{"id":11581,"date":"2026-09-18T09:52:22","date_gmt":"2026-09-18T00:52:22","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/purchase-consolidation-candidates\/"},"modified":"2026-09-18T09:52:22","modified_gmt":"2026-09-18T00:52:22","slug":"purchase-consolidation-candidates","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/purchase-consolidation-candidates\/","title":{"rendered":"\u540c\u3058\u7269\u3092\u3070\u3089\u3070\u3089\u306b\u8cb7\u3063\u3066\u3044\u308b\u72b6\u614b\u3092\u8cfc\u8cb7\u660e\u7d30\u304b\u3089\u898b\u3064\u3051\u3066\u3001\u96c6\u7d04\u306e\u5019\u88dc\u3092\u51fa\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u8cfc\u8cb7\u660e\u7d30\u306e\u81ea\u7531\u8a18\u8ff0\u306e\u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3057\u3001\u540c\u3058\u7269\u306e\u7570\u306a\u308b\u547c\u3073\u65b9\u3092\u307e\u3068\u3081\u3066\u3001\u62e0\u70b9\u3054\u3068\u306e\u4ed5\u5165\u5148\u3068\u5358\u4fa1\u306e\u3070\u3089\u3064\u304d\u3092\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002\u8cfc\u8cb7\u62c5\u5f53\u306e\u4f5c\u696d\u306f\u30011\u884c\u305a\u3064\u54c1\u540d\u3092\u8aad\u3093\u3067\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u304b\u3089\u3001\u307e\u3068\u307e\u3063\u305f\u7d50\u679c\u3092\u898b\u3066\u96c6\u7d04\u3092\u691c\u8a0e\u3059\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-0128","platform_main":"Python","publish_date":"","last_updated":"2026-09-18","tech_verified_date":"2026-09-18","trigger":"**\u6708\u6b21\u306e\u8cfc\u8cb7\u660e\u7d30\u304c\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304b\u308c\u305f\u3068\u304d**\u304c\u8d77\u70b9\u3067\u3059\u3002\n\nPower Automate \u306e SharePoint \u30b3\u30cd\u30af\u30bf\u306b\u306f\u300c\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u305f\u3068\u304d\u300d\u3068\u3044\u3046\u30c8\u30ea\u30ac\u30fc\u304c\u3042\u308a\u307e\u3059\u3002\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306e\u6708\u6b21CSV\u51fa\u529b\u3092\u6307\u5b9a\u30d5\u30a9\u30eb\u30c0\u3078\u7f6e\u304f\u904b\u7528\u306b\u3059\u308c\u3070\u3001**\u7f6e\u3044\u305f\u6642\u70b9\u3067\u51e6\u7406\u304c\u59cb\u307e\u308a\u307e\u3059\u3002**\n\n**\u6708\u6b21\u3067\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u9031\u6b21\u306b\u3059\u308b\u3068\u3001**\u5358\u4fa1\u306e\u6bd4\u8f03\u306b\u5fc5\u8981\u306a\u6bcd\u6570\u304c\u96c6\u307e\u308a\u307e\u305b\u3093\u3002** \u56db\u534a\u671f\u306b\u3059\u308b\u3068\u3001**\u767a\u898b\u304c\u9045\u308c\u307e\u3059\u3002**\n\n\u534a\u81ea\u52d5\u5316\u3067\u306f\u3001\u6b21\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\n\n- **\u5358\u4fa1\u306e\u958b\u304d\u304c\u4e00\u5b9a\u4ee5\u4e0a\u306e\u54c1\u76ee\u304c\u51fa\u305f\u3089\u3001\u305d\u306e\u6708\u306e\u3046\u3061\u306b\u901a\u77e5\u3059\u308b**\n- **\u65b0\u3057\u3044\u4ed5\u5165\u5148\u304b\u3089\u306e\u8cfc\u8cb7\u304c\u767a\u751f\u3057\u305f\u3089\u6319\u3052\u308b**\n\n**2\u3064\u76ee\u304c\u52b9\u304d\u307e\u3059\u3002** \u65b0\u3057\u3044\u4ed5\u5165\u5148\u304c\u5897\u3048\u308b\u306e\u306f\u3001**\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3067\u8cb7\u3048\u306a\u304b\u3063\u305f\u304b\u3001\u73fe\u5834\u304c\u77e5\u3089\u306a\u304b\u3063\u305f\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u78ba\u8a8d\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cfc\u8cb7\u660e\u7d30 | \u65e5\u4ed8\u3001\u62e0\u70b9\u3001\u90e8\u9580\u3001\u54c1\u540d\uff08\u81ea\u7531\u8a18\u8ff0\uff09\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3001\u5358\u4fa1\u3001\u91d1\u984d\u3001\u4ed5\u5165\u5148 | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| **\u54c1\u76ee\u533a\u5206\u8868** | \u533a\u5206\u540d\u3001\u5b9a\u7fa9\u3001\u4f8b\u793a\u3059\u308b\u54c1\u540d | \u8cfc\u8cb7\uff08**\u65b0\u3057\u304f\u4f5c\u308b**\uff09 |\n| \u4ed5\u5165\u5148\u30de\u30b9\u30bf | \u4ed5\u5165\u5148\u540d\u3001\u53d6\u5f15\u6761\u4ef6\u3001\u5951\u7d04\u306e\u6709\u7121 | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| \u54c1\u76ee\u30de\u30b9\u30bf | \u3059\u3067\u306b\u30b3\u30fc\u30c9\u5316\u3055\u308c\u3066\u3044\u308b\u54c1\u76ee | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c | \u524d\u6708\u307e\u3067\u306e\u54c1\u540d\u3068\u533a\u5206\u306e\u5bfe\u5fdc | SharePoint \u30ea\u30b9\u30c8 |\n| **\u6b63\u898f\u5316\u306e\u8f9e\u66f8** | \u5358\u4f4d\u30fb\u7565\u8a9e\u30fb\u30e1\u30fc\u30ab\u30fc\u540d\u306e\u8868\u8a18\u3086\u308c | \u8cfc\u8cb7\uff08**\u80b2\u3066\u308b**\uff09 |\n\n**\u300c\u54c1\u76ee\u533a\u5206\u8868\u300d\u304c\u3053\u306e\u69cb\u6210\u306e\u4e2d\u6838\u3067\u3059\u3002**\n\n**\u968e\u5c64\u306f2\u6bb5\u307e\u3067\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n| \u5927\u533a\u5206 | \u4e2d\u533a\u5206 | \u5b9a\u7fa9 | \u4f8b\u793a\u3059\u308b\u54c1\u540d |\n|:--|:--|:--|:--|\n| \u4fdd\u8b77\u5177 | \u624b\u888b | \u4f5c\u696d\u6642\u306b\u624b\u306b\u7740\u7528\u3059\u308b\u4f7f\u3044\u6368\u3066\u30fb\u518d\u4f7f\u7528\u306e\u3082\u306e | \u30cb\u30c8\u30ea\u30eb\u624b\u888b\u3001\u8ecd\u624b\u3001\u8010\u5207\u5275\u624b\u888b |\n| \u4fdd\u8b77\u5177 | \u4fdd\u8b77\u3081\u304c\u306d | \u76ee\u3092\u4fdd\u8b77\u3059\u308b\u5668\u5177 | \u4fdd\u8b77\u3081\u304c\u306d\u3001\u30b4\u30fc\u30b0\u30eb |\n| \u6d88\u8017\u54c1 | \u6e05\u6383\u7528\u54c1 | \u6e05\u6383\u306b\u4f7f\u3046\u6d88\u8017\u54c1 | \u30a6\u30a8\u30b9\u3001\u30e2\u30c3\u30d7\u3001\u6d17\u5264 |\n\n**\u300c\u4f8b\u793a\u3059\u308b\u54c1\u540d\u300d\u306e\u5217\u3092\u5fc5\u305a\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u5b9a\u7fa9\u3060\u3051\u3067\u306f\u5206\u985e\u304c\u63fa\u308c\u307e\u3059\u3002**\u5b9f\u969b\u306e\u660e\u7d30\u304b\u3089\u62fe\u3063\u305f\u54c1\u540d\u30923\u301c5\u500b\u4e26\u3079\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u52b9\u304d\u307e\u3059\u3002**\n\n**3\u6bb5\u4ee5\u4e0a\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7d30\u304b\u304f\u3059\u308b\u3068\u3001**\u5206\u985e\u306e\u4e00\u81f4\u7387\u304c\u843d\u3061\u3001\u96c6\u8a08\u306e\u5358\u4f4d\u3068\u3057\u3066\u3082\u4f7f\u3044\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u300d\u3092\u6bce\u56de\u6e21\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u540c\u3058\u54c1\u540d\u304c\u6bce\u6708\u51fa\u307e\u3059\u3002**\u524d\u6708\u306e\u5206\u985e\u3092\u6e21\u305b\u3070\u3001\u6708\u3054\u3068\u306b\u7d50\u679c\u304c\u5909\u308f\u308b\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002**","data_source":"**\u8cfc\u8cb7\u660e\u7d30\uff1a** \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6708\u6b21\u3067CSV\u51fa\u529b\u3057\u307e\u3059\u3002**\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u306b\u76f4\u63a5\u3064\u306a\u304c\u305a\u306b\u3001\u307e\u305aCSV\u3067\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u5206\u6790\u306e\u8a2d\u8a08\u304c\u56fa\u307e\u308b\u524d\u306b\u63a5\u7d9a\u3092\u4f5c\u308b\u3068\u3001\u4f5c\u308a\u76f4\u3057\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u6e21\u3059\u5217\u3092\u7d5e\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3001\u62e0\u70b9\u3001\u4ed5\u5165\u5148\u3001\u5358\u4fa1\u304c\u3042\u308c\u3070\u5206\u985e\u3067\u304d\u307e\u3059\u3002**\u767a\u6ce8\u8005\u306e\u6c0f\u540d\u3001\u627f\u8a8d\u8005\u3001\u793e\u5185\u306e\u52d8\u5b9a\u79d1\u76ee\u306f\u6e21\u3055\u306a\u304f\u3066\u6e08\u307f\u307e\u3059\u3002**\n\n**\u91d1\u984d\u3092\u305d\u306e\u307e\u307e\u6e21\u3059\u304b\u306f\u3001\u65b9\u91dd\u3092\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u306e\u6bd4\u8f03\u306b\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001**\u8cfc\u8cb7\u5358\u4fa1\u306f\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u3067\u6a5f\u5fae\u306a\u60c5\u5831\u3067\u3059\u3002** \u5206\u985e\u306e\u5de5\u7a0b\u3067\u306f\u5358\u4fa1\u3092\u6e21\u3055\u305a\u3001**\u96c6\u8a08\u306e\u5de5\u7a0b\u306f\u793e\u5185\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3046**\u3068\u3044\u3046\u5206\u3051\u65b9\u3082\u3067\u304d\u307e\u3059\u3002\n\n**\u54c1\u76ee\u533a\u5206\u8868\u3068\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\uff1a** \u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001Claude \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u7f6e\u3044\u305f\u6587\u66f8\u306f\u3001**\u305d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u306e\u4f1a\u8a71\u3067\u8aad\u307e\u305b\u3089\u308c\u307e\u3059\u3002** \u534a\u81ea\u52d5\u5316\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u3066\u6e21\u3057\u307e\u3059\u3002","preprocessing":"\u6a5f\u68b0\u3067\u3067\u304d\u308b\u3053\u3068\u306f\u3001AI\u306b\u6e21\u3059\u524d\u306b\u6e08\u307e\u305b\u307e\u3059\u3002\n\n1. **\u5168\u89d2\u30fb\u534a\u89d2\u306e\u7d71\u4e00** \u2026 \u82f1\u6570\u5b57\u3001\u30ab\u30bf\u30ab\u30ca\u3001\u8a18\u53f7\n2. **\u5358\u4f4d\u306e\u7d71\u4e00** \u2026 \u300c\u679a\u300d\u300cP\u300d\u300cpcs\u300d\u300c\u7bb1\u300d\u300c\u30b1\u30fc\u30b9\u300d\u3092\u6b63\u898f\u306e\u5358\u4f4d\u306b\u5bc4\u305b\u308b\n3. **\u6570\u91cf\u306e\u5206\u96e2** \u2026 \u300c\u30cb\u30c8\u30ea\u30eb\u624b\u888bM100\u679a\u300d\u304b\u3089\u6570\u91cf\u3068\u5358\u4f4d\u3092\u5207\u308a\u51fa\u3059\n4. **\u30b5\u30a4\u30ba\u306e\u5206\u96e2** \u2026 S\uff0fM\uff0fL\u3001\u5bf8\u6cd5\u3092\u30bf\u30b0\u3068\u3057\u3066\u5207\u308a\u51fa\u3059\n5. **\u578b\u756a\u306e\u62bd\u51fa** \u2026 \u82f1\u6570\u5b57\u306e\u4e26\u3073\u3092\u578b\u756a\u5019\u88dc\u3068\u3057\u3066\u5207\u308a\u51fa\u3059\n6. **\u30e1\u30fc\u30ab\u30fc\u540d\u306e\u6b63\u898f\u5316** \u2026 \u8868\u8a18\u3086\u308c\u306e\u8f9e\u66f8\u3067\u5bc4\u305b\u308b\n7. **\u65e2\u5b58\u30b3\u30fc\u30c9\u306e\u9664\u5916** \u2026 \u54c1\u76ee\u30b3\u30fc\u30c9\u304c\u5165\u3063\u3066\u3044\u308b\u884c\u306f\u5bfe\u8c61\u5916\u306b\u3059\u308b\n8. **\u91cd\u8907\u884c\u306e\u307e\u3068\u3081** \u2026 \u540c\u4e00\u306e\u54c1\u540d\u6587\u5b57\u5217\u306f1\u4ef6\u306b\u307e\u3068\u3081\u3001\u4ef6\u6570\u3092\u6301\u305f\u305b\u308b\n\n**8\u756a\u76ee\u304c\u8cbb\u7528\u3092\u5927\u304d\u304f\u4e0b\u3052\u307e\u3059\u3002** 3,000\u884c\u306e\u3046\u3061\u3001**\u30e6\u30cb\u30fc\u30af\u306a\u54c1\u540d\u306f\u6570\u767e\u4ef6\u3057\u304b\u306a\u3044\u3053\u3068\u304c\u666e\u901a\u3067\u3059\u3002** \u540c\u3058\u6587\u5b57\u5217\u3092\u4f55\u5ea6\u3082AI\u306b\u6e21\u3059\u7406\u7531\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n**5\u756a\u76ee\u306e\u578b\u756a\u304c\u3001\u3044\u3061\u3070\u3093\u5f37\u3044\u624b\u304c\u304b\u308a\u3067\u3059\u3002** \u578b\u756a\u304c\u4e00\u81f4\u3059\u308c\u3070\u3001**\u54c1\u540d\u306e\u8868\u8a18\u304c\u9055\u3063\u3066\u3082\u540c\u3058\u7269\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002** \u305f\u3060\u3057**\u578b\u756a\u3060\u3051\u3067\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u578b\u756a\u306e\u4f53\u7cfb\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u9055\u3044\u3001\u5225\u306e\u30e1\u30fc\u30ab\u30fc\u306e\u578b\u756a\u3068\u885d\u7a81\u3057\u307e\u3059\u3002","ai_processing":"| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u54c1\u76ee\u533a\u5206\u3078\u306e\u5206\u985e | \u54c1\u540d\u3092\u5927\u533a\u5206\u30fb\u4e2d\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u308b |\n| \u540c\u4e00\u54c1\u76ee\u5019\u88dc\u306e\u307e\u3068\u3081 | \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u54c1\u540d\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3059\u308b |\n| \u6839\u62e0\u306e\u63d0\u793a | \u307e\u3068\u3081\u305f\u6839\u62e0\uff08\u578b\u756a\u4e00\u81f4\u3001\u30e1\u30fc\u30ab\u30fc\u4e00\u81f4\u3001\u4ed5\u69d8\u306e\u4e00\u81f4\uff09\u3092\u793a\u3059 |\n| \u5206\u985e\u3067\u304d\u306a\u3044\u3082\u306e\u306e\u5207\u308a\u5206\u3051 | \u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u54c1\u540d\u3092\u6319\u3052\u308b |\n| \u54c1\u540d\u306e\u89e3\u91c8\u306e\u63d0\u793a | \u300cM\u300d\u304c\u30b5\u30a4\u30ba\u304b\u578b\u756a\u304b\u306e\u8aad\u307f\u53d6\u308a\u3092\u793a\u3059 |\n\n**AI\u306b\u6b21\u306e\u3053\u3068\u3092\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u65ad\u5b9a | **\u54c1\u8cea\u3068\u4ed5\u69d8\u306f\u4eba\u304c\u78ba\u304b\u3081\u308b\u3002\u540c\u3058\u540d\u524d\u3067\u3082\u5225\u7269\u306e\u3053\u3068\u304c\u3042\u308b** |\n| \u96c6\u7d04\u3059\u3079\u304d\u3068\u3044\u3046\u5224\u65ad | **\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\u4eba\u304c\u6c7a\u3081\u308b** |\n| \u4ed5\u5165\u5148\u306e\u512a\u52a3\u306e\u8a55\u4fa1 | \u5358\u4fa1\u3060\u3051\u3067\u6c7a\u307e\u308b\u8a71\u3067\u306f\u306a\u3044 |\n| \u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u306e\u63a8\u5968 | **\u65e2\u5b58\u306e\u53d6\u5f15\u95a2\u4fc2\u306b\u5f71\u97ff\u3059\u308b** |\n| \u54c1\u540d\u304b\u3089\u4ed5\u69d8\u306e\u63a8\u5b9a | \u300c\u304a\u305d\u3089\u304f\u539a\u30550.1mm\u3068\u601d\u308f\u308c\u307e\u3059\u300d\u306f\u5371\u967a |\n| \u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u3082\u306e\u306e\u65b0\u533a\u5206\u306e\u5275\u8a2d | **\u533a\u5206\u306f\u8cfc\u8cb7\u304c\u7ba1\u7406\u3059\u308b** |\n\n**\u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b \u3068\u65ad\u5b9a\u3055\u305b\u306a\u3044\u300d\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u91cd\u8981\u306a\u5236\u7d04\u3067\u3059\u3002** \u533b\u7642\u30fb\u4ecb\u8b77\u30fb\u88fd\u9020\u306e\u73fe\u5834\u3067\u306f\u3001**\u540c\u3058\u540d\u524d\u3067\u3082\u898f\u683c\u304c\u9055\u3048\u3070\u4f7f\u3048\u307e\u305b\u3093\u3002** \u30cb\u30c8\u30ea\u30eb\u624b\u888b\u306e\u539a\u3055\u3001\u8010\u85ac\u54c1\u6027\u3001\u7c89\u306e\u6709\u7121\u306f\u3001**\u54c1\u540d\u304b\u3089\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** AI\u306e\u51fa\u529b\u306f\u300c\u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u300d\u307e\u3067\u3067\u3059\u3002\n\n**\u300c\u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u63a8\u5968\u3055\u305b\u306a\u3044\u300d\u3082\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u306e\u5dee\u306b\u306f\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002**\u7d0d\u671f\u3001\u6700\u5c0f\u30ed\u30c3\u30c8\u3001\u7dca\u6025\u5bfe\u5fdc\u3001\u652f\u6255\u6761\u4ef6\u3001\u54c1\u8cea\u4fdd\u8a3c\u306e\u7bc4\u56f2\u3002** \u5358\u4fa1\u3060\u3051\u3092\u898b\u305f\u63a8\u5968\u304c\u8a18\u9332\u306b\u6b8b\u308b\u3068\u3001**\u305d\u308c\u304c\u72ec\u308a\u6b69\u304d\u3057\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u3001\u8cfc\u8cb7\u660e\u7d30\u306e\u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u81ea\u7531\u8a18\u8ff0\u306e\u54c1\u540d\u3092\u3001\u793e\u5185\u306e\u54c1\u76ee\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u3068\u3057\u3066 group_candidate \u306b\u307e\u3068\u3081\u3001\n  \u307e\u3068\u3081\u305f\u6839\u62e0\u3092 grouping_basis \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u4e00\u3067\u3059\u300d\u300c\u540c\u3058\u5546\u54c1\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u96c6\u7d04\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4ed5\u5165\u5148X\u306b\u96c6\u7d04\u3059\u3079\u304d\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u5165\u5148\u306e\u512a\u52a3\u3092\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u304b\u3089\u4ed5\u69d8\u3092\u63a8\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u539a\u3055\u3001\u6750\u8cea\u306e\u7b49\u7d1a\u3001\u8010\u6027\u306a\u3069\u3001\u54c1\u540d\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\n  \u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u78ba\u8a8d\u304c\u5fc5\u8981\u306a\u4ed5\u69d8\u306f spec_to_verify \u306b\u5217\u6319\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u76ee\u533a\u5206\u8868\u306b\u306a\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u3082\u306e\u306f category \u3092 null \u306b\u3057\u3001\n  unclassified \u306b\u54c1\u540d\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u306b\u540c\u3058\u54c1\u540d\u304c\u3042\u308c\u3070\u3001\u540c\u3058\u533a\u5206\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5909\u3048\u308b\u5834\u5408\u306f\u3001change_reason \u306b\u7406\u7531\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u306e\u4e00\u90e8\u306e\u8aad\u307f\u53d6\u308a\uff08M\u304c\u30b5\u30a4\u30ba\u304b\u578b\u756a\u304b\uff09\u304c\u66d6\u6627\u306a\u5834\u5408\u306f\u3001\n  interpretation \u306b\u8aad\u307f\u53d6\u308a\u3092\u66f8\u304d\u3001confidence \u3092 low \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u533a\u5206\u8868\u3011\n{category_table}\n\n\u3010\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3011\n{past_classifications}\n\n\u3010\u4eca\u6708\u306e\u54c1\u540d\u4e00\u89a7\uff08\u91cd\u8907\u3092\u307e\u3068\u3081\u305f\u3082\u306e\uff09\u3011\n{item_names}\n```\n\n**\u300c\u54c1\u76ee\u533a\u5206\u8868\u306b\u306a\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u300d\u3092\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** AI\u306b\u65b0\u3057\u3044\u533a\u5206\u3092\u4f5c\u3089\u305b\u308b\u3068\u3001**\u6bce\u6708\u5c11\u3057\u305a\u3064\u533a\u5206\u304c\u5897\u3048\u3001\u96c6\u8a08\u306e\u9023\u7d9a\u6027\u304c\u5207\u308c\u307e\u3059\u3002** \u533a\u5206\u306e\u8ffd\u52a0\u306f\u3001\u8cfc\u8cb7\u304c\u5224\u65ad\u3057\u3066\u533a\u5206\u8868\u306b\u53cd\u6620\u3057\u307e\u3059\u3002\n\n**\u300c\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3068\u540c\u3058\u306b\u3059\u308b\u300d\u3082\u91cd\u8981\u3067\u3059\u3002** \u3053\u308c\u304c\u306a\u3044\u3068\u3001**\u540c\u3058\u54c1\u540d\u304c\u6708\u306b\u3088\u3063\u3066\u9055\u3046\u533a\u5206\u306b\u5165\u308a\u3001\u6642\u7cfb\u5217\u306e\u6bd4\u8f03\u304c\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","output_data":"```json\n{\n  \"period\": \"\",\n  \"classifications\": [\n    {\n      \"item_name_raw\": \"\",\n      \"item_name_normalized\": \"\",\n      \"occurrences\": 0,\n      \"category_major\": \"\",\n      \"category_minor\": \"\",\n      \"interpretation\": \"\",\n      \"confidence\": \"high | medium | low\",\n      \"change_reason\": \"\"\n    }\n  ],\n  \"group_candidates\": [\n    {\n      \"group_id\": \"\",\n      \"member_item_names\": [],\n      \"grouping_basis\": \"\",\n      \"matched_model_number\": \"\",\n      \"spec_to_verify\": [],\n      \"confidence\": \"high | medium | low\"\n    }\n  ],\n  \"unclassified\": []\n}\n```\n\n\u96c6\u8a08\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"group_id\": \"\",\n  \"total_amount\": 0,\n  \"total_quantity\": 0,\n  \"by_site\": [\n    {\n      \"site\": \"\",\n      \"supplier\": \"\",\n      \"unit_price\": 0,\n      \"quantity\": 0,\n      \"amount\": 0\n    }\n  ],\n  \"unit_price_min\": 0,\n  \"unit_price_max\": 0,\n  \"unit_price_spread_ratio\": 0.0,\n  \"supplier_count\": 0,\n  \"same_supplier_multiple_sites\": false,\n  \"potential_amount_at_min_price\": 0\n}\n```\n\n**\u5206\u985e\uff08AI\uff09\u3068\u96c6\u8a08\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u3092\u5206\u3051\u307e\u3059\u3002** \u5358\u4fa1\u306e\u6700\u5927\u30fb\u6700\u5c0f\u3001\u958b\u304d\u306e\u6bd4\u7387\u3001\u5408\u8a08\u91d1\u984d\u306f\u3001**\u6a5f\u68b0\u7684\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002** AI\u306b\u8a08\u7b97\u3055\u305b\u308b\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n**`spec_to_verify` \u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u5b9f\u52d9\u7684\u306a\u51fa\u529b\u3067\u3059\u3002** \u300c\u539a\u3055\u300d\u300c\u7c89\u306e\u6709\u7121\u300d\u300c\u8010\u85ac\u54c1\u6027\u300d\u3068\u3044\u3063\u305f\u3001**\u78ba\u8a8d\u3057\u306a\u3044\u3068\u540c\u3058\u7269\u3068\u307f\u306a\u305b\u306a\u3044\u9805\u76ee**\u304c\u4e26\u3073\u307e\u3059\u3002\u8cfc\u8cb7\u62c5\u5f53\u306f\u3001\u3053\u3053\u3092\u62e0\u70b9\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002\n\n**`same_supplier_multiple_sites` \u3092\u5fc5\u305a\u6301\u305f\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u72b6\u614b\u306f\u3001**\u4ea4\u6e09\u306a\u3057\u3067\u6539\u5584\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**`potential_amount_at_min_price` \u306f\u300c\u6700\u3082\u5b89\u3044\u5358\u4fa1\u3067\u5168\u91cf\u3092\u8cb7\u3063\u305f\u5834\u5408\u306e\u91d1\u984d\u300d\u3067\u3059\u3002** \u3053\u308c\u306f**\u7406\u8ad6\u5024\u3067\u3042\u3063\u3066\u3001\u9054\u6210\u53ef\u80fd\u306a\u524a\u6e1b\u984d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u51fa\u3059\u969b\u306f\u3001**\u300c\u4e0a\u9650\u306e\u76ee\u5b89\u300d\u3068\u660e\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u305d\u3046\u3057\u306a\u3044\u3068\u3001\u3053\u306e\u6570\u5b57\u304c\u4e88\u7b97\u306e\u524d\u63d0\u306b\u306a\u308a\u307e\u3059\u3002","integration_systems":"\u6700\u5c0f\u69cb\u6210\u3067\u306f\u9023\u643a\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u660e\u7d30\u306eCSV\u3092\u751f\u6210AI\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5165\u308c\u3066\u5206\u985e\u3055\u305b\u307e\u3059\u3002\n\n\u534a\u81ea\u52d5\u5316\u3067\u306f\u3001\u6b21\u3092\u3064\u306a\u304e\u307e\u3059\u3002\n\n| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u6708\u6b21\u306e\u8cfc\u8cb7\u660e\u7d30\u3001\u4ed5\u5165\u5148\u30de\u30b9\u30bf |\n| SharePoint | CSV\u306e\u53d7\u3051\u53d6\u308a\u3001\u5206\u985e\u7d50\u679c\u306e\u4fdd\u5b58 |\n| SharePoint \u30ea\u30b9\u30c8 | \u54c1\u76ee\u533a\u5206\u8868\u3001\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c |\n| BI\u30c4\u30fc\u30eb | \u96c6\u8a08\u7d50\u679c\u306e\u53ef\u8996\u5316 |\n| Teams | \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u54c1\u76ee\u306e\u901a\u77e5 |\n\n**\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u76ee\u30de\u30b9\u30bf\u3092\u81ea\u52d5\u3067\u66f4\u65b0\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u54c1\u76ee\u30de\u30b9\u30bf\u306f\u4f1a\u793e\u306e\u6b63\u5f0f\u306a\u30c7\u30fc\u30bf\u3067\u3059\u3002**\u5206\u985e\u306e\u7d50\u679c\u306f\u5225\u306e\u5834\u6240\u306b\u6301\u3061\u3001\u30de\u30b9\u30bf\u3078\u306e\u53cd\u6620\u306f\u8cfc\u8cb7\u304c\u5224\u65ad\u3057\u3066\u884c\u3044\u307e\u3059\u3002**\n\n**\u767a\u6ce8\u5148\u306e\u81ea\u52d5\u5909\u66f4\u3082\u884c\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u96c6\u7d04\u306f\u3053\u306e\u69cb\u6210\u306e\u5916\u306e\u5224\u65ad\u3067\u3059\u3002","human_review":"**\u96c6\u7d04\u306e\u5224\u65ad\u306f\u3001\u5fc5\u305a\u8cfc\u8cb7\u90e8\u9580\u304c\u884c\u3044\u307e\u3059\u3002**\n\n| \u9806 | \u78ba\u8a8d\u3059\u308b\u70b9 | \u8ab0\u304c |\n|:--|:--|:--|\n| 1 | `group_candidates` \u304c\u672c\u5f53\u306b\u540c\u3058\u7269\u304b | **\u8cfc\u8cb7\uff08`spec_to_verify` \u3092\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\uff09** |\n| 2 | `unclassified`\uff08\u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\uff09 | \u8cfc\u8cb7\uff08**\u533a\u5206\u8868\u306e\u898b\u76f4\u3057\u306e\u6750\u6599**\uff09 |\n| 3 | `confidence: low` \u306e\u5206\u985e | \u8cfc\u8cb7 |\n| 4 | `change_reason` \u304c\u5165\u3063\u3066\u3044\u308b\u3082\u306e\uff08\u524d\u6708\u3068\u533a\u5206\u304c\u5909\u308f\u3063\u305f\uff09 | \u8cfc\u8cb7 |\n| 5 | \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u54c1\u76ee | **\u8cfc\u8cb7\uff08\u7406\u7531\u3092\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\uff09** |\n| 6 | \u96c6\u7d04\u3059\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | **\u8cfc\u8cb7\uff08\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\uff09** |\n\n**1\u756a\u76ee\u30685\u756a\u76ee\u306f\u3001\u5fc5\u305a\u62e0\u70b9\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u304c\u300c\u7dca\u6025\u3067\u5c11\u91cf\u3092\u8cb7\u3063\u305f\u304b\u3089\u300d\u3067\u3042\u308b\u3053\u3068\u306f\u666e\u901a\u306b\u3042\u308a\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u3060\u3051\u3067\u7d50\u8ad6\u3092\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n**6\u756a\u76ee\u3067\u306f\u3001\u5358\u4fa1\u4ee5\u5916\u3092\u5fc5\u305a\u898b\u3066\u304f\u3060\u3055\u3044\u3002**\n\n- \u54c1\u8cea\uff08\u898f\u683c\u3001\u8a8d\u8a3c\u3001\u30ed\u30c3\u30c8\u306e\u7ba1\u7406\uff09\n- \u7d0d\u671f\uff08\u7dca\u6025\u5bfe\u5fdc\u306e\u53ef\u5426\u3001\u5728\u5eab\u306e\u4fdd\u6709\uff09\n- \u6700\u5c0f\u30ed\u30c3\u30c8\uff08\u96c6\u7d04\u3057\u3066\u3082\u5c0f\u53e3\u306e\u767a\u6ce8\u304c\u6b8b\u308b\u304b\uff09\n- \u652f\u6255\u6761\u4ef6\n- **\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3068\u306e\u53d6\u5f15\u95a2\u4fc2**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u540d\u304c\u300c\u90e8\u54c1\u300d\u300c\u6d88\u8017\u54c1\u300d\u3060\u3051 | \u5206\u985e\u3067\u304d\u306a\u3044\u3002`unclassified`\u3002**\u767a\u6ce8\u5143\u306b\u78ba\u8a8d\u3059\u308b** |\n| \u578b\u756a\u304c\u4e00\u81f4\u3059\u308b\u304c\u5225\u30e1\u30fc\u30ab\u30fc | **\u578b\u756a\u3060\u3051\u3067\u540c\u4e00\u3068\u3057\u306a\u3044\u3002** \u30e1\u30fc\u30ab\u30fc\u3082\u898b\u308b |\n| \u540c\u3058\u54c1\u540d\u3067\u3082\u898f\u683c\u304c\u9055\u3046 | `spec_to_verify` \u306b\u78ba\u8a8d\u9805\u76ee\u3092\u6319\u3052\u308b |\n| \u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u304c\u7dca\u6025\u5bfe\u5fdc | **\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\u3002** \u30c7\u30fc\u30bf\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044 |\n| \u5c11\u91cf\u30fb\u4f4e\u984d\u306e\u54c1\u76ee\u304c\u5927\u91cf\u306b\u51fa\u308b | \u91d1\u984d\u306e\u4e0b\u9650\u3092\u6c7a\u3081\u3066\u5bfe\u8c61\u3092\u7d5e\u308b |\n| \u524d\u6708\u3068\u533a\u5206\u304c\u5909\u308f\u3063\u305f | `change_reason` \u3092\u78ba\u8a8d\u3059\u308b\u3002**\u7406\u7531\u306a\u304f\u5909\u308f\u308b\u306e\u306f\u7570\u5e38** |\n| \u533a\u5206\u8868\u306b\u306a\u3044\u54c1\u76ee\u304c\u5897\u3048\u3066\u304d\u305f | **\u533a\u5206\u8868\u3092\u898b\u76f4\u3059\u3002** AI\u306b\u65b0\u533a\u5206\u3092\u4f5c\u3089\u305b\u306a\u3044 |\n| \u5358\u4fa1\u304c\u300c1\u5f0f\u300d\u3067\u6570\u91cf\u304c1 | \u5358\u4fa1\u6bd4\u8f03\u304c\u3067\u304d\u306a\u3044\u3002**\u5225\u67a0\u306b\u3059\u308b** |\n| \u76f4\u63a5\u6750\u304c\u6df7\u3056\u3063\u3066\u3044\u308b | \u54c1\u76ee\u30b3\u30fc\u30c9\u306e\u3042\u308b\u884c\u3092\u9664\u5916\u3059\u308b |\n| \u62e0\u70b9\u304c1\u304b\u6240\u3057\u304b\u8cb7\u3063\u3066\u3044\u306a\u3044\u54c1\u76ee | \u96c6\u7d04\u306e\u5bfe\u8c61\u5916\u3002**\u305d\u308c\u3067\u3082\u5358\u4fa1\u306e\u63a8\u79fb\u306f\u898b\u308b** |\n| \u96c6\u7d04\u3057\u305f\u3089\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u306e\u53d6\u5f15\u304c\u5927\u304d\u304f\u6e1b\u308b | **\u53d6\u5f15\u95a2\u4fc2\u3078\u306e\u5f71\u97ff\u3092\u691c\u8a0e\u3059\u308b\uff08\u5f8c\u8ff0\uff09** |\n| \u5206\u985e\u7d50\u679c\u304c\u6bce\u6708\u5909\u308f\u308b | \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3092\u6e21\u3057\u3066\u3044\u306a\u3044\u3002**\u5fc5\u305a\u6e21\u3059** |","log_storage":"- \u6708\u6b21\u306e\u5206\u985e\u7d50\u679c\uff08\u54c1\u540d\u3001\u533a\u5206\u3001\u6839\u62e0\uff09\n- \u540c\u4e00\u54c1\u76ee\u3068\u3057\u3066\u307e\u3068\u3081\u305f\u5019\u88dc\u3068\u3001\u305d\u306e\u6839\u62e0\n- **\u8cfc\u8cb7\u62c5\u5f53\u304c\u5206\u985e\u3092\u4fee\u6b63\u3057\u305f\u5185\u5bb9\u3068\u3001\u4fee\u6b63\u524d\u5f8c**\n- `spec_to_verify` \u306e\u78ba\u8a8d\u7d50\u679c\n- \u62e0\u70b9\u3078\u306e\u78ba\u8a8d\u5185\u5bb9\u3068\u56de\u7b54\n- **\u96c6\u7d04\u306e\u5224\u65ad\u3068\u3001\u305d\u306e\u7406\u7531\uff08\u96c6\u7d04\u3057\u306a\u3044\u3068\u6c7a\u3081\u305f\u7406\u7531\u3082\uff09**\n- \u54c1\u76ee\u533a\u5206\u8868\u306e\u5909\u66f4\u5c65\u6b74\n- \u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u306e\u63a8\u79fb\n\n**\u300c\u96c6\u7d04\u3057\u306a\u3044\u3068\u6c7a\u3081\u305f\u7406\u7531\u300d\u3092\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u7fcc\u6708\u3082\u540c\u3058\u54c1\u76ee\u304c\u5019\u88dc\u3068\u3057\u3066\u6319\u304c\u308a\u307e\u3059\u3002**\u7406\u7531\u304c\u6b8b\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u540c\u3058\u691c\u8a0e\u3092\u6bce\u6708\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002**\n\n**\u300c\u8cfc\u8cb7\u62c5\u5f53\u304c\u4fee\u6b63\u3057\u305f\u5185\u5bb9\u300d\u304c\u3001\u5206\u985e\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u6750\u6599\u3067\u3059\u3002** \u3069\u306e\u533a\u5206\u3067\u3088\u304f\u4fee\u6b63\u3055\u308c\u3066\u3044\u308b\u304b\u304c\u5206\u304b\u308c\u3070\u3001**\u533a\u5206\u306e\u5b9a\u7fa9\u304b\u4f8b\u793a\u3059\u308b\u54c1\u540d\u3092\u76f4\u3059\u3079\u304d\u304b\u304c\u5224\u65ad\u3067\u304d\u307e\u3059\u3002**\n\n**\u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u306e\u63a8\u79fb\u3092\u5fc5\u305a\u8ffd\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u96c6\u7d04\u306e\u52b9\u679c\u3092\u6e2c\u308b\u552f\u4e00\u306e\u65b9\u6cd5\u3067\u3059\u3002**\u300c\u96c6\u7d04\u3057\u305f\u300d\u3067\u7d42\u308f\u3089\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":3000,"assumption_workdays":20,"volume_month":3000,"before_minutes_per_case":2,"after_minutes_per_case":0.59999999999999997779553950749686919152736663818359375,"hourly_cost":3500,"before_hours_month":100,"after_hours_month":30,"saved_hours_month":70,"reduction_rate":70,"saved_hours_year":840,"annual_cost_effect":2940000,"summary":"\u8cfc\u8cb7\u660e\u7d30\u306e\u81ea\u7531\u8a18\u8ff0\u306e\u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3057\u3001\u540c\u3058\u7269\u306e\u7570\u306a\u308b\u547c\u3073\u65b9\u3092\u307e\u3068\u3081\u3066\u3001\u62e0\u70b9\u3054\u3068\u306e\u4ed5\u5165\u5148\u3068\u5358\u4fa1\u306e\u3070\u3089\u3064\u304d\u3092\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002\u8cfc\u8cb7\u62c5\u5f53\u306e\u4f5c\u696d\u306f\u30011\u884c\u305a\u3064\u54c1\u540d\u3092\u8aad\u3093\u3067\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u304b\u3089\u3001\u307e\u3068\u307e\u3063\u305f\u7d50\u679c\u3092\u898b\u3066\u96c6\u7d04\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u306b\u5909\u308f\u308a\u307e\u3059\u3002","before_flow":"1. \u6708\u521d\u306b\u3001\u524d\u6708\u306e\u8cfc\u8cb7\u660e\u7d30\u3092\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u51fa\u529b\u3059\u308b\n2. \u54c1\u540d\u304c\u81ea\u7531\u8a18\u8ff0\u306e\u884c\u3092\u62bd\u51fa\u3059\u308b\n3. \u62c5\u5f53\u8005\u304c\u54c1\u540d\u3092\u8aad\u3080\n4. Excel\u306e\u54c1\u76ee\u533a\u5206\u8868\u3092\u898b\u3066\u3001\u3069\u306e\u533a\u5206\u304b\u3092\u5224\u65ad\u3059\u308b\n5. \u533a\u5206\u3092\u5165\u529b\u3059\u308b\n6. \u540c\u3058\u533a\u5206\u306e\u4e2d\u3067\u3001\u4ed5\u5165\u5148\u3068\u5358\u4fa1\u3092\u898b\u6bd4\u3079\u308b\n7. \u6c17\u306b\u306a\u308b\u3082\u306e\u304c\u3042\u308c\u3070\u3001\u767a\u6ce8\u5143\u306e\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\n8. \u56db\u534a\u671f\u306b\u4e00\u5ea6\u3001\u96c6\u7d04\u306e\u691c\u8a0e\u8cc7\u6599\u3092\u4f5c\u308b\n\n\u554f\u984c\u306f5\u3064\u3042\u308a\u307e\u3059\u3002\n\n**\uff08a\uff091\u884c\u305a\u3064\u8aad\u3080\u3057\u304b\u306a\u3044\u3002** 3,000\u884c\u30923\u4eba\u3067\u5206\u3051\u3066\u3082\u3001**1\u4eba1,000\u884c\u3067\u3059\u3002**\n\n**\uff08b\uff09\u533a\u5206\u306e\u5f53\u3066\u306f\u3081\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u300c\u30cb\u30c8\u30ea\u30eb\u624b\u888b\u300d\u3092\u300c\u4fdd\u8b77\u5177\u300d\u306b\u5165\u308c\u308b\u4eba\u3068\u300c\u6d88\u8017\u54c1\u300d\u306b\u5165\u308c\u308b\u4eba\u304c\u3044\u307e\u3059\u3002**\u96c6\u8a08\u7d50\u679c\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u540c\u3058\u7269\u306e\u7570\u306a\u308b\u547c\u3073\u65b9\u3092\u307e\u3068\u3081\u3089\u308c\u306a\u3044\u3002** \u533a\u5206\u307e\u3067\u63c3\u3063\u3066\u3082\u3001**\u305d\u306e\u4e2d\u3067\u540c\u3058\u7269\u304b\u3069\u3046\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u6708\u6b21\u3067\u8ffd\u3044\u3064\u304b\u305a\u3001\u56db\u534a\u671f\u306b\u307e\u3068\u3081\u3066\u3057\u307e\u3046\u3002** 3\u304b\u6708\u5206\u3092\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u305f\u3081\u3001**\u3055\u3089\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08e\uff09\u5206\u6790\u307e\u3067\u624b\u304c\u56de\u3089\u306a\u3044\u3002** \u5206\u985e\u3067\u529b\u5c3d\u304d\u3066\u3001**\u300c\u3060\u304b\u3089\u4f55\u3092\u3059\u308b\u304b\u300d\u306b\u5230\u9054\u3057\u307e\u305b\u3093\u3002**","before_flow_steps":["\u6708\u521d\u306b\u3001\u524d\u6708\u306e\u8cfc\u8cb7\u660e\u7d30\u3092\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u51fa\u529b\u3059\u308b","\u54c1\u540d\u304c\u81ea\u7531\u8a18\u8ff0\u306e\u884c\u3092\u62bd\u51fa\u3059\u308b","\u62c5\u5f53\u8005\u304c\u54c1\u540d\u3092\u8aad\u3080","Excel\u306e\u54c1\u76ee\u533a\u5206\u8868\u3092\u898b\u3066\u3001\u3069\u306e\u533a\u5206\u304b\u3092\u5224\u65ad\u3059\u308b","\u533a\u5206\u3092\u5165\u529b\u3059\u308b","\u540c\u3058\u533a\u5206\u306e\u4e2d\u3067\u3001\u4ed5\u5165\u5148\u3068\u5358\u4fa1\u3092\u898b\u6bd4\u3079\u308b","\u6c17\u306b\u306a\u308b\u3082\u306e\u304c\u3042\u308c\u3070\u3001\u767a\u6ce8\u5143\u306e\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b","\u56db\u534a\u671f\u306b\u4e00\u5ea6\u3001\u96c6\u7d04\u306e\u691c\u8a0e\u8cc7\u6599\u3092\u4f5c\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6708\u521d\u306b\u524d\u6708\u306e\u8cfc\u8cb7\u660e\u7d30\u3092\u53d6\u5f97\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u54c1\u540d\u3092\u6a5f\u68b0\u7684\u306b\u6b63\u898f\u5316\u3059\u308b\uff08\u5168\u89d2\u30fb\u534a\u89d2\u3001\u5358\u4f4d\u3001\u6570\u91cf\u306e\u8868\u8a18\uff09\n3. **\u3010\u81ea\u52d5\u3011** \u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u3092\u307e\u3068\u3081\u3001**\u6839\u62e0\u3068\u306a\u308b\u5171\u901a\u70b9\u3092\u793a\u3059**\n5. **\u3010\u81ea\u52d5\u3011** \u5206\u985e\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092\u300c\u8981\u78ba\u8a8d\u300d\u3068\u3057\u3066\u5206\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u307e\u3068\u3081\u305f\u5019\u88dc\u3054\u3068\u306b\u3001\u62e0\u70b9\u5225\u306e\u4ed5\u5165\u5148\u30fb\u5358\u4fa1\u30fb\u6570\u91cf\u3092\u96c6\u8a08\u3059\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u3082\u306e\u3092\u3001\u958b\u304d\u306e\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u308b\n8. **\u3010\u81ea\u52d5\u3011** \u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u8cb7\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u6319\u3052\u308b\n9. **\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u3001\u307e\u3068\u3081\u305f\u5019\u88dc\u304c\u672c\u5f53\u306b\u540c\u3058\u7269\u304b\u3092\u78ba\u304b\u3081\u308b\n10. **\u3010\u4eba\u3011** \u96c6\u7d04\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u3001\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\u5224\u65ad\u3059\u308b\n11. **\u3010\u4eba\u3011** \u767a\u6ce8\u5143\u306e\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\n12. **\u3010\u81ea\u52d5\u3011** \u691c\u8a0e\u306e\u7d50\u679c\u3092\u8a18\u9332\u3057\u3001\u7fcc\u6708\u4ee5\u964d\u3082\u540c\u3058\u5206\u985e\u3092\u4f7f\u3046\n\n\u81ea\u52d5\u5316\u3055\u308c\u308b\u306e\u306f\u300c\u6b63\u898f\u5316\u300d\u300c\u5206\u985e\u300d\u300c\u307e\u3068\u3081\u300d\u300c\u96c6\u8a08\u300d\u306e4\u3064\u3067\u3059\u3002**\u6b8b\u308b\u306e\u306f\u300c\u540c\u3058\u7269\u304b\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u300d\u3068\u300c\u96c6\u7d04\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u300d\u3067\u3059\u3002**\n\n**8\u756a\u76ee\u3092\u898b\u843d\u3068\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540c\u3058\u4ed5\u5165\u5148\u304b\u30893\u62e0\u70b9\u304c\u5225\u3005\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u5834\u5408\u3001**\u96c6\u7d04\u306e\u4ea4\u6e09\u3092\u3059\u308b\u307e\u3067\u3082\u306a\u304f\u3001\u767a\u6ce8\u3092\u307e\u3068\u3081\u308b\u3060\u3051\u3067\u6570\u91cf\u5272\u5f15\u306e\u5bfe\u8c61\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u6700\u3082\u65e9\u304f\u52b9\u304f\u767a\u898b\u3067\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6708\u521d\u306b\u524d\u6708\u306e\u8cfc\u8cb7\u660e\u7d30\u3092\u53d6\u5f97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u54c1\u540d\u3092\u6a5f\u68b0\u7684\u306b\u6b63\u898f\u5316\u3059\u308b\uff08\u5168\u89d2\u30fb\u534a\u89d2\u3001\u5358\u4f4d\u3001\u6570\u91cf\u306e\u8868\u8a18\uff09","**\u3010\u81ea\u52d5\u3011** \u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u3092\u307e\u3068\u3081\u3001**\u6839\u62e0\u3068\u306a\u308b\u5171\u901a\u70b9\u3092\u793a\u3059**","**\u3010\u81ea\u52d5\u3011** \u5206\u985e\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092\u300c\u8981\u78ba\u8a8d\u300d\u3068\u3057\u3066\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u307e\u3068\u3081\u305f\u5019\u88dc\u3054\u3068\u306b\u3001\u62e0\u70b9\u5225\u306e\u4ed5\u5165\u5148\u30fb\u5358\u4fa1\u30fb\u6570\u91cf\u3092\u96c6\u8a08\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u3082\u306e\u3092\u3001\u958b\u304d\u306e\u5927\u304d\u3044\u9806\u306b\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u8cb7\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u6319\u3052\u308b","**\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u3001\u307e\u3068\u3081\u305f\u5019\u88dc\u304c\u672c\u5f53\u306b\u540c\u3058\u7269\u304b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u96c6\u7d04\u3059\u308b\u304b\u3069\u3046\u304b\u3092\u3001\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\u5224\u65ad\u3059\u308b","**\u3010\u4eba\u3011** \u767a\u6ce8\u5143\u306e\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u691c\u8a0e\u306e\u7d50\u679c\u3092\u8a18\u9332\u3057\u3001\u7fcc\u6708\u4ee5\u964d\u3082\u540c\u3058\u5206\u985e\u3092\u4f7f\u3046"],"architecture":"```\n\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\uff08\u8cfc\u8cb7\u660e\u7d30\uff09\n   \u2502\n   \u25bc\n\u6708\u6b21\u306eCSV\u51fa\u529b \u2192 SharePoint \u306e\u30d5\u30a9\u30eb\u30c0 \u2500\u2500\u3010\u30d5\u30a1\u30a4\u30eb\u4f5c\u6210\u3092\u30c8\u30ea\u30ac\u30fc\u3011\n   \u2502\n   \u25bc\nPython\uff08\u6a5f\u68b0\u7684\u306a\u6b63\u898f\u5316\uff1a\u5168\u89d2\u534a\u89d2\u30fb\u5358\u4f4d\u30fb\u6570\u91cf\u30fb\u578b\u756a\uff09\n   \u2502\n   \u25bc\nClaude API\uff08\u54c1\u76ee\u533a\u5206\u3078\u306e\u5206\u985e\u30fb\u540c\u4e00\u54c1\u76ee\u5019\u88dc\u306e\u307e\u3068\u3081\uff09\n   \u2502\n   \u251c\u2500\u2500\u25b6 \u54c1\u76ee\u533a\u5206\n   \u251c\u2500\u2500\u25b6 \u540c\u4e00\u54c1\u76ee\u3068\u3057\u3066\u307e\u3068\u3081\u305f\u5019\u88dc\u3068\u3001\u305d\u306e\u6839\u62e0\n   \u2514\u2500\u2500\u25b6 \u5206\u985e\u3067\u304d\u306a\u304b\u3063\u305f\u884c\n   \u2502\n   \u25bc\nPython\uff08\u62e0\u70b9\u5225\u306e\u4ed5\u5165\u5148\u30fb\u5358\u4fa1\u30fb\u6570\u91cf\u306e\u96c6\u8a08\uff09\n   \u2502\n   \u25bc\n\u96c6\u7d04\u5019\u88dc\u306e\u4e00\u89a7 \u2500\u2500\u3010\u8cfc\u8cb7\u62c5\u5f53\u304c\u78ba\u8a8d\u3011\u2500\u2500\u3010\u62e0\u70b9\u3078\u78ba\u8a8d\u3011\n   \u2502\n   \u25bc\n\u96c6\u7d04\u306e\u5224\u65ad \u2500\u2500 \u5224\u65ad\u3068\u7406\u7531\u306e\u8a18\u9332 \u2500\u2500 \u7fcc\u6708\u306e\u5206\u985e\u306b\u53cd\u6620\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u751f\u6210AI | Claude API\uff08\u6700\u5c0f\u69cb\u6210\u3067\u306f Claude \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff09 | ChatGPT\u3001Gemini\u3001Azure OpenAI Service |\n| \u5b9f\u884c\u74b0\u5883 | Python\uff08\u6b63\u898f\u5316\u30fb\u96c6\u8a08\uff09 | Google Apps Script |\n| \u9023\u643a | Power Automate\uff08\u6708\u6b21\u306e\u8d77\u52d5\uff09 | Make\u3001n8n |\n| \u53f0\u5e33 | SharePoint \u30ea\u30b9\u30c8 | Excel\u3001\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u76ee\u30de\u30b9\u30bf |\n| \u53ef\u8996\u5316 | BI\u30c4\u30fc\u30eb | Excel |\n\n**\u6a5f\u68b0\u3067\u3067\u304d\u308b\u6b63\u898f\u5316\u3068\u3001AI\u306b\u983c\u3080\u5206\u985e\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002** \u5168\u89d2\u30fb\u534a\u89d2\u3001\u5358\u4f4d\uff08\u679a\uff0fP\uff0f\u7bb1\uff09\u3001\u6570\u91cf\u306e\u8868\u8a18\u306f\u3001**\u30eb\u30fc\u30eb\u3067\u63c3\u3048\u3089\u308c\u307e\u3059\u3002** AI\u306b\u6e21\u3059\u306e\u306f\u3001\u30eb\u30fc\u30eb\u3067\u306f\u63c3\u3048\u3089\u308c\u306a\u3044\u90e8\u5206\u3060\u3051\u3067\u3059\u3002**\u3053\u306e\u5206\u5272\u304c\u3001\u7cbe\u5ea6\u3068\u8cbb\u7528\u306e\u4e21\u65b9\u306b\u52b9\u304d\u307e\u3059\u3002**\n\n**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001Python \u3082\u9023\u643a\u3082\u8981\u308a\u307e\u305b\u3093\u3002** \u6708\u6b21\u306e\u660e\u7d30\u304b\u3089500\u884c\u3092\u629c\u304d\u3001\u54c1\u76ee\u533a\u5206\u8868\u3068\u4e00\u7dd2\u306b Claude \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5165\u308c\u3066\u5206\u985e\u3055\u305b\u308b\u3068\u3053\u308d\u304b\u3089\u59cb\u3081\u3089\u308c\u307e\u3059\u3002**\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u54c1\u76ee\u533a\u5206\u8868\u3092\u7f6e\u3044\u3066\u304a\u3051\u3070\u3001\u305d\u306e\u4e2d\u306e\u4f1a\u8a71\u3067\u8aad\u307e\u305b\u3089\u308c\u307e\u3059\u3002**\n\n**\u652f\u51fa\u5206\u6790\uff08\u30b9\u30da\u30f3\u30c9\u30a2\u30ca\u30ea\u30b7\u30b9\uff09\u306eSaaS\u3068\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044\u3002** \u8cfc\u8cb7\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u54c1\u76ee\u5206\u985e\u3001\u652f\u51fa\u306e\u53ef\u8996\u5316\u3092\u63d0\u4f9b\u3059\u308b\u88fd\u54c1\u304c\u3042\u308a\u307e\u3059\u3002**\u81ea\u524d\u3067\u7d44\u3080\u4fa1\u5024\u304c\u3042\u308b\u306e\u306f\u3001\u81ea\u793e\u306e\u54c1\u76ee\u533a\u5206\u3067\u5206\u985e\u3057\u305f\u3044\u5834\u5408\u3068\u3001\u65e2\u5b58\u306eBI\u30c4\u30fc\u30eb\u306b\u8f09\u305b\u305f\u3044\u5834\u5408\u3067\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u6708\u6b21\u306e\u8cfc\u8cb7\u660e\u7d30\u304c\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304b\u308c\u305f\u3068\u304d**\u304c\u8d77\u70b9\u3067\u3059\u3002\n\nPower Automate \u306e SharePoint \u30b3\u30cd\u30af\u30bf\u306b\u306f\u300c\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u305f\u3068\u304d\u300d\u3068\u3044\u3046\u30c8\u30ea\u30ac\u30fc\u304c\u3042\u308a\u307e\u3059\u3002\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306e\u6708\u6b21CSV\u51fa\u529b\u3092\u6307\u5b9a\u30d5\u30a9\u30eb\u30c0\u3078\u7f6e\u304f\u904b\u7528\u306b\u3059\u308c\u3070\u3001**\u7f6e\u3044\u305f\u6642\u70b9\u3067\u51e6\u7406\u304c\u59cb\u307e\u308a\u307e\u3059\u3002**\n\n**\u6708\u6b21\u3067\u56de\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u9031\u6b21\u306b\u3059\u308b\u3068\u3001**\u5358\u4fa1\u306e\u6bd4\u8f03\u306b\u5fc5\u8981\u306a\u6bcd\u6570\u304c\u96c6\u307e\u308a\u307e\u305b\u3093\u3002** \u56db\u534a\u671f\u306b\u3059\u308b\u3068\u3001**\u767a\u898b\u304c\u9045\u308c\u307e\u3059\u3002**\n\n\u534a\u81ea\u52d5\u5316\u3067\u306f\u3001\u6b21\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002\n\n- **\u5358\u4fa1\u306e\u958b\u304d\u304c\u4e00\u5b9a\u4ee5\u4e0a\u306e\u54c1\u76ee\u304c\u51fa\u305f\u3089\u3001\u305d\u306e\u6708\u306e\u3046\u3061\u306b\u901a\u77e5\u3059\u308b**\n- **\u65b0\u3057\u3044\u4ed5\u5165\u5148\u304b\u3089\u306e\u8cfc\u8cb7\u304c\u767a\u751f\u3057\u305f\u3089\u6319\u3052\u308b**\n\n**2\u3064\u76ee\u304c\u52b9\u304d\u307e\u3059\u3002** \u65b0\u3057\u3044\u4ed5\u5165\u5148\u304c\u5897\u3048\u308b\u306e\u306f\u3001**\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3067\u8cb7\u3048\u306a\u304b\u3063\u305f\u304b\u3001\u73fe\u5834\u304c\u77e5\u3089\u306a\u304b\u3063\u305f\u304b\u306e\u3069\u3061\u3089\u304b\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u78ba\u8a8d\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cfc\u8cb7\u660e\u7d30 | \u65e5\u4ed8\u3001\u62e0\u70b9\u3001\u90e8\u9580\u3001\u54c1\u540d\uff08\u81ea\u7531\u8a18\u8ff0\uff09\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3001\u5358\u4fa1\u3001\u91d1\u984d\u3001\u4ed5\u5165\u5148 | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| **\u54c1\u76ee\u533a\u5206\u8868** | \u533a\u5206\u540d\u3001\u5b9a\u7fa9\u3001\u4f8b\u793a\u3059\u308b\u54c1\u540d | \u8cfc\u8cb7\uff08**\u65b0\u3057\u304f\u4f5c\u308b**\uff09 |\n| \u4ed5\u5165\u5148\u30de\u30b9\u30bf | \u4ed5\u5165\u5148\u540d\u3001\u53d6\u5f15\u6761\u4ef6\u3001\u5951\u7d04\u306e\u6709\u7121 | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| \u54c1\u76ee\u30de\u30b9\u30bf | \u3059\u3067\u306b\u30b3\u30fc\u30c9\u5316\u3055\u308c\u3066\u3044\u308b\u54c1\u76ee | \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0 |\n| \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c | \u524d\u6708\u307e\u3067\u306e\u54c1\u540d\u3068\u533a\u5206\u306e\u5bfe\u5fdc | SharePoint \u30ea\u30b9\u30c8 |\n| **\u6b63\u898f\u5316\u306e\u8f9e\u66f8** | \u5358\u4f4d\u30fb\u7565\u8a9e\u30fb\u30e1\u30fc\u30ab\u30fc\u540d\u306e\u8868\u8a18\u3086\u308c | \u8cfc\u8cb7\uff08**\u80b2\u3066\u308b**\uff09 |\n\n**\u300c\u54c1\u76ee\u533a\u5206\u8868\u300d\u304c\u3053\u306e\u69cb\u6210\u306e\u4e2d\u6838\u3067\u3059\u3002**\n\n**\u968e\u5c64\u306f2\u6bb5\u307e\u3067\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n| \u5927\u533a\u5206 | \u4e2d\u533a\u5206 | \u5b9a\u7fa9 | \u4f8b\u793a\u3059\u308b\u54c1\u540d |\n|:--|:--|:--|:--|\n| \u4fdd\u8b77\u5177 | \u624b\u888b | \u4f5c\u696d\u6642\u306b\u624b\u306b\u7740\u7528\u3059\u308b\u4f7f\u3044\u6368\u3066\u30fb\u518d\u4f7f\u7528\u306e\u3082\u306e | \u30cb\u30c8\u30ea\u30eb\u624b\u888b\u3001\u8ecd\u624b\u3001\u8010\u5207\u5275\u624b\u888b |\n| \u4fdd\u8b77\u5177 | \u4fdd\u8b77\u3081\u304c\u306d | \u76ee\u3092\u4fdd\u8b77\u3059\u308b\u5668\u5177 | \u4fdd\u8b77\u3081\u304c\u306d\u3001\u30b4\u30fc\u30b0\u30eb |\n| \u6d88\u8017\u54c1 | \u6e05\u6383\u7528\u54c1 | \u6e05\u6383\u306b\u4f7f\u3046\u6d88\u8017\u54c1 | \u30a6\u30a8\u30b9\u3001\u30e2\u30c3\u30d7\u3001\u6d17\u5264 |\n\n**\u300c\u4f8b\u793a\u3059\u308b\u54c1\u540d\u300d\u306e\u5217\u3092\u5fc5\u305a\u4f5c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u5b9a\u7fa9\u3060\u3051\u3067\u306f\u5206\u985e\u304c\u63fa\u308c\u307e\u3059\u3002**\u5b9f\u969b\u306e\u660e\u7d30\u304b\u3089\u62fe\u3063\u305f\u54c1\u540d\u30923\u301c5\u500b\u4e26\u3079\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u52b9\u304d\u307e\u3059\u3002**\n\n**3\u6bb5\u4ee5\u4e0a\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7d30\u304b\u304f\u3059\u308b\u3068\u3001**\u5206\u985e\u306e\u4e00\u81f4\u7387\u304c\u843d\u3061\u3001\u96c6\u8a08\u306e\u5358\u4f4d\u3068\u3057\u3066\u3082\u4f7f\u3044\u306b\u304f\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u300c\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u300d\u3092\u6bce\u56de\u6e21\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u540c\u3058\u54c1\u540d\u304c\u6bce\u6708\u51fa\u307e\u3059\u3002**\u524d\u6708\u306e\u5206\u985e\u3092\u6e21\u305b\u3070\u3001\u6708\u3054\u3068\u306b\u7d50\u679c\u304c\u5909\u308f\u308b\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u8cfc\u8cb7\u660e\u7d30\uff1a** \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6708\u6b21\u3067CSV\u51fa\u529b\u3057\u307e\u3059\u3002**\u8cfc\u8cb7\u30b7\u30b9\u30c6\u30e0\u306b\u76f4\u63a5\u3064\u306a\u304c\u305a\u306b\u3001\u307e\u305aCSV\u3067\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u5206\u6790\u306e\u8a2d\u8a08\u304c\u56fa\u307e\u308b\u524d\u306b\u63a5\u7d9a\u3092\u4f5c\u308b\u3068\u3001\u4f5c\u308a\u76f4\u3057\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u6e21\u3059\u5217\u3092\u7d5e\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3001\u62e0\u70b9\u3001\u4ed5\u5165\u5148\u3001\u5358\u4fa1\u304c\u3042\u308c\u3070\u5206\u985e\u3067\u304d\u307e\u3059\u3002**\u767a\u6ce8\u8005\u306e\u6c0f\u540d\u3001\u627f\u8a8d\u8005\u3001\u793e\u5185\u306e\u52d8\u5b9a\u79d1\u76ee\u306f\u6e21\u3055\u306a\u304f\u3066\u6e08\u307f\u307e\u3059\u3002**\n\n**\u91d1\u984d\u3092\u305d\u306e\u307e\u307e\u6e21\u3059\u304b\u306f\u3001\u65b9\u91dd\u3092\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u306e\u6bd4\u8f03\u306b\u306f\u5fc5\u8981\u3067\u3059\u304c\u3001**\u8cfc\u8cb7\u5358\u4fa1\u306f\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u3067\u6a5f\u5fae\u306a\u60c5\u5831\u3067\u3059\u3002** \u5206\u985e\u306e\u5de5\u7a0b\u3067\u306f\u5358\u4fa1\u3092\u6e21\u3055\u305a\u3001**\u96c6\u8a08\u306e\u5de5\u7a0b\u306f\u793e\u5185\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3046**\u3068\u3044\u3046\u5206\u3051\u65b9\u3082\u3067\u304d\u307e\u3059\u3002\n\n**\u54c1\u76ee\u533a\u5206\u8868\u3068\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\uff1a** \u6700\u5c0f\u69cb\u6210\u3067\u306f\u3001Claude \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u7f6e\u3044\u305f\u6587\u66f8\u306f\u3001**\u305d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u306e\u4f1a\u8a71\u3067\u8aad\u307e\u305b\u3089\u308c\u307e\u3059\u3002** \u534a\u81ea\u52d5\u5316\u3067\u306f\u30d7\u30ed\u30f3\u30d7\u30c8\u306b\u542b\u3081\u3066\u6e21\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n\u6a5f\u68b0\u3067\u3067\u304d\u308b\u3053\u3068\u306f\u3001AI\u306b\u6e21\u3059\u524d\u306b\u6e08\u307e\u305b\u307e\u3059\u3002\n\n1. **\u5168\u89d2\u30fb\u534a\u89d2\u306e\u7d71\u4e00** \u2026 \u82f1\u6570\u5b57\u3001\u30ab\u30bf\u30ab\u30ca\u3001\u8a18\u53f7\n2. **\u5358\u4f4d\u306e\u7d71\u4e00** \u2026 \u300c\u679a\u300d\u300cP\u300d\u300cpcs\u300d\u300c\u7bb1\u300d\u300c\u30b1\u30fc\u30b9\u300d\u3092\u6b63\u898f\u306e\u5358\u4f4d\u306b\u5bc4\u305b\u308b\n3. **\u6570\u91cf\u306e\u5206\u96e2** \u2026 \u300c\u30cb\u30c8\u30ea\u30eb\u624b\u888bM100\u679a\u300d\u304b\u3089\u6570\u91cf\u3068\u5358\u4f4d\u3092\u5207\u308a\u51fa\u3059\n4. **\u30b5\u30a4\u30ba\u306e\u5206\u96e2** \u2026 S\uff0fM\uff0fL\u3001\u5bf8\u6cd5\u3092\u30bf\u30b0\u3068\u3057\u3066\u5207\u308a\u51fa\u3059\n5. **\u578b\u756a\u306e\u62bd\u51fa** \u2026 \u82f1\u6570\u5b57\u306e\u4e26\u3073\u3092\u578b\u756a\u5019\u88dc\u3068\u3057\u3066\u5207\u308a\u51fa\u3059\n6. **\u30e1\u30fc\u30ab\u30fc\u540d\u306e\u6b63\u898f\u5316** \u2026 \u8868\u8a18\u3086\u308c\u306e\u8f9e\u66f8\u3067\u5bc4\u305b\u308b\n7. **\u65e2\u5b58\u30b3\u30fc\u30c9\u306e\u9664\u5916** \u2026 \u54c1\u76ee\u30b3\u30fc\u30c9\u304c\u5165\u3063\u3066\u3044\u308b\u884c\u306f\u5bfe\u8c61\u5916\u306b\u3059\u308b\n8. **\u91cd\u8907\u884c\u306e\u307e\u3068\u3081** \u2026 \u540c\u4e00\u306e\u54c1\u540d\u6587\u5b57\u5217\u306f1\u4ef6\u306b\u307e\u3068\u3081\u3001\u4ef6\u6570\u3092\u6301\u305f\u305b\u308b\n\n**8\u756a\u76ee\u304c\u8cbb\u7528\u3092\u5927\u304d\u304f\u4e0b\u3052\u307e\u3059\u3002** 3,000\u884c\u306e\u3046\u3061\u3001**\u30e6\u30cb\u30fc\u30af\u306a\u54c1\u540d\u306f\u6570\u767e\u4ef6\u3057\u304b\u306a\u3044\u3053\u3068\u304c\u666e\u901a\u3067\u3059\u3002** \u540c\u3058\u6587\u5b57\u5217\u3092\u4f55\u5ea6\u3082AI\u306b\u6e21\u3059\u7406\u7531\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n**5\u756a\u76ee\u306e\u578b\u756a\u304c\u3001\u3044\u3061\u3070\u3093\u5f37\u3044\u624b\u304c\u304b\u308a\u3067\u3059\u3002** \u578b\u756a\u304c\u4e00\u81f4\u3059\u308c\u3070\u3001**\u54c1\u540d\u306e\u8868\u8a18\u304c\u9055\u3063\u3066\u3082\u540c\u3058\u7269\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002** \u305f\u3060\u3057**\u578b\u756a\u3060\u3051\u3067\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u578b\u756a\u306e\u4f53\u7cfb\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u9055\u3044\u3001\u5225\u306e\u30e1\u30fc\u30ab\u30fc\u306e\u578b\u756a\u3068\u885d\u7a81\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n| \u51e6\u7406 | \u5185\u5bb9 |\n|:--|:--|\n| \u54c1\u76ee\u533a\u5206\u3078\u306e\u5206\u985e | \u54c1\u540d\u3092\u5927\u533a\u5206\u30fb\u4e2d\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u308b |\n| \u540c\u4e00\u54c1\u76ee\u5019\u88dc\u306e\u307e\u3068\u3081 | \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u54c1\u540d\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3059\u308b |\n| \u6839\u62e0\u306e\u63d0\u793a | \u307e\u3068\u3081\u305f\u6839\u62e0\uff08\u578b\u756a\u4e00\u81f4\u3001\u30e1\u30fc\u30ab\u30fc\u4e00\u81f4\u3001\u4ed5\u69d8\u306e\u4e00\u81f4\uff09\u3092\u793a\u3059 |\n| \u5206\u985e\u3067\u304d\u306a\u3044\u3082\u306e\u306e\u5207\u308a\u5206\u3051 | \u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u54c1\u540d\u3092\u6319\u3052\u308b |\n| \u54c1\u540d\u306e\u89e3\u91c8\u306e\u63d0\u793a | \u300cM\u300d\u304c\u30b5\u30a4\u30ba\u304b\u578b\u756a\u304b\u306e\u8aad\u307f\u53d6\u308a\u3092\u793a\u3059 |\n\n**AI\u306b\u6b21\u306e\u3053\u3068\u3092\u3055\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u65ad\u5b9a | **\u54c1\u8cea\u3068\u4ed5\u69d8\u306f\u4eba\u304c\u78ba\u304b\u3081\u308b\u3002\u540c\u3058\u540d\u524d\u3067\u3082\u5225\u7269\u306e\u3053\u3068\u304c\u3042\u308b** |\n| \u96c6\u7d04\u3059\u3079\u304d\u3068\u3044\u3046\u5224\u65ad | **\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\u4eba\u304c\u6c7a\u3081\u308b** |\n| \u4ed5\u5165\u5148\u306e\u512a\u52a3\u306e\u8a55\u4fa1 | \u5358\u4fa1\u3060\u3051\u3067\u6c7a\u307e\u308b\u8a71\u3067\u306f\u306a\u3044 |\n| \u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u306e\u63a8\u5968 | **\u65e2\u5b58\u306e\u53d6\u5f15\u95a2\u4fc2\u306b\u5f71\u97ff\u3059\u308b** |\n| \u54c1\u540d\u304b\u3089\u4ed5\u69d8\u306e\u63a8\u5b9a | \u300c\u304a\u305d\u3089\u304f\u539a\u30550.1mm\u3068\u601d\u308f\u308c\u307e\u3059\u300d\u306f\u5371\u967a |\n| \u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u3082\u306e\u306e\u65b0\u533a\u5206\u306e\u5275\u8a2d | **\u533a\u5206\u306f\u8cfc\u8cb7\u304c\u7ba1\u7406\u3059\u308b** |\n\n**\u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b \u3068\u65ad\u5b9a\u3055\u305b\u306a\u3044\u300d\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u91cd\u8981\u306a\u5236\u7d04\u3067\u3059\u3002** \u533b\u7642\u30fb\u4ecb\u8b77\u30fb\u88fd\u9020\u306e\u73fe\u5834\u3067\u306f\u3001**\u540c\u3058\u540d\u524d\u3067\u3082\u898f\u683c\u304c\u9055\u3048\u3070\u4f7f\u3048\u307e\u305b\u3093\u3002** \u30cb\u30c8\u30ea\u30eb\u624b\u888b\u306e\u539a\u3055\u3001\u8010\u85ac\u54c1\u6027\u3001\u7c89\u306e\u6709\u7121\u306f\u3001**\u54c1\u540d\u304b\u3089\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** AI\u306e\u51fa\u529b\u306f\u300c\u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u300d\u307e\u3067\u3067\u3059\u3002\n\n**\u300c\u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u63a8\u5968\u3055\u305b\u306a\u3044\u300d\u3082\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u306e\u5dee\u306b\u306f\u7406\u7531\u304c\u3042\u308a\u307e\u3059\u3002**\u7d0d\u671f\u3001\u6700\u5c0f\u30ed\u30c3\u30c8\u3001\u7dca\u6025\u5bfe\u5fdc\u3001\u652f\u6255\u6761\u4ef6\u3001\u54c1\u8cea\u4fdd\u8a3c\u306e\u7bc4\u56f2\u3002** \u5358\u4fa1\u3060\u3051\u3092\u898b\u305f\u63a8\u5968\u304c\u8a18\u9332\u306b\u6b8b\u308b\u3068\u3001**\u305d\u308c\u304c\u72ec\u308a\u6b69\u304d\u3057\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\u3001\u8cfc\u8cb7\u660e\u7d30\u306e\u54c1\u540d\u3092\u54c1\u76ee\u533a\u5206\u306b\u5206\u985e\u3059\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u81ea\u7531\u8a18\u8ff0\u306e\u54c1\u540d\u3092\u3001\u793e\u5185\u306e\u54c1\u76ee\u533a\u5206\u306b\u5f53\u3066\u306f\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u540c\u3058\u7269\u3068\u3057\u3066\u6271\u3048\u308b\u5019\u88dc\u3068\u3057\u3066 group_candidate \u306b\u307e\u3068\u3081\u3001\n  \u307e\u3068\u3081\u305f\u6839\u62e0\u3092 grouping_basis \u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u540c\u4e00\u3067\u3059\u300d\u300c\u540c\u3058\u5546\u54c1\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u96c6\u7d04\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u4ed5\u5165\u5148X\u306b\u96c6\u7d04\u3059\u3079\u304d\u3067\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u5165\u5148\u306e\u512a\u52a3\u3092\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u304b\u3089\u4ed5\u69d8\u3092\u63a8\u5b9a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u539a\u3055\u3001\u6750\u8cea\u306e\u7b49\u7d1a\u3001\u8010\u6027\u306a\u3069\u3001\u54c1\u540d\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\n  \u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u78ba\u8a8d\u304c\u5fc5\u8981\u306a\u4ed5\u69d8\u306f spec_to_verify \u306b\u5217\u6319\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u76ee\u533a\u5206\u8868\u306b\u306a\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u5f53\u3066\u306f\u307e\u3089\u306a\u3044\u3082\u306e\u306f category \u3092 null \u306b\u3057\u3001\n  unclassified \u306b\u54c1\u540d\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u306b\u540c\u3058\u54c1\u540d\u304c\u3042\u308c\u3070\u3001\u540c\u3058\u533a\u5206\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5909\u3048\u308b\u5834\u5408\u306f\u3001change_reason \u306b\u7406\u7531\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u306e\u4e00\u90e8\u306e\u8aad\u307f\u53d6\u308a\uff08M\u304c\u30b5\u30a4\u30ba\u304b\u578b\u756a\u304b\uff09\u304c\u66d6\u6627\u306a\u5834\u5408\u306f\u3001\n  interpretation \u306b\u8aad\u307f\u53d6\u308a\u3092\u66f8\u304d\u3001confidence \u3092 low \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u54c1\u76ee\u533a\u5206\u8868\u3011\n{category_table}\n\n\u3010\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3011\n{past_classifications}\n\n\u3010\u4eca\u6708\u306e\u54c1\u540d\u4e00\u89a7\uff08\u91cd\u8907\u3092\u307e\u3068\u3081\u305f\u3082\u306e\uff09\u3011\n{item_names}\n```\n\n**\u300c\u54c1\u76ee\u533a\u5206\u8868\u306b\u306a\u3044\u533a\u5206\u3092\u4f5c\u3089\u306a\u3044\u300d\u3092\u5fc5\u305a\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** AI\u306b\u65b0\u3057\u3044\u533a\u5206\u3092\u4f5c\u3089\u305b\u308b\u3068\u3001**\u6bce\u6708\u5c11\u3057\u305a\u3064\u533a\u5206\u304c\u5897\u3048\u3001\u96c6\u8a08\u306e\u9023\u7d9a\u6027\u304c\u5207\u308c\u307e\u3059\u3002** \u533a\u5206\u306e\u8ffd\u52a0\u306f\u3001\u8cfc\u8cb7\u304c\u5224\u65ad\u3057\u3066\u533a\u5206\u8868\u306b\u53cd\u6620\u3057\u307e\u3059\u3002\n\n**\u300c\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3068\u540c\u3058\u306b\u3059\u308b\u300d\u3082\u91cd\u8981\u3067\u3059\u3002** \u3053\u308c\u304c\u306a\u3044\u3068\u3001**\u540c\u3058\u54c1\u540d\u304c\u6708\u306b\u3088\u3063\u3066\u9055\u3046\u533a\u5206\u306b\u5165\u308a\u3001\u6642\u7cfb\u5217\u306e\u6bd4\u8f03\u304c\u3067\u304d\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n```json\n{\n  \"period\": \"\",\n  \"classifications\": [\n    {\n      \"item_name_raw\": \"\",\n      \"item_name_normalized\": \"\",\n      \"occurrences\": 0,\n      \"category_major\": \"\",\n      \"category_minor\": \"\",\n      \"interpretation\": \"\",\n      \"confidence\": \"high | medium | low\",\n      \"change_reason\": \"\"\n    }\n  ],\n  \"group_candidates\": [\n    {\n      \"group_id\": \"\",\n      \"member_item_names\": [],\n      \"grouping_basis\": \"\",\n      \"matched_model_number\": \"\",\n      \"spec_to_verify\": [],\n      \"confidence\": \"high | medium | low\"\n    }\n  ],\n  \"unclassified\": []\n}\n```\n\n\u96c6\u8a08\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u306e\u51fa\u529b\uff1a\n\n```json\n{\n  \"group_id\": \"\",\n  \"total_amount\": 0,\n  \"total_quantity\": 0,\n  \"by_site\": [\n    {\n      \"site\": \"\",\n      \"supplier\": \"\",\n      \"unit_price\": 0,\n      \"quantity\": 0,\n      \"amount\": 0\n    }\n  ],\n  \"unit_price_min\": 0,\n  \"unit_price_max\": 0,\n  \"unit_price_spread_ratio\": 0.0,\n  \"supplier_count\": 0,\n  \"same_supplier_multiple_sites\": false,\n  \"potential_amount_at_min_price\": 0\n}\n```\n\n**\u5206\u985e\uff08AI\uff09\u3068\u96c6\u8a08\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u3092\u5206\u3051\u307e\u3059\u3002** \u5358\u4fa1\u306e\u6700\u5927\u30fb\u6700\u5c0f\u3001\u958b\u304d\u306e\u6bd4\u7387\u3001\u5408\u8a08\u91d1\u984d\u306f\u3001**\u6a5f\u68b0\u7684\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002** AI\u306b\u8a08\u7b97\u3055\u305b\u308b\u7406\u7531\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n**`spec_to_verify` \u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3082\u3063\u3068\u3082\u5b9f\u52d9\u7684\u306a\u51fa\u529b\u3067\u3059\u3002** \u300c\u539a\u3055\u300d\u300c\u7c89\u306e\u6709\u7121\u300d\u300c\u8010\u85ac\u54c1\u6027\u300d\u3068\u3044\u3063\u305f\u3001**\u78ba\u8a8d\u3057\u306a\u3044\u3068\u540c\u3058\u7269\u3068\u307f\u306a\u305b\u306a\u3044\u9805\u76ee**\u304c\u4e26\u3073\u307e\u3059\u3002\u8cfc\u8cb7\u62c5\u5f53\u306f\u3001\u3053\u3053\u3092\u62e0\u70b9\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002\n\n**`same_supplier_multiple_sites` \u3092\u5fc5\u305a\u6301\u305f\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u72b6\u614b\u306f\u3001**\u4ea4\u6e09\u306a\u3057\u3067\u6539\u5584\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**`potential_amount_at_min_price` \u306f\u300c\u6700\u3082\u5b89\u3044\u5358\u4fa1\u3067\u5168\u91cf\u3092\u8cb7\u3063\u305f\u5834\u5408\u306e\u91d1\u984d\u300d\u3067\u3059\u3002** \u3053\u308c\u306f**\u7406\u8ad6\u5024\u3067\u3042\u3063\u3066\u3001\u9054\u6210\u53ef\u80fd\u306a\u524a\u6e1b\u984d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u51fa\u3059\u969b\u306f\u3001**\u300c\u4e0a\u9650\u306e\u76ee\u5b89\u300d\u3068\u660e\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u305d\u3046\u3057\u306a\u3044\u3068\u3001\u3053\u306e\u6570\u5b57\u304c\u4e88\u7b97\u306e\u524d\u63d0\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n\u6700\u5c0f\u69cb\u6210\u3067\u306f\u9023\u643a\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u660e\u7d30\u306eCSV\u3092\u751f\u6210AI\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5165\u308c\u3066\u5206\u985e\u3055\u305b\u307e\u3059\u3002\n\n\u534a\u81ea\u52d5\u5316\u3067\u306f\u3001\u6b21\u3092\u3064\u306a\u304e\u307e\u3059\u3002\n\n| \u3064\u306a\u3050\u5148 | \u5185\u5bb9 |\n|:--|:--|\n| \u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\uff08\u8aad\u307f\u53d6\u308a\uff09 | \u6708\u6b21\u306e\u8cfc\u8cb7\u660e\u7d30\u3001\u4ed5\u5165\u5148\u30de\u30b9\u30bf |\n| SharePoint | CSV\u306e\u53d7\u3051\u53d6\u308a\u3001\u5206\u985e\u7d50\u679c\u306e\u4fdd\u5b58 |\n| SharePoint \u30ea\u30b9\u30c8 | \u54c1\u76ee\u533a\u5206\u8868\u3001\u904e\u53bb\u306e\u5206\u985e\u7d50\u679c |\n| BI\u30c4\u30fc\u30eb | \u96c6\u8a08\u7d50\u679c\u306e\u53ef\u8996\u5316 |\n| Teams | \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u54c1\u76ee\u306e\u901a\u77e5 |\n\n**\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u306e\u54c1\u76ee\u30de\u30b9\u30bf\u3092\u81ea\u52d5\u3067\u66f4\u65b0\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u54c1\u76ee\u30de\u30b9\u30bf\u306f\u4f1a\u793e\u306e\u6b63\u5f0f\u306a\u30c7\u30fc\u30bf\u3067\u3059\u3002**\u5206\u985e\u306e\u7d50\u679c\u306f\u5225\u306e\u5834\u6240\u306b\u6301\u3061\u3001\u30de\u30b9\u30bf\u3078\u306e\u53cd\u6620\u306f\u8cfc\u8cb7\u304c\u5224\u65ad\u3057\u3066\u884c\u3044\u307e\u3059\u3002**\n\n**\u767a\u6ce8\u5148\u306e\u81ea\u52d5\u5909\u66f4\u3082\u884c\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u96c6\u7d04\u306f\u3053\u306e\u69cb\u6210\u306e\u5916\u306e\u5224\u65ad\u3067\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u96c6\u7d04\u306e\u5224\u65ad\u306f\u3001\u5fc5\u305a\u8cfc\u8cb7\u90e8\u9580\u304c\u884c\u3044\u307e\u3059\u3002**\n\n| \u9806 | \u78ba\u8a8d\u3059\u308b\u70b9 | \u8ab0\u304c |\n|:--|:--|:--|\n| 1 | `group_candidates` \u304c\u672c\u5f53\u306b\u540c\u3058\u7269\u304b | **\u8cfc\u8cb7\uff08`spec_to_verify` \u3092\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\uff09** |\n| 2 | `unclassified`\uff08\u533a\u5206\u306b\u5f53\u3066\u306f\u307e\u3089\u306a\u3044\uff09 | \u8cfc\u8cb7\uff08**\u533a\u5206\u8868\u306e\u898b\u76f4\u3057\u306e\u6750\u6599**\uff09 |\n| 3 | `confidence: low` \u306e\u5206\u985e | \u8cfc\u8cb7 |\n| 4 | `change_reason` \u304c\u5165\u3063\u3066\u3044\u308b\u3082\u306e\uff08\u524d\u6708\u3068\u533a\u5206\u304c\u5909\u308f\u3063\u305f\uff09 | \u8cfc\u8cb7 |\n| 5 | \u5358\u4fa1\u306e\u958b\u304d\u304c\u5927\u304d\u3044\u54c1\u76ee | **\u8cfc\u8cb7\uff08\u7406\u7531\u3092\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\uff09** |\n| 6 | \u96c6\u7d04\u3059\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | **\u8cfc\u8cb7\uff08\u54c1\u8cea\u30fb\u7d0d\u671f\u30fb\u53d6\u5f15\u95a2\u4fc2\u3092\u542b\u3081\u3066\uff09** |\n\n**1\u756a\u76ee\u30685\u756a\u76ee\u306f\u3001\u5fc5\u305a\u62e0\u70b9\u306b\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u304c\u300c\u7dca\u6025\u3067\u5c11\u91cf\u3092\u8cb7\u3063\u305f\u304b\u3089\u300d\u3067\u3042\u308b\u3053\u3068\u306f\u666e\u901a\u306b\u3042\u308a\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u3060\u3051\u3067\u7d50\u8ad6\u3092\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n**6\u756a\u76ee\u3067\u306f\u3001\u5358\u4fa1\u4ee5\u5916\u3092\u5fc5\u305a\u898b\u3066\u304f\u3060\u3055\u3044\u3002**\n\n- \u54c1\u8cea\uff08\u898f\u683c\u3001\u8a8d\u8a3c\u3001\u30ed\u30c3\u30c8\u306e\u7ba1\u7406\uff09\n- \u7d0d\u671f\uff08\u7dca\u6025\u5bfe\u5fdc\u306e\u53ef\u5426\u3001\u5728\u5eab\u306e\u4fdd\u6709\uff09\n- \u6700\u5c0f\u30ed\u30c3\u30c8\uff08\u96c6\u7d04\u3057\u3066\u3082\u5c0f\u53e3\u306e\u767a\u6ce8\u304c\u6b8b\u308b\u304b\uff09\n- \u652f\u6255\u6761\u4ef6\n- **\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3068\u306e\u53d6\u5f15\u95a2\u4fc2**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u540d\u304c\u300c\u90e8\u54c1\u300d\u300c\u6d88\u8017\u54c1\u300d\u3060\u3051 | \u5206\u985e\u3067\u304d\u306a\u3044\u3002`unclassified`\u3002**\u767a\u6ce8\u5143\u306b\u78ba\u8a8d\u3059\u308b** |\n| \u578b\u756a\u304c\u4e00\u81f4\u3059\u308b\u304c\u5225\u30e1\u30fc\u30ab\u30fc | **\u578b\u756a\u3060\u3051\u3067\u540c\u4e00\u3068\u3057\u306a\u3044\u3002** \u30e1\u30fc\u30ab\u30fc\u3082\u898b\u308b |\n| \u540c\u3058\u54c1\u540d\u3067\u3082\u898f\u683c\u304c\u9055\u3046 | `spec_to_verify` \u306b\u78ba\u8a8d\u9805\u76ee\u3092\u6319\u3052\u308b |\n| \u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u304c\u7dca\u6025\u5bfe\u5fdc | **\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\u3002** \u30c7\u30fc\u30bf\u3060\u3051\u3067\u5224\u65ad\u3057\u306a\u3044 |\n| \u5c11\u91cf\u30fb\u4f4e\u984d\u306e\u54c1\u76ee\u304c\u5927\u91cf\u306b\u51fa\u308b | \u91d1\u984d\u306e\u4e0b\u9650\u3092\u6c7a\u3081\u3066\u5bfe\u8c61\u3092\u7d5e\u308b |\n| \u524d\u6708\u3068\u533a\u5206\u304c\u5909\u308f\u3063\u305f | `change_reason` \u3092\u78ba\u8a8d\u3059\u308b\u3002**\u7406\u7531\u306a\u304f\u5909\u308f\u308b\u306e\u306f\u7570\u5e38** |\n| \u533a\u5206\u8868\u306b\u306a\u3044\u54c1\u76ee\u304c\u5897\u3048\u3066\u304d\u305f | **\u533a\u5206\u8868\u3092\u898b\u76f4\u3059\u3002** AI\u306b\u65b0\u533a\u5206\u3092\u4f5c\u3089\u305b\u306a\u3044 |\n| \u5358\u4fa1\u304c\u300c1\u5f0f\u300d\u3067\u6570\u91cf\u304c1 | \u5358\u4fa1\u6bd4\u8f03\u304c\u3067\u304d\u306a\u3044\u3002**\u5225\u67a0\u306b\u3059\u308b** |\n| \u76f4\u63a5\u6750\u304c\u6df7\u3056\u3063\u3066\u3044\u308b | \u54c1\u76ee\u30b3\u30fc\u30c9\u306e\u3042\u308b\u884c\u3092\u9664\u5916\u3059\u308b |\n| \u62e0\u70b9\u304c1\u304b\u6240\u3057\u304b\u8cb7\u3063\u3066\u3044\u306a\u3044\u54c1\u76ee | \u96c6\u7d04\u306e\u5bfe\u8c61\u5916\u3002**\u305d\u308c\u3067\u3082\u5358\u4fa1\u306e\u63a8\u79fb\u306f\u898b\u308b** |\n| \u96c6\u7d04\u3057\u305f\u3089\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u306e\u53d6\u5f15\u304c\u5927\u304d\u304f\u6e1b\u308b | **\u53d6\u5f15\u95a2\u4fc2\u3078\u306e\u5f71\u97ff\u3092\u691c\u8a0e\u3059\u308b\uff08\u5f8c\u8ff0\uff09** |\n| \u5206\u985e\u7d50\u679c\u304c\u6bce\u6708\u5909\u308f\u308b | \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3092\u6e21\u3057\u3066\u3044\u306a\u3044\u3002**\u5fc5\u305a\u6e21\u3059** |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u6708\u6b21\u306e\u5206\u985e\u7d50\u679c\uff08\u54c1\u540d\u3001\u533a\u5206\u3001\u6839\u62e0\uff09\n- \u540c\u4e00\u54c1\u76ee\u3068\u3057\u3066\u307e\u3068\u3081\u305f\u5019\u88dc\u3068\u3001\u305d\u306e\u6839\u62e0\n- **\u8cfc\u8cb7\u62c5\u5f53\u304c\u5206\u985e\u3092\u4fee\u6b63\u3057\u305f\u5185\u5bb9\u3068\u3001\u4fee\u6b63\u524d\u5f8c**\n- `spec_to_verify` \u306e\u78ba\u8a8d\u7d50\u679c\n- \u62e0\u70b9\u3078\u306e\u78ba\u8a8d\u5185\u5bb9\u3068\u56de\u7b54\n- **\u96c6\u7d04\u306e\u5224\u65ad\u3068\u3001\u305d\u306e\u7406\u7531\uff08\u96c6\u7d04\u3057\u306a\u3044\u3068\u6c7a\u3081\u305f\u7406\u7531\u3082\uff09**\n- \u54c1\u76ee\u533a\u5206\u8868\u306e\u5909\u66f4\u5c65\u6b74\n- \u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u306e\u63a8\u79fb\n\n**\u300c\u96c6\u7d04\u3057\u306a\u3044\u3068\u6c7a\u3081\u305f\u7406\u7531\u300d\u3092\u5fc5\u305a\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u7fcc\u6708\u3082\u540c\u3058\u54c1\u76ee\u304c\u5019\u88dc\u3068\u3057\u3066\u6319\u304c\u308a\u307e\u3059\u3002**\u7406\u7531\u304c\u6b8b\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u540c\u3058\u691c\u8a0e\u3092\u6bce\u6708\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002**\n\n**\u300c\u8cfc\u8cb7\u62c5\u5f53\u304c\u4fee\u6b63\u3057\u305f\u5185\u5bb9\u300d\u304c\u3001\u5206\u985e\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u6750\u6599\u3067\u3059\u3002** \u3069\u306e\u533a\u5206\u3067\u3088\u304f\u4fee\u6b63\u3055\u308c\u3066\u3044\u308b\u304b\u304c\u5206\u304b\u308c\u3070\u3001**\u533a\u5206\u306e\u5b9a\u7fa9\u304b\u4f8b\u793a\u3059\u308b\u54c1\u540d\u3092\u76f4\u3059\u3079\u304d\u304b\u304c\u5224\u65ad\u3067\u304d\u307e\u3059\u3002**\n\n**\u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u306e\u63a8\u79fb\u3092\u5fc5\u305a\u8ffd\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u96c6\u7d04\u306e\u52b9\u679c\u3092\u6e2c\u308b\u552f\u4e00\u306e\u65b9\u6cd5\u3067\u3059\u3002**\u300c\u96c6\u7d04\u3057\u305f\u300d\u3067\u7d42\u308f\u3089\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","minimal_setup":"1. **\u54c1\u76ee\u533a\u5206\u8868\u3092\u4f5c\u308b**\uff08\u5927\u533a\u520610\u3001\u4e2d\u533a\u520640\u7a0b\u5ea6\u3001\u4f8b\u793a\u3059\u308b\u54c1\u540d\u3064\u304d\uff09\n2. \u524d\u6708\u306e\u8cfc\u8cb7\u660e\u7d30\u304b\u3089\u3001**\u91d1\u984d\u306e\u5927\u304d\u3044\u9806\u306b500\u884c**\u3092\u629c\u304f\n3. \u54c1\u76ee\u533a\u5206\u8868\u3068\u4e00\u7dd2\u306b\u751f\u6210AI\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5165\u308c\u3001\u5206\u985e\u3055\u305b\u308b\n4. **\u8cfc\u8cb7\u62c5\u5f53\u304c\u5206\u985e\u3057\u305f\u7d50\u679c\u3068\u6bd4\u3079\u308b**\n\n\u898b\u308b\u306e\u306f\u6b21\u306e4\u70b9\u3067\u3059\u3002\n\n| \u898b\u308b\u70b9 | \u5224\u65ad |\n|:--|:--|\n| \u4eba\u306e\u5206\u985e\u3068\u4e00\u81f4\u3059\u308b\u5272\u5408 | **\u4e2d\u533a\u5206\u30677\u5272\u3092\u8d85\u3048\u308c\u3070\u3001\u4e0b\u66f8\u304d\u3068\u3057\u3066\u4f7f\u3048\u308b** |\n| **\u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3057\u3066\u3044\u306a\u3044\u304b** | **\u65ad\u5b9a\u3057\u3066\u3044\u305f\u3089\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5f37\u3081\u308b\u3002\u6700\u91cd\u8981** |\n| `spec_to_verify` \u304c\u51fa\u3066\u3044\u308b\u304b | \u51fa\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u78ba\u8a8d\u3059\u3079\u304d\u9805\u76ee\u304c\u898b\u3048\u306a\u3044 |\n| \u533a\u5206\u8868\u306b\u306a\u3044\u533a\u5206\u3092\u4f5c\u3063\u3066\u3044\u306a\u3044\u304b | \u4f5c\u3063\u3066\u3044\u305f\u3089\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5f37\u3081\u308b |\n\n**1\u306e\u30b9\u30c6\u30c3\u30d7\uff08\u54c1\u76ee\u533a\u5206\u8868\uff09\u304c\u3001\u3053\u306e\u8a66\u884c\u3067\u3082\u3063\u3068\u3082\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002** \u305d\u3057\u3066\u3001**\u3053\u306e\u69cb\u6210\u3092\u3084\u3081\u3066\u3082\u6b8b\u308b\u8cc7\u7523\u3067\u3059\u3002**\n\n**\u3042\u308f\u305b\u3066\u3001\u6b21\u306e2\u3064\u306e\u6570\u5b57\u3092\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n5. **\u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u54c1\u76ee\u306e\u4ef6\u6570\u3068\u91d1\u984d**\n6. **\u9593\u63a5\u6750\u306e\u8cfc\u8cb7\u660e\u7d30\u306e\u3046\u3061\u3001\u54c1\u540d\u304c\u81ea\u7531\u8a18\u8ff0\u306e\u884c\u306e\u5272\u5408**\n\n**5\u306e\u6570\u5b57\u304c\u3001\u6700\u3082\u65e9\u304f\u52b9\u304f\u767a\u898b\u3067\u3059\u3002** \u3053\u308c\u306f\u5206\u985e\u304c\u306a\u304f\u3066\u3082\u3001**\u4ed5\u5165\u5148\u3068\u62e0\u70b9\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u6570\u3048\u308b\u3060\u3051\u3067\u51fa\u307e\u3059\u3002** \u5148\u306b\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u660e\u7d30\u3092\u751f\u6210AI\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u5165\u308c\u3001\u5206\u985e\u3055\u305b\u308b \uff0f \u5206\u985e","semi_auto_setup":"CSV\u306e\u914d\u7f6e\u3092\u30c8\u30ea\u30ac\u30fc\u306b\u3001\u6b63\u898f\u5316\u30fb\u5206\u985e\u30fb\u96c6\u8a08\u307e\u3067\u3092\u81ea\u52d5\u5316\u3059\u308b \uff0f \u4e0a\u8a18\uff0b\u6b63\u898f\u5316\u30fb\u96c6\u8a08","full_setup":"\u4e0a\u8a18\uff0b\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u63a5\u7d9a\uff0b\u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u8ffd\u8de1\uff0b\u533a\u5206\u8868\u306e\u898b\u76f4\u3057\u306e\u63d0\u6848 \uff0f \u5224\u65ad\u4ee5\u5916","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u52b9\u679c\u306e\u5927\u534a\u304c\u51fa\u307e\u3059\u3002** 2\u5206\u304c0.8\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002\u672c\u683c\u69cb\u6210\u30670.6\u5206\u3067\u3059\u304c\u3001**\u672c\u683c\u69cb\u6210\u306e\u4fa1\u5024\u306f\u6642\u9593\u3088\u308a\u300c\u96c6\u7d04\u3057\u305f\u52b9\u679c\u3092\u8ffd\u3048\u308b\u3053\u3068\u300d\u306b\u3042\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| **AI\u304c\u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3059\u308b** | \u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u7981\u6b62\u3059\u308b\u3002\u5019\u88dc\u3068\u6839\u62e0\u306b\u3068\u3069\u3081\u308b\u3002**\u6700\u91cd\u8981** |\n| **\u5b89\u3044\u4ed5\u5165\u5148\u3078\u306e\u5207\u308a\u66ff\u3048\u3092\u63a8\u5968\u3059\u308b** | \u7981\u6b62\u3059\u308b\u3002**\u5358\u4fa1\u4ee5\u5916\u306e\u8981\u7d20\u3092\u7121\u8996\u3057\u305f\u63a8\u5968\u306b\u306a\u308b** |\n| \u5206\u985e\u7d50\u679c\u304c\u6bce\u6708\u5909\u308f\u308b | \u904e\u53bb\u306e\u5206\u985e\u7d50\u679c\u3092\u5fc5\u305a\u6e21\u3059 |\n| AI\u304c\u65b0\u3057\u3044\u533a\u5206\u3092\u4f5c\u308b | \u7981\u6b62\u3059\u308b\u3002**\u533a\u5206\u306f\u8cfc\u8cb7\u304c\u7ba1\u7406\u3059\u308b** |\n| \u54c1\u76ee\u533a\u5206\u304c3\u6bb5\u4ee5\u4e0a\u3042\u308b | 2\u6bb5\u307e\u3067\u306b\u3059\u308b\u3002**\u4e00\u81f4\u7387\u304c\u843d\u3061\u308b** |\n| \u91cd\u8907\u3092\u307e\u3068\u3081\u305a\u306bAI\u3078\u6e21\u3059 | \u307e\u3068\u3081\u308b\u3002**\u8cbb\u7528\u304c\u6570\u500d\u306b\u306a\u308b** |\n| \u578b\u756a\u3060\u3051\u3067\u540c\u4e00\u3068\u5224\u65ad\u3059\u308b | \u30e1\u30fc\u30ab\u30fc\u3082\u898b\u308b\u3002**\u578b\u756a\u306f\u885d\u7a81\u3059\u308b** |\n| \u5358\u4fa1\u304c\u9ad8\u3044\u7406\u7531\u3092\u78ba\u8a8d\u3057\u306a\u3044 | **\u62e0\u70b9\u306b\u78ba\u8a8d\u3059\u308b\u3002** \u7dca\u6025\u5bfe\u5fdc\u306e\u3053\u3068\u304c\u3042\u308b |\n| \u300c1\u5f0f\u300d\u306e\u884c\u3092\u5358\u4fa1\u6bd4\u8f03\u306b\u5165\u308c\u308b | \u5225\u67a0\u306b\u3059\u308b |\n| \u7406\u8ad6\u4e0a\u306e\u524a\u6e1b\u984d\u3092\u76ee\u6a19\u306b\u3059\u308b | **\u4e0a\u9650\u306e\u76ee\u5b89\u3068\u660e\u8a18\u3059\u308b** |\n| \u96c6\u7d04\u3057\u306a\u3044\u3068\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3055\u306a\u3044 | \u6b8b\u3059\u3002**\u6bce\u6708\u540c\u3058\u691c\u8a0e\u3092\u7e70\u308a\u8fd4\u3059** |\n| \u96c6\u7d04\u5f8c\u306e\u5358\u4fa1\u3092\u8ffd\u308f\u306a\u3044 | \u8ffd\u3046\u3002**\u52b9\u679c\u304c\u6e2c\u308c\u306a\u3044** |\n| \u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3078\u306e\u5f71\u97ff\u3092\u8003\u3048\u306a\u3044 | **\u53d6\u5f15\u95a2\u4fc2\u3078\u306e\u5f71\u97ff\u3092\u691c\u8a0e\u3059\u308b\uff08\u5f8c\u8ff0\uff09** |","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8cfc\u8cb7\u660e\u7d30\u306e\u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4fa1\u3001\u4ed5\u5165\u5148\u540d\u3001\u62e0\u70b9\u3002**\u8cfc\u8cb7\u5358\u4fa1\u3068\u4ed5\u5165\u5148\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u3001\u53d6\u5f15\u4e0a\u306e\u6a5f\u5fae\u306a\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u8cfc\u8cb7\u5358\u4fa1\u306e\u5916\u90e8\u9001\u4fe1** \u2026 \u5358\u4fa1\u306f\u53d6\u5f15\u5148\u3068\u306e\u4ea4\u6e09\u306e\u7d50\u679c\u3067\u3059\u3002**\u5206\u985e\u306e\u5de5\u7a0b\u3067\u306f\u5358\u4fa1\u3092\u6e21\u3055\u305a\u3001\u96c6\u8a08\u306f\u793e\u5185\u3067\u884c\u3046**\u3068\u3044\u3046\u5206\u3051\u65b9\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\n2. **\u4ed5\u5165\u5148\u540d\u306e\u6271\u3044** \u2026 \u4ed5\u5165\u5148\u3068\u306e\u53d6\u5f15\u306e\u6709\u7121\u30fb\u898f\u6a21\u306f\u3001**\u5951\u7d04\u4e0a\u306e\u79d8\u5bc6\u4fdd\u6301\u306e\u5bfe\u8c61\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5951\u7d04\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\u3093\u3067\u304f\u3060\u3055\u3044\n4. **\u500b\u4eba\u306e\u9664\u5916** \u2026 \u767a\u6ce8\u8005\u30fb\u627f\u8a8d\u8005\u306e\u6c0f\u540d\u306f\u6e21\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u5206\u985e\u306b\u4e0d\u8981\u3067\u3059**\n5. **\u65ad\u5b9a\u3092\u51fa\u529b\u3055\u305b\u306a\u3044** \u2026 \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u3044\u3046\u8a18\u9332\u304c\u6b8b\u308a\u3001\u305d\u308c\u3092\u6839\u62e0\u306b\u96c6\u7d04\u3059\u308c\u3070\u3001**\u898f\u683c\u9055\u3044\u306e\u7269\u3092\u767a\u6ce8\u3059\u308b\u4e8b\u6545\u306b\u3064\u306a\u304c\u308a\u307e\u3059**\n6. **\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3078\u306e\u5f71\u97ff** \u2026 \u96c6\u7d04\u306b\u3088\u3063\u3066\u3001\u3042\u308b\u4ed5\u5165\u5148\u3078\u306e\u767a\u6ce8\u304c\u5927\u304d\u304f\u6e1b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u53d6\u5f15\u4e0a\u306e\u5730\u4f4d\u306b\u5dee\u304c\u3042\u308b\u76f8\u624b\u306b\u5bfe\u3057\u3066\u3001\u8457\u3057\u304f\u4e0d\u5229\u76ca\u306a\u53d6\u5f15\u6761\u4ef6\u3092\u4e00\u65b9\u7684\u306b\u8a2d\u5b9a\u30fb\u5909\u66f4\u3059\u308b\u3053\u3068\u306f\u3001\u72ec\u5360\u7981\u6b62\u6cd5\u4e0a\u306e\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\uff08\u540c\u6cd5\u7b2c2\u6761\u7b2c9\u9805\u7b2c5\u53f7\uff09\u306b\u5f53\u305f\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002** \u516c\u6b63\u53d6\u5f15\u59d4\u54e1\u4f1a\u306f\u300c\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\u306b\u95a2\u3059\u308b\u72ec\u5360\u7981\u6b62\u6cd5\u4e0a\u306e\u8003\u3048\u65b9\u300d\u3092\u516c\u8868\u3057\u3066\u3044\u307e\u3059\u3002**\u96c6\u7d04\u306e\u4ea4\u6e09\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u6cd5\u52d9\u90e8\u9580\u3068\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044**\n7. **\u4fa1\u683c\u60c5\u5831\u306e\u53d6\u6271\u3044** \u2026 \u8907\u6570\u306e\u4ed5\u5165\u5148\u306e\u4fa1\u683c\u3092\u6bd4\u8f03\u3057\u305f\u8cc7\u6599\u306f\u3001**\u793e\u5185\u3067\u3082\u95b2\u89a7\u7bc4\u56f2\u3092\u9650\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044**\n8. **\u7406\u8ad6\u5024\u306e\u72ec\u308a\u6b69\u304d** \u2026 \u300c\u6700\u5b89\u5024\u3067\u5168\u91cf\u3092\u8cb7\u3063\u305f\u5834\u5408\u306e\u91d1\u984d\u300d\u3092\u524a\u6e1b\u76ee\u6a19\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\u73fe\u5834\u306e\u7dca\u6025\u5bfe\u5fdc\u3084\u54c1\u8cea\u8981\u4ef6\u3092\u7121\u8996\u3057\u305f\u76ee\u6a19\u306b\u306a\u308a\u307e\u3059**\n9. **\u81ea\u52d5\u5b9f\u884c\u3057\u3066\u3088\u3044\u7bc4\u56f2** \u2026 \u6b63\u898f\u5316\u3001\u5206\u985e\u3001\u307e\u3068\u3081\u3001\u96c6\u8a08\u3001\u901a\u77e5\u307e\u3067\u3067\u3059\u3002**\u540c\u4e00\u54c1\u76ee\u304b\u306e\u78ba\u8a8d\u3001\u96c6\u7d04\u306e\u5224\u65ad\u3001\u767a\u6ce8\u5148\u306e\u5909\u66f4\u306f\u3001\u5fc5\u305a\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u898f\u683c\u306e\u9055\u3046\u7269\u3092\u540c\u3058\u7269\u3068\u3057\u3066\u96c6\u7d04\u3059\u308b\u3053\u3068**\u3067\u3059\u3002\u533b\u7642\u30fb\u4ecb\u8b77\u30fb\u88fd\u9020\u306e\u73fe\u5834\u3067\u306f\u3001**\u624b\u888b1\u3064\u3067\u3082\u898f\u683c\u304c\u9055\u3048\u3070\u4f7f\u3048\u307e\u305b\u3093\u3002** `spec_to_verify` \u306e\u78ba\u8a8d\u3092\u3001**\u7701\u7565\u3067\u304d\u306a\u3044\u624b\u9806\u3068\u3057\u3066\u7d44\u307f\u8fbc\u3093\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u62e0\u70b9\u307e\u305f\u306f\u90e8\u9580\u304c\u8907\u6570\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u304c\u72ec\u81ea\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u4f01\u696d\u3002\u8cfc\u8cb7\u660e\u7d30\u304c\u96fb\u5b50\u30c7\u30fc\u30bf\u3067\u6b8b\u3063\u3066\u304a\u308a\u3001\u54c1\u540d\u304c\u81ea\u7531\u8a18\u8ff0\u306e\u884c\u304c\u67081,000\u884c\u4ee5\u4e0a\u3042\u308b\u3053\u3068\u3002\u54c1\u76ee\u533a\u5206\uff08\u8cfc\u8cb7\u30ab\u30c6\u30b4\u30ea\uff09\u3092\u4f5c\u308b\u610f\u601d\u304c\u3042\u308b\u3053\u3068\u3002","not_recommended_for":"\u62e0\u70b9\u304c1\u3064\u3067\u3001\u8cfc\u8cb7\u304c1\u90e8\u9580\u306b\u96c6\u7d04\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3002\u54c1\u76ee\u30de\u30b9\u30bf\u304c\u6574\u5099\u6e08\u307f\u3067\u3001\u3059\u3079\u3066\u306e\u767a\u6ce8\u304c\u30de\u30b9\u30bf\u306e\u54c1\u76ee\u30b3\u30fc\u30c9\u3067\u884c\u308f\u308c\u3066\u3044\u308b\u5834\u5408\u3002\u8cfc\u8cb7\u91d1\u984d\u304c\u5c0f\u3055\u304f\u3001\u96c6\u7d04\u3057\u3066\u3082\u4ea4\u6e09\u4f59\u5730\u304c\u306a\u3044\u5834\u5408\u3002","first_step":"**1\u9031\u76ee\uff1a\u5206\u985e\u306a\u3057\u3067\u5206\u304b\u308b\u3053\u3068\u3092\u5148\u306b\u51fa\u3059**\n\n\u8cfc\u8cb7\u660e\u7d30\u304b\u3089\u3001\u6b21\u306e2\u3064\u3092\u6570\u3048\u3066\u304f\u3060\u3055\u3044\u3002**\u5206\u985e\u306f\u8981\u308a\u307e\u305b\u3093\u3002**\n\n- \u540c\u3058\u4ed5\u5165\u5148\u304b\u3089\u8907\u6570\u62e0\u70b9\u304c\u5225\u3005\u306b\u767a\u6ce8\u3057\u3066\u3044\u308b\u54c1\u76ee\u306e\u4ef6\u6570\u3068\u91d1\u984d\n- \u9593\u63a5\u6750\u306e\u8cfc\u8cb7\u660e\u7d30\u306e\u3046\u3061\u3001\u54c1\u540d\u304c\u81ea\u7531\u8a18\u8ff0\u306e\u884c\u306e\u5272\u5408\n\n**1\u3064\u76ee\u306f\u3001\u4ea4\u6e09\u306a\u3057\u3067\u6539\u5584\u3067\u304d\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u90e8\u5206\u3067\u3059\u3002** \u5148\u306b\u6570\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\n**2\u301c3\u9031\u76ee\uff1a\u54c1\u76ee\u533a\u5206\u8868\u3092\u4f5c\u308b**\n\n\u5927\u533a\u520610\u3001\u4e2d\u533a\u520640\u7a0b\u5ea6\u304b\u3089\u59cb\u3081\u307e\u3059\u3002**\u305d\u308c\u305e\u308c\u306b\u300c\u4f8b\u793a\u3059\u308b\u54c1\u540d\u300d\u3092\u5b9f\u969b\u306e\u660e\u7d30\u304b\u30893\u301c5\u500b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002** \u968e\u5c64\u306f2\u6bb5\u307e\u3067\u3067\u3059\u3002\n\n**\u3053\u306e\u4f5c\u696d\u81ea\u4f53\u304c\u3001\u8cfc\u8cb7\u306e\u6574\u7406\u306b\u306a\u308a\u307e\u3059\u3002** \u73fe\u5728Excel\u306b\u3042\u308b\u533a\u5206\u8868\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u5b9f\u969b\u306e\u660e\u7d30\u3068\u5408\u3063\u3066\u3044\u307e\u305b\u3093\u3002\n\n**4\u9031\u76ee\uff1a500\u884c\u3067\u8a66\u3059**\n\n\u91d1\u984d\u306e\u5927\u304d\u3044\u9806\u306b500\u884c\u3092\u629c\u304d\u3001\u751f\u6210AI\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u5206\u985e\u3055\u305b\u307e\u3059\u3002**\u4eba\u306e\u5206\u985e\u3068\u6bd4\u3079\u3066\u3001\u4e2d\u533a\u5206\u3067\u306e\u4e00\u81f4\u7387\u3092\u6e2c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u300c\u540c\u4e00\u54c1\u76ee\u3067\u3042\u308b\u300d\u3068\u65ad\u5b9a\u3057\u3066\u3044\u306a\u3044\u304b\u3001`spec_to_verify` \u304c\u51fa\u3066\u3044\u308b\u304b\u3092\u5fc5\u305a\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a\u6b63\u898f\u5316\u304b\u3089\u96c6\u8a08\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u6a5f\u68b0\u3067\u3067\u304d\u308b\u6b63\u898f\u5316\uff08\u5168\u89d2\u534a\u89d2\u3001\u5358\u4f4d\u3001\u6570\u91cf\u3001\u578b\u756a\uff09\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4f5c\u308a\u3001AI\u306b\u6e21\u3059\u306e\u306f\u30e6\u30cb\u30fc\u30af\u306a\u54c1\u540d\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\u96c6\u8a08\u306f\u793e\u5185\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u96c6\u7d04\u306e\u691c\u8a0e\u3092\u59cb\u3081\u307e\u3059\u3002**\u4e0a\u4f4d20\u54c1\u76ee\u304b\u3089\u7740\u624b\u3057\u3066\u304f\u3060\u3055\u3044\u3002** 2\u5206\u304c\u4f55\u5206\u306b\u306a\u308b\u304b\u3092\u5b9f\u6e2c\u3057\u3001**\u3042\u308f\u305b\u3066\u96c6\u7d04\u3057\u305f\u54c1\u76ee\u306e\u5358\u4fa1\u306e\u63a8\u79fb\u3092\u8ffd\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u6642\u9593\u3088\u308a\u3001\u3053\u3061\u3089\u304c\u672c\u6765\u306e\u76ee\u7684\u3067\u3059\u3002\n\n**\u96c6\u7d04\u306e\u4ea4\u6e09\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u6cd5\u52d9\u90e8\u9580\u3068\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u767a\u6ce8\u3092\u5927\u304d\u304f\u6e1b\u3089\u3059\u76f8\u624b\u304c\u3044\u308b\u5834\u5408\u3001**\u53d6\u5f15\u6761\u4ef6\u306e\u5909\u66f4\u306e\u9032\u3081\u65b9\u306b\u3064\u3044\u3066\u3001\u4e8b\u524d\u306e\u6574\u7406\u304c\u5fc5\u8981\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0063","UC-0057","UC-0041","UC-0087"],"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":5740,"slug":"kamei-kako-joho","title":"\u9867\u5ba2\u30c7\u30fc\u30bf\u306e\u4eee\u540d\u52a0\u5de5\u3068\u306f\uff1f\uff5c\u5206\u6790\u306b\u4f7f\u3048\u308b\u5f62\u306b\u3059\u308b"},{"id":5223,"slug":"kaigai-kokoku-shohizei","title":"\u6d77\u5916\u306e\u5e83\u544a\u8cbb\u306f\u6d88\u8cbb\u7a0e\u304c\u9055\u3046\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u516c\u6b63\u53d6\u5f15\u59d4\u54e1\u4f1a\u304c\u300c\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\u306b\u95a2\u3059\u308b\u72ec\u5360\u7981\u6b62\u6cd5\u4e0a\u306e\u8003\u3048\u65b9\u300d\u3092\u516c\u8868\u3057\u3066\u3044\u308b\u3053\u3068\u3002\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\u304c\u3001\u79c1\u7684\u72ec\u5360\u306e\u7981\u6b62\u53ca\u3073\u516c\u6b63\u53d6\u5f15\u306e\u78ba\u4fdd\u306b\u95a2\u3059\u308b\u6cd5\u5f8b\uff08\u72ec\u5360\u7981\u6b62\u6cd5\uff09\u7b2c2\u6761\u7b2c9\u9805\u7b2c5\u53f7\u306b\u898f\u5b9a\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [\u516c\u6b63\u53d6\u5f15\u59d4\u54e1\u4f1a\uff1a\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\u306b\u95a2\u3059\u308b\u72ec\u5360\u7981\u6b62\u6cd5\u4e0a\u306e\u8003\u3048\u65b9](https:\/\/www.jftc.go.jp\/dk\/guideline\/unyoukijun\/yuetsutekichii.html) | 2026-09-18 |\n| Claude \u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u53c2\u7167\u7528\u306e\u6587\u66f8\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3066\u3001\u305d\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5185\u306e\u4f1a\u8a71\u3067\u8aad\u307e\u305b\u3089\u308c\u308b\u3053\u3068 | [Claude Help Center: What are projects?](https:\/\/support.claude.com\/en\/articles\/9517075-what-are-projects) | 2026-09-18 |\n| Power Automate \u306e SharePoint \u30b3\u30cd\u30af\u30bf\u306b\u300c\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u305f\u3068\u304d\u300d\u306e\u30c8\u30ea\u30ac\u30fc\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [Microsoft Learn\uff1aSharePoint \u30b3\u30cd\u30af\u30bf\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3068\u30c8\u30ea\u30ac\u30fc](https:\/\/learn.microsoft.com\/ja-jp\/sharepoint\/dev\/business-apps\/power-automate\/sharepoint-connector-actions-triggers) | 2026-09-18 |\n\n**\u8cfc\u8cb7\u306e\u96c6\u7d04\u306f\u3001\u65e2\u5b58\u306e\u4ed5\u5165\u5148\u3068\u306e\u53d6\u5f15\u6761\u4ef6\u306e\u5909\u66f4\u3092\u4f34\u3044\u307e\u3059\u3002** \u53d6\u5f15\u4e0a\u306e\u5730\u4f4d\u306b\u5dee\u304c\u3042\u308b\u76f8\u624b\u306b\u5bfe\u3059\u308b\u53d6\u5f15\u6761\u4ef6\u306e\u4e00\u65b9\u7684\u306a\u5909\u66f4\u306f\u3001\u72ec\u5360\u7981\u6b62\u6cd5\u4e0a\u306e\u512a\u8d8a\u7684\u5730\u4f4d\u306e\u6feb\u7528\u3084\u3001\u4e0b\u8acb\u4ee3\u91d1\u652f\u6255\u9045\u5ef6\u7b49\u9632\u6b62\u6cd5\uff08\u53d6\u9069\u6cd5\uff09\u306b\u95a2\u308f\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002**\u96c6\u7d04\u306e\u4ea4\u6e09\u3092\u59cb\u3081\u308b\u524d\u306b\u3001\u6cd5\u52d9\u90e8\u9580\u304a\u3088\u3073\u9867\u554f\u5f01\u8b77\u58eb\u3068\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u307e\u305f\u3001\u8cfc\u8cb7\u5358\u4fa1\u3068\u4ed5\u5165\u5148\u306e\u60c5\u5831\u306f\u3001\u79d8\u5bc6\u4fdd\u6301\u5951\u7d04\u306e\u5bfe\u8c61\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3078\u306e\u5165\u529b\u53ef\u5426\u3092\u3001\u5951\u7d04\u3068\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u898f\u7a0b\u3067\u78ba\u8a8d\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u540c\u4e00\u54c1\u76ee\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306f\u3001\u898f\u683c\u30fb\u8a8d\u8a3c\u30fb\u54c1\u8cea\u4fdd\u8a3c\u306e\u7bc4\u56f2\u3092\u542b\u3081\u3066\u3001\u8cfc\u8cb7\u90e8\u9580\u3068\u54c1\u8cea\u90e8\u9580\u304c\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002\u8cfc\u8cb7\u91d1\u984d\u306e\u524a\u6e1b\u5e45\u306f\u3001\u81ea\u793e\u306e\u54c1\u76ee\u3054\u3068\u306e\u5b9f\u6e2c\u3068\u4ea4\u6e09\u306e\u7d50\u679c\u306b\u3088\u308a\u307e\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_platform":[104,100,103,102,111,109,118,108,112],"uc_industry":[30,29,31,18],"uc_department":[41,50],"uc_task":[65,62],"uc_issue":[74,70,68],"uc_effect":[86,79,78],"uc_ai_function":[89],"class_list":["post-11581","ai_usecase","type-ai_usecase","status-publish","hentry","uc_platform-azure-openai","uc_platform-chatgpt","uc_platform-claude","uc_platform-gemini","uc_platform-apps-script","uc_platform-make","uc_platform-n8n","uc_platform-power-automate","uc_platform-python","uc_industry-nursing-care","uc_industry-medical","uc_industry-education","uc_industry-manufacturing","uc_department-accounting","uc_department-procurement","uc_task-comparison","uc_task-analysis","uc_issue-analysis-time","uc_issue-person-dependent","uc_issue-cannot-find-info","uc_effect-decision-support","uc_effect-standardization","uc_effect-hours-saved","uc_ai_function-classify"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/11581","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/11581\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=11581"}],"wp:term":[{"taxonomy":"uc_platform","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_platform?post=11581"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=11581"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=11581"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=11581"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=11581"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=11581"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=11581"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}