53d6\u308a\u306b\u5fc5\u8981\u306a\u6587\u9762\u3068\u3001\u4e0b\u66f8\u304d\u306b\u5fc5\u8981\u306a\u4e8b\u5b9f\uff08\u8acb\u6c42\u756a\u53f7\u30fb\u91d1\u984d\u30fb\u671f\u65e5\u30fb\u6ede\u7559\u65e5\u6570\u30fb\u533a\u5206\uff09\u3060\u3051\u3067\u3059\n2. **\u5148\u65b9\u62c5\u5f53\u8005\u306e\u6c0f\u540d** \u2026 \u30e1\u30fc\u30eb\u306b\u306f\u500b\u4eba\u540d\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u6e21\u3059\u5834\u5408\u306f\u81ea\u793e\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc\u3068\u306e\u6574\u5408\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\n3. **\u5b66\u7fd2\u5229\u7528\u3068\u30a2\u30af\u30bb\u30b9\u6a29\u9650** \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\u3001\u6ede\u7559\u4e00\u89a7\u3068\u7763\u4fc3\u306e\u5c65\u6b74\u306e\u95b2\u89a7\u3092\u50b5\u6a29\u7ba1\u7406\u3068\u62c5\u5f53\u55b6\u696d\u306b\u9650\u5b9a\u3057\u307e\u3059\n4. **\u4e0e\u4fe1\u306e\u5224\u65ad\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u9045\u5ef6\u306e\u533a\u5206\u3092\u6839\u62e0\u306b\u53d6\u5f15\u6761\u4ef6\u3092\u5909\u3048\u305f\u308a\u51fa\u8377\u3092\u6b62\u3081\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u4e0e\u4fe1\u306f UC-0032 \u306e\u9818\u57df\u3067\u3001\u4eba\u304c\u5224\u65ad\u3057\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u308b\u5f62\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059**\n5. **\u91cd\u3044\u5224\u65ad\u3092AI\u306b\u3055\u305b\u306a\u3044** \u2026 \u5012\u7523\u306e\u5146\u5019\u3001\u53cd\u793e\u4f1a\u7684\u52e2\u529b\u3068\u306e\u95a2\u4fc2\u3001\u53d6\u5f15\u306e\u505c\u6b62\u306f\u51fa\u529b\u9805\u76ee\u306b\u6301\u305f\u305b\u307e\u305b\u3093\u3002\u8a72\u5f53\u3057\u305d\u3046\u306a\u60c5\u5831\u304c\u5165\u3063\u305f\u3089\u793e\u5185\u898f\u7a0b\u306e\u624b\u9806\u3078\u79fb\u3057\u307e\u3059\n6. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u7763\u4fc3\u6587\u306e\u9001\u4fe1\u306f\u81ea\u52d5\u5316\u3057\u307e\u305b\u3093\u3002\u904b\u7528\u304c\u5b89\u5b9a\u3057\u3066\u3082\u5909\u3048\u307e\u305b\u3093\n\n**\u6cd5\u7684\u306a\u6bb5\u968e\u3078\u9032\u3080\u5834\u5408\u306f\u3001\u3053\u306e\u4ed5\u7d44\u307f\u306e\u5916\u3067\u3059\u3002** \u5185\u5bb9\u8a3c\u660e\u306f\u3001\u3044\u3064\u3001\u3044\u304b\u306a\u308b\u5185\u5bb9\u306e\u6587\u66f8\u3092\u8ab0\u304b\u3089\u8ab0\u3042\u3066\u306b\u5dee\u3057\u51fa\u3057\u305f\u304b\u3092\u3001\u5dee\u51fa\u4eba\u304c\u4f5c\u6210\u3057\u305f\u8b04\u672c\u306b\u3088\u3063\u3066\u65e5\u672c\u90f5\u4fbf\u304c\u8a3c\u660e\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002**\u8a3c\u660e\u3055\u308c\u308b\u306e\u306f\u5185\u5bb9\u6587\u66f8\u306e\u5b58\u5728\u3067\u3042\u308a\u3001\u5185\u5bb9\u304c\u771f\u5b9f\u3067\u3042\u308b\u304b\u3069\u3046\u304b\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u652f\u6255\u7763\u4fc3\u306f\u3001\u50b5\u6a29\u8005\u306e\u7533\u7acb\u3066\u306b\u3088\u308a\u88c1\u5224\u6240\u66f8\u8a18\u5b98\u304c\u767a\u3059\u308b\u624b\u7d9a\u3067\u3001\u76f8\u624b\u306e\u4f4f\u6240\u5730\u3092\u7ba1\u8f44\u3059\u308b\u7c21\u6613\u88c1\u5224\u6240\u3078\u7533\u3057\u7acb\u3066\u307e\u3059\u3002\u50b5\u52d9\u8005\u306f2\u9031\u9593\u4ee5\u5185\u306b\u7763\u4fc3\u7570\u8b70\u3092\u7533\u3057\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u7570\u8b70\u304c\u3042\u308c\u3070\u901a\u5e38\u8a34\u8a1f\u3078\u79fb\u884c\u3057\u307e\u3059\u3002\n\n**\u3069\u306e\u6bb5\u968e\u3067\u3069\u306e\u624b\u7d9a\u304d\u306b\u9032\u3080\u304b\u306f\u3001\u81ea\u793e\u306e\u50b5\u6a29\u7ba1\u7406\u898f\u7a0b\u3068\u9867\u554f\u5f01\u8b77\u58eb\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u3067\u3059\u3002** AI\u306b\u5185\u5bb9\u8a3c\u660e\u3084\u7533\u7acb\u66f8\u306e\u6587\u9762\u3092\u4f5c\u3089\u305b\u308b\u69cb\u6210\u306b\u306f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u3053\u306e\u8a18\u4e8b\u304c\u6271\u3046\u306e\u306f\u3001**\u305d\u306e\u624b\u524d\u306e\u9023\u7d61\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067**\u3067\u3059\u3002","recommended_for":"\u53d6\u5f15\u5148\u304c300\u793e\u4ee5\u4e0a\u3042\u308a\u3001\u652f\u6255\u6761\u4ef6\u304c\u53d6\u5f15\u5148\u3054\u3068\u306b\u9055\u3046\u4f01\u696d\u3002\u6bce\u6708\u306e\u6d88\u8fbc\u5f8c\u306b\u671f\u65e5\u8d85\u904e\u306e\u660e\u7d30\u304c100\u4ef6\u4ee5\u4e0a\u6b8b\u308b\u3002\u5165\u91d1\u306e\u6d88\u8fbc\u304c\u8acb\u6c42\u5358\u4f4d\u3067\u8a18\u9332\u3055\u308c\u3066\u304a\u308a\u3001\u904e\u53bb2\u5e74\u5206\u306e\u5165\u91d1\u5b9f\u7e3e\u3092\u8acb\u6c42\u756a\u53f7\u3064\u304d\u3067\u53d6\u308a\u51fa\u305b\u308b\u3053\u3068\u3002\u7763\u4fc3\u306e\u53ef\u5426\u3092\u6700\u7d42\u7684\u306b\u6c7a\u3081\u308b\u62c5\u5f53\u8005\u304c\u793e\u5185\u306b\u3044\u308b\u3053\u3068\u3002","not_recommended_for":"\u53d6\u5f15\u5148\u304c\u6570\u5341\u793e\u3067\u3001\u62c5\u5f53\u8005\u304c\u5168\u793e\u306e\u652f\u6255\u72b6\u6cc1\u3092\u628a\u63e1\u3067\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u524d\u53d7\u91d1\u3084\u81ea\u52d5\u53e3\u5ea7\u632f\u66ff\u304c\u4e2d\u5fc3\u3067\u6ede\u7559\u305d\u306e\u3082\u306e\u304c\u5c11\u306a\u3044\u696d\u614b\u3002\u5165\u91d1\u6d88\u8fbc\u304c\u8acb\u6c42\u5358\u4f4d\u3067\u6b8b\u3063\u3066\u304a\u3089\u305a\u3001\u3069\u306e\u8acb\u6c42\u304c\u672a\u5165\u91d1\u304b\u3092\u7279\u5b9a\u3067\u304d\u306a\u3044\u5834\u5408\uff08\u307e\u305a\u6d88\u8fbc\u306e\u6574\u5099\u304c\u5148\uff09\u3002\u56de\u53ce\u3092\u50b5\u6a29\u56de\u53ce\u4f1a\u793e\u3084\u5f01\u8b77\u58eb\u3078\u5168\u9762\u7684\u306b\u59d4\u8a17\u3057\u3066\u3044\u308b\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u5165\u91d1\u5b9f\u7e3e\u304c\u8acb\u6c42\u5358\u4f4d\u3067\u53d6\u308a\u51fa\u305b\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b**\n\n\u300c\u5165\u91d1\u65e5\u3068\u5145\u5f53\u3057\u305f\u8acb\u6c42\u756a\u53f7\u300d\u306e\u5bfe\u5fdc\u3092\u3001\u904e\u53bb24\u304b\u6708\u5206\u53d6\u308a\u51fa\u305b\u308b\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002**\u53d6\u308a\u51fa\u305b\u306a\u3051\u308c\u3070\u3001\u3053\u306e\u69cb\u6210\u306f\u4f5c\u308c\u307e\u305b\u3093\u3002** \u5148\u306b\u6d88\u8fbc\u306e\u6574\u5099\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n**2\u9031\u76ee\uff1a\u5206\u4f4d\u70b9\u3067\u6ede\u7559\u3092\u5206\u3051\u3066\u307f\u308b**\n\n\u53d6\u5f15\u5148\u3054\u3068\u306e\u9045\u5ef6\u65e5\u6570\u306e\u4e2d\u592e\u5024\u306890\uff05\u70b9\u3092\u51fa\u3057\u3001\u5148\u6708\u306e\u6ede\u7559250\u4ef6\u3092\u300c\u901a\u5e38\u306e\u9045\u308c\u300d\u3068\u300c\u3044\u3064\u3082\u3068\u9055\u3046\u9045\u308c\u300d\u306b\u5206\u3051\u307e\u3059\u3002**\u4ef6\u6570\u304c30\u301c60\u4ef6\u306b\u53ce\u307e\u308b\u304b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**3\u301c4\u9031\u76ee\uff1a\u512a\u5148\u9806\u4f4d\u306e\u5f0f\u3092\u8ca1\u52d9\u3068\u55b6\u696d\u3067\u6c7a\u3081\u308b**\n\n3\u3064\u306e\u70b9\u6570\u306e\u91cd\u307f\u3092\u6c7a\u3081\u3001\u5148\u6708\u306e\u5b9f\u7e3e\u306b\u5f53\u3066\u307e\u3059\u3002**\u4e0a\u4f4d20\u4ef6\u304c\u55b6\u696d\u304b\u3089\u898b\u3066\u3082\u59a5\u5f53\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u3053\u3053\u3092\u5408\u610f\u3057\u306a\u3044\u307e\u307e\u5b9f\u88c5\u3059\u308b\u3068\u3001\u30ea\u30b9\u30c8\u304c\u4f7f\u308f\u308c\u307e\u305b\u3093\u3002\n\n**2\u304b\u6708\u76ee\uff1a** \u7406\u7531\u304c\u5206\u304b\u3063\u3066\u3044\u308b\u6ede\u755920\u4ef6\u3067\u3001\u8aad\u307f\u53d6\u308a\u306e\u7cbe\u5ea6\u3068\u4e0b\u66f8\u304d\u304c\u4f7f\u3048\u308b\u304b\u3092\u6e2c\u308a\u307e\u3059\u3002\u9023\u7d61\u6587\u306f\u55b6\u696d\u306b\u898b\u305b\u3066\u3001\u81ea\u5206\u306e\u540d\u524d\u3067\u9001\u308c\u308b\u6587\u9762\u304b\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002\n\n**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5b9a\u671f\u5b9f\u884c\u3001\u627f\u8a8d\u4f9d\u983c\u306e\u901a\u77e5\u3001\u50b5\u6a29\u53f0\u5e33\u3078\u306e\u8a18\u9332\u3092\u4f5c\u308a\u307e\u3059\u3002\u4e26\u884c\u3057\u3066\u3001**\u6ede\u755961\u65e5\u4ee5\u4e0a\u306e\u4ef6\u6570\u304c\u6e1b\u3063\u3066\u3044\u308b\u304b**\u3092\u6708\u6b21\u3067\u898b\u3066\u304f\u3060\u3055\u3044\u3002\u5de5\u6570\u306e\u524a\u6e1b\u5e45\u3088\u308a\u3001\u3053\u306e\u4ef6\u6570\u306e\u307b\u3046\u304c\u5c0e\u5165\u306e\u6210\u5426\u3092\u8868\u3057\u307e\u3059\u3002\n\n---","related_usecases":["UC-0023","UC-0008","UC-0003","UC-0060"],"related_articles":[{"id":2156,"slug":"data-bunseki-ai-katsuyo","title":"\u30de\u30fc\u30b1\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306bAI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u96c6\u8a08\u304b\u3089\u793a\u5506\u51fa\u3057\u307e\u3067\u52b9\u7387\u5316"},{"id":3208,"slug":"churn-yosoku-ai","title":"\u89e3\u7d04\u4e88\u6e2c\uff08\u30c1\u30e3\u30fc\u30f3\u5206\u6790\uff09\u306b\u751f\u6210AI\u3092\u6d3b\u304b\u3059\u65b9\u6cd5\uff5c\u96e2\u8131\u306e\u5146\u3057\u3092\u5148\u56de\u308a"},{"id":5151,"slug":"ga4-yosoku-shihyo","title":"GA4\u306e\u4e88\u6e2c\u6307\u6a19\u306f\u4f7f\u3048\u308b\u304b\uff5c\u6761\u4ef6\u3068\u4ee3\u308f\u308a\u306e\u898b\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| `DataFrameGroupBy.quantile` \u304c\u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306e\u5206\u4f4d\u70b9\u3092\u8fd4\u3059\u3053\u3068\u3002`q` \u306f0\u304b\u30891\u306e\u5024\u3067\u65e2\u5b9a\u306f0.5\uff08\u4e2d\u592e\u5024\uff09\u30012\u70b9\u306e\u9593\u306b\u843d\u3061\u308b\u5834\u5408\u306e\u6271\u3044\u3092 `interpolation` \u306e5\u7a2e\u985e\u304b\u3089\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [pandas: quantile](https:\/\/pandas.pydata.org\/docs\/reference\/api\/pandas.api.typing.DataFrameGroupBy.quantile.html) | 2026-09-15 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3059\u308b\u65b9\u5f0f\u3067\u3042\u308b\u3053\u3068\uff08\u65e7 `output_format` \u306f\u975e\u63a8\u5968\uff09\u3002\u6570\u5024\u5236\u7d04\u3068\u6587\u5b57\u5217\u9577\u306e\u5236\u7d04\u304c\u4f7f\u3048\u306a\u3044\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-09-15 |\n| \u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u306b\u300cat regular intervals\u300d\u300conce\u300d\u300cdaily\u300d\u300cweekdays\u300d\u300cweekly\u300d\u300cmonthly\u300d\u300cspecified dates\u300d\u300con demand\u300d\u304c\u3042\u308b\u3053\u3068\u3002\u65e2\u5b9a\u304c15\u5206\u3054\u3068\u3067\u3001\u6700\u77ed\u306e\u9593\u9694\u306f\u30d7\u30e9\u30f3\u306b\u3088\u3063\u3066\u5909\u308f\u308b\u3053\u3068 | [Make: Schedule a scenario](https:\/\/help.make.com\/schedule-a-scenario) | 2026-09-15 |\n| \u5185\u5bb9\u8a3c\u660e\u304c\u3001\u3044\u3064\u30fb\u3044\u304b\u306a\u308b\u5185\u5bb9\u306e\u6587\u66f8\u3092\u8ab0\u304b\u3089\u8ab0\u3042\u3066\u306b\u5dee\u3057\u51fa\u3057\u305f\u304b\u3092\u5dee\u51fa\u4eba\u306e\u8b04\u672c\u306b\u3088\u3063\u3066\u65e5\u672c\u90f5\u4fbf\u304c\u8a3c\u660e\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b\u3053\u3068\u3002\u8a3c\u660e\u3055\u308c\u308b\u306e\u306f\u5185\u5bb9\u6587\u66f8\u306e\u5b58\u5728\u3067\u3042\u308a\u3001\u5185\u5bb9\u304c\u771f\u5b9f\u3067\u3042\u308b\u3053\u3068\u3067\u306f\u306a\u3044\u3053\u3068 | [\u65e5\u672c\u90f5\u4fbf: \u5185\u5bb9\u8a3c\u660e](https:\/\/www.post.japanpost.jp\/service\/send\/domestic\/option\/syomei\/) | 2026-09-15 |\n| 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