{"id":15200,"date":"2026-10-13T14:06:11","date_gmt":"2026-10-13T05:06:11","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-travel-agent-commission-statement\/"},"modified":"2026-10-13T14:06:11","modified_gmt":"2026-10-13T05:06:11","slug":"en-travel-agent-commission-statement","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-travel-agent-commission-statement\/","title":{"rendered":"\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u6bce\u6708\u5c4a\u304f\u82f1\u6587\u306e\u624b\u6570\u6599\u306e\u7cbe\u7b97\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u4e88\u7d04\u53f0\u5e33\u3068\u7a81\u304d\u5408\u308f\u305b\u3066\u3001\u624b\u6570\u6599\u7387\u3068\u5bfe\u8c61\u306e\u4e88\u7d04\u306e\u98df\u3044\u9055\u3044\u3092\u62fe\u3046"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u6bce\u6708\u5c4a\u304f\u82f1\u6587\u306e\u624b\u6570\u6599\u306e\u7cbe\u7b97\u66f8\uff08commission statement\uff09\u3092\u8aad\u307f\u53d6\u308a\u30011\u884c\u305a\u3064\u4e88\u7d04\u53f0\u5e33\u3068\u5951\u7d04\u306e\u624b\u6570\u6599\u7387\u306b\u7167\u3089\u3057\u307e\u3059\u3002\u7387\u304c\u9055\u3046\u884c\u3001\u53d6\u6d88\u3084\u4e0d\u6cca\u306e\u4e88\u7d04\u306b\u624b\u6570\u6599\u304c\u4ed8\u3044\u305f\u884c\u3001\u53f0\u5e33\u306b\u7121\u3044\u4e88\u7d04\u3092\u3001\u652f\u6255\u3046\u524d\u306b\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1341","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-13","tech_verified_date":"2026-10-13","trigger":"**\u8d77\u70b9\u306f\u3001\u7cbe\u7b97\u66f8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u4fdd\u5b58\u306e\u305f\u3073\u306b1\u679a\u305a\u3064\u51e6\u7406\u3092\u52d5\u304b\u3057\u307e\u3059\u3002**\u6708\u672b\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u306a\u3044\u306e\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8fd4\u4e8b\u3092\u5f85\u3064\u6642\u9593\u3092\u6b8b\u3059\u305f\u3081\u3067\u3059\u3002** \u65c5\u884c\u4f1a\u793e\u306e\u6642\u5dee\u3092\u8003\u3048\u308b\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u65e9\u304f\u51fa\u3059\u307b\u3069\u652f\u6255\u65e5\u306b\u9593\u306b\u5408\u3044\u307e\u3059\u3002\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306f\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306b\u5206\u3051\u307e\u3059\u3002** \u30d5\u30a9\u30eb\u30c0\u306e\u540d\u524d\u304b\u3089\u65c5\u884c\u4f1a\u793e\u3092\u6c7a\u3081\u3001\u305d\u306e\u4f1a\u793e\u306e\u8a2d\u5b9a\uff08\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u3001\u57fa\u6e96\uff09\u3092\u51e6\u7406\u306e\u6700\u521d\u306b\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u7cbe\u7b97\u66f8\u306e\u4e2d\u306e\u4f1a\u793e\u540d\u3092AI\u306b\u8aad\u307e\u305b\u3066\u4f1a\u793e\u3092\u6c7a\u3081\u308b\u3068\u3001\u30ed\u30b4\u3060\u3051\u306e\u7cbe\u7b97\u66f8\u3067\u53d6\u308a\u9055\u3048\u307e\u3059\u3002**\n\n**\u6587\u66f8\u5206\u6790\u306f\u975e\u540c\u671f\u306e `StartDocumentAnalysis` \u3067\u59cb\u3081\u307e\u3059\u3002** \u540c\u671f\u306e\u51e6\u7406\u306f PDF \u304c1\u30da\u30fc\u30b8\u307e\u3067\u3068\u3044\u3046\u5236\u9650\u304c\u3042\u308a\u3001**\u6570\u30da\u30fc\u30b8\u306b\u308f\u305f\u308b\u7cbe\u7b97\u66f8\u306f\u975e\u540c\u671f\u3067\u6271\u3044\u307e\u3059\u3002** \u7d42\u308f\u308b\u3068 Amazon SNS \u306b\u5b8c\u4e86\u306e\u72b6\u614b\u304c\u901a\u77e5\u3055\u308c\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u8d77\u70b9\u306b\u7d50\u679c\u3092\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u7cbe\u7b97\u66f8 | \u82f1\u6587\u306ePDF\u3002\u65c5\u884c\u4f1a\u793e\u3001\u5bfe\u8c61\u671f\u9593\u3001\u4e88\u7d04\u3054\u3068\u306e\u884c\u3001\u5408\u8a08 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u306e\u30bb\u30eb\uff08\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3001\u5217\u898b\u51fa\u3057\u3001\u5408\u8a08\u306e\u884c\uff09\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u4e88\u7d04\u53f0\u5e33 | \u4e88\u7d04\u756a\u53f7\uff08\u81ea\u793e\u3068\u65c5\u884c\u4f1a\u793e\u306e\u4e21\u65b9\uff09\u3001\u5bbf\u6cca\u8005\u540d\u3001\u5230\u7740\u65e5\u3001\u51fa\u767a\u65e5\u3001\u6cca\u6570\u3001\u72b6\u614b\uff08\u5bbf\u6cca\u30fb\u53d6\u6d88\u30fb\u4e0d\u6cca\uff09\u3001\u5ba2\u5ba4\u6599\u91d1\u3001\u98df\u4e8b\u6599\u91d1 | \u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u5951\u7d04\u306e\u4e00\u89a7 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u624b\u6570\u6599\u7387\u3001\u9069\u7528\u671f\u9593\u3001\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\u3001\u624b\u6570\u6599\u3092\u4ed8\u3051\u306a\u3044\u6599\u91d1\u306e\u7a2e\u985e | \u55b6\u696d\u8ab2\u304c\u6301\u3064\u4e00\u89a7 |\n| \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a | \u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u3001\u5217\u540d\u306e\u5bfe\u5fdc\u306e\u5b9f\u7e3e | \u7d4c\u7406\u8ab2\u304c\u4f5c\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e88\u7d04\u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u308b\u304b\u3067\u3059\u3002** \u7cbe\u7b97\u66f8\u306b\u306f\u65c5\u884c\u4f1a\u793e\u306e\u5074\u306e\u756a\u53f7\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u81ea\u793e\u306e\u4e88\u7d04\u756a\u53f7\u3060\u3051\u3067\u306f\u7a81\u304d\u5408\u308f\u305b\u308b\u5148\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u4e88\u7d04\u3092\u53d7\u3051\u305f\u3068\u304d\u306b\u3001\u65c5\u884c\u4f1a\u793e\u306e\u756a\u53f7\u3092\u53f0\u5e33\u306e\u9805\u76ee\u306b\u5165\u308c\u308b\u904b\u7528\u3092\u5148\u306b\u6c7a\u3081\u307e\u3059\u3002\n\n**\u5951\u7d04\u306e\u4e00\u89a7\u306f\u3001\u7387\u3060\u3051\u3067\u306f\u8db3\u308a\u307e\u305b\u3093\u3002** \u300c\u5ba2\u5ba4\u6599\u91d1\u306e\u307f\u300d\u300c\u98df\u4e8b\u3092\u542b\u3080\u300d\u300c\u7a0e\u30fb\u30b5\u30fc\u30d3\u30b9\u6599\u3092\u9664\u304f\u300d\u3068\u3044\u3063\u305f\u57fa\u6e96\u3068\u3001\u624b\u6570\u6599\u3092\u4ed8\u3051\u306a\u3044\u6599\u91d1\u306e\u7a2e\u985e\u3092\u6301\u305f\u305b\u307e\u3059\u3002**\u7b2c3\u7ae0\u306e\uff08b\uff09\u306f\u3001\u3053\u3053\u304c\u4e00\u89a7\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304b\u3089\u8d77\u304d\u3066\u3044\u307e\u3059\u3002**","data_source":"**\u7d50\u679c\u306e\u53d6\u5f97\u306b\u306f `GetDocumentAnalysis` \u3092\u4f7f\u3044\u307e\u3059\u3002** 1\u56de\u306e\u547c\u3073\u51fa\u3057\u3067\u8fd4\u308b\u30d6\u30ed\u30c3\u30af\u306f\u6700\u59271,000\u4ef6\u3067\u3001\u305d\u308c\u3092\u8d85\u3048\u308b\u3068 `NextToken` \u304c\u8fd4\u308b\u305f\u3081\u3001**`NextToken` \u304c\u7121\u304f\u306a\u308b\u307e\u3067\u547c\u3073\u7d9a\u3051\u3066\u5168\u90e8\u3092\u96c6\u3081\u307e\u3059\u3002** \u9014\u4e2d\u3067\u6b62\u3081\u308b\u3068\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u306e\u884c\u304c\u4e38\u3054\u3068\u629c\u3051\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8868\u3068\u30bb\u30eb | `TABLE`\u30fb`CELL` \u30d6\u30ed\u30c3\u30af\uff08`RowIndex`\u3001`ColumnIndex`\uff09 | \u660e\u7d30\u306e\u884c\u3092\u7d44\u307f\u7acb\u3066\u308b |\n| \u5217\u898b\u51fa\u3057 | `EntityTypes` \u304c `COLUMN_HEADER` \u306e\u30bb\u30eb | \u5217\u306e\u610f\u5473\u3092\u6c7a\u3081\u308b\u6750\u6599 |\n| \u5408\u8a08\u306e\u884c | `EntityTypes` \u304c `TABLE_SUMMARY` \u306e\u30bb\u30eb | \u660e\u7d30\u306e\u5408\u8a08\u3068\u7167\u3089\u3059 |\n| \u7d50\u5408\u3055\u308c\u305f\u30bb\u30eb | `MERGED_CELL` \u30d6\u30ed\u30c3\u30af | \u56e3\u4f53\u306e\u884c\u3067\u8907\u6570\u884c\u306b\u307e\u305f\u304c\u308b\u5024\u3092\u6b63\u3057\u304f\u5272\u308a\u5f53\u3066\u308b |\n| \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048 | `QUERY_RESULT` \u30d6\u30ed\u30c3\u30af | \u5bfe\u8c61\u671f\u9593\u3001\u65c5\u884c\u4f1a\u793e\u540d\u3001\u5408\u8a08\u984d\u3001\u901a\u8ca8 |\n| \u51e6\u7406\u306e\u72b6\u614b | `JobStatus`\u3001`Warnings` | `PARTIAL_SUCCESS` \u3084\u30da\u30fc\u30b8\u306e\u8b66\u544a\u3092\u691c\u77e5\u3059\u308b |\n\n**\u554f\u3044\u5408\u308f\u305b\uff08`QUERIES`\uff09\u306f\u3001\u8868\u306e\u5916\u306b\u3042\u308b\u5024\u3092\u53d6\u308b\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002** \u300cWhat is the statement period?\u300d\u300cWhat is the total commission amount?\u300d\u306e\u3088\u3046\u306b\u805e\u304f\u3068\u3001\u7b54\u3048\u304c `QUERY_RESULT` \u3068\u3057\u3066\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u308a\u307e\u3059\u3002**\u516c\u5f0f\u306e\u5236\u9650\u3067\u306f\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\u30671\u30da\u30fc\u30b8\u3042\u305f\u308a30\u4ef6\u307e\u3067\u3067\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u307e\u3059\u3002** \u8868\u306e\u4e2d\u8eab\u306f\u554f\u3044\u5408\u308f\u305b\u3067\u306f\u306a\u304f `TABLES` \u3067\u53d6\u308a\u307e\u3059\u3002\n\n**\u72b6\u614b\u304c `PARTIAL_SUCCESS` \u306e\u3068\u304d\u306f\u3001\u7167\u5408\u306b\u9032\u307f\u307e\u305b\u3093\u3002** \u4e00\u90e8\u306e\u30da\u30fc\u30b8\u304c\u51e6\u7406\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3067\u3001**`Warnings` \u306b\u51fa\u305f\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u62c5\u5f53\u8005\u306b\u56de\u3057\u307e\u3059\u3002**","preprocessing":"1. **\u5f62\u5f0f\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 Textract \u304c\u53d7\u3051\u4ed8\u3051\u308b\u306e\u306f JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3059\u3002**\u975e\u540c\u671f\u306e\u51e6\u7406\u3067 PDF \u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067**\u3067\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF\u306e\u78ba\u8a8d** \u2026 PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u9001\u3063\u3066\u3082\u3089\u3044\u307e\u3059**\n3. **XFA \u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 XFA \u5f62\u5f0f\u306e PDF \u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5370\u5237\u3057\u3066 PDF \u306b\u3057\u76f4\u3059\u304b\u3001\u65c5\u884c\u4f1a\u793e\u306b\u5225\u306e\u5f62\u5f0f\u3092\u983c\u307f\u307e\u3059\n4. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150DPI \u3067\u306f8\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u7e2e\u5c0f\u3057\u3066\u5370\u5237\u3055\u308c\u305f\u7cbe\u7b97\u66f8\u306f\u8aad\u307f\u843d\u3068\u3057\u307e\u3059**\n5. **\u8868\u306e\u884c\u3092\u7d44\u307f\u7acb\u3066\u308b** \u2026 `CELL` \u306e `RowIndex` \u3068 `ColumnIndex` \u304b\u3089\u884c\u5217\u3092\u4f5c\u308a\u3001`MERGED_CELL` \u306e\u5024\u3092\u5bfe\u5fdc\u3059\u308b\u884c\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\n6. **\u8907\u6570\u30da\u30fc\u30b8\u306e\u8868\u3092\u3064\u306a\u3050** \u2026 \u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u304b\u308c\u305f\u8868\u3092\u3001\u5217\u898b\u51fa\u3057\u304c\u540c\u3058\u306a\u30891\u3064\u306e\u8868\u3068\u3057\u3066\u3064\u306a\u304e\u307e\u3059\n7. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u65c5\u884c\u4f1a\u793e\u30fb\u540c\u3058\u5bfe\u8c61\u671f\u9593\u306e\u7cbe\u7b97\u66f8\u304c\u3059\u3067\u306b\u51e6\u7406\u3055\u308c\u3066\u3044\u308c\u3070\u3001\u5370\u3092\u4ed8\u3051\u3066\u6b62\u3081\u307e\u3059\n\n**6\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7cbe\u7b97\u66f8\u306f2\u30da\u30fc\u30b8\u76ee\u4ee5\u964d\u306b\u5217\u898b\u51fa\u3057\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u5225\u306e\u8868\u3068\u3057\u3066\u6271\u3046\u30682\u30da\u30fc\u30b8\u76ee\u306e\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u7d44\u307f\u7acb\u3066\u305f\u8868\u306e\u5217\u3092\u5171\u901a\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u5217\u898b\u51fa\u3057\u306e\u6587\u5b57\u3068\u3001\u5404\u5217\u306e\u5024\u306e\u4e26\u3073\u3092\u898b\u3066\u3001\u3069\u306e\u5217\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u6c7a\u3081\u3055\u305b\u307e\u3059\u3002\n\n| \u5171\u901a\u306e\u9805\u76ee | \u7cbe\u7b97\u66f8\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u5217\u540d\u306e\u4f8b | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `agent_ref`\uff08\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\uff09 | Booking Ref\u3001Confirmation No.\u3001Voucher # | \u5019\u88dc\u304c2\u5217\u3042\u308c\u3070 `ambiguous` |\n| `guest_name`\uff08\u5bbf\u6cca\u8005\u540d\uff09 | Guest\u3001Lead Name\u3001Pax Name | \u7121\u3051\u308c\u3070 `null` |\n| `arrival` \uff0f `departure` | Check-in\u3001Arr.\u3001Check-out\u3001Dep. | \u65e5\u30fb\u6708\u306e\u9806\u306f\u4f1a\u793e\u306e\u8a2d\u5b9a\u306b\u5f93\u3046 |\n| `nights`\uff08\u6cca\u6570\uff09 | Nights\u3001RN\u3001Room Nights | \u90e8\u5c4b\u6570\u00d7\u6cca\u6570\u306e\u5217\u306a\u3089 `room_nights` \u306b\u5206\u3051\u308b |\n| `base_amount`\uff08\u57fa\u6e96\u984d\uff09 | Room Revenue\u3001Net Rate\u3001Commissionable Amount | \u98df\u4e8b\u3084\u7a0e\u304c\u542b\u307e\u308c\u308b\u304b\u4e0d\u660e\u306a\u3089 `ambiguous` |\n| `rate`\uff08\u624b\u6570\u6599\u7387\uff09 | Comm %\u3001Rate | \u8868\u306e\u5916\u306b\u3060\u3051\u3042\u308c\u3070 `null` |\n| `commission`\uff08\u624b\u6570\u6599\uff09 | Commission\u3001Comm. Amount | \u5fc5\u305a\u57cb\u3081\u308b\u3002\u7121\u3051\u308c\u3070 `needs_human` |\n\n**\u53f3\u7aef\u306e\u5217\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u6271\u3044\u3067\u3059\u3002** \u5217\u306e\u610f\u5473\u304c1\u3064\u306b\u6c7a\u307e\u3089\u306a\u3044\u3068\u304d\u3001AI\u306f\u300c\u305f\u3076\u3093\u3053\u308c\u300d\u3068\u9078\u3073\u304c\u3061\u3067\u3059\u3002**\u9078\u3070\u305b\u305a\u306b `ambiguous` \u3067\u8fd4\u3055\u305b\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a\u306b\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u767b\u9332\u3057\u307e\u3059\u3002** 2\u56de\u76ee\u304b\u3089\u306f\u767b\u9332\u3057\u305f\u5bfe\u5fdc\u3092\u5148\u306b\u5f53\u3066\u3001AI\u306f\u305d\u306e\u691c\u8a3c\u306b\u56de\u3057\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u624b\u6570\u6599\u306e\u8a08\u7b97\u30fb\u518d\u8a08\u7b97 | \u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3046\u3002AI\u306e\u8a08\u7b97\u306e\u8aa4\u308a\u3092\u5224\u5b9a\u306b\u6df7\u305c\u306a\u3044 |\n| \u65e5\u4ed8\u306e\u65e5\u30fb\u6708\u306e\u9806\u306e\u63a8\u6e2c | \u4f1a\u793e\u306e\u8a2d\u5b9a\u3067\u6c7a\u3081\u308b\u3002\u5024\u304b\u3089\u63a8\u6e2c\u3059\u308b\u3068\u53d6\u308a\u9055\u3048\u308b |\n| \u53f0\u5e33\u3068\u306e\u7167\u5408 | \u4e88\u7d04\u756a\u53f7\u306e\u4e00\u81f4\u306f\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b |\n| \u652f\u6255\u3046\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u5951\u7d04\u306e\u89e3\u91c8\u306b\u95a2\u308f\u308b\u3002\u55b6\u696d\u8ab2\u3068\u7d4c\u7406\u8ab2\u304c\u6c7a\u3081\u308b |\n| \u91d1\u984d\u306e\u66f8\u304d\u63db\u3048\u30fb\u7aef\u6570\u306e\u88dc\u6b63 | \u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u6e21\u3059 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5217\u3092\u305d\u308d\u3048\u308b\u3064\u3044\u3067\u306b\u300c\u3053\u306e\u884c\u306e\u624b\u6570\u6599\u306f10\uff05\u306a\u306e\u3067\u2026\u300d\u3068\u8a08\u7b97\u3092\u59cb\u3081\u307e\u3059\u3002**\u6307\u793a\u3067\u8a08\u7b97\u3092\u7981\u3058\u3001\u51fa\u529b\u306e\u5f62\u306b\u3082\u8a08\u7b97\u7d50\u679c\u3092\u5165\u308c\u308b\u9805\u76ee\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**","prompt_example":"```\nYou map columns of a travel agent's commission statement to standard fields.\nUse only the table given below. Do not calculate anything.\n\n[Standard fields]\nagent_ref, guest_name, arrival, departure, nights, room_nights,\nbase_amount, rate, commission, currency\n\n[Rules]\n- For each source column, choose one standard field or \"unmapped\".\n- If two or more columns could be the same field, set status to \"ambiguous\"\n  and list the candidate columns. Do not pick one.\n- Copy cell values exactly as written. Do not convert dates, numbers,\n  or currencies. Do not round.\n- Do not decide the day\/month order of dates. The order is given in\n  [Agent settings].\n- Do not compute commission, rate, or base_amount from other columns.\n  If a value is missing, return null.\n- If the table header says that meals, taxes, or service charges are\n  included in the base amount, record it in base_note. Do not judge\n  whether the commission is correct.\n- If the document is not a commission statement, set document_type and stop.\n\n[Agent settings] {agent_settings}\n[Known column mapping for this agent] {known_mapping}\n[Table header cells] {header_cells}\n[First 10 rows] {sample_rows}\n[Text outside the table] {query_results}\n```\n\n**\u6307\u793a\u3092\u82f1\u8a9e\u3067\u66f8\u304f\u306e\u306f\u3001\u5217\u540d\u3092\u65e5\u672c\u8a9e\u306b\u8a33\u3057\u3066\u8fd4\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u8a33\u3055\u308c\u308b\u3068\u3001\u5f8c\u6bb5\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5217\u540d\u3068\u7167\u3089\u305b\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u300cDo not compute\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u8a08\u7b97\u3092\u6b62\u3081\u308b\u305f\u3081\u3067\u3059\u3002** \u624b\u6570\u6599\u306e\u5217\u304c\u7a7a\u306e\u884c\u304c\u3042\u308b\u3068\u3001\u7387\u3068\u57fa\u6e96\u984d\u304b\u3089\u57cb\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002**\u57cb\u3081\u305f\u5024\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u7cbe\u7b97\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002** \u305d\u306e\u884c\u306f\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u884c\u3067\u3059\u3002","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `type: \"json_schema\"`\uff09\u3067\u5f62\u3092\u5b88\u3089\u305b\u307e\u3059\u3002\n\n```json\n{\n  \"statement_id\": \"\",\n  \"document_type\": \"commission_statement\",\n  \"agent_code\": \"\",\n  \"period\": { \"from\": \"\", \"to\": \"\", \"source\": \"query | table | not_found\" },\n  \"currency\": \"\",\n  \"column_mapping\": [\n    { \"source_column\": \"\", \"field\": \"agent_ref\", \"status\": \"mapped | ambiguous | unmapped\",\n      \"candidates\": [] }\n  ],\n  \"base_note\": \"\",\n  \"summary_total\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u5217\u306e\u5bfe\u5fdc\u3060\u3051\u3092\u8fd4\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u529b\u306b\u884c\u306e\u5024\u3092\u542b\u3081\u305a\u3001**\u5217\u306e\u5bfe\u5fdc\u3060\u3051\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u5024\u306fTextract \u306e\u7d50\u679c\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d6\u308a\u51fa\u3059\u306e\u3067\u3001AI\u304c\u5024\u3092\u5199\u3057\u9593\u9055\u3048\u308b\u7d4c\u8def\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001\u7167\u5408\u306e\u7d50\u679c\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u5217\u306e\u5bfe\u5fdc\u3092\u4f7f\u3063\u3066\u884c\u3092\u7d44\u307f\u7acb\u3066\u3001\u53f0\u5e33\u3068\u5951\u7d04\u306b\u7167\u3089\u3057\u3066\u6b21\u306e\u5224\u5b9a\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5224\u5b9a | \u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u4e88\u7d04\u304c\u53f0\u5e33\u306b\u3042\u308a\u5bbf\u6cca\u6e08\u307f\u3001\u65e5\u4ed8\u3068\u6cca\u6570\u304c\u4e00\u81f4\u3001\u8a08\u7b97\u3057\u76f4\u3057\u305f\u624b\u6570\u6599\u3068\u306e\u5dee\u304c\u8a31\u5bb9\u7bc4\u56f2\u5185 |\n| `mismatch` | \u7387\u30fb\u57fa\u6e96\u984d\u30fb\u6cca\u6570\u30fb\u65e5\u4ed8\u306e\u3044\u305a\u308c\u304b\u304c\u9055\u3046\u3002\u9055\u3046\u9805\u76ee\u3092 `reasons` \u306b\u5165\u308c\u308b |\n| `not_found` | \u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u53f0\u5e33\u306b\u7121\u3044 |\n| `needs_human` | \u4e88\u7d04\u304c\u53d6\u6d88\u30fb\u4e0d\u6cca\u3001\u5217\u306e\u5bfe\u5fdc\u304c `ambiguous`\u3001\u307e\u305f\u306f\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 |\n\n**\u53d6\u6d88\u3068\u4e0d\u6cca\u3092 `mismatch` \u306b\u305b\u305a `needs_human` \u306b\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u5951\u7d04\u3067\u6271\u3044\u304c\u5206\u304b\u308c\u308b\u304b\u3089\u3067\u3059\u3002** \u4e0d\u6cca\u3067\u3082\u624b\u6570\u6599\u3092\u6255\u3046\u53d6\u308a\u6c7a\u3081\u306e\u4f1a\u793e\u3082\u3042\u308a\u307e\u3059\u3002**\u5224\u5b9a\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6a5f\u68b0\u7684\u306b\u51fa\u3057\u307e\u3059\u304c\u3001\u652f\u6255\u3046\u304b\u306f\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001\u30b9\u30ad\u30fc\u30de\u306e\u5236\u7d04\u306b\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u304c\u5fc5\u8981\u3067\u3001\u6570\u5024\u306e\u7bc4\u56f2\uff08`minimum` \u306a\u3069\uff09\u3084\u6587\u5b57\u6570\uff08`minLength` \u306a\u3069\uff09\u306e\u5236\u7d04\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**\u91d1\u984d\u3084\u7387\u306e\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002** \u306a\u304a\u3001Amazon Bedrock \u4e0a\u306e Claude \u3067\u306f\u69cb\u9020\u5316\u51fa\u529b\u306e\u5bfe\u5fdc\u7bc4\u56f2\u304c\u9650\u3089\u308c\u308b\u305f\u3081\u3001**\u3053\u306e\u69cb\u6210\u3067\u306f Claude API \u3092\u76f4\u63a5\u547c\u3073\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u4fdd\u5b58\u3067\u51e6\u7406\u3092\u59cb\u3081\u308b |\n| AWS Textract | API\u547c\u3073\u51fa\u3057 | \u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u306e\u958b\u59cb\u3068\u7d50\u679c\u306e\u53d6\u5f97 |\n| Amazon SNS | \u5b8c\u4e86\u306e\u901a\u77e5 | \u5206\u6790\u306e\u7d42\u4e86\u3092\u53d7\u3051\u3066\u6b21\u306e\u51e6\u7406\u3092\u52d5\u304b\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5217\u306e\u5bfe\u5fdc\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| \u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u4e88\u7d04\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057 | \u4e88\u7d04\u756a\u53f7\u30fb\u72b6\u614b\u30fb\u65e5\u4ed8\u30fb\u6599\u91d1\u3092\u8aad\u3080 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u767b\u9332\u306e\u7d4c\u8def | \u78ba\u5b9a\u3057\u305f\u652f\u6255\u984d\u3060\u3051\u3092\u767b\u9332\u3059\u308b |\n\n**\u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u53d6\u6d88\u306e\u6f0f\u308c\u3084\u4e88\u7d04\u756a\u53f7\u306e\u5165\u308c\u5fd8\u308c\u304c\u898b\u3064\u304b\u3063\u3066\u3082\u3001**\u53f0\u5e33\u3092\u76f4\u3059\u306e\u306f\u4e88\u7d04\u306e\u62c5\u5f53\u8005\u3067\u3059\u3002**\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u767b\u9332\u3082\u3001\u4eba\u304c\u78ba\u5b9a\u3057\u305f\u3082\u306e\u3060\u3051\u3067\u3059\u3002** \u98df\u3044\u9055\u3044\u306e\u884c\u3092\u9664\u3044\u305f\u984d\u3092\u81ea\u52d5\u3067\u767b\u9332\u3059\u308b\u3068\u3001**\u554f\u3044\u5408\u308f\u305b\u306e\u7d50\u679c\u3092\u5f85\u305f\u305a\u306b\u652f\u6255\u304c\u9032\u307f\u307e\u3059\u3002**","human_review":"**\u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u898b\u308b\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u884c\u3068\u3001\u5408\u8a08\u306e\u7167\u5408\u3067\u3059\u3002**\n\n1. **\u5408\u8a08\u3092\u5148\u306b\u898b\u308b** \u2026 \u660e\u7d30\u306e\u624b\u6570\u6599\u306e\u5408\u8a08\u3068\u3001\u7cbe\u7b97\u66f8\u306e\u5408\u8a08\u306e\u884c\uff08`TABLE_SUMMARY`\uff09\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u3001\u8aad\u307f\u53d6\u308a\u306e\u629c\u3051\u3092\u7591\u3044\u307e\u3059**\n2. **`needs_human` \u3092\u898b\u308b** \u2026 \u53d6\u6d88\u30fb\u4e0d\u6cca\u306e\u884c\u306f\u3001\u5951\u7d04\u3067\u624b\u6570\u6599\u306e\u6271\u3044\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u5217\u306e\u5bfe\u5fdc\u304c `ambiguous` \u306a\u3089\u3001\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u8a2d\u5b9a\u306b\u767b\u9332\u3057\u307e\u3059\n3. **`mismatch` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u7387\u306e\u9055\u3044\u304b\u3001\u57fa\u6e96\u984d\u306e\u9055\u3044\u304b\u3067\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u66f8\u304d\u65b9\u304c\u5909\u308f\u308a\u307e\u3059\n4. **`not_found` \u3092\u4e88\u7d04\u62c5\u5f53\u3068\u78ba\u304b\u3081\u308b** \u2026 \u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u3060\u3051\u306e\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\n5. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `not_found` \u306e\u591a\u304f\u306f\u3001**\u81ea\u793e\u306e\u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3060\u3051\u3067\u3059\u3002** \u305d\u306e\u307e\u307e\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3068\u3001\u76f8\u624b\u306b\u4f59\u8a08\u306a\u8abf\u3079\u3082\u306e\u3092\u3055\u305b\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u300160\u679a\u3092\u306a\u3089\u3057\u30661\u679a15\u5206\u3067\u3059\u3002** \u98df\u3044\u9055\u3044\u306e\u5c11\u306a\u3044\u4f1a\u793e\u306e\u7cbe\u7b97\u66f8\u306f\u6570\u5206\u3067\u7d42\u308f\u308a\u3001\u53d6\u6d88\u306e\u591a\u3044\u6708\u306e\u56e3\u4f53\u306e\u7cbe\u7b97\u66f8\u306f\u9577\u304f\u304b\u304b\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF | PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u4f9d\u983c** |\n| XFA \u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3002\u5370\u5237\u3057\u3066PDF\u5316\u3059\u308b\u304b\u3001\u5225\u306e\u5f62\u5f0f\u3092\u4f9d\u983c |\n| \u548c\u6587\u306e\u7cbe\u7b97\u66f8\u304c\u6df7\u3056\u308b | Textract \u306f\u65e5\u672c\u8a9e\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3002**\u5225\u306e\u8aad\u307f\u53d6\u308a\u306e\u7d4c\u8def\u306b\u56de\u3059** |\n| `JobStatus` \u304c `PARTIAL_SUCCESS` | `Warnings` \u306e\u30da\u30fc\u30b8\u3092\u8a18\u9332\u3057\u3001\u7167\u5408\u306b\u9032\u307e\u305a\u62c5\u5f53\u8005\u3078 |\n| \u660e\u7d30\u306e\u5408\u8a08\u3068\u7cbe\u7b97\u66f8\u306e\u5408\u8a08\u304c\u5408\u308f\u306a\u3044 | \u884c\u306e\u8aad\u307f\u843d\u3068\u3057\u3092\u7591\u3044\u3001`needs_human` |\n| 2\u30da\u30fc\u30b8\u76ee\u4ee5\u964d\u306b\u5217\u898b\u51fa\u3057\u304c\u7121\u3044 | 1\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u3092\u5f15\u304d\u7d99\u3044\u3067\u3064\u306a\u3050 |\n| \u5217\u306e\u5bfe\u5fdc\u304c `ambiguous` | \u62c5\u5f53\u8005\u304c\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u8a2d\u5b9a\u306b\u767b\u9332\u3057\u3066\u518d\u51e6\u7406 |\n| \u540c\u3058\u7cbe\u7b97\u66f8\u304c\u4e8c\u5ea6\u5c4a\u304f | \u65c5\u884c\u4f1a\u793e\u3068\u5bfe\u8c61\u671f\u9593\u3067\u7167\u5408\u3057\u3001\u4e8c\u91cd\u306b\u51e6\u7406\u3057\u306a\u3044 |\n| \u901a\u8ca8\u304c\u5951\u7d04\u3068\u9055\u3046 | \u63db\u7b97\u306f\u3057\u306a\u3044\u3002**\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3092\u55b6\u696d\u8ab2\u306b\u78ba\u304b\u3081\u308b** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u53d7\u4ed8\u306e\u6642\u70b9\u3067\u6b62\u3081\u307e\u3059\u3002** \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306e\u8a2d\u5b9a\u306b\u300c\u82f1\u6587\u306e\u307f\u300d\u3092\u6301\u305f\u305b\u3001\u4f8b\u5916\u306f\u5225\u306e\u7d4c\u8def\u306b\u3057\u307e\u3059\u3002","log_storage":"- \u5143\u306e\u7cbe\u7b97\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u65c5\u884c\u4f1a\u793e\u30fb\u5bfe\u8c61\u671f\u9593\n- Textract \u306e\u7d50\u679c\u306e\u5168\u6587\uff08`JobId`\u3001\u30d6\u30ed\u30c3\u30af\u3001`Warnings`\uff09\n- \u5217\u306e\u5bfe\u5fdc\uff08AI\u306e\u51fa\u529b\uff09\u3068\u3001\u4eba\u304c\u76f4\u3057\u305f\u5bfe\u5fdc\n- \u884c\u3054\u3068\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u5951\u7d04\u306e\u7387\u3068\u57fa\u6e96**\n- \u554f\u3044\u5408\u308f\u305b\u306e\u5185\u5bb9\u3068\u65c5\u884c\u4f1a\u793e\u306e\u56de\u7b54\u3001\u652f\u6255\u984d\u306e\u78ba\u5b9a\u306e\u8a18\u9332\n- **\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e `mismatch` \u3068 `needs_human` \u306e\u4ef6\u6570**\n\n**`JobId` \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u305f\u3081\u3001\u7d50\u679c\u306f\u53d6\u5f97\u3057\u305f\u305d\u306e\u5834\u3067\u4fdd\u5b58\u3057\u307e\u3059\u3002** \u5f8c\u304b\u3089\u53d6\u308a\u76f4\u305d\u3046\u3068\u3057\u3066\u3082\u3001**\u7d50\u679c\u304c\u53d6\u308c\u306a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5951\u7d04\u306e\u898b\u76f4\u3057\u306e\u6750\u6599\u3067\u3059\u3002** \u540c\u3058\u4f1a\u793e\u3067\u7387\u306e\u98df\u3044\u9055\u3044\u304c\u7d9a\u304f\u306a\u3089\u3001**\u76f8\u624b\u306e\u5074\u306e\u8a2d\u5b9a\u304c\u53e4\u3044\u307e\u307e\u3067\u3059\u3002** 1\u884c\u305a\u3064\u554f\u3044\u5408\u308f\u305b\u308b\u3088\u308a\u3001\u5951\u7d04\u306e\u7387\u3092\u78ba\u304b\u3081\u5408\u3046\u307b\u3046\u304c\u65e9\u304f\u7d42\u308f\u308a\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":60,"assumption_workdays":20,"volume_month":60,"before_minutes_per_case":60,"after_minutes_per_case":15,"hourly_cost":3000,"before_hours_month":60,"after_hours_month":15,"saved_hours_month":45,"reduction_rate":75,"saved_hours_year":540,"annual_cost_effect":1620000,"summary":"\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u6bce\u6708\u5c4a\u304f\u82f1\u6587\u306e\u624b\u6570\u6599\u306e\u7cbe\u7b97\u66f8\uff08commission statement\uff09\u3092\u8aad\u307f\u53d6\u308a\u30011\u884c\u305a\u3064\u4e88\u7d04\u53f0\u5e33\u3068\u5951\u7d04\u306e\u624b\u6570\u6599\u7387\u306b\u7167\u3089\u3057\u307e\u3059\u3002\u7387\u304c\u9055\u3046\u884c\u3001\u53d6\u6d88\u3084\u4e0d\u6cca\u306e\u4e88\u7d04\u306b\u624b\u6570\u6599\u304c\u4ed8\u3044\u305f\u884c\u3001\u53f0\u5e33\u306b\u7121\u3044\u4e88\u7d04\u3092\u3001\u652f\u6255\u3046\u524d\u306b\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002","before_flow":"1. \u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u3001\u30e1\u30fc\u30eb\u3067\u5c4a\u3044\u305f\u7cbe\u7b97\u66f8\u306ePDF\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. \u7cbe\u7b97\u66f8\u306e\u884c\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u4e88\u7d04\u756a\u53f7\u3067\u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u691c\u7d22\u3059\u308b\n3. \u5230\u7740\u65e5\u30fb\u51fa\u767a\u65e5\u30fb\u6cca\u6570\u30fb\u5ba2\u5ba4\u6599\u91d1\u3092\u3001\u53f0\u5e33\u3068\u898b\u6bd4\u3079\u308b\n4. \u4e88\u7d04\u304c\u53d6\u6d88\u30fb\u4e0d\u6cca\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u5951\u7d04\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u305d\u306e\u4f1a\u793e\u306e\u305d\u306e\u6642\u671f\u306e\u7387\u3068\u3001\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\u3092\u78ba\u304b\u3081\u308b\n6. \u624b\u6570\u6599\u3092\u96fb\u5353\u304b\u8868\u8a08\u7b97\u3067\u8a08\u7b97\u3057\u76f4\u3057\u3001\u7cbe\u7b97\u66f8\u306e\u984d\u3068\u6bd4\u3079\u308b\n7. \u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u55b6\u696d\u8ab2\u306b\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u65c5\u884c\u4f1a\u793e\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u308b\n8. \u78ba\u8a8d\u304c\u6e08\u3093\u3060\u3082\u306e\u3092\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3057\u3001\u652f\u6255\u306b\u56de\u3059\n\n**\uff08a\uff09\u53d6\u6d88\u3068\u4e0d\u6cca\u304c\u6b8b\u3063\u3066\u3044\u308b\u3002** \u65c5\u884c\u4f1a\u793e\u306e\u5074\u3067\u53d6\u6d88\u306e\u51e6\u7406\u304c\u9045\u308c\u305f\u4e88\u7d04\u3084\u3001\u5230\u7740\u3057\u306a\u304b\u3063\u305f\u4e88\u7d04\u304c\u3001\u7cbe\u7b97\u66f8\u306b\u6b8b\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**4\u756a\u3092\u7701\u304f\u3068\u3001\u6cca\u307e\u3063\u3066\u3044\u306a\u3044\u4e88\u7d04\u306b\u624b\u6570\u6599\u3092\u6255\u3044\u307e\u3059\u3002** \u5fd9\u3057\u3044\u6708\u307b\u3069\u3001\u3053\u3053\u304c\u76ee\u8996\u304b\u3089\u843d\u3061\u307e\u3059\u3002\n\n**\uff08b\uff09\u7387\u3068\u57fa\u6e96\u984d\u306e\u53d6\u308a\u6c7a\u3081\u304c\u7d30\u304b\u3044\u3002** \u57fa\u672c\u306e\u7387\u306f\u5408\u3063\u3066\u3044\u3066\u3082\u3001\u98df\u4e8b\u8fbc\u307f\u306e\u6599\u91d1\u306b\u7387\u3092\u639b\u3051\u3066\u3044\u308b\u3001\u7279\u5225\u6599\u91d1\u306e\u6642\u671f\u306b\u3082\u624b\u6570\u6599\u304c\u4ed8\u3044\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u98df\u3044\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002**5\u756a\u3067\u5951\u7d04\u306e\u4e00\u89a7\u3092\u6bce\u56de\u958b\u304f\u306e\u306f\u624b\u9593\u3067\u3001\u62c5\u5f53\u8005\u304c\u899a\u3048\u3066\u3044\u308b\u7387\u3067\u6e08\u307e\u305b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u304c\u4f1a\u793e\u3054\u3068\u306b\u9055\u3046\u3002** \u65e5\u30fb\u6708\u306e\u9806\u304c\u9055\u3046\u4f1a\u793e\u306e\u7cbe\u7b97\u66f8\u3092\u8aad\u307f\u9055\u3048\u308b\u3068\u3001**\u5b58\u5728\u3057\u306a\u3044\u4e88\u7d04\u3068\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u65c5\u884c\u4f1a\u793e\u304b\u3089\u306f\u300c\u3061\u3083\u3093\u3068\u898b\u3066\u307b\u3057\u3044\u300d\u3068\u8fd4\u3055\u308c\u307e\u3059\u3002\n\n**\uff08d\uff09\u5168\u884c\u3092\u76ee\u8996\u3059\u308b\u306e\u306f\u7d9a\u304b\u306a\u3044\u3002** 60\u679a\u306b\u6570\u5341\u884c\u305a\u3064\u3067\u3001**1\u679a1\u6642\u9593\u304b\u304b\u308a\u307e\u3059\u3002** \u7de0\u3081\u306e\u524d\u306b\u91cd\u306a\u308b\u3068\u3001\u884c\u306e\u7167\u5408\u3092\u7701\u3044\u3066\u5408\u8a08\u984d\u3060\u3051\u3092\u898b\u3066\u652f\u6255\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002","before_flow_steps":["\u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u3001\u30e1\u30fc\u30eb\u3067\u5c4a\u3044\u305f\u7cbe\u7b97\u66f8\u306ePDF\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u7cbe\u7b97\u66f8\u306e\u884c\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u4e88\u7d04\u756a\u53f7\u3067\u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u691c\u7d22\u3059\u308b","\u5230\u7740\u65e5\u30fb\u51fa\u767a\u65e5\u30fb\u6cca\u6570\u30fb\u5ba2\u5ba4\u6599\u91d1\u3092\u3001\u53f0\u5e33\u3068\u898b\u6bd4\u3079\u308b","\u4e88\u7d04\u304c\u53d6\u6d88\u30fb\u4e0d\u6cca\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b","\u5951\u7d04\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u305d\u306e\u4f1a\u793e\u306e\u305d\u306e\u6642\u671f\u306e\u7387\u3068\u3001\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\u3092\u78ba\u304b\u3081\u308b","\u624b\u6570\u6599\u3092\u96fb\u5353\u304b\u8868\u8a08\u7b97\u3067\u8a08\u7b97\u3057\u76f4\u3057\u3001\u7cbe\u7b97\u66f8\u306e\u984d\u3068\u6bd4\u3079\u308b","\u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u55b6\u696d\u8ab2\u306b\u78ba\u8a8d\u3057\u305f\u3046\u3048\u3067\u65c5\u884c\u4f1a\u793e\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u308b","\u78ba\u8a8d\u304c\u6e08\u3093\u3060\u3082\u306e\u3092\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3057\u3001\u652f\u6255\u306b\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u7cbe\u7b97\u66f8\u306ePDF\u3092\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001Textract \u306e\u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u3092\u59cb\u3081\u308b\uff08\u8868\u3068\u554f\u3044\u5408\u308f\u305b\u9805\u76ee\uff09\n3. **\u3010\u81ea\u52d5\u3011** \u5206\u6790\u304c\u7d42\u308f\u3063\u305f\u901a\u77e5\u3092\u53d7\u3051\u3001\u8868\u306e\u30bb\u30eb\u3068\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3092\u53d6\u308a\u51fa\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8868\u306e\u5217\u3092\u5171\u901a\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u305d\u306e\u4f1a\u793e\u306e\u8a2d\u5b9a\u3067\u8aad\u3080\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4e88\u7d04\u756a\u53f7\u3067\u53f0\u5e33\u3092\u5f15\u304d\u3001\u53d6\u6d88\u30fb\u4e0d\u6cca\u30fb\u65e5\u4ed8\u30fb\u6cca\u6570\u30fb\u6599\u91d1\u3092\u7167\u3089\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5951\u7d04\u306e\u4e00\u89a7\u304b\u3089\u7387\u3068\u57fa\u6e96\u3092\u5f15\u304d\u3001\u624b\u6570\u6599\u3092\u8a08\u7b97\u3057\u76f4\u3057\u3066\u5dee\u3092\u51fa\u3059\n7. **\u3010\u81ea\u52d5\u3011** \u884c\u3054\u3068\u306b `ok` \uff0f `mismatch` \uff0f `not_found` \uff0f `needs_human` \u3092\u4ed8\u3051\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n8. **\u3010\u4eba\u3011** \u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c `ok` \u4ee5\u5916\u306e\u884c\u3060\u3051\u3092\u78ba\u304b\u3081\u3001\u55b6\u696d\u8ab2\u3068\u76f8\u8ac7\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u308b\n9. **\u3010\u4eba\u3011** \u78ba\u5b9a\u3057\u305f\u652f\u6255\u984d\u3092\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3059\u308b\n\n**8\u756a\u76ee\u3067\u4eba\u304c\u898b\u308b\u306e\u306f\u3001\u5168\u884c\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7167\u5408\u304c\u4e00\u81f4\u3057\u305f\u884c\u306f\u4ef6\u6570\u3068\u5408\u8a08\u3060\u3051\u3092\u898b\u3066\u3001**\u98df\u3044\u9055\u3044\u3068\u5224\u65ad\u306e\u3064\u304b\u306a\u3044\u884c\u3060\u3051\u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u30686\u756a\u76ee\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u8a08\u7b97\u306f\u3001\u898f\u5247\u304c\u6c7a\u307e\u3063\u3066\u3044\u3066\u7b54\u3048\u304c1\u3064\u306b\u6c7a\u307e\u308b\u4f5c\u696d\u3067\u3059\u3002**\u751f\u6210AI\u306b\u4efb\u305b\u308b\u3068\u3001\u8a08\u7b97\u306e\u9014\u4e2d\u3092\u8a00\u8449\u3067\u88dc\u3063\u3066\u3001\u305d\u308c\u3089\u3057\u3044\u984d\u3092\u51fa\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u7cbe\u7b97\u66f8\u306ePDF\u3092\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001Textract \u306e\u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u3092\u59cb\u3081\u308b\uff08\u8868\u3068\u554f\u3044\u5408\u308f\u305b\u9805\u76ee\uff09","**\u3010\u81ea\u52d5\u3011** \u5206\u6790\u304c\u7d42\u308f\u3063\u305f\u901a\u77e5\u3092\u53d7\u3051\u3001\u8868\u306e\u30bb\u30eb\u3068\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8868\u306e\u5217\u3092\u5171\u901a\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u305d\u306e\u4f1a\u793e\u306e\u8a2d\u5b9a\u3067\u8aad\u3080","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4e88\u7d04\u756a\u53f7\u3067\u53f0\u5e33\u3092\u5f15\u304d\u3001\u53d6\u6d88\u30fb\u4e0d\u6cca\u30fb\u65e5\u4ed8\u30fb\u6cca\u6570\u30fb\u6599\u91d1\u3092\u7167\u3089\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5951\u7d04\u306e\u4e00\u89a7\u304b\u3089\u7387\u3068\u57fa\u6e96\u3092\u5f15\u304d\u3001\u624b\u6570\u6599\u3092\u8a08\u7b97\u3057\u76f4\u3057\u3066\u5dee\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u884c\u3054\u3068\u306b `ok` \uff0f `mismatch` \uff0f `not_found` \uff0f `needs_human` \u3092\u4ed8\u3051\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c `ok` \u4ee5\u5916\u306e\u884c\u3060\u3051\u3092\u78ba\u304b\u3081\u3001\u55b6\u696d\u8ab2\u3068\u76f8\u8ac7\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u4eba\u3011** \u78ba\u5b9a\u3057\u305f\u652f\u6255\u984d\u3092\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u767b\u9332\u3059\u308b"],"architecture":"```\n\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u7cbe\u7b97\u66f8\uff08PDF\uff09\n   \u2502  \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u4fdd\u5b58\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011Amazon S3 \u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 StartDocumentAnalysis\uff08TABLES\uff0fQUERIES\uff09\n   \u25bc\nAWS Textract \u2500\u2500 \u5b8c\u4e86\u3092 Amazon SNS \u306b\u901a\u77e5\n   \u25bc\nAWS Lambda \u2500\u2500 GetDocumentAnalysis \u3067\u8868\u306e\u30bb\u30eb\u3068\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3092\u53d6\u308a\u51fa\u3059\n   \u25bc\nClaude API \u2500\u2500 \u5217\u3092\u5171\u901a\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u25bc\nPython \u2500\u2500 \u4e88\u7d04\u53f0\u5e33\u3068\u5951\u7d04\u306e\u4e00\u89a7\u3067\u7167\u5408\u3057\u3001\u624b\u6570\u6599\u3092\u8a08\u7b97\u3057\u76f4\u3059\n   \u25bc\n\u884c\u3054\u3068\u306e\u5224\u5b9a\uff08ok \uff0f mismatch \uff0f not_found \uff0f needs_human\uff09\n   \u25bc\n\u3010\u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u98df\u3044\u9055\u3044\u306e\u884c\u3060\u3051\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 Claude API \u2500\u2500 \u65c5\u884c\u4f1a\u793e\u3078\u306e\u82f1\u6587\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\n   \u2514\u2500\u2500\u25b6 \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u78ba\u5b9a\u984d\u3092\u767b\u9332\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fGetDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u5217\u306e\u305d\u308d\u3048\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u4e88\u7d04\u53f0\u5e33\u3068\u306e\u7167\u5408\u3068\u624b\u6570\u6599\u306e\u518d\u8a08\u7b97\uff09 | \u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u5e33\u7968\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u7cbe\u7b97\u66f8\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u65b0\u3057\u304f\u4f5c\u308b\u306e\u306f\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4f1a\u793e\u3054\u3068\u306b\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\uff08\u65e5\u30fb\u6708\u306e\u9806\uff09\u3001\u901a\u8ca8\u3001\u624b\u6570\u6599\u306e\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\u3001\u5951\u7d04\u306e\u7387\u3068\u9069\u7528\u671f\u9593\u3092\u6301\u305f\u305b\u307e\u3059\u3002**\u3053\u306e\u4e00\u89a7\u304c\u306a\u3044\u3068\u3001\u540c\u3058\u300c03\/12\u300d\u3092\u4f1a\u793e\u306b\u3088\u3063\u3066\u6b63\u3057\u304f\u8aad\u307f\u5206\u3051\u3089\u308c\u307e\u305b\u3093\u3002**\n\n**\u8aad\u307f\u53d6\u308a\u306e\u571f\u53f0\u306f AWS Textract \u3067\u3059\u3002** \u516c\u5f0f\u306e\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001**\u82f1\u6587\u306e\u7cbe\u7b97\u66f8\u306f\u3053\u306e\u7bc4\u56f2\u306b\u5165\u308a\u307e\u3059\u3002** \u4e00\u65b9\u3067\u65e5\u672c\u8a9e\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u305f\u3081\u3001**\u548c\u6587\u306e\u7cbe\u7b97\u66f8\u304c\u6df7\u3056\u308b\u5834\u5408\u306f\u3001\u672c\u8a18\u4e8b\u306e\u69cb\u6210\u3067\u306f\u306a\u304f Azure AI Document Intelligence \u3084 Google Document AI \u3067\u8aad\u3080**\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u8868\u306e\u8aad\u307f\u53d6\u308a\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u52b9\u304f\u6a5f\u80fd\u3067\u3059\u3002** `FeatureTypes` \u306b `TABLES` \u3092\u5165\u308c\u308b\u3068\u3001\u8868\u306f `TABLE` \u30d6\u30ed\u30c3\u30af\u3001\u5404\u30bb\u30eb\u306f `CELL` \u30d6\u30ed\u30c3\u30af\u3068\u3057\u3066\u8fd4\u308a\u3001\u30bb\u30eb\u306b\u306f\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u304c\u4ed8\u304d\u307e\u3059\u3002**\u5217\u898b\u51fa\u3057\u306e\u30bb\u30eb\u306b\u306f `COLUMN_HEADER`\u3001\u5408\u8a08\u306e\u884c\u306e\u30bb\u30eb\u306b\u306f `TABLE_SUMMARY` \u3068\u3044\u3046\u7a2e\u985e\u304c\u4ed8\u304f**\u305f\u3081\u3001\u660e\u7d30\u306e\u884c\u3068\u5408\u8a08\u306e\u884c\u3092\u5206\u3051\u3066\u6271\u3048\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u7cbe\u7b97\u66f8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3057\u305f\u3053\u3068\u3067\u3059\u3002** \u4fdd\u5b58\u306e\u305f\u3073\u306b1\u679a\u305a\u3064\u51e6\u7406\u3092\u52d5\u304b\u3057\u307e\u3059\u3002**\u6708\u672b\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3057\u306a\u3044\u306e\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8fd4\u4e8b\u3092\u5f85\u3064\u6642\u9593\u3092\u6b8b\u3059\u305f\u3081\u3067\u3059\u3002** \u65c5\u884c\u4f1a\u793e\u306e\u6642\u5dee\u3092\u8003\u3048\u308b\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u65e9\u304f\u51fa\u3059\u307b\u3069\u652f\u6255\u65e5\u306b\u9593\u306b\u5408\u3044\u307e\u3059\u3002\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306f\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306b\u5206\u3051\u307e\u3059\u3002** \u30d5\u30a9\u30eb\u30c0\u306e\u540d\u524d\u304b\u3089\u65c5\u884c\u4f1a\u793e\u3092\u6c7a\u3081\u3001\u305d\u306e\u4f1a\u793e\u306e\u8a2d\u5b9a\uff08\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u3001\u57fa\u6e96\uff09\u3092\u51e6\u7406\u306e\u6700\u521d\u306b\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002**\u7cbe\u7b97\u66f8\u306e\u4e2d\u306e\u4f1a\u793e\u540d\u3092AI\u306b\u8aad\u307e\u305b\u3066\u4f1a\u793e\u3092\u6c7a\u3081\u308b\u3068\u3001\u30ed\u30b4\u3060\u3051\u306e\u7cbe\u7b97\u66f8\u3067\u53d6\u308a\u9055\u3048\u307e\u3059\u3002**\n\n**\u6587\u66f8\u5206\u6790\u306f\u975e\u540c\u671f\u306e `StartDocumentAnalysis` \u3067\u59cb\u3081\u307e\u3059\u3002** \u540c\u671f\u306e\u51e6\u7406\u306f PDF \u304c1\u30da\u30fc\u30b8\u307e\u3067\u3068\u3044\u3046\u5236\u9650\u304c\u3042\u308a\u3001**\u6570\u30da\u30fc\u30b8\u306b\u308f\u305f\u308b\u7cbe\u7b97\u66f8\u306f\u975e\u540c\u671f\u3067\u6271\u3044\u307e\u3059\u3002** \u7d42\u308f\u308b\u3068 Amazon SNS \u306b\u5b8c\u4e86\u306e\u72b6\u614b\u304c\u901a\u77e5\u3055\u308c\u308b\u306e\u3067\u3001\u305d\u308c\u3092\u8d77\u70b9\u306b\u7d50\u679c\u3092\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u7cbe\u7b97\u66f8 | \u82f1\u6587\u306ePDF\u3002\u65c5\u884c\u4f1a\u793e\u3001\u5bfe\u8c61\u671f\u9593\u3001\u4e88\u7d04\u3054\u3068\u306e\u884c\u3001\u5408\u8a08 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u306e\u30bb\u30eb\uff08\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3001\u5217\u898b\u51fa\u3057\u3001\u5408\u8a08\u306e\u884c\uff09\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u4e88\u7d04\u53f0\u5e33 | \u4e88\u7d04\u756a\u53f7\uff08\u81ea\u793e\u3068\u65c5\u884c\u4f1a\u793e\u306e\u4e21\u65b9\uff09\u3001\u5bbf\u6cca\u8005\u540d\u3001\u5230\u7740\u65e5\u3001\u51fa\u767a\u65e5\u3001\u6cca\u6570\u3001\u72b6\u614b\uff08\u5bbf\u6cca\u30fb\u53d6\u6d88\u30fb\u4e0d\u6cca\uff09\u3001\u5ba2\u5ba4\u6599\u91d1\u3001\u98df\u4e8b\u6599\u91d1 | \u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u5951\u7d04\u306e\u4e00\u89a7 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u624b\u6570\u6599\u7387\u3001\u9069\u7528\u671f\u9593\u3001\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\u3001\u624b\u6570\u6599\u3092\u4ed8\u3051\u306a\u3044\u6599\u91d1\u306e\u7a2e\u985e | \u55b6\u696d\u8ab2\u304c\u6301\u3064\u4e00\u89a7 |\n| \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a | \u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u3001\u5217\u540d\u306e\u5bfe\u5fdc\u306e\u5b9f\u7e3e | \u7d4c\u7406\u8ab2\u304c\u4f5c\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e88\u7d04\u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u308b\u304b\u3067\u3059\u3002** \u7cbe\u7b97\u66f8\u306b\u306f\u65c5\u884c\u4f1a\u793e\u306e\u5074\u306e\u756a\u53f7\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u81ea\u793e\u306e\u4e88\u7d04\u756a\u53f7\u3060\u3051\u3067\u306f\u7a81\u304d\u5408\u308f\u305b\u308b\u5148\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u4e88\u7d04\u3092\u53d7\u3051\u305f\u3068\u304d\u306b\u3001\u65c5\u884c\u4f1a\u793e\u306e\u756a\u53f7\u3092\u53f0\u5e33\u306e\u9805\u76ee\u306b\u5165\u308c\u308b\u904b\u7528\u3092\u5148\u306b\u6c7a\u3081\u307e\u3059\u3002\n\n**\u5951\u7d04\u306e\u4e00\u89a7\u306f\u3001\u7387\u3060\u3051\u3067\u306f\u8db3\u308a\u307e\u305b\u3093\u3002** \u300c\u5ba2\u5ba4\u6599\u91d1\u306e\u307f\u300d\u300c\u98df\u4e8b\u3092\u542b\u3080\u300d\u300c\u7a0e\u30fb\u30b5\u30fc\u30d3\u30b9\u6599\u3092\u9664\u304f\u300d\u3068\u3044\u3063\u305f\u57fa\u6e96\u3068\u3001\u624b\u6570\u6599\u3092\u4ed8\u3051\u306a\u3044\u6599\u91d1\u306e\u7a2e\u985e\u3092\u6301\u305f\u305b\u307e\u3059\u3002**\u7b2c3\u7ae0\u306e\uff08b\uff09\u306f\u3001\u3053\u3053\u304c\u4e00\u89a7\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304b\u3089\u8d77\u304d\u3066\u3044\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u7d50\u679c\u306e\u53d6\u5f97\u306b\u306f `GetDocumentAnalysis` \u3092\u4f7f\u3044\u307e\u3059\u3002** 1\u56de\u306e\u547c\u3073\u51fa\u3057\u3067\u8fd4\u308b\u30d6\u30ed\u30c3\u30af\u306f\u6700\u59271,000\u4ef6\u3067\u3001\u305d\u308c\u3092\u8d85\u3048\u308b\u3068 `NextToken` \u304c\u8fd4\u308b\u305f\u3081\u3001**`NextToken` \u304c\u7121\u304f\u306a\u308b\u307e\u3067\u547c\u3073\u7d9a\u3051\u3066\u5168\u90e8\u3092\u96c6\u3081\u307e\u3059\u3002** \u9014\u4e2d\u3067\u6b62\u3081\u308b\u3068\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u306e\u884c\u304c\u4e38\u3054\u3068\u629c\u3051\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8868\u3068\u30bb\u30eb | `TABLE`\u30fb`CELL` \u30d6\u30ed\u30c3\u30af\uff08`RowIndex`\u3001`ColumnIndex`\uff09 | \u660e\u7d30\u306e\u884c\u3092\u7d44\u307f\u7acb\u3066\u308b |\n| \u5217\u898b\u51fa\u3057 | `EntityTypes` \u304c `COLUMN_HEADER` \u306e\u30bb\u30eb | \u5217\u306e\u610f\u5473\u3092\u6c7a\u3081\u308b\u6750\u6599 |\n| \u5408\u8a08\u306e\u884c | `EntityTypes` \u304c `TABLE_SUMMARY` \u306e\u30bb\u30eb | \u660e\u7d30\u306e\u5408\u8a08\u3068\u7167\u3089\u3059 |\n| \u7d50\u5408\u3055\u308c\u305f\u30bb\u30eb | `MERGED_CELL` \u30d6\u30ed\u30c3\u30af | \u56e3\u4f53\u306e\u884c\u3067\u8907\u6570\u884c\u306b\u307e\u305f\u304c\u308b\u5024\u3092\u6b63\u3057\u304f\u5272\u308a\u5f53\u3066\u308b |\n| \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048 | `QUERY_RESULT` \u30d6\u30ed\u30c3\u30af | \u5bfe\u8c61\u671f\u9593\u3001\u65c5\u884c\u4f1a\u793e\u540d\u3001\u5408\u8a08\u984d\u3001\u901a\u8ca8 |\n| \u51e6\u7406\u306e\u72b6\u614b | `JobStatus`\u3001`Warnings` | `PARTIAL_SUCCESS` \u3084\u30da\u30fc\u30b8\u306e\u8b66\u544a\u3092\u691c\u77e5\u3059\u308b |\n\n**\u554f\u3044\u5408\u308f\u305b\uff08`QUERIES`\uff09\u306f\u3001\u8868\u306e\u5916\u306b\u3042\u308b\u5024\u3092\u53d6\u308b\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002** \u300cWhat is the statement period?\u300d\u300cWhat is the total commission amount?\u300d\u306e\u3088\u3046\u306b\u805e\u304f\u3068\u3001\u7b54\u3048\u304c `QUERY_RESULT` \u3068\u3057\u3066\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u308a\u307e\u3059\u3002**\u516c\u5f0f\u306e\u5236\u9650\u3067\u306f\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\u30671\u30da\u30fc\u30b8\u3042\u305f\u308a30\u4ef6\u307e\u3067\u3067\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u307e\u3059\u3002** \u8868\u306e\u4e2d\u8eab\u306f\u554f\u3044\u5408\u308f\u305b\u3067\u306f\u306a\u304f `TABLES` \u3067\u53d6\u308a\u307e\u3059\u3002\n\n**\u72b6\u614b\u304c `PARTIAL_SUCCESS` \u306e\u3068\u304d\u306f\u3001\u7167\u5408\u306b\u9032\u307f\u307e\u305b\u3093\u3002** \u4e00\u90e8\u306e\u30da\u30fc\u30b8\u304c\u51e6\u7406\u3067\u304d\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u3053\u3068\u306a\u306e\u3067\u3001**`Warnings` \u306b\u51fa\u305f\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u62c5\u5f53\u8005\u306b\u56de\u3057\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 Textract \u304c\u53d7\u3051\u4ed8\u3051\u308b\u306e\u306f JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3059\u3002**\u975e\u540c\u671f\u306e\u51e6\u7406\u3067 PDF \u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067**\u3067\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF\u306e\u78ba\u8a8d** \u2026 PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u9001\u3063\u3066\u3082\u3089\u3044\u307e\u3059**\n3. **XFA \u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 XFA \u5f62\u5f0f\u306e PDF \u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5370\u5237\u3057\u3066 PDF \u306b\u3057\u76f4\u3059\u304b\u3001\u65c5\u884c\u4f1a\u793e\u306b\u5225\u306e\u5f62\u5f0f\u3092\u983c\u307f\u307e\u3059\n4. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150DPI \u3067\u306f8\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u7e2e\u5c0f\u3057\u3066\u5370\u5237\u3055\u308c\u305f\u7cbe\u7b97\u66f8\u306f\u8aad\u307f\u843d\u3068\u3057\u307e\u3059**\n5. **\u8868\u306e\u884c\u3092\u7d44\u307f\u7acb\u3066\u308b** \u2026 `CELL` \u306e `RowIndex` \u3068 `ColumnIndex` \u304b\u3089\u884c\u5217\u3092\u4f5c\u308a\u3001`MERGED_CELL` \u306e\u5024\u3092\u5bfe\u5fdc\u3059\u308b\u884c\u306b\u5272\u308a\u5f53\u3066\u307e\u3059\n6. **\u8907\u6570\u30da\u30fc\u30b8\u306e\u8868\u3092\u3064\u306a\u3050** \u2026 \u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u304b\u308c\u305f\u8868\u3092\u3001\u5217\u898b\u51fa\u3057\u304c\u540c\u3058\u306a\u30891\u3064\u306e\u8868\u3068\u3057\u3066\u3064\u306a\u304e\u307e\u3059\n7. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u65c5\u884c\u4f1a\u793e\u30fb\u540c\u3058\u5bfe\u8c61\u671f\u9593\u306e\u7cbe\u7b97\u66f8\u304c\u3059\u3067\u306b\u51e6\u7406\u3055\u308c\u3066\u3044\u308c\u3070\u3001\u5370\u3092\u4ed8\u3051\u3066\u6b62\u3081\u307e\u3059\n\n**6\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7cbe\u7b97\u66f8\u306f2\u30da\u30fc\u30b8\u76ee\u4ee5\u964d\u306b\u5217\u898b\u51fa\u3057\u3092\u7e70\u308a\u8fd4\u3055\u306a\u3044\u3053\u3068\u304c\u591a\u304f\u3001**\u5225\u306e\u8868\u3068\u3057\u3066\u6271\u3046\u30682\u30da\u30fc\u30b8\u76ee\u306e\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u7d44\u307f\u7acb\u3066\u305f\u8868\u306e\u5217\u3092\u5171\u901a\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u5217\u898b\u51fa\u3057\u306e\u6587\u5b57\u3068\u3001\u5404\u5217\u306e\u5024\u306e\u4e26\u3073\u3092\u898b\u3066\u3001\u3069\u306e\u5217\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u6c7a\u3081\u3055\u305b\u307e\u3059\u3002\n\n| \u5171\u901a\u306e\u9805\u76ee | \u7cbe\u7b97\u66f8\u3067\u3088\u304f\u4f7f\u308f\u308c\u308b\u5217\u540d\u306e\u4f8b | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| `agent_ref`\uff08\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\uff09 | Booking Ref\u3001Confirmation No.\u3001Voucher # | \u5019\u88dc\u304c2\u5217\u3042\u308c\u3070 `ambiguous` |\n| `guest_name`\uff08\u5bbf\u6cca\u8005\u540d\uff09 | Guest\u3001Lead Name\u3001Pax Name | \u7121\u3051\u308c\u3070 `null` |\n| `arrival` \uff0f `departure` | Check-in\u3001Arr.\u3001Check-out\u3001Dep. | \u65e5\u30fb\u6708\u306e\u9806\u306f\u4f1a\u793e\u306e\u8a2d\u5b9a\u306b\u5f93\u3046 |\n| `nights`\uff08\u6cca\u6570\uff09 | Nights\u3001RN\u3001Room Nights | \u90e8\u5c4b\u6570\u00d7\u6cca\u6570\u306e\u5217\u306a\u3089 `room_nights` \u306b\u5206\u3051\u308b |\n| `base_amount`\uff08\u57fa\u6e96\u984d\uff09 | Room Revenue\u3001Net Rate\u3001Commissionable Amount | \u98df\u4e8b\u3084\u7a0e\u304c\u542b\u307e\u308c\u308b\u304b\u4e0d\u660e\u306a\u3089 `ambiguous` |\n| `rate`\uff08\u624b\u6570\u6599\u7387\uff09 | Comm %\u3001Rate | \u8868\u306e\u5916\u306b\u3060\u3051\u3042\u308c\u3070 `null` |\n| `commission`\uff08\u624b\u6570\u6599\uff09 | Commission\u3001Comm. Amount | \u5fc5\u305a\u57cb\u3081\u308b\u3002\u7121\u3051\u308c\u3070 `needs_human` |\n\n**\u53f3\u7aef\u306e\u5217\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u6271\u3044\u3067\u3059\u3002** \u5217\u306e\u610f\u5473\u304c1\u3064\u306b\u6c7a\u307e\u3089\u306a\u3044\u3068\u304d\u3001AI\u306f\u300c\u305f\u3076\u3093\u3053\u308c\u300d\u3068\u9078\u3073\u304c\u3061\u3067\u3059\u3002**\u9078\u3070\u305b\u305a\u306b `ambiguous` \u3067\u8fd4\u3055\u305b\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a\u306b\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u767b\u9332\u3057\u307e\u3059\u3002** 2\u56de\u76ee\u304b\u3089\u306f\u767b\u9332\u3057\u305f\u5bfe\u5fdc\u3092\u5148\u306b\u5f53\u3066\u3001AI\u306f\u305d\u306e\u691c\u8a3c\u306b\u56de\u3057\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u624b\u6570\u6599\u306e\u8a08\u7b97\u30fb\u518d\u8a08\u7b97 | \u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3046\u3002AI\u306e\u8a08\u7b97\u306e\u8aa4\u308a\u3092\u5224\u5b9a\u306b\u6df7\u305c\u306a\u3044 |\n| \u65e5\u4ed8\u306e\u65e5\u30fb\u6708\u306e\u9806\u306e\u63a8\u6e2c | \u4f1a\u793e\u306e\u8a2d\u5b9a\u3067\u6c7a\u3081\u308b\u3002\u5024\u304b\u3089\u63a8\u6e2c\u3059\u308b\u3068\u53d6\u308a\u9055\u3048\u308b |\n| \u53f0\u5e33\u3068\u306e\u7167\u5408 | \u4e88\u7d04\u756a\u53f7\u306e\u4e00\u81f4\u306f\u6a5f\u68b0\u7684\u306b\u5224\u5b9a\u3059\u308b |\n| \u652f\u6255\u3046\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u5951\u7d04\u306e\u89e3\u91c8\u306b\u95a2\u308f\u308b\u3002\u55b6\u696d\u8ab2\u3068\u7d4c\u7406\u8ab2\u304c\u6c7a\u3081\u308b |\n| \u91d1\u984d\u306e\u66f8\u304d\u63db\u3048\u30fb\u7aef\u6570\u306e\u88dc\u6b63 | \u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u6e21\u3059 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5217\u3092\u305d\u308d\u3048\u308b\u3064\u3044\u3067\u306b\u300c\u3053\u306e\u884c\u306e\u624b\u6570\u6599\u306f10\uff05\u306a\u306e\u3067\u2026\u300d\u3068\u8a08\u7b97\u3092\u59cb\u3081\u307e\u3059\u3002**\u6307\u793a\u3067\u8a08\u7b97\u3092\u7981\u3058\u3001\u51fa\u529b\u306e\u5f62\u306b\u3082\u8a08\u7b97\u7d50\u679c\u3092\u5165\u308c\u308b\u9805\u76ee\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\nYou map columns of a travel agent's commission statement to standard fields.\nUse only the table given below. Do not calculate anything.\n\n[Standard fields]\nagent_ref, guest_name, arrival, departure, nights, room_nights,\nbase_amount, rate, commission, currency\n\n[Rules]\n- For each source column, choose one standard field or \"unmapped\".\n- If two or more columns could be the same field, set status to \"ambiguous\"\n  and list the candidate columns. Do not pick one.\n- Copy cell values exactly as written. Do not convert dates, numbers,\n  or currencies. Do not round.\n- Do not decide the day\/month order of dates. The order is given in\n  [Agent settings].\n- Do not compute commission, rate, or base_amount from other columns.\n  If a value is missing, return null.\n- If the table header says that meals, taxes, or service charges are\n  included in the base amount, record it in base_note. Do not judge\n  whether the commission is correct.\n- If the document is not a commission statement, set document_type and stop.\n\n[Agent settings] {agent_settings}\n[Known column mapping for this agent] {known_mapping}\n[Table header cells] {header_cells}\n[First 10 rows] {sample_rows}\n[Text outside the table] {query_results}\n```\n\n**\u6307\u793a\u3092\u82f1\u8a9e\u3067\u66f8\u304f\u306e\u306f\u3001\u5217\u540d\u3092\u65e5\u672c\u8a9e\u306b\u8a33\u3057\u3066\u8fd4\u3055\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u8a33\u3055\u308c\u308b\u3068\u3001\u5f8c\u6bb5\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5217\u540d\u3068\u7167\u3089\u305b\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u300cDo not compute\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u8a08\u7b97\u3092\u6b62\u3081\u308b\u305f\u3081\u3067\u3059\u3002** \u624b\u6570\u6599\u306e\u5217\u304c\u7a7a\u306e\u884c\u304c\u3042\u308b\u3068\u3001\u7387\u3068\u57fa\u6e96\u984d\u304b\u3089\u57cb\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002**\u57cb\u3081\u305f\u5024\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u7cbe\u7b97\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002** \u305d\u306e\u884c\u306f\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u884c\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `type: \"json_schema\"`\uff09\u3067\u5f62\u3092\u5b88\u3089\u305b\u307e\u3059\u3002\n\n```json\n{\n  \"statement_id\": \"\",\n  \"document_type\": \"commission_statement\",\n  \"agent_code\": \"\",\n  \"period\": { \"from\": \"\", \"to\": \"\", \"source\": \"query | table | not_found\" },\n  \"currency\": \"\",\n  \"column_mapping\": [\n    { \"source_column\": \"\", \"field\": \"agent_ref\", \"status\": \"mapped | ambiguous | unmapped\",\n      \"candidates\": [] }\n  ],\n  \"base_note\": \"\",\n  \"summary_total\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u5217\u306e\u5bfe\u5fdc\u3060\u3051\u3092\u8fd4\u3055\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u529b\u306b\u884c\u306e\u5024\u3092\u542b\u3081\u305a\u3001**\u5217\u306e\u5bfe\u5fdc\u3060\u3051\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u5024\u306fTextract \u306e\u7d50\u679c\u304b\u3089\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d6\u308a\u51fa\u3059\u306e\u3067\u3001AI\u304c\u5024\u3092\u5199\u3057\u9593\u9055\u3048\u308b\u7d4c\u8def\u304c\u3042\u308a\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001\u7167\u5408\u306e\u7d50\u679c\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u5217\u306e\u5bfe\u5fdc\u3092\u4f7f\u3063\u3066\u884c\u3092\u7d44\u307f\u7acb\u3066\u3001\u53f0\u5e33\u3068\u5951\u7d04\u306b\u7167\u3089\u3057\u3066\u6b21\u306e\u5224\u5b9a\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5224\u5b9a | \u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u4e88\u7d04\u304c\u53f0\u5e33\u306b\u3042\u308a\u5bbf\u6cca\u6e08\u307f\u3001\u65e5\u4ed8\u3068\u6cca\u6570\u304c\u4e00\u81f4\u3001\u8a08\u7b97\u3057\u76f4\u3057\u305f\u624b\u6570\u6599\u3068\u306e\u5dee\u304c\u8a31\u5bb9\u7bc4\u56f2\u5185 |\n| `mismatch` | \u7387\u30fb\u57fa\u6e96\u984d\u30fb\u6cca\u6570\u30fb\u65e5\u4ed8\u306e\u3044\u305a\u308c\u304b\u304c\u9055\u3046\u3002\u9055\u3046\u9805\u76ee\u3092 `reasons` \u306b\u5165\u308c\u308b |\n| `not_found` | \u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u53f0\u5e33\u306b\u7121\u3044 |\n| `needs_human` | \u4e88\u7d04\u304c\u53d6\u6d88\u30fb\u4e0d\u6cca\u3001\u5217\u306e\u5bfe\u5fdc\u304c `ambiguous`\u3001\u307e\u305f\u306f\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 |\n\n**\u53d6\u6d88\u3068\u4e0d\u6cca\u3092 `mismatch` \u306b\u305b\u305a `needs_human` \u306b\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u5951\u7d04\u3067\u6271\u3044\u304c\u5206\u304b\u308c\u308b\u304b\u3089\u3067\u3059\u3002** \u4e0d\u6cca\u3067\u3082\u624b\u6570\u6599\u3092\u6255\u3046\u53d6\u308a\u6c7a\u3081\u306e\u4f1a\u793e\u3082\u3042\u308a\u307e\u3059\u3002**\u5224\u5b9a\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6a5f\u68b0\u7684\u306b\u51fa\u3057\u307e\u3059\u304c\u3001\u652f\u6255\u3046\u304b\u306f\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001\u30b9\u30ad\u30fc\u30de\u306e\u5236\u7d04\u306b\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u304c\u5fc5\u8981\u3067\u3001\u6570\u5024\u306e\u7bc4\u56f2\uff08`minimum` \u306a\u3069\uff09\u3084\u6587\u5b57\u6570\uff08`minLength` \u306a\u3069\uff09\u306e\u5236\u7d04\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**\u91d1\u984d\u3084\u7387\u306e\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002** \u306a\u304a\u3001Amazon Bedrock \u4e0a\u306e Claude \u3067\u306f\u69cb\u9020\u5316\u51fa\u529b\u306e\u5bfe\u5fdc\u7bc4\u56f2\u304c\u9650\u3089\u308c\u308b\u305f\u3081\u3001**\u3053\u306e\u69cb\u6210\u3067\u306f Claude API \u3092\u76f4\u63a5\u547c\u3073\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u4fdd\u5b58\u3067\u51e6\u7406\u3092\u59cb\u3081\u308b |\n| AWS Textract | API\u547c\u3073\u51fa\u3057 | \u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u306e\u958b\u59cb\u3068\u7d50\u679c\u306e\u53d6\u5f97 |\n| Amazon SNS | \u5b8c\u4e86\u306e\u901a\u77e5 | \u5206\u6790\u306e\u7d42\u4e86\u3092\u53d7\u3051\u3066\u6b21\u306e\u51e6\u7406\u3092\u52d5\u304b\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5217\u306e\u5bfe\u5fdc\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| \u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u4e88\u7d04\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u51fa\u3057 | \u4e88\u7d04\u756a\u53f7\u30fb\u72b6\u614b\u30fb\u65e5\u4ed8\u30fb\u6599\u91d1\u3092\u8aad\u3080 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u767b\u9332\u306e\u7d4c\u8def | \u78ba\u5b9a\u3057\u305f\u652f\u6255\u984d\u3060\u3051\u3092\u767b\u9332\u3059\u308b |\n\n**\u4e88\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u53d6\u6d88\u306e\u6f0f\u308c\u3084\u4e88\u7d04\u756a\u53f7\u306e\u5165\u308c\u5fd8\u308c\u304c\u898b\u3064\u304b\u3063\u3066\u3082\u3001**\u53f0\u5e33\u3092\u76f4\u3059\u306e\u306f\u4e88\u7d04\u306e\u62c5\u5f53\u8005\u3067\u3059\u3002**\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u767b\u9332\u3082\u3001\u4eba\u304c\u78ba\u5b9a\u3057\u305f\u3082\u306e\u3060\u3051\u3067\u3059\u3002** \u98df\u3044\u9055\u3044\u306e\u884c\u3092\u9664\u3044\u305f\u984d\u3092\u81ea\u52d5\u3067\u767b\u9332\u3059\u308b\u3068\u3001**\u554f\u3044\u5408\u308f\u305b\u306e\u7d50\u679c\u3092\u5f85\u305f\u305a\u306b\u652f\u6255\u304c\u9032\u307f\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u7d4c\u7406\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u898b\u308b\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u884c\u3068\u3001\u5408\u8a08\u306e\u7167\u5408\u3067\u3059\u3002**\n\n1. **\u5408\u8a08\u3092\u5148\u306b\u898b\u308b** \u2026 \u660e\u7d30\u306e\u624b\u6570\u6599\u306e\u5408\u8a08\u3068\u3001\u7cbe\u7b97\u66f8\u306e\u5408\u8a08\u306e\u884c\uff08`TABLE_SUMMARY`\uff09\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u3001\u8aad\u307f\u53d6\u308a\u306e\u629c\u3051\u3092\u7591\u3044\u307e\u3059**\n2. **`needs_human` \u3092\u898b\u308b** \u2026 \u53d6\u6d88\u30fb\u4e0d\u6cca\u306e\u884c\u306f\u3001\u5951\u7d04\u3067\u624b\u6570\u6599\u306e\u6271\u3044\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u5217\u306e\u5bfe\u5fdc\u304c `ambiguous` \u306a\u3089\u3001\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u8a2d\u5b9a\u306b\u767b\u9332\u3057\u307e\u3059\n3. **`mismatch` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u7387\u306e\u9055\u3044\u304b\u3001\u57fa\u6e96\u984d\u306e\u9055\u3044\u304b\u3067\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u66f8\u304d\u65b9\u304c\u5909\u308f\u308a\u307e\u3059\n4. **`not_found` \u3092\u4e88\u7d04\u62c5\u5f53\u3068\u78ba\u304b\u3081\u308b** \u2026 \u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u3060\u3051\u306e\u3053\u3068\u304c\u591a\u304f\u3042\u308a\u307e\u3059\n5. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `not_found` \u306e\u591a\u304f\u306f\u3001**\u81ea\u793e\u306e\u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u5165\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3060\u3051\u3067\u3059\u3002** \u305d\u306e\u307e\u307e\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3068\u3001\u76f8\u624b\u306b\u4f59\u8a08\u306a\u8abf\u3079\u3082\u306e\u3092\u3055\u305b\u307e\u3059\u3002\n\n**\u76ee\u6a19\u306f\u300160\u679a\u3092\u306a\u3089\u3057\u30661\u679a15\u5206\u3067\u3059\u3002** \u98df\u3044\u9055\u3044\u306e\u5c11\u306a\u3044\u4f1a\u793e\u306e\u7cbe\u7b97\u66f8\u306f\u6570\u5206\u3067\u7d42\u308f\u308a\u3001\u53d6\u6d88\u306e\u591a\u3044\u6708\u306e\u56e3\u4f53\u306e\u7cbe\u7b97\u66f8\u306f\u9577\u304f\u304b\u304b\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF | PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u4f9d\u983c** |\n| XFA \u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3002\u5370\u5237\u3057\u3066PDF\u5316\u3059\u308b\u304b\u3001\u5225\u306e\u5f62\u5f0f\u3092\u4f9d\u983c |\n| \u548c\u6587\u306e\u7cbe\u7b97\u66f8\u304c\u6df7\u3056\u308b | Textract \u306f\u65e5\u672c\u8a9e\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3002**\u5225\u306e\u8aad\u307f\u53d6\u308a\u306e\u7d4c\u8def\u306b\u56de\u3059** |\n| `JobStatus` \u304c `PARTIAL_SUCCESS` | `Warnings` \u306e\u30da\u30fc\u30b8\u3092\u8a18\u9332\u3057\u3001\u7167\u5408\u306b\u9032\u307e\u305a\u62c5\u5f53\u8005\u3078 |\n| \u660e\u7d30\u306e\u5408\u8a08\u3068\u7cbe\u7b97\u66f8\u306e\u5408\u8a08\u304c\u5408\u308f\u306a\u3044 | \u884c\u306e\u8aad\u307f\u843d\u3068\u3057\u3092\u7591\u3044\u3001`needs_human` |\n| 2\u30da\u30fc\u30b8\u76ee\u4ee5\u964d\u306b\u5217\u898b\u51fa\u3057\u304c\u7121\u3044 | 1\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u3092\u5f15\u304d\u7d99\u3044\u3067\u3064\u306a\u3050 |\n| \u5217\u306e\u5bfe\u5fdc\u304c `ambiguous` | \u62c5\u5f53\u8005\u304c\u6b63\u3057\u3044\u5bfe\u5fdc\u3092\u8a2d\u5b9a\u306b\u767b\u9332\u3057\u3066\u518d\u51e6\u7406 |\n| \u540c\u3058\u7cbe\u7b97\u66f8\u304c\u4e8c\u5ea6\u5c4a\u304f | \u65c5\u884c\u4f1a\u793e\u3068\u5bfe\u8c61\u671f\u9593\u3067\u7167\u5408\u3057\u3001\u4e8c\u91cd\u306b\u51e6\u7406\u3057\u306a\u3044 |\n| \u901a\u8ca8\u304c\u5951\u7d04\u3068\u9055\u3046 | \u63db\u7b97\u306f\u3057\u306a\u3044\u3002**\u5951\u7d04\u306e\u53d6\u308a\u6c7a\u3081\u3092\u55b6\u696d\u8ab2\u306b\u78ba\u304b\u3081\u308b** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u53d7\u4ed8\u306e\u6642\u70b9\u3067\u6b62\u3081\u307e\u3059\u3002** \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306e\u8a2d\u5b9a\u306b\u300c\u82f1\u6587\u306e\u307f\u300d\u3092\u6301\u305f\u305b\u3001\u4f8b\u5916\u306f\u5225\u306e\u7d4c\u8def\u306b\u3057\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u7cbe\u7b97\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u65c5\u884c\u4f1a\u793e\u30fb\u5bfe\u8c61\u671f\u9593\n- Textract \u306e\u7d50\u679c\u306e\u5168\u6587\uff08`JobId`\u3001\u30d6\u30ed\u30c3\u30af\u3001`Warnings`\uff09\n- \u5217\u306e\u5bfe\u5fdc\uff08AI\u306e\u51fa\u529b\uff09\u3068\u3001\u4eba\u304c\u76f4\u3057\u305f\u5bfe\u5fdc\n- \u884c\u3054\u3068\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u5951\u7d04\u306e\u7387\u3068\u57fa\u6e96**\n- \u554f\u3044\u5408\u308f\u305b\u306e\u5185\u5bb9\u3068\u65c5\u884c\u4f1a\u793e\u306e\u56de\u7b54\u3001\u652f\u6255\u984d\u306e\u78ba\u5b9a\u306e\u8a18\u9332\n- **\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e `mismatch` \u3068 `needs_human` \u306e\u4ef6\u6570**\n\n**`JobId` \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u305f\u3081\u3001\u7d50\u679c\u306f\u53d6\u5f97\u3057\u305f\u305d\u306e\u5834\u3067\u4fdd\u5b58\u3057\u307e\u3059\u3002** \u5f8c\u304b\u3089\u53d6\u308a\u76f4\u305d\u3046\u3068\u3057\u3066\u3082\u3001**\u7d50\u679c\u304c\u53d6\u308c\u306a\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5951\u7d04\u306e\u898b\u76f4\u3057\u306e\u6750\u6599\u3067\u3059\u3002** \u540c\u3058\u4f1a\u793e\u3067\u7387\u306e\u98df\u3044\u9055\u3044\u304c\u7d9a\u304f\u306a\u3089\u3001**\u76f8\u624b\u306e\u5074\u306e\u8a2d\u5b9a\u304c\u53e4\u3044\u307e\u307e\u3067\u3059\u3002** 1\u884c\u305a\u3064\u554f\u3044\u5408\u308f\u305b\u308b\u3088\u308a\u3001\u5951\u7d04\u306e\u7387\u3092\u78ba\u304b\u3081\u5408\u3046\u307b\u3046\u304c\u65e9\u304f\u7d42\u308f\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u5c4a\u3044\u305f\u7cbe\u7b97\u66f8\u304b\u30895\u793e\u5206\u3092\u9078\u3076\uff08**\u3046\u30611\u793e\u306f\u3001\u53d6\u6d88\u3084\u7387\u306e\u9055\u3044\u304c\u3042\u3063\u305f\u3068\u5206\u304b\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u5165\u308c\u308b**\uff09\n2. \u305d\u306e5\u679a\u306b\u3064\u3044\u3066\u3001\u5f53\u6642\u3069\u306e\u884c\u3067\u554f\u3044\u5408\u308f\u305b\u3092\u3057\u305f\u304b\u3092\u805e\u304d\u53d6\u308b\n3. \u7cbe\u7b97\u66f8\u306ePDF\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b1\u679a\u305a\u3064\u6e21\u3059\n4. \u300c\u3053\u306e\u8868\u306e\u5217\u3092\u3001\u4e88\u7d04\u756a\u53f7\u30fb\u5230\u7740\u65e5\u30fb\u51fa\u767a\u65e5\u30fb\u6cca\u6570\u30fb\u57fa\u6e96\u984d\u30fb\u7387\u30fb\u624b\u6570\u6599\u306b\u305d\u308d\u3048\u3066\u4e00\u89a7\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u306f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u6c7a\u3081\u305a\u306b\u6b8b\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u4e00\u89a7\u3092\u4e88\u7d04\u53f0\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3068\u8868\u8a08\u7b97\u3067\u7a81\u304d\u5408\u308f\u305b\u3001\u5f53\u6642\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u6bd4\u3079\u308b\n\n**5\u793e\u5206\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u5217\u3092\u305d\u308d\u3048\u308c\u3070\u3001\u7167\u5408\u306f\u8868\u8a08\u7b97\u3067\u8db3\u308a\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u3068\u540c\u3058\u98df\u3044\u9055\u3044\u304c\u898b\u3064\u304b\u3063\u305f | **\u8aad\u307f\u53d6\u308a\u3068\u7167\u5408\u306e\u81ea\u52d5\u5316\u306b\u9032\u3080** |\n| \u624b\u6570\u6599\u3092\u52dd\u624b\u306b\u8a08\u7b97\u3057\u76f4\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u304c\u7121\u304f\u5f15\u3051\u306a\u3044 | **\u53f0\u5e33\u306e\u904b\u7528\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u76ee\u8996\u306e\u7167\u5408\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3044\u305f\u7406\u7531\u304c1\u3064\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u5217\u3092\u305d\u308d\u3048\u3001\u8868\u8a08\u7b97\u3067\u53f0\u5e33\u3068\u7167\u5408\u3059\u308b \uff0f 1\u679a\u3054\u3068\u306e\u5217\u306e\u305d\u308d\u3048","semi_auto_setup":"\u4e0a\u8a18\uff0bTextract \u3067\u8868\u3092\u8aad\u307f\u53d6\u308a\u3001\u5217\u306e\u5bfe\u5fdc\u3068\u884c\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3068\u5217\u306e\u305d\u308d\u3048\u306e\u4e00\u89a7\u5316","full_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b\u81ea\u52d5\u3067\u52d5\u304b\u3057\u3001\u53f0\u5e33\u3068\u5951\u7d04\u3067\u7167\u5408\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u307e\u3067\u51fa\u3059 \uff0f \u7167\u5408\u306e\u5168\u4f53\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u5148\u306e\u6d17\u3044\u51fa\u3057","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u679a\u6570\u304c\u3055\u3070\u3051\u307e\u305b\u3093\u3002** 60\u679a\u306b\u306f\u4f7f\u3048\u305a\u3001**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u679a60\u5206\u304c35\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u884c\u306e\u8aad\u307f\u53d6\u308a\u306f\u81ea\u52d5\u306b\u306a\u308a\u307e\u3059\u304c\u3001\u53f0\u5e33\u3068\u306e\u7167\u5408\u3068\u7387\u306e\u78ba\u8a8d\u306f\u4eba\u304c\u8868\u8a08\u7b97\u3067\u884c\u3044\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u306715\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u53f0\u5e33\u30921\u884c\u305a\u3064\u5f15\u304f\u4f5c\u696d\u3068\u3001\u5951\u7d04\u306e\u7387\u3092\u78ba\u304b\u3081\u308b\u4f5c\u696d\u304c\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u79fb\u308b\u304b\u3089\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u6bb5\u968e\u30671\u304b\u6708\u56de\u3059\u3068\u3001**\u5217\u306e\u5bfe\u5fdc\u304c\u6c7a\u307e\u3089\u306a\u3044\u4f1a\u793e\u3068\u3001\u53f0\u5e33\u306b\u65c5\u884c\u4f1a\u793e\u306e\u756a\u53f7\u304c\u7121\u3044\u4e88\u7d04**\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u307f\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| AI\u304c\u624b\u6570\u6599\u3092\u8a08\u7b97\u3057\u76f4\u3057\u3066\u8fd4\u3059 | **\u8a08\u7b97\u3092\u7981\u3058\u3001\u51fa\u529b\u306b\u8a08\u7b97\u7d50\u679c\u306e\u9805\u76ee\u3092\u4f5c\u3089\u306a\u3044** |\n| \u65e5\u4ed8\u306e\u65e5\u30fb\u6708\u306e\u9806\u3092\u53d6\u308a\u9055\u3048\u308b | \u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a\u3067\u6c7a\u3081\u308b\u3002\u5024\u304b\u3089\u63a8\u6e2c\u3055\u305b\u306a\u3044 |\n| \u5f8c\u534a\u306e\u30da\u30fc\u30b8\u306e\u884c\u304c\u629c\u3051\u308b | **`NextToken` \u304c\u7121\u304f\u306a\u308b\u307e\u3067\u7d50\u679c\u3092\u53d6\u308b** |\n| 2\u30da\u30fc\u30b8\u76ee\u306e\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u3089\u306a\u3044 | 1\u30da\u30fc\u30b8\u76ee\u306e\u5217\u898b\u51fa\u3057\u3092\u5f15\u304d\u7d99\u3050 |\n| \u56e3\u4f53\u306e\u884c\u306e\u5024\u304c\u305a\u308c\u308b | `MERGED_CELL` \u306e\u5024\u3092\u5bfe\u5fdc\u3059\u308b\u884c\u306b\u5272\u308a\u5f53\u3066\u308b |\n| \u53d6\u6d88\u30fb\u4e0d\u6cca\u306e\u4e88\u7d04\u306b\u624b\u6570\u6599\u3092\u6255\u3046 | \u53f0\u5e33\u306e\u72b6\u614b\u3067 `needs_human` \u306b\u3059\u308b |\n| \u53f0\u5e33\u306b\u4e88\u7d04\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u3092\u53f0\u5e33\u306b\u5165\u308c\u308b\u904b\u7528\u306b\u3059\u308b |\n| \u7387\u306f\u5408\u3063\u3066\u3044\u308b\u306e\u306b\u984d\u304c\u9055\u3046 | \u5951\u7d04\u306e\u4e00\u89a7\u306b\u57fa\u6e96\uff08\u98df\u4e8b\u30fb\u7a0e\u3092\u542b\u3080\u304b\uff09\u3092\u6301\u305f\u305b\u308b |\n| \u548c\u6587\u306e\u7cbe\u7b97\u66f8\u3067\u6587\u5b57\u304c\u629c\u3051\u308b | Textract \u306f\u65e5\u672c\u8a9e\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3002\u53d7\u4ed8\u3067\u5206\u3051\u308b |\n| \u7d50\u679c\u3092\u5f8c\u304b\u3089\u53d6\u308a\u76f4\u305b\u306a\u3044 | `JobId` \u306f7\u65e5\u9593\u3060\u3051\u6709\u52b9\u3002\u53d6\u5f97\u3057\u305f\u3089\u4fdd\u5b58\u3059\u308b |\n| \u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30fc\u30eb\u304c\u81ea\u52d5\u3067\u98db\u3076 | **\u4e0b\u66f8\u304d\u307e\u3067\u306b\u3059\u308b\u3002** \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u300c\u8aad\u307f\u53d6\u308c\u305f\u3088\u3046\u306b\u898b\u3048\u3066\u3001\u5024\u304c\u9055\u3046\u304b\u629c\u3051\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u540c\u3058\u5f62\u3092\u3057\u3066\u3044\u307e\u3059\u3002**\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3001\u65e5\u4ed8\u306e\u9806\u306f\u8a2d\u5b9a\u306b\u3001\u30da\u30fc\u30b8\u306e\u96c6\u3081\u65b9\u306f\u624b\u9806\u306b\u7f6e\u3044\u3066\u3042\u308b\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5bbf\u6cca\u8005\u306e\u6c0f\u540d\u3001\u5bbf\u6cca\u65e5\u3001\u5ba2\u5ba4\u6599\u91d1\u3068\u624b\u6570\u6599\u3001\u65c5\u884c\u4f1a\u793e\u3068\u306e\u5951\u7d04\u306e\u7387\u3067\u3059\u3002**\u5bbf\u6cca\u8005\u306e\u6c0f\u540d\u306f\u500b\u4eba\u60c5\u5831\u3067\u3001\u5951\u7d04\u306e\u7387\u306f\u53d6\u5f15\u5148\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u3059\u3002**\n\n1. **\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u5217\u306e\u305d\u308d\u3048\u306b\u5fc5\u8981\u306a\u5206\u307e\u3067\u306b\u9650\u308b** \u2026 \u6e21\u3059\u306e\u306f\u5217\u898b\u51fa\u3057\u3068\u5148\u982d\u306e\u6570\u884c\u3067\u3059\u3002**\u5bbf\u6cca\u8005\u540d\u306e\u5217\u306f\u3001\u5024\u3092\u4f0f\u305b\u3066\u300cGuest\u300d\u3068\u3044\u3046\u898b\u51fa\u3057\u3060\u3051\u3092\u6e21\u3059**\u8a2d\u8a08\u306b\u3067\u304d\u307e\u3059\n2. **\u5951\u7d04\u306e\u7387\u3092\u751f\u6210AI\u306b\u6e21\u3055\u306a\u3044** \u2026 \u7387\u3068\u57fa\u6e96\u306f\u3001\u7167\u5408\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3060\u3051\u304c\u8aad\u307f\u307e\u3059\u3002**\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u53d6\u308a\u6c7a\u3081\u304c\u307e\u3068\u307e\u3063\u305f\u4e00\u89a7\u3092\u3001\u5916\u90e8\u3078\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n3. **\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u51fa\u3059\u306e\u306f\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u53d6\u5f15\u5148\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304d\u3001\u8aa4\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u306f\u76f8\u624b\u306e\u8abf\u3079\u3082\u306e\u3092\u5897\u3084\u3057\u307e\u3059**\n4. **\u652f\u6255\u3046\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u306a\u3044** \u2026 \u53d6\u6d88\u30fb\u4e0d\u6cca\u306e\u4e88\u7d04\u306b\u3069\u3046\u624b\u6570\u6599\u3092\u6255\u3046\u304b\u306f\u3001**\u5951\u7d04\u306e\u89e3\u91c8\u3068\u3057\u3066\u55b6\u696d\u8ab2\u3068\u7d4c\u7406\u8ab2\u304c\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u3001\u53f0\u5e33\u3068\u5951\u7d04\u306b\u7167\u3089\u3057\u305f\u4e8b\u5b9f\u3060\u3051\u3067\u3059\n5. **\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u306e\u4fdd\u7ba1\u5834\u6240\u3092\u6c7a\u3081\u308b** \u2026 Textract \u306e\u7d50\u679c\u306f\u65e2\u5b9a\u3067\u306f\u30b5\u30fc\u30d3\u30b9\u306e\u5074\u306b\u4fdd\u6301\u3055\u308c\u3001\u51fa\u529b\u5148\u306e S3 \u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002**\u5bbf\u6cca\u8005\u540d\u3092\u542b\u3080\u7d50\u679c\u3092\u3001\u3069\u3053\u306b\u3001\u3044\u3064\u307e\u3067\u6b8b\u3059\u304b\u3092\u6c7a\u3081\u3066\u304b\u3089\u59cb\u3081\u3066\u304f\u3060\u3055\u3044**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6255\u3046\u3079\u304d\u3067\u306a\u3044\u624b\u6570\u6599\u3092\u6255\u3046\u3053\u3068\u3068\u3001\u6b63\u3057\u3044\u7cbe\u7b97\u66f8\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u3059\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u53d6\u6d88\u30fb\u4e0d\u6cca\u306e\u898b\u843d\u3068\u3057\u3067\u3001\u5f8c\u8005\u306f\u65e5\u4ed8\u306e\u8aad\u307f\u9055\u3044\u3084\u53f0\u5e33\u306e\u756a\u53f7\u306e\u672a\u767b\u9332\u3067\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u751f\u6210AI\u3067\u306f\u306a\u304f\u3001\u8a2d\u5b9a\u3068\u53f0\u5e33\u306e\u5074\u3067\u9632\u304e\u307e\u3059\u3002**","recommended_for":"\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u30fb\u30db\u30fc\u30eb\u30bb\u30e9\u30fc\u6570\u5341\u793e\u3068\u624b\u6570\u6599\u306e\u5951\u7d04\u3092\u7d50\u3073\u3001\u6bce\u6708\u305d\u306e\u4f1a\u793e\u3054\u3068\u306e\u82f1\u6587\u306e\u7cbe\u7b97\u66f8\u3092PDF\u3067\u53d7\u3051\u53d6\u3063\u3066\u3044\u308b\u30db\u30c6\u30eb\u30fb\u65c5\u9928\u3002\u7cbe\u7b97\u66f8\u306e\u66f8\u5f0f\u304c\u4f1a\u793e\u3054\u3068\u306b\u9055\u3044\u30011\u679a\u3042\u305f\u308a\u6570\u5341\u884c\u306e\u4e88\u7d04\u3092\u4e88\u7d04\u53f0\u5e33\u30681\u884c\u305a\u3064\u7167\u3089\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u5951\u7d04\u306e\u624b\u6570\u6599\u7387\u3068\u3001\u624b\u6570\u6599\u306e\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e\uff08\u5ba2\u5ba4\u6599\u91d1\u3060\u3051\u304b\u3001\u98df\u4e8b\u3092\u542b\u3080\u304b\uff09\u3092\u4e00\u89a7\u306b\u3067\u304d\u308b\u5834\u5408\u3002","not_recommended_for":"\u53d6\u5f15\u306e\u3042\u308b\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304c\u6570\u793e\u3067\u3001\u7cbe\u7b97\u66f8\u306e\u884c\u6570\u3082\u5c11\u306a\u3044\u5834\u5408\u3002\u624b\u6570\u6599\u3092\u4e88\u7d04\u30b5\u30a4\u30c8\u306e\u5074\u3067\u5dee\u3057\u5f15\u3044\u3066\u5165\u91d1\u3055\u308c\u308b\u5f62\u3060\u3051\u3067\u3001\u7cbe\u7b97\u66f8\u3092\u7167\u5408\u3059\u308b\u5834\u9762\u304c\u306a\u3044\u5834\u5408\u3002\u7cbe\u7b97\u66f8\u304c\u96fb\u5b50\u30c7\u30fc\u30bf\uff08CSV\u306a\u3069\uff09\u3067\u5c4a\u304d\u3001\u305d\u306e\u307e\u307e\u4e88\u7d04\u53f0\u5e33\u3068\u7a81\u304d\u5408\u308f\u305b\u3089\u308c\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u624b\u6570\u6599\u3092\u652f\u6255\u3046\u304b\u3069\u3046\u304b\u3001\u5951\u7d04\u306e\u89e3\u91c8\u304c\u5206\u304b\u308c\u308b\u4e88\u7d04\u3092\u3069\u3046\u6271\u3046\u304b\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u6c7a\u3081\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u8a2d\u5b9a\u3068\u5951\u7d04\u306e\u4e00\u89a7\u3092\u4f5c\u308b**\n\n\u53d6\u5f15\u306e\u3042\u308b\u7d0440\u793e\u306b\u3064\u3044\u3066\u3001**\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u3001\u624b\u6570\u6599\u306e\u7387\u3068\u9069\u7528\u671f\u9593\u3001\u57fa\u6e96\u306b\u542b\u3081\u308b\u3082\u306e**\u3092\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002\u55b6\u696d\u8ab2\u306e\u62c5\u5f53\u80052\u540d\u306e\u8a18\u61b6\u306b\u3042\u308b\u53d6\u308a\u6c7a\u3081\u3092\u3001\u3053\u3053\u3067\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\u4ef6\u6570\u306e\u591a\u3044\u4e0a\u4f4d10\u793e\u304b\u3089\u59cb\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a5\u793e\u5206\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u7cbe\u7b97\u66f8\u304b\u30895\u793e\u5206\u3092\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u5217\u3092\u305d\u308d\u3048\u3001\u8868\u8a08\u7b97\u3067\u53f0\u5e33\u3068\u7167\u3089\u3057\u307e\u3059\u3002**\u624b\u6570\u6599\u3092\u52dd\u624b\u306b\u8a08\u7b97\u3057\u76f4\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u65e5\u4ed8\u306e\u9806\u3092\u53d6\u308a\u9055\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u4e88\u7d04\u53f0\u5e33\u306e\u904b\u7528\u3092\u76f4\u3059**\n\n**\u4e88\u7d04\u3092\u53d7\u3051\u305f\u3068\u304d\u306b\u3001\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u3092\u53f0\u5e33\u306e\u9805\u76ee\u306b\u5165\u308c\u308b**\u3088\u3046\u3001\u4e88\u7d04\u306e\u62c5\u5f53\u8005\u3068\u6c7a\u3081\u307e\u3059\u3002\u904e\u53bb\u5206\u306f\u3001\u8a66\u884c\u3067 `not_found` \u306b\u306a\u3063\u305f\u4e88\u7d04\u304b\u3089\u57cb\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u8aad\u307f\u53d6\u308a\u3068\u5217\u306e\u305d\u308d\u3048\u3092\u3064\u306a\u3050**\n\n\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u4fdd\u5b58\u304b\u3089 Textract \u306e\u5206\u6790\u3001\u5217\u306e\u305d\u308d\u3048\u307e\u3067\u3092\u4f5c\u308a\u3001**\u7d50\u679c\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067**\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u6642\u70b9\u3067\u306f\u7167\u5408\u306e\u5224\u5b9a\u3092\u51fa\u3055\u305a\u3001\u884c\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3060\u3051\u3092\u898b\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a** \u53f0\u5e33\u3068\u5951\u7d04\u306e\u4e00\u89a7\u3067\u306e\u7167\u5408\u3068\u3001\u624b\u6570\u6599\u306e\u518d\u8a08\u7b97\u3092\u8db3\u3057\u3001\u5224\u5b9a\u3092\u51fa\u3057\u307e\u3059\u3002`mismatch` \u3068 `needs_human` \u306e\u4ef6\u6570\u3092\u4f1a\u793e\u3054\u3068\u306b\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u679a60\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u98df\u3044\u9055\u3044\u306e\u7d9a\u304f\u4f1a\u793e\u3068\u5951\u7d04\u306e\u7387\u3092\u78ba\u304b\u3081\u5408\u3044\u3001\u540c\u3058\u554f\u3044\u5408\u308f\u305b\u304c\u51fa\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0564","UC-0490","UC-0677","UC-0156"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":5665,"slug":"eigyo-list-sakusei","title":"\u55b6\u696d\u30ea\u30b9\u30c8\u306f\u8cb7\u308f\u306a\u304f\u3066\u3082\u4f5c\u308c\u308b\uff5c\u516c\u958b\u60c5\u5831\u304b\u3089\u7d44\u3080"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u5bfe\u5fdc\u3059\u308b\u8a00\u8a9e\u304c\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u7e26\u66f8\u304d\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u306e\u307f\u4f7f\u3048\u308b\u3053\u3068\u3002\u5bfe\u5fdc\u3059\u308b\u5f62\u5f0f\u304c JPEG\u30fbPNG\u30fbPDF\u30fbTIFF \u3067 XFA \u5f62\u5f0f\u306e PDF \u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u540c\u671f\u306e\u51e6\u7406\u306f PDF \u304c1\u30da\u30fc\u30b8\u307e\u3067\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\u306f PDF \u304c500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3053\u3068\u3002\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u304c15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3042\u308b\u3053\u3068\u3002\u554f\u3044\u5408\u308f\u305b\u304c\u975e\u540c\u671f\u30671\u30da\u30fc\u30b830\u4ef6\u307e\u3067\u3067\u3042\u308b\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-13 |\n| `StartDocumentAnalysis` \u304c S3 \u306e\u6587\u66f8\u3092\u975e\u540c\u671f\u3067\u5206\u6790\u3057\u3001`FeatureTypes` \u306b `TABLES`\u30fb`FORMS`\u30fb`QUERIES`\u30fb`SIGNATURES`\u30fb`LAYOUT` \u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002\u5b8c\u4e86\u306e\u72b6\u614b\u3092 Amazon SNS \u306b\u901a\u77e5\u3059\u308b\u3053\u3068\u3002`JobId` \u304c7\u65e5\u9593\u3060\u3051\u6709\u52b9\u306a\u3053\u3068\u3002`OutputConfig` \u3067\u51fa\u529b\u5148\u306e S3 \u3092\u6307\u5b9a\u3067\u304d\u3001\u65e2\u5b9a\u3067\u306f\u30b5\u30fc\u30d3\u30b9\u306e\u5074\u306b\u7d50\u679c\u304c\u4fdd\u5b58\u3055\u308c\u308b\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-13 |\n| `GetDocumentAnalysis` \u306e `JobStatus` \u304c `IN_PROGRESS`\u30fb`SUCCEEDED`\u30fb`FAILED`\u30fb`PARTIAL_SUCCESS` \u3067\u3042\u308b\u3053\u3068\u3002`MaxResults` \u306e\u4e0a\u9650\u304c1,000\u3067\u3001\u6b8b\u308a\u306f `NextToken` \u3067\u53d6\u5f97\u3059\u308b\u3053\u3068\u3002`Warnings` \u3068 `QUERY_RESULT` \u30d6\u30ed\u30c3\u30af\uff08\u4fe1\u983c\u5ea6\u4ed8\u304d\uff09\u3092\u8fd4\u3059\u3053\u3068 | [AWS: GetDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_GetDocumentAnalysis.html) | 2026-10-13 |\n| \u8868\u304c `TABLE`\u30fb`CELL`\u30fb`MERGED_CELL` \u30d6\u30ed\u30c3\u30af\u3067\u8fd4\u308a\u3001\u30bb\u30eb\u306b\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u304c\u4ed8\u304f\u3053\u3068\u3002\u30bb\u30eb\u306e\u7a2e\u985e\u3068\u3057\u3066 `COLUMN_HEADER`\u30fb`TABLE_SUMMARY`\u30fb`TABLE_TITLE`\u30fb`TABLE_FOOTER` \u306a\u3069\u304c\u3042\u308b\u3053\u3068\u3002\u8868\u306e\u7a2e\u985e\u3068\u3057\u3066 `STRUCTURED_TABLE` \u3068 `SEMI_STRUCTURED_TABLE` \u304c\u3042\u308b\u3053\u3068 | [AWS: Tables](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/how-it-works-tables.html) | 2026-10-13 |\n| Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u304c `output_config.format` \u306b `type: \"json_schema\"` \u3092\u6307\u5b9a\u3057\u3066\u4f7f\u3048\u308b\u3053\u3068\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u304c\u5fc5\u8981\u3067\u3001\u6570\u5024\u3084\u6587\u5b57\u6570\u306e\u5236\u7d04\u304c\u4f7f\u3048\u306a\u3044\u3053\u3068\u3002Amazon Bedrock \u3067\u306f\u4e00\u90e8\u306e\u7d71\u5408\u3067\u306e\u307f\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3053\u3068 | [Claude: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-13 |\n\n**\u624b\u6570\u6599\u3092\u6255\u3046\u304b\u3069\u3046\u304b\u3001\u5951\u7d04\u3092\u3069\u3046\u89e3\u91c8\u3059\u308b\u304b\u306f\u3001\u65c5\u884c\u4f1a\u793e\u3068\u306e\u5951\u7d04\u3092\u62c5\u5f53\u3059\u308b\u90e8\u7f72\u3068\u7d4c\u7406\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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