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\u5b8c\u4e86\u306e\u72b6\u614b\u306f Amazon SNS \u306b\u5c4a\u304d\u30012\u3064\u76ee\u306e Lambda \u304c\u7d50\u679c\u3092\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002`JobId` \u306f7\u65e5\u9593\u3060\u3051\u6709\u52b9\u306a\u306e\u3067\u3001\u7d50\u679c\u306f\u3059\u3050\u306b\u4fdd\u7ba1\u3057\u307e\u3059\u3002\n\n**\u59d4\u8a17\u51481\u793e\u5206\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u3001\u7167\u5408\u3092\u59cb\u3081\u307e\u3059\u3002** \u305d\u308d\u3063\u305f\u304b\u3069\u3046\u304b\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u306e\u540d\u7c3f\u306e\u4eba\u6570\u3068\u3001\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u679a\u6570\u3067\u6c7a\u3081\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8 | 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\u59d4\u8a17\u5148\u30fb\u8981\u54e1\u306e\u540d\u524d\u3068\u5225\u540d\u30fb\u5f79\u5272\u30fb\u6642\u9593\u5358\u4fa1\u30fb\u6708\u306e\u4e0a\u9650\u6642\u9593\u30fb\u5951\u7d04\u306e\u671f\u9593\u30fb\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332 | \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 |\n| \u81ea\u793e\u306e\u7a3c\u50cd\u65e5\u306e\u66a6 | \u795d\u65e5\u3068\u3001\u59d4\u8a17\u5148\u306e\u56fd\u306e\u795d\u65e5\u306e\u4e00\u89a7 | \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u306e\u300c\u8981\u54e1\u306e\u5225\u540d\u300d\u306e\u5217\u3067\u3059\u3002** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u540d\u524d\u306f\u300cNguyen Van A\u300d\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306f\u300cA. Nguyen\u300d\u306e\u3088\u3046\u306b\u3001**\u540c\u3058\u4eba\u306e\u8868\u8a18\u304c\u66f8\u985e\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002** \u5225\u540d\u306e\u5217\u304c\u3042\u308c\u3070\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u540c\u3058\u4eba\u306b\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002\n\n**\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u3082\u53f0\u5e33\u306b\u6301\u305f\u305b\u307e\u3059\u3002** \u4e0a\u9650\u3092\u8d85\u3048\u308b\u4f5c\u696d\u3092\u4e8b\u524d\u306b\u627f\u8a8d\u3057\u3066\u3044\u308c\u3070\u3001\u8d85\u904e\u306f\u98df\u3044\u9055\u3044\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u627f\u8a8d\u306e\u8a18\u9332\u304c\u7121\u3044\u3068\u3001\u627f\u8a8d\u6e08\u307f\u306e\u8d85\u904e\u307e\u3067\u5168\u90e8\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","data_source":"**\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f `GetDocumentAnalysis`\u3001\u8acb\u6c42\u66f8\u306f `GetExpenseAnalysis` \u3067\u7d50\u679c\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u8868 | `TABLE`\u30fb`CELL` \u3068 `RowIndex`\uff0f`ColumnIndex`\u3001`COLUMN_HEADER` | \u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u306e\u5217\u3092\u898b\u5206\u3051\u3066\u884c\u3092\u53d6\u308b |\n| \u8868\u306e\u5408\u8a08\u306e\u884c | `EntityTypes` \u304c `TABLE_SUMMARY` \u3084 `TABLE_FOOTER` \u306e\u30bb\u30eb | \u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\uff08\u7167\u5408\u306e\u53c2\u8003\uff09 |\n| \u8981\u54e1\u306e\u540d\u524d\u30fb\u671f\u9593\u30fb\u627f\u8a8d\u8005 | `KEY_VALUE_SET`\uff08`FORMS`\uff09 | \u300cResource:\u300d\u300cPeriod:\u300d\u300cApproved by:\u300d\u306a\u3069 |\n| \u8acb\u6c42\u66f8\u306e\u660e\u7d30 | `EXPENSE_ROW` \u3068 `ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE` | 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`COLUMN_HEADER`\uff08\u5217\u306e\u898b\u51fa\u3057\uff09\u3001`TABLE_SUMMARY`\uff08\u5408\u8a08\u306e\u884c\uff09\u306a\u3069\u306e\u7a2e\u985e\u304c\u4ed8\u304d\u307e\u3059\u3002**\u300cHours\u300d\u300cHrs\u300d\u300cEffort\u300d\u306e\u3088\u3046\u306b\u898b\u51fa\u3057\u306e\u8a00\u8449\u304c\u59d4\u8a17\u5148\u3054\u3068\u306b\u9055\u3063\u3066\u3082\u3001\u3069\u306e\u5217\u304c\u898b\u51fa\u3057\u304b\u304c\u5206\u304b\u308c\u3070\u3001\u751f\u6210AI\u3067\u540c\u3058\u540d\u524d\u306b\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002**\n\n**\u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\u306e\u884c\u306f\u3001\u7167\u5408\u306b\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u5408\u8a08\u306e\u884c\u306e\u6570\u5b57\u306f\u59d4\u8a17\u5148\u306e\u8a08\u7b97\u3067\u3001**\u305d\u308c\u304c\u65e5\u3054\u3068\u306e\u884c\u306e\u548c\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u4ed5\u4e8b\u306e1\u3064\u3067\u3059\u3002** \u5408\u8a08\u306e\u884c\u306f\u5225\u306e\u9805\u76ee\u3068\u3057\u3066\u53d6\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5408\u8a08\u3068\u306e\u5dee\u3092\u898b\u307e\u3059\u3002\n\n\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306f\u3001\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f**\u66f8\u5f0f\u306b\u3088\u3089\u305a `ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE` \u306e\u540d\u524d\u3067\u8fd4\u308a\u3001\u30e9\u30d9\u30eb\u306e\u539f\u6587\u304c `LabelDetection`\u3001\u5024\u304c `ValueDetection` \u306b\u5165\u308a\u307e\u3059\u3002** \u6642\u9593\u304c `QUANTITY` \u306b\u5165\u308b\u304b `ITEM` \u306e\u6587\u306b\u6df7\u3056\u308b\u304b\u306f\u59d4\u8a17\u5148\u306b\u3088\u308b\u306e\u3067\u3001\u305d\u306e\u305d\u308d\u3048\u76f4\u3057\u3092\u751f\u6210AI\u306b\u4efb\u305b\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 `StartExpenseAnalysis` \u306f JPEG\u30fbPNG\u30fbPDF \u3092\u6271\u3046\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Excel \u3067\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f PDF \u306b\u3057\u3066\u304b\u3089\u5165\u308c\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u306a\u3089\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u3001\u59d4\u8a17\u5148\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u983c\u307f\u307e\u3059**\n3. **\u6587\u5b57\u306e\u5927\u304d\u3055** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150 DPI \u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u8868\u8a08\u7b97\u304b\u3089\u7e2e\u5c0f\u3057\u3066\u5370\u5237\u3057\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f\u3001\u3053\u306e\u4e0b\u9650\u3092\u5272\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n4. **\u671f\u9593\u306e\u78ba\u8a8d** \u2026 \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u671f\u9593\u304c\u8acb\u6c42\u306e\u6708\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u300cPeriod\u300d\u306e\u5024\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\u524d\u6708\u5206\u304c\u6df7\u3056\u3063\u3066\u3044\u308c\u3070\u5206\u3051\u307e\u3059\n5. **\u540d\u7c3f\u3068\u306e\u7a81\u304d\u5408\u308f\u305b** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u306e\u8981\u54e1\u304c\u5951\u7d04\u306e\u53f0\u5e33\u306e\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u304b\u3092\u5148\u306b\u898b\u307e\u3059\u3002\u8f09\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u7167\u5408\u306e\u524d\u306b `needs_human` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u306f\u3001\u59d4\u8a17\u5148\u306b\u66f8\u5f0f\u3092\u983c\u3080\u307b\u3046\u304c\u65e9\u304f\u7247\u4ed8\u304d\u307e\u3059\u3002** 1\u679a\u306b1\u304b\u6708\u3092\u53ce\u3081\u3088\u3046\u3068\u3057\u3066\u7e2e\u5c0f\u3057\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u591a\u3044\u306e\u3067\u3001**2\u30da\u30fc\u30b8\u306b\u5206\u304b\u308c\u3066\u3088\u3044\u3068\u4f1d\u3048\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u6c7a\u307e\u3063\u305f\u5f62\u306e\u884c\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u9805\u76ee | \u3055\u305b\u308b\u3053\u3068 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u8981\u54e1\u306e\u540d\u524d | \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u540d\u524d\u3068\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u540d\u524d\u3092\u3001\u305d\u306e\u307e\u307e\u5199\u3059 | 1\u679a\u306b\u8907\u6570\u306e\u540d\u524d\u304c\u3042\u308c\u3070 `ambiguous` |\n| \u65e5\u4ed8 | \u65e5\u4ed8\u306e\u5217\u3092\u5e74\u6708\u65e5\u306b\u305d\u308d\u3048\u308b\u3002\u9031\u306e\u8868\u306f\u66dc\u65e5\u3068\u9031\u306e\u958b\u59cb\u65e5\u304b\u3089\u65e5\u4ed8\u306b\u3059\u308b | \u65e5\u3068\u6708\u306e\u4e26\u3073\u304c\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6642\u9593 | \u6642\u9593\u306e\u5217\u3092\u6570\u306b\u3059\u308b\u3002\u300c7:30\u300d\u306f7.5\u3001\u300c7.5\u300d\u306f7.5 | \u6570\u3068\u3057\u3066\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4f5c\u696d | \u4f5c\u696d\u5185\u5bb9\u3068\u30c1\u30b1\u30c3\u30c8\u756a\u53f7\u3092\u5199\u3059 | \u7a7a\u306a\u3089\u7a7a\u306e\u307e\u307e |\n| \u8acb\u6c42\u66f8\u306e\u660e\u7d30 | \u660e\u7d30\u306e\u884c\u3054\u3068\u306b\u3001\u8981\u54e1\u306e\u540d\u524d\u30fb\u6642\u9593\u30fb\u5358\u4fa1\u30fb\u91d1\u984d\u3092\u5206\u3051\u308b | \u6642\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u660e\u7d30\u306f\u6642\u9593\u3092\u7a7a\u306b\u3059\u308b |\n\n**\u6642\u9593\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b\u306e\u304c\u3001\u751f\u6210AI\u306b\u3044\u3061\u3070\u3093\u5411\u3044\u3066\u3044\u308b\u4ed5\u4e8b\u3067\u3059\u3002** \u300c7:30\u300d\u300c7.5\u300d\u300c7h30m\u300d\u300c7.30\u300d\u304c\u59d4\u8a17\u5148\u306b\u3088\u3063\u3066\u6df7\u3056\u308a\u3001**\u300c7.30\u300d\u304c7\u6642\u959330\u5206\u306a\u306e\u304b7.3\u6642\u9593\u306a\u306e\u304b**\u306f\u3001\u540c\u3058\u8868\u306e\u307b\u304b\u306e\u884c\u3092\u898b\u306a\u3044\u3068\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002\u8868\u306e\u4e2d\u3067\u66f8\u304d\u65b9\u304c\u4e00\u5b9a\u3057\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u6c7a\u3081\u3001**\u4e00\u5b9a\u3057\u3066\u3044\u306a\u3051\u308c\u3070 `ambiguous` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u6642\u9593\u306e\u5408\u8a08\u30fb\u91d1\u984d\u306e\u8a08\u7b97 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046\u3002\u8aad\u307f\u843d\u3068\u3057\u306e\u884c\u304c\u7d50\u679c\u306b\u7d1b\u308c\u8fbc\u3080 |\n| \u4e0a\u9650\u3092\u8d85\u3048\u305f\u304b\u306e\u5224\u5b9a | \u5951\u7d04\u306e\u53f0\u5e33\u306b\u7167\u3089\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u308b |\n| \u540d\u524d\u306e\u5bc4\u305b\u5408\u308f\u305b | \u53f0\u5e33\u306e\u5225\u540d\u306e\u5217\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u7a7a\u306e\u6642\u9593\u306e\u88dc\u5b8c | \u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u308b |","prompt_example":"```\n\u3042\u306a\u305f\u306f\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u3067\u3001\u6d77\u5916\u306e\u958b\u767a\u59d4\u8a17\u5148\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\n\u8acb\u6c42\u66f8\u3092\u3001\u7167\u5408\u306e\u305f\u3081\u306e\u884c\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3059\u306e\u306f AWS Textract \u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff08\u8868\u306e\u30bb\u30eb\u3001\u30ad\u30fc\u3068\u5024\u306e\u7d44\u3001\n\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3068\u6a19\u6e96\u306e\u9805\u76ee\uff09\u3060\u3051\u3067\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3067\u305d\u308d\u3048\u308b\u884c\u3011\n- resource_name: \u66f8\u304b\u308c\u305f\u540d\u524d\u3092\u305d\u306e\u307e\u307e\u5199\u3059\n- date: YYYY-MM-DD\n- hours: \u6570\u3002\"7:30\" \u306f 7.5\u3001\"7h30m\" \u306f 7.5\n- task: \u4f5c\u696d\u5185\u5bb9\u3001ticket: \u30c1\u30b1\u30c3\u30c8\u756a\u53f7\uff08\u7121\u3051\u308c\u3070\u7a7a\uff09\n\n\u3010\u8acb\u6c42\u66f8\u3067\u305d\u308d\u3048\u308b\u884c\u3011\n- resource_name, hours, unit_rate, amount, currency\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6642\u9593\u306e\u5408\u8a08\u3001\u91d1\u984d\u306e\u639b\u3051\u7b97\u3001\u4e0a\u9650\u3068\u306e\u6bd4\u8f03\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \"7.30\" \u306e\u3088\u3046\u306b\u3001\u6642\u9593\u3068\u5206\u306e\u533a\u5207\u308a\u304b\u5c0f\u6570\u304b\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044\u66f8\u304d\u65b9\u304c\u3042\u308b\u3068\u304d\u306f\u3001\n  \u540c\u3058\u8868\u306e\u307b\u304b\u306e\u884c\u306e\u66f8\u304d\u65b9\u3092\u898b\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070\n  status \u3092 ambiguous \u306b\u3057\u3001raw \u306b\u5143\u306e\u6587\u5b57\u5217\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6642\u9593\u306e\u6b04\u304c\u7a7a\u306e\u884c\u306f hours \u3092 null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u30020 \u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\u306e\u884c\u306f rows \u306b\u5165\u308c\u305a\u3001vendor_total \u306b\u5225\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u305f\u308a\u3001\u4f3c\u305f\u540d\u524d\u3092\u540c\u3058\u4eba\u3068\u307f\u306a\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9031\u3054\u3068\u306e\u8868\u3067\u65e5\u4ed8\u304c\u7121\u3044\u3068\u304d\u306f\u3001\u9031\u306e\u958b\u59cb\u65e5\u3068\u66dc\u65e5\u304b\u3089\u65e5\u4ed8\u306b\u3057\u3001\n  date_source \u3092 derived \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u9031\u306e\u958b\u59cb\u65e5\u304c\u7121\u3051\u308c\u3070 ambiguous \u3067\u3059\u3002\n- evidence \u306b\u306f\u3001\u6839\u62e0\u306b\u3057\u305f\u30bb\u30eb\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011{doc_type}\n\u3010\u59d4\u8a17\u5148\u3011{vendor_code}\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u7a7a\u306e\u6642\u9593\u30920\u306b\u3057\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u7a7a\u6b04\u304c0\u3068\u3057\u3066\u5165\u308a\u307e\u3059\u3002** 0\u3068\u7a7a\u306f\u5408\u8a08\u3067\u306f\u540c\u3058\u306b\u898b\u3048\u307e\u3059\u304c\u3001**\u7a7a\u306f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u8a18\u5165\u6f0f\u308c\u3067\u30010\u306f\u4f5c\u696d\u3057\u306a\u304b\u3063\u305f\u65e5\u3067\u3059\u3002** \u8a18\u5165\u6f0f\u308c\u306e\u65e5\u3092\u59d4\u8a17\u5148\u306b\u78ba\u304b\u3081\u308b\u7406\u7531\u304c\u30010\u306b\u3059\u308b\u3068\u6d88\u3048\u307e\u3059\u3002\n\n**\u300c\u4f3c\u305f\u540d\u524d\u3092\u540c\u3058\u4eba\u3068\u307f\u306a\u3055\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u540c\u3058\u59d4\u8a17\u5148\u306b\u540c\u3058\u59d3\u306e\u8981\u54e1\u304c\u8907\u6570\u3044\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002**\u5bc4\u305b\u308b\u306e\u306f\u53f0\u5e33\u306e\u5225\u540d\u306e\u5217\u3067\u3001\u751f\u6210AI\u306e\u5224\u65ad\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","output_data":"**\u5fdc\u7b54\u306f\u3001Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u6b21\u306e\u5f62\u306e JSON \u306b\u56fa\u5b9a\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001`output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n```json\n{\n  \"doc_id\": \"V02_202609_TS_017\",\n  \"doc_type\": \"timesheet\",\n  \"vendor_code\": \"V02\",\n  \"resource_name\": \"Nguyen Van A\",\n  \"period\": { \"from\": \"2026-09-01\", \"to\": \"2026-09-30\" },\n  \"rows\": [\n    { \"date\": \"2026-09-01\", \"date_source\": \"explicit\", \"hours\": 8.0,\n      \"raw\": \"8:00\", \"task\": \"API bug fix\", \"ticket\": \"PRJ-1182\",\n      \"status\": \"ok\", \"confidence\": 97.8, \"evidence\": \"8:00\" }\n  ],\n  \"vendor_total\": { \"hours\": 168.0, \"raw\": \"168:00\" },\n  \"approved_by\": \"\"\n}\n```\n\n**\u7167\u5408\u306e\u7d50\u679c\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u307e\u3059\u3002**\n\n| \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u308b\u9805\u76ee | \u6c7a\u3081\u65b9 |\n|:--|:--|\n| `sum_hours` | `rows` \u306e `hours` \u306e\u548c\u3002`null` \u306e\u884c\u306f\u6570\u3048\u305a\u3001\u4ef6\u6570\u3092\u5225\u306b\u6570\u3048\u308b |\n| `vendor_total_diff` | `sum_hours` \u3068 `vendor_total` \u306e\u5dee |\n| `cap_check` | \u5951\u7d04\u306e\u53f0\u5e33\u306e\u6708\u306e\u4e0a\u9650\u6642\u9593\u3068\u306e\u6bd4\u8f03\u3002\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u304c\u3042\u308c\u3070 `approved_over` |\n| `rate_check` | \u8acb\u6c42\u66f8\u306e `unit_rate` \u3068\u53f0\u5e33\u306e\u5f79\u5272\u306e\u6642\u9593\u5358\u4fa1\u304c\u540c\u3058\u304b |\n| `amount_check` | `sum_hours` \u00d7 \u53f0\u5e33\u306e\u5358\u4fa1\u3068\u3001\u8acb\u6c42\u66f8\u306e `amount` \u306e\u5dee |\n| `calendar_flags` | \u571f\u65e5\u30fb\u795d\u65e5\u30fb1\u65e5\u306e\u6642\u9593\u304c\u591a\u3059\u304e\u308b\u65e5\u306e\u4e00\u89a7 |\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `match` | \u4e0a\u9650\u306e\u5185\u5074\uff08\u307e\u305f\u306f\u627f\u8a8d\u6e08\u307f\uff09\u3001\u5358\u4fa1\u304c\u540c\u3058\u3001\u91d1\u984d\u306e\u5dee\u304c0\u3001`vendor_total_diff` \u304c0 |\n| `over_cap` | \u4e0a\u9650\u3092\u8d85\u3048\u3001\u627f\u8a8d\u306e\u8a18\u9332\u304c\u7121\u3044 |\n| `amount_mismatch` | \u5358\u4fa1\u304c\u9055\u3046\u3001\u91d1\u984d\u306b\u5dee\u304c\u3042\u308b\u3001\u59d4\u8a17\u5148\u306e\u5408\u8a08\u304c\u884c\u306e\u548c\u3068\u5408\u308f\u306a\u3044 |\n| `needs_human` | `ambiguous`\u30fb`unreadable`\u30fb`null` \u306e\u6642\u9593\u3001\u540d\u7c3f\u306b\u7121\u3044\u540d\u524d\u3001`calendar_flags` \u304c\u3042\u308b |\n\n**JSON \u3067\u53d7\u3051\u308b\u7406\u7531\u306f\u3001\u5c64\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5951\u7d04\u306e\u4e0a\u9650\u6642\u9593\u3084\u5358\u4fa1\u304c\u6539\u307e\u3063\u3066\u3082\u3001**\u4fdd\u5b58\u3057\u305f\u884c\u306b\u65b0\u3057\u3044\u6761\u4ef6\u3092\u5f53\u3066\u76f4\u3059\u3060\u3051\u3067\u3001\u7167\u5408\u3092\u3084\u308a\u76f4\u305b\u307e\u3059\u3002** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u76f4\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 Lambda \u3092\u8d77\u52d5 | \u65b0\u3057\u3044PDF\u3092\u691c\u77e5\u3057\u3001\u7a2e\u985e\u3067\u632f\u308a\u5206\u3051\u308b |\n| AWS Textract | `StartDocumentAnalysis`\uff0f`StartExpenseAnalysis` \u3068\u5404 Get \u64cd\u4f5c | \u5206\u6790\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u306e\u3042\u3068\u306b\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | Messages API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u884c\u306e\u305d\u308d\u3048\u76f4\u3057\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d |\n| \u5951\u7d04\u306e\u53f0\u5e33 | \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u8aad\u3080 | \u540d\u7c3f\u30fb\u5225\u540d\u30fb\u5358\u4fa1\u30fb\u4e0a\u9650\u6642\u9593\u30fb\u627f\u8a8d\u306e\u8a18\u9332 |\n| \u7167\u5408\u306e\u4e00\u89a7 | \u8868\u3092\u66f8\u304d\u51fa\u3059 | \u8981\u54e1\u3054\u3068\u306e\u5224\u5b9a\u3068\u7406\u7531 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u5165\u529b\u7d4c\u8def | \u652f\u6255\u306e\u627f\u8a8d\u306f\u4eba\u304c\u56de\u3059 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u7d50\u679c\u307e\u3067\u3067\u3001**\u652f\u6255\u306e\u627f\u8a8d\u306f\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u7d4c\u7406\u304c\u884c\u3044\u307e\u3059\u3002** \u5951\u7d04\u306e\u53f0\u5e33\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u3092\u8db3\u3059\u306e\u306f\u3001\u627f\u8a8d\u3057\u305f\u4eba\u3067\u3059\u3002","human_review":"**\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u958b\u304f\u306e\u306f `match` \u4ee5\u5916\u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002**\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u6642\u9593\u304c\u7a7a\u306e\u65e5\u3001\u540d\u7c3f\u306b\u7121\u3044\u540d\u524d\u3001\u571f\u65e5\u30fb\u795d\u65e5\u306e\u4f5c\u696d\u3092\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u539f\u672c\u3067\u78ba\u304b\u3081\u307e\u3059\n2. **`over_cap` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4e8b\u524d\u306e\u627f\u8a8d\u304c\u53f0\u5e33\u306b\u8f09\u3063\u3066\u3044\u306a\u3044\u3060\u3051\u306a\u3089\u3001\u627f\u8a8d\u3057\u305f\u4eba\u306b\u8a18\u9332\u3092\u983c\u307f\u307e\u3059\n3. **`amount_mismatch` \u306e\u5dee\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5358\u4fa1\u306e\u9055\u3044\u304b\u3001\u6642\u9593\u306e\u8aad\u307f\u9055\u3044\u304b\u3092\u539f\u672c\u3067\u898b\u307e\u3059\n4. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u59d4\u8a17\u5148\u306e\u7a93\u53e3\u3078\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u91d1\u984d\u306e\u5dee\u306e\u539f\u56e0\u304c\u3001OCR\u304c\u300c7.5\u300d\u3092\u300c75\u300d\u3068\u8aad\u3093\u3060\u3053\u3068\u3060\u3063\u305f\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u3042\u308a\u3048\u307e\u3059\u3002**\u554f\u3044\u5408\u308f\u305b\u306e\u524d\u306b\u539f\u672c\u3092\u898b\u308b\u306e\u306f\u3001\u7a7a\u632f\u308a\u306e1\u901a\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u958b\u304f\u306e\u306f2\u301c3\u5272\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3059\u3002**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u53f0\u5e33\u306e\u5225\u540d\u304b\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305f PDF | \u5206\u6790\u306b\u56de\u3055\u305a\u3001\u59d4\u8a17\u5148\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u983c\u3080 |\n| Excel \u3067\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u5c4a\u304f | PDF \u306b\u3057\u3066\u304b\u3089\u5206\u6790\u3059\u308b |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u6b04\u304c\u3042\u308b | \u8aad\u3081\u306a\u3044\u524d\u63d0\u3067\u6271\u3046\u3002**\u82f1\u8a9e\u3067\u51fa\u3059\u3088\u3046\u59d4\u8a17\u5148\u306b\u983c\u3080** |\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u5c4a\u304b\u306a\u3044\u8981\u54e1\u304c\u3044\u308b | \u8acb\u6c42\u66f8\u306b\u660e\u7d30\u304c\u3042\u308c\u3070 `needs_human`\u3002**\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u7121\u3044\u8acb\u6c42\u306f\u7167\u5408\u3057\u306a\u3044** |\n| \u8acb\u6c42\u66f8\u306b\u540d\u7c3f\u306b\u7121\u3044\u8981\u54e1\u306e\u660e\u7d30\u304c\u3042\u308b | `needs_human`\u3002\u5951\u7d04\u306e\u5909\u66f4\u304c\u53f0\u5e33\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u307e\u305a\u898b\u308b |\n| \u6642\u9593\u306e\u66f8\u304d\u65b9\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044 | `ambiguous`\u3002\u539f\u672c\u3067\u898b\u3066\u76f4\u3059 |\n| \u5206\u6790\u304c `FAILED` \u3067\u7d42\u308f\u308b | \u4fdd\u7ba1\u5148\u306b\u6b8b\u3057\u3001\u62c5\u5f53\u3078\u901a\u77e5\u3059\u308b |\n| \u540c\u6642\u306b\u59cb\u3081\u305f\u5206\u6790\u304c\u591a\u3059\u304e\u308b | `LimitExceededException`\u3002\u5c11\u3057\u5f85\u3063\u3066\u59cb\u3081\u76f4\u3059 |\n\n**4\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u5951\u7d04\u306e\u5909\u66f4\u3068\u66f8\u985e\u306e\u6d41\u308c\u306e\u305a\u308c\u304b\u3089\u8d77\u304d\u307e\u3059\u3002** \u8981\u54e1\u306e\u4ea4\u4ee3\u304c\u53f0\u5e33\u3088\u308a\u5148\u306b\u8d77\u304d\u308b\u3068\u3001**\u540d\u7c3f\u306b\u7121\u3044\u4eba\u306e\u8acb\u6c42\u3068\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u7121\u3044\u4eba\u306e\u8acb\u6c42**\u304c\u540c\u3058\u6708\u306b\u51fa\u307e\u3059\u3002","log_storage":"- \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306e\u539f\u672c\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u59d4\u8a17\u5148\n- Textract \u306e\u7d50\u679c\u306e\u5168\u6587\u3068 `JobId`\n- \u751f\u6210AI\u304c\u305d\u308d\u3048\u305f\u884c\u306e JSON \u3068\u3001\u305d\u306e\u3068\u304d\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7248\n- \u7167\u5408\u306e\u7d50\u679c\uff08`sum_hours`\u3001`cap_check`\u3001`amount_check`\u3001`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u5951\u7d04\u306e\u53f0\u5e33\u306e\u5185\u5bb9**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u8981\u54e1\u3092\u3001\u3069\u306e\u7406\u7531\u3067 `match` \u306b\u3057\u305f\u304b\n- \u554f\u3044\u5408\u308f\u305b\u306e\u65e5\u6642\u3001\u59d4\u8a17\u5148\u306e\u56de\u7b54\u3001\u8a02\u6b63\u3055\u308c\u305f\u8acb\u6c42\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**4\u3064\u76ee\u3067\u300c\u305d\u306e\u3068\u304d\u306e\u53f0\u5e33\u306e\u5185\u5bb9\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u5951\u7d04\u304c\u6708\u306e\u9014\u4e2d\u3067\u6539\u307e\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u5f53\u6642\u306e\u5358\u4fa1\u3068\u4e0a\u9650\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u5f8c\u304b\u3089\u7167\u5408\u306e\u7d50\u679c\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":2,"assumption_frequency":120,"assumption_workdays":20,"volume_month":120,"before_minutes_per_case":12,"after_minutes_per_case":3,"hourly_cost":3500,"before_hours_month":24,"after_hours_month":6,"saved_hours_month":18,"reduction_rate":75,"saved_hours_year":216,"annual_cost_effect":756000,"summary":"\u6d77\u5916\u306e\u958b\u767a\u59d4\u8a17\u5148\u304b\u3089\u6bce\u6708\u5c4a\u304f\u82f1\u6587\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u8981\u54e1\u3054\u3068\u30fb\u65e5\u3054\u3068\u306e\u5de5\u6570\u3092\u8868\u306b\u305d\u308d\u3048\u307e\u3059\u3002\u5951\u7d04\u306e\u5358\u4fa1\u3068\u6708\u306e\u4e0a\u9650\u6642\u9593\u306b\u7167\u3089\u3057\u3066\u3001\u8d85\u904e\u30fb\u5358\u4fa1\u306e\u9055\u3044\u30fb\u8acb\u6c42\u984d\u306e\u98df\u3044\u9055\u3044\u3092\u652f\u6255\u306e\u524d\u306b\u62fe\u3044\u307e\u3059\u3002","before_flow":"1. \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u59d4\u8a17\u5148\u304b\u3089\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306ePDF\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u30921\u679a\u305a\u3064\u958b\u304d\u3001\u65e5\u3054\u3068\u306e\u6642\u9593\u3092\u8868\u8a08\u7b97\u306b\u6253\u3061\u76f4\u3057\u3066\u3001\u8981\u54e1\u3054\u3068\u306e\u6708\u306e\u5408\u8a08\u3092\u51fa\u3059\n3. \u5951\u7d04\u306e\u53f0\u5e33\u3092\u958b\u304d\u3001\u8981\u54e1\u304c\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u304b\u3001\u6708\u306e\u4e0a\u9650\u6642\u9593\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u6bd4\u3079\u308b\n4. \u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3092\u958b\u304d\u3001\u8981\u54e1\u3054\u3068\u306e\u6642\u9593\u3068\u5358\u4fa1\u3068\u91d1\u984d\u304c\u30012\u756a\u306e\u5408\u8a08\u3068\u5951\u7d04\u306e\u5358\u4fa1\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u6bd4\u3079\u308b\n5. \u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u59d4\u8a17\u5148\u306e\u7a93\u53e3\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30fc\u30eb\u3092\u66f8\u304f\n6. \u5408\u3063\u3066\u3044\u308c\u3070\u3001\u7d4c\u7406\u306b\u652f\u6255\u306e\u627f\u8a8d\u3092\u56de\u3059\n\n**\uff08a\uff09\u6253\u3061\u76f4\u3057\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 1\u4eba\u5206\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f1\u304b\u6708\u306720\u884c\u524d\u5f8c\u3042\u308a\u3001**120\u4eba\u5206\u3092\u6253\u3061\u76f4\u3059\u3068\u3001\u305d\u308c\u3060\u3051\u3067\u6708\u521d\u306e2\u65e5\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u6253\u3061\u76f4\u3057\u306e\u8aa4\u308a\u3067\u3001\u5408\u3063\u3066\u3044\u308b\u8acb\u6c42\u3092\u98df\u3044\u9055\u3044\u3068\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u305f\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u4e0a\u9650\u306e\u8d85\u904e\u306f\u3001\u5408\u8a08\u3067\u3057\u304b\u898b\u3048\u306a\u3044\u3002** \u65e5\u3054\u3068\u306e\u6642\u9593\u306f1\u884c\u305a\u3064\u898b\u308c\u3070\u666e\u901a\u306e\u6570\u5b57\u3067\u3001**\u6708\u306e\u5408\u8a08\u3092\u51fa\u3057\u3066\u306f\u3058\u3081\u3066\u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002** 2\u756a\u3092\u7701\u3044\u3066\u8acb\u6c42\u66f8\u306e\u5408\u8a08\u3060\u3051\u3092\u898b\u308b\u3068\u3001\u8d85\u904e\u306f\u8acb\u6c42\u66f8\u306e\u91d1\u984d\u306e\u4e2d\u306b\u57cb\u3082\u308c\u307e\u3059\u3002\n\n**\uff08c\uff09\u8acb\u6c42\u66f8\u3068\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u98df\u3044\u9055\u3044\u306f\u3001\u884c\u306e\u5bfe\u5fdc\u304b\u3089\u59cb\u307e\u308b\u3002** \u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u540d\u524d\u3068\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u540d\u524d\u306e\u8868\u8a18\u304c\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u8ab0\u306e\u884c\u3068\u8ab0\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3092\u6bd4\u3079\u308b\u304b\u3092\u6c7a\u3081\u308b\u3068\u3053\u308d\u3067\u3001\u307e\u305a\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u671f\u9650\u304c\u3042\u308b\u306e\u3067\u7701\u304b\u308c\u308b\u3002** \u652f\u6255\u306e\u627f\u8a8d\u306e\u671f\u9650\u304c\u8fd1\u3044\u6708\u306f\u3001**\u8acb\u6c42\u66f8\u306e\u5408\u8a08\u3068\u524d\u6708\u306e\u5dee\u3060\u3051\u3092\u898b\u3066\u627f\u8a8d\u306b\u56de\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u305d\u306e\u6708\u306e\u8d85\u904e\u306f\u3001\u7fcc\u6708\u4ee5\u964d\u306e\u5951\u7d04\u306e\u898b\u76f4\u3057\u306e\u3068\u304d\u306b\u898b\u3064\u304b\u308a\u307e\u3059\u3002","before_flow_steps":["\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u59d4\u8a17\u5148\u304b\u3089\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306ePDF\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u30921\u679a\u305a\u3064\u958b\u304d\u3001\u65e5\u3054\u3068\u306e\u6642\u9593\u3092\u8868\u8a08\u7b97\u306b\u6253\u3061\u76f4\u3057\u3066\u3001\u8981\u54e1\u3054\u3068\u306e\u6708\u306e\u5408\u8a08\u3092\u51fa\u3059","\u5951\u7d04\u306e\u53f0\u5e33\u3092\u958b\u304d\u3001\u8981\u54e1\u304c\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u304b\u3001\u6708\u306e\u4e0a\u9650\u6642\u9593\u3092\u8d85\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u6bd4\u3079\u308b","\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3092\u958b\u304d\u3001\u8981\u54e1\u3054\u3068\u306e\u6642\u9593\u3068\u5358\u4fa1\u3068\u91d1\u984d\u304c\u30012\u756a\u306e\u5408\u8a08\u3068\u5951\u7d04\u306e\u5358\u4fa1\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u6bd4\u3079\u308b","\u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u59d4\u8a17\u5148\u306e\u7a93\u53e3\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30fc\u30eb\u3092\u66f8\u304f","\u5408\u3063\u3066\u3044\u308c\u3070\u3001\u7d4c\u7406\u306b\u652f\u6255\u306e\u627f\u8a8d\u3092\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306ePDF\u3092\u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\u306b\u5165\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304b\u8acb\u6c42\u66f8\u304b\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u30681\u30da\u30fc\u30b8\u76ee\u3067\u5206\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f\u8868\u306e\u5206\u6790\u3001\u8acb\u6c42\u66f8\u306f\u8acb\u6c42\u66f8\u306e\u5206\u6790\u3067OCR\u306b\u304b\u3051\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u300c\u8981\u54e1\u30fb\u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u300d\u306e\u884c\u3068\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u884c\u306b\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8981\u54e1\u3054\u3068\u306b\u6642\u9593\u3092\u8db3\u3057\u3001\u540d\u7c3f\u30fb\u4e0a\u9650\u6642\u9593\u30fb\u5358\u4fa1\u3068\u7167\u5408\u3057\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u8981\u54e1\u3054\u3068\u306b `match` \uff0f `over_cap` \uff0f `amount_mismatch` \uff0f `needs_human` \u3092\u4ed8\u3051\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c `match` \u4ee5\u5916\u306e\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u539f\u672c\u3068\u898b\u6bd4\u3079\u308b\n8. **\u3010\u4eba\u3011** \u554f\u3044\u5408\u308f\u305b\u304c\u8981\u308b\u3082\u306e\u306f\u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u59d4\u8a17\u5148\u3078\u9001\u308a\u3001\u56de\u7b54\u3092\u5f85\u3064\n9. **\u3010\u4eba\u3011** \u98df\u3044\u9055\u3044\u304c\u7247\u4ed8\u3044\u305f\u59d4\u8a17\u5148\u304b\u3089\u3001\u7d4c\u7406\u306b\u652f\u6255\u306e\u627f\u8a8d\u3092\u56de\u3059\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u8981\u54e1\u3054\u3068\u306e\u5408\u8a08\u304c\u4e0a\u9650\u306e\u5185\u5074\u306b\u3042\u308a\u3001\u8acb\u6c42\u66f8\u306e\u91d1\u984d\u3068\u3082\u5408\u3046\u3082\u306e\u306f\u3001\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u7d42\u308f\u308a\u306b\u3057\u307e\u3059\u3002**\u4eba\u306e\u6642\u9593\u306f\u3001\u8d85\u904e\u3068\u98df\u3044\u9055\u3044\u306e\u8aac\u660e\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u4f7f\u3044\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u3067\u8a08\u7b97\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u7f6e\u3044\u3066\u3044\u308b\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u6642\u9593\u306e\u5408\u8a08\u3068\u91d1\u984d\u306e\u639b\u3051\u7b97\u306f\u3001\u4f55\u5ea6\u3084\u3063\u3066\u3082\u540c\u3058\u7b54\u3048\u306b\u306a\u308b\u51e6\u7406\u3067\u3059\u3002**\u751f\u6210AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u3070\u3089\u3070\u3089\u306a\u66f8\u5f0f\u306e\u8868\u3092\u540c\u3058\u5f62\u306e\u884c\u306b\u305d\u308d\u3048\u308b\u3068\u3053\u308d\u307e\u3067\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u3001\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306ePDF\u3092\u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\u306b\u5165\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304b\u8acb\u6c42\u66f8\u304b\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u30681\u30da\u30fc\u30b8\u76ee\u3067\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f\u8868\u306e\u5206\u6790\u3001\u8acb\u6c42\u66f8\u306f\u8acb\u6c42\u66f8\u306e\u5206\u6790\u3067OCR\u306b\u304b\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u300c\u8981\u54e1\u30fb\u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u300d\u306e\u884c\u3068\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u884c\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8981\u54e1\u3054\u3068\u306b\u6642\u9593\u3092\u8db3\u3057\u3001\u540d\u7c3f\u30fb\u4e0a\u9650\u6642\u9593\u30fb\u5358\u4fa1\u3068\u7167\u5408\u3057\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3068\u7a81\u304d\u5408\u308f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u8981\u54e1\u3054\u3068\u306b `match` \uff0f `over_cap` \uff0f `amount_mismatch` \uff0f `needs_human` \u3092\u4ed8\u3051\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c `match` \u4ee5\u5916\u306e\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u539f\u672c\u3068\u898b\u6bd4\u3079\u308b","**\u3010\u4eba\u3011** \u554f\u3044\u5408\u308f\u305b\u304c\u8981\u308b\u3082\u306e\u306f\u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u59d4\u8a17\u5148\u3078\u9001\u308a\u3001\u56de\u7b54\u3092\u5f85\u3064","**\u3010\u4eba\u3011** \u98df\u3044\u9055\u3044\u304c\u7247\u4ed8\u3044\u305f\u59d4\u8a17\u5148\u304b\u3089\u3001\u7d4c\u7406\u306b\u652f\u6255\u306e\u627f\u8a8d\u3092\u56de\u3059"],"architecture":"```\n\u82f1\u6587\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\uff08\u30e1\u30fc\u30eb\u6dfb\u4ed8\u306ePDF\uff09\n   \u2502  \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\u3078\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u4fdd\u7ba1\u5148\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304b\u8acb\u6c42\u66f8\u304b\u306e\u632f\u308a\u5206\u3051\u3001\u5f62\u5f0f\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u251c\u2500\u2500\u25b6 \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\uff1aAWS Textract\uff08StartDocumentAnalysis\uff1aTABLES\u30fbFORMS\uff09\n   \u2514\u2500\u2500\u25b6 \u8acb\u6c42\u66f8\u3000\u3000\u3000\uff1aAWS Textract\uff08StartExpenseAnalysis\uff1a\u660e\u7d30\u3068\u5408\u8a08\uff09\n   \u25bc\nClaude API \u2500\u2500 \u884c\u306e\u305d\u308d\u3048\u76f4\u3057\n   \u2502   \u2460 \u8981\u54e1\u306e\u540d\u524d  \u2461 \u65e5\u4ed8  \u2462 \u6642\u9593  \u2463 \u4f5c\u696d\u30fb\u30c1\u30b1\u30c3\u30c8\u756a\u53f7  \u2464 \u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u884c\n   \u25bc\nPython \u2500\u2500 \u8981\u54e1\u3054\u3068\u306e\u96c6\u8a08\uff0f\u540d\u7c3f\u30fb\u4e0a\u9650\u6642\u9593\u30fb\u5358\u4fa1\u3068\u306e\u7167\u5408\uff0f\u8acb\u6c42\u66f8\u3068\u306e\u7a81\u304d\u5408\u308f\u305b\n   \u25bc\n\u8981\u54e1\u3054\u3068\u306e\u5224\u5b9a\uff08match \uff0f over_cap \uff0f amount_mismatch \uff0f needs_human\uff09\uff0b \u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\n   \u25bc\n\u3010\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u59d4\u8a17\u5148\u3078\u306e\u554f\u3044\u5408\u308f\u305b\n   \u2514\u2500\u2500\u25b6 \u7d4c\u7406\u3078\u652f\u6255\u306e\u627f\u8a8d\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fStartExpenseAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u884c\u306e\u305d\u308d\u3048\u76f4\u3057\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u96c6\u8a08 | Python\uff08\u8981\u54e1\u3054\u3068\u306e\u96c6\u8a08\u3068\u3001\u5951\u7d04\u306e\u6761\u4ef6\u30fb\u8acb\u6c42\u66f8\u3068\u306e\u7167\u5408\uff09 | \u8868\u8a08\u7b97\u306e\u95a2\u6570 |\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\u539f\u672c\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\u3001\u78ba\u8a8d\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u5951\u7d04\u306e\u53f0\u5e33\u3068\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u3092**\u300c\u59d4\u8a17\u5148\u30fb\u8981\u54e1\u306e\u540d\u524d\u30fb\u5f79\u5272\u30fb\u6642\u9593\u5358\u4fa1\u30fb\u6708\u306e\u4e0a\u9650\u6642\u9593\u30fb\u5951\u7d04\u306e\u671f\u9593\u300d**\u306e\u5217\u3092\u6301\u3064\u8868\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002SOW\u306e PDF \u306e\u307e\u307e\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u7167\u5408\u3067\u304d\u307e\u305b\u3093\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u306f\u3001\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**\u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u59d4\u8a17\u5148\u306e\u56fd\u306e\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u305f\u66f8\u985e\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u6271\u3048\u307e\u305b\u3093\u3002**\u82f1\u8a9e\u3067\u51fa\u3059\u3053\u3068\u3092\u5951\u7d04\u306e\u6761\u4ef6\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002**\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u66f8\u985e\u306e\u7a2e\u985e\u3054\u3068\u306b\u5206\u6790\u306e\u6a5f\u80fd\u3092\u9078\u3079\u308b\u3053\u3068\u3067\u3059\u3002** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f `StartDocumentAnalysis` \u306e `TABLES` \u3067\u8868\u3068\u3057\u3066\u8aad\u307f\u3001\u30bb\u30eb\u306e\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3092\u53d6\u308a\u307e\u3059\u3002\u8acb\u6c42\u66f8\u306f `StartExpenseAnalysis` \u3067\u8aad\u307f\u3001\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f**\u660e\u7d30\u306e\u884c\uff08`EXPENSE_ROW`\uff09\u3068\u3001`ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE`\u3001\u5408\u8a08\u306e `TOTAL` \u3084 `SUBTOTAL` \u306a\u3069\u306e\u6a19\u6e96\u306e\u9805\u76ee**\u304c\u3001\u66f8\u5f0f\u306b\u3088\u3089\u305a\u540c\u3058\u540d\u524d\u3067\u8fd4\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\uff08Amazon S3 \u306e\u30d0\u30b1\u30c3\u30c8\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u6708\u521d\u306b3\u793e\u304b\u3089\u5c4a\u304f\u305f\u3073\u306b\u52d5\u304b\u3057\u3001**3\u793e\u5206\u304c\u305d\u308d\u3046\u306e\u3092\u5f85\u3061\u307e\u305b\u3093\u3002** \u5148\u306b\u5c4a\u3044\u305f\u59d4\u8a17\u5148\u304b\u3089\u7167\u5408\u304c\u7d42\u308f\u308a\u3001\u554f\u3044\u5408\u308f\u305b\u3092\u65e9\u304f\u51fa\u305b\u307e\u3059\u3002\n\n\u4fdd\u5b58\u306e\u305f\u3073\u306b Lambda \u304c\u52d5\u304d\u3001**\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u898f\u5247\u30681\u30da\u30fc\u30b8\u76ee\u306e\u6587\u5b57\u3067\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304b\u8acb\u6c42\u66f8\u304b\u3092\u632f\u308a\u5206\u3051\u307e\u3059\u3002** \u59d4\u8a17\u5148\u306b\u306f\u300c`<\u59d4\u8a17\u5148\u30b3\u30fc\u30c9>_<\u5e74\u6708>_TS_<\u8981\u54e1>.pdf`\u300d\u300c`<\u59d4\u8a17\u5148\u30b3\u30fc\u30c9>_<\u5e74\u6708>_INV.pdf`\u300d\u306e\u540d\u524d\u3067\u9001\u3063\u3066\u3082\u3089\u3046\u3088\u3046\u3001\u3042\u3089\u304b\u3058\u3081\u983c\u3093\u3067\u304a\u304d\u307e\u3059\u3002\u540d\u524d\u3067\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f1\u30da\u30fc\u30b8\u76ee\u306b\u300cInvoice\u300d\u306e\u6587\u5b57\u304c\u3042\u308b\u304b\u3067\u5206\u3051\u307e\u3059\u3002\n\n**\u5206\u6790\u306e\u958b\u59cb\u306b\u306f `ClientRequestToken` \u3092\u4ed8\u3051\u307e\u3059\u3002** \u540c\u3058\u30c8\u30fc\u30af\u30f3\u3067\u547c\u3076\u3068\u540c\u3058 `JobId` \u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5\u5024\u3092\u4f7f\u3048\u3070**\u540c\u3058PDF\u3092\u4e8c\u91cd\u306b\u5206\u6790\u3057\u307e\u305b\u3093\u3002** \u5b8c\u4e86\u306e\u72b6\u614b\u306f Amazon SNS \u306b\u5c4a\u304d\u30012\u3064\u76ee\u306e Lambda \u304c\u7d50\u679c\u3092\u53d6\u308a\u306b\u884c\u304d\u307e\u3059\u3002`JobId` \u306f7\u65e5\u9593\u3060\u3051\u6709\u52b9\u306a\u306e\u3067\u3001\u7d50\u679c\u306f\u3059\u3050\u306b\u4fdd\u7ba1\u3057\u307e\u3059\u3002\n\n**\u59d4\u8a17\u51481\u793e\u5206\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u3001\u7167\u5408\u3092\u59cb\u3081\u307e\u3059\u3002** \u305d\u308d\u3063\u305f\u304b\u3069\u3046\u304b\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u306e\u540d\u7c3f\u306e\u4eba\u6570\u3068\u3001\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u679a\u6570\u3067\u6c7a\u3081\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8 | \u8981\u54e1\u3054\u3068\u306e\u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u5185\u5bb9\u30fb\u30c1\u30b1\u30c3\u30c8\u756a\u53f7\u30fb\u627f\u8a8d\u8005 | \u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148 |\n| \u8acb\u6c42\u66f8 | \u8acb\u6c42\u66f8\u756a\u53f7\u3001\u8acb\u6c42\u306e\u671f\u9593\u3001\u8981\u54e1\u3054\u3068\u306e\u660e\u7d30\uff08\u540d\u524d\u30fb\u6642\u9593\u30fb\u5358\u4fa1\u30fb\u91d1\u984d\uff09\u3001\u5c0f\u8a08\u30fb\u7a0e\u30fb\u5408\u8a08 | \u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u3068\u30bb\u30eb\u3001\u30ad\u30fc\u3068\u5024\u306e\u7d44\u3001\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u306e\u9805\u76ee\u3068\u660e\u7d30\u306e\u884c\u3001\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u5951\u7d04\u306e\u53f0\u5e33 | \u59d4\u8a17\u5148\u30fb\u8981\u54e1\u306e\u540d\u524d\u3068\u5225\u540d\u30fb\u5f79\u5272\u30fb\u6642\u9593\u5358\u4fa1\u30fb\u6708\u306e\u4e0a\u9650\u6642\u9593\u30fb\u5951\u7d04\u306e\u671f\u9593\u30fb\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332 | \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 |\n| \u81ea\u793e\u306e\u7a3c\u50cd\u65e5\u306e\u66a6 | \u795d\u65e5\u3068\u3001\u59d4\u8a17\u5148\u306e\u56fd\u306e\u795d\u65e5\u306e\u4e00\u89a7 | \u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u306e\u300c\u8981\u54e1\u306e\u5225\u540d\u300d\u306e\u5217\u3067\u3059\u3002** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u540d\u524d\u306f\u300cNguyen Van A\u300d\u3001\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306f\u300cA. Nguyen\u300d\u306e\u3088\u3046\u306b\u3001**\u540c\u3058\u4eba\u306e\u8868\u8a18\u304c\u66f8\u985e\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002** \u5225\u540d\u306e\u5217\u304c\u3042\u308c\u3070\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u540c\u3058\u4eba\u306b\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002\n\n**\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u3082\u53f0\u5e33\u306b\u6301\u305f\u305b\u307e\u3059\u3002** \u4e0a\u9650\u3092\u8d85\u3048\u308b\u4f5c\u696d\u3092\u4e8b\u524d\u306b\u627f\u8a8d\u3057\u3066\u3044\u308c\u3070\u3001\u8d85\u904e\u306f\u98df\u3044\u9055\u3044\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u627f\u8a8d\u306e\u8a18\u9332\u304c\u7121\u3044\u3068\u3001\u627f\u8a8d\u6e08\u307f\u306e\u8d85\u904e\u307e\u3067\u5168\u90e8\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f `GetDocumentAnalysis`\u3001\u8acb\u6c42\u66f8\u306f `GetExpenseAnalysis` \u3067\u7d50\u679c\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u8868 | `TABLE`\u30fb`CELL` \u3068 `RowIndex`\uff0f`ColumnIndex`\u3001`COLUMN_HEADER` | \u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u306e\u5217\u3092\u898b\u5206\u3051\u3066\u884c\u3092\u53d6\u308b |\n| \u8868\u306e\u5408\u8a08\u306e\u884c | `EntityTypes` \u304c `TABLE_SUMMARY` \u3084 `TABLE_FOOTER` \u306e\u30bb\u30eb | \u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\uff08\u7167\u5408\u306e\u53c2\u8003\uff09 |\n| \u8981\u54e1\u306e\u540d\u524d\u30fb\u671f\u9593\u30fb\u627f\u8a8d\u8005 | `KEY_VALUE_SET`\uff08`FORMS`\uff09 | \u300cResource:\u300d\u300cPeriod:\u300d\u300cApproved by:\u300d\u306a\u3069 |\n| \u8acb\u6c42\u66f8\u306e\u660e\u7d30 | `EXPENSE_ROW` \u3068 `ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE` | \u8981\u54e1\u3054\u3068\u306e\u6642\u9593\u30fb\u5358\u4fa1\u30fb\u91d1\u984d |\n| \u8acb\u6c42\u66f8\u306e\u5408\u8a08 | `TOTAL`\u30fb`SUBTOTAL`\u30fb`TAX`\u30fb`INVOICE_RECEIPT_ID`\u30fb`PO_NUMBER`\u30fb`DUE_DATE` | \u5408\u8a08\u3068\u306e\u7167\u5408\u3068\u3001\u652f\u6255\u306e\u671f\u65e5 |\n\n**\u8868\u306e\u5217\u306e\u898b\u51fa\u3057\u306f `COLUMN_HEADER` \u3067\u898b\u5206\u3051\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u8868\u306e\u30bb\u30eb\u306b\u306f `COLUMN_HEADER`\uff08\u5217\u306e\u898b\u51fa\u3057\uff09\u3001`TABLE_SUMMARY`\uff08\u5408\u8a08\u306e\u884c\uff09\u306a\u3069\u306e\u7a2e\u985e\u304c\u4ed8\u304d\u307e\u3059\u3002**\u300cHours\u300d\u300cHrs\u300d\u300cEffort\u300d\u306e\u3088\u3046\u306b\u898b\u51fa\u3057\u306e\u8a00\u8449\u304c\u59d4\u8a17\u5148\u3054\u3068\u306b\u9055\u3063\u3066\u3082\u3001\u3069\u306e\u5217\u304c\u898b\u51fa\u3057\u304b\u304c\u5206\u304b\u308c\u3070\u3001\u751f\u6210AI\u3067\u540c\u3058\u540d\u524d\u306b\u5bc4\u305b\u3089\u308c\u307e\u3059\u3002**\n\n**\u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\u306e\u884c\u306f\u3001\u7167\u5408\u306b\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u5408\u8a08\u306e\u884c\u306e\u6570\u5b57\u306f\u59d4\u8a17\u5148\u306e\u8a08\u7b97\u3067\u3001**\u305d\u308c\u304c\u65e5\u3054\u3068\u306e\u884c\u306e\u548c\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u4ed5\u4e8b\u306e1\u3064\u3067\u3059\u3002** \u5408\u8a08\u306e\u884c\u306f\u5225\u306e\u9805\u76ee\u3068\u3057\u3066\u53d6\u308a\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5408\u8a08\u3068\u306e\u5dee\u3092\u898b\u307e\u3059\u3002\n\n\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306f\u3001\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f**\u66f8\u5f0f\u306b\u3088\u3089\u305a `ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE` \u306e\u540d\u524d\u3067\u8fd4\u308a\u3001\u30e9\u30d9\u30eb\u306e\u539f\u6587\u304c `LabelDetection`\u3001\u5024\u304c `ValueDetection` \u306b\u5165\u308a\u307e\u3059\u3002** \u6642\u9593\u304c `QUANTITY` \u306b\u5165\u308b\u304b `ITEM` \u306e\u6587\u306b\u6df7\u3056\u308b\u304b\u306f\u59d4\u8a17\u5148\u306b\u3088\u308b\u306e\u3067\u3001\u305d\u306e\u305d\u308d\u3048\u76f4\u3057\u3092\u751f\u6210AI\u306b\u4efb\u305b\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 `StartExpenseAnalysis` \u306f JPEG\u30fbPNG\u30fbPDF \u3092\u6271\u3046\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Excel \u3067\u5c4a\u3044\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f PDF \u306b\u3057\u3066\u304b\u3089\u5165\u308c\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF \u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u306a\u3089\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u3001\u59d4\u8a17\u5148\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u983c\u307f\u307e\u3059**\n3. **\u6587\u5b57\u306e\u5927\u304d\u3055** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150 DPI \u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u8868\u8a08\u7b97\u304b\u3089\u7e2e\u5c0f\u3057\u3066\u5370\u5237\u3057\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f\u3001\u3053\u306e\u4e0b\u9650\u3092\u5272\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n4. **\u671f\u9593\u306e\u78ba\u8a8d** \u2026 \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u671f\u9593\u304c\u8acb\u6c42\u306e\u6708\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3068\u300cPeriod\u300d\u306e\u5024\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\u524d\u6708\u5206\u304c\u6df7\u3056\u3063\u3066\u3044\u308c\u3070\u5206\u3051\u307e\u3059\n5. **\u540d\u7c3f\u3068\u306e\u7a81\u304d\u5408\u308f\u305b** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u306e\u8981\u54e1\u304c\u5951\u7d04\u306e\u53f0\u5e33\u306e\u540d\u7c3f\u306b\u8f09\u3063\u3066\u3044\u308b\u304b\u3092\u5148\u306b\u898b\u307e\u3059\u3002\u8f09\u3063\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u7167\u5408\u306e\u524d\u306b `needs_human` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**3\u756a\u76ee\u306f\u3001\u59d4\u8a17\u5148\u306b\u66f8\u5f0f\u3092\u983c\u3080\u307b\u3046\u304c\u65e9\u304f\u7247\u4ed8\u304d\u307e\u3059\u3002** 1\u679a\u306b1\u304b\u6708\u3092\u53ce\u3081\u3088\u3046\u3068\u3057\u3066\u7e2e\u5c0f\u3057\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u591a\u3044\u306e\u3067\u3001**2\u30da\u30fc\u30b8\u306b\u5206\u304b\u308c\u3066\u3088\u3044\u3068\u4f1d\u3048\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u6c7a\u307e\u3063\u305f\u5f62\u306e\u884c\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u9805\u76ee | \u3055\u305b\u308b\u3053\u3068 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u8981\u54e1\u306e\u540d\u524d | \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u540d\u524d\u3068\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u306e\u540d\u524d\u3092\u3001\u305d\u306e\u307e\u307e\u5199\u3059 | 1\u679a\u306b\u8907\u6570\u306e\u540d\u524d\u304c\u3042\u308c\u3070 `ambiguous` |\n| \u65e5\u4ed8 | \u65e5\u4ed8\u306e\u5217\u3092\u5e74\u6708\u65e5\u306b\u305d\u308d\u3048\u308b\u3002\u9031\u306e\u8868\u306f\u66dc\u65e5\u3068\u9031\u306e\u958b\u59cb\u65e5\u304b\u3089\u65e5\u4ed8\u306b\u3059\u308b | \u65e5\u3068\u6708\u306e\u4e26\u3073\u304c\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6642\u9593 | \u6642\u9593\u306e\u5217\u3092\u6570\u306b\u3059\u308b\u3002\u300c7:30\u300d\u306f7.5\u3001\u300c7.5\u300d\u306f7.5 | \u6570\u3068\u3057\u3066\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4f5c\u696d | \u4f5c\u696d\u5185\u5bb9\u3068\u30c1\u30b1\u30c3\u30c8\u756a\u53f7\u3092\u5199\u3059 | \u7a7a\u306a\u3089\u7a7a\u306e\u307e\u307e |\n| \u8acb\u6c42\u66f8\u306e\u660e\u7d30 | \u660e\u7d30\u306e\u884c\u3054\u3068\u306b\u3001\u8981\u54e1\u306e\u540d\u524d\u30fb\u6642\u9593\u30fb\u5358\u4fa1\u30fb\u91d1\u984d\u3092\u5206\u3051\u308b | \u6642\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u660e\u7d30\u306f\u6642\u9593\u3092\u7a7a\u306b\u3059\u308b |\n\n**\u6642\u9593\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b\u306e\u304c\u3001\u751f\u6210AI\u306b\u3044\u3061\u3070\u3093\u5411\u3044\u3066\u3044\u308b\u4ed5\u4e8b\u3067\u3059\u3002** \u300c7:30\u300d\u300c7.5\u300d\u300c7h30m\u300d\u300c7.30\u300d\u304c\u59d4\u8a17\u5148\u306b\u3088\u3063\u3066\u6df7\u3056\u308a\u3001**\u300c7.30\u300d\u304c7\u6642\u959330\u5206\u306a\u306e\u304b7.3\u6642\u9593\u306a\u306e\u304b**\u306f\u3001\u540c\u3058\u8868\u306e\u307b\u304b\u306e\u884c\u3092\u898b\u306a\u3044\u3068\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002\u8868\u306e\u4e2d\u3067\u66f8\u304d\u65b9\u304c\u4e00\u5b9a\u3057\u3066\u3044\u308b\u304b\u3092\u898b\u3066\u6c7a\u3081\u3001**\u4e00\u5b9a\u3057\u3066\u3044\u306a\u3051\u308c\u3070 `ambiguous` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u6642\u9593\u306e\u5408\u8a08\u30fb\u91d1\u984d\u306e\u8a08\u7b97 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046\u3002\u8aad\u307f\u843d\u3068\u3057\u306e\u884c\u304c\u7d50\u679c\u306b\u7d1b\u308c\u8fbc\u3080 |\n| \u4e0a\u9650\u3092\u8d85\u3048\u305f\u304b\u306e\u5224\u5b9a | \u5951\u7d04\u306e\u53f0\u5e33\u306b\u7167\u3089\u3057\u3066\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u308b |\n| \u540d\u524d\u306e\u5bc4\u305b\u5408\u308f\u305b | \u53f0\u5e33\u306e\u5225\u540d\u306e\u5217\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u7a7a\u306e\u6642\u9593\u306e\u88dc\u5b8c | \u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u308b |\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u3067\u3001\u6d77\u5916\u306e\u958b\u767a\u59d4\u8a17\u5148\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\n\u8acb\u6c42\u66f8\u3092\u3001\u7167\u5408\u306e\u305f\u3081\u306e\u884c\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3059\u306e\u306f AWS Textract \u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff08\u8868\u306e\u30bb\u30eb\u3001\u30ad\u30fc\u3068\u5024\u306e\u7d44\u3001\n\u8acb\u6c42\u66f8\u306e\u660e\u7d30\u3068\u6a19\u6e96\u306e\u9805\u76ee\uff09\u3060\u3051\u3067\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3067\u305d\u308d\u3048\u308b\u884c\u3011\n- resource_name: \u66f8\u304b\u308c\u305f\u540d\u524d\u3092\u305d\u306e\u307e\u307e\u5199\u3059\n- date: YYYY-MM-DD\n- hours: \u6570\u3002\"7:30\" \u306f 7.5\u3001\"7h30m\" \u306f 7.5\n- task: \u4f5c\u696d\u5185\u5bb9\u3001ticket: \u30c1\u30b1\u30c3\u30c8\u756a\u53f7\uff08\u7121\u3051\u308c\u3070\u7a7a\uff09\n\n\u3010\u8acb\u6c42\u66f8\u3067\u305d\u308d\u3048\u308b\u884c\u3011\n- resource_name, hours, unit_rate, amount, currency\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6642\u9593\u306e\u5408\u8a08\u3001\u91d1\u984d\u306e\u639b\u3051\u7b97\u3001\u4e0a\u9650\u3068\u306e\u6bd4\u8f03\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \"7.30\" \u306e\u3088\u3046\u306b\u3001\u6642\u9593\u3068\u5206\u306e\u533a\u5207\u308a\u304b\u5c0f\u6570\u304b\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044\u66f8\u304d\u65b9\u304c\u3042\u308b\u3068\u304d\u306f\u3001\n  \u540c\u3058\u8868\u306e\u307b\u304b\u306e\u884c\u306e\u66f8\u304d\u65b9\u3092\u898b\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070\n  status \u3092 ambiguous \u306b\u3057\u3001raw \u306b\u5143\u306e\u6587\u5b57\u5217\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6642\u9593\u306e\u6b04\u304c\u7a7a\u306e\u884c\u306f hours \u3092 null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u30020 \u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u59d4\u8a17\u5148\u304c\u66f8\u3044\u305f\u5408\u8a08\u306e\u884c\u306f rows \u306b\u5165\u308c\u305a\u3001vendor_total \u306b\u5225\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u305f\u308a\u3001\u4f3c\u305f\u540d\u524d\u3092\u540c\u3058\u4eba\u3068\u307f\u306a\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9031\u3054\u3068\u306e\u8868\u3067\u65e5\u4ed8\u304c\u7121\u3044\u3068\u304d\u306f\u3001\u9031\u306e\u958b\u59cb\u65e5\u3068\u66dc\u65e5\u304b\u3089\u65e5\u4ed8\u306b\u3057\u3001\n  date_source \u3092 derived \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u9031\u306e\u958b\u59cb\u65e5\u304c\u7121\u3051\u308c\u3070 ambiguous \u3067\u3059\u3002\n- evidence \u306b\u306f\u3001\u6839\u62e0\u306b\u3057\u305f\u30bb\u30eb\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011{doc_type}\n\u3010\u59d4\u8a17\u5148\u3011{vendor_code}\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u7a7a\u306e\u6642\u9593\u30920\u306b\u3057\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u7a7a\u6b04\u304c0\u3068\u3057\u3066\u5165\u308a\u307e\u3059\u3002** 0\u3068\u7a7a\u306f\u5408\u8a08\u3067\u306f\u540c\u3058\u306b\u898b\u3048\u307e\u3059\u304c\u3001**\u7a7a\u306f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u8a18\u5165\u6f0f\u308c\u3067\u30010\u306f\u4f5c\u696d\u3057\u306a\u304b\u3063\u305f\u65e5\u3067\u3059\u3002** \u8a18\u5165\u6f0f\u308c\u306e\u65e5\u3092\u59d4\u8a17\u5148\u306b\u78ba\u304b\u3081\u308b\u7406\u7531\u304c\u30010\u306b\u3059\u308b\u3068\u6d88\u3048\u307e\u3059\u3002\n\n**\u300c\u4f3c\u305f\u540d\u524d\u3092\u540c\u3058\u4eba\u3068\u307f\u306a\u3055\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u540c\u3058\u59d4\u8a17\u5148\u306b\u540c\u3058\u59d3\u306e\u8981\u54e1\u304c\u8907\u6570\u3044\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002**\u5bc4\u305b\u308b\u306e\u306f\u53f0\u5e33\u306e\u5225\u540d\u306e\u5217\u3067\u3001\u751f\u6210AI\u306e\u5224\u65ad\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u5fdc\u7b54\u306f\u3001Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u6b21\u306e\u5f62\u306e JSON \u306b\u56fa\u5b9a\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001`output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n```json\n{\n  \"doc_id\": \"V02_202609_TS_017\",\n  \"doc_type\": \"timesheet\",\n  \"vendor_code\": \"V02\",\n  \"resource_name\": \"Nguyen Van A\",\n  \"period\": { \"from\": \"2026-09-01\", \"to\": \"2026-09-30\" },\n  \"rows\": [\n    { \"date\": \"2026-09-01\", \"date_source\": \"explicit\", \"hours\": 8.0,\n      \"raw\": \"8:00\", \"task\": \"API bug fix\", \"ticket\": \"PRJ-1182\",\n      \"status\": \"ok\", \"confidence\": 97.8, \"evidence\": \"8:00\" }\n  ],\n  \"vendor_total\": { \"hours\": 168.0, \"raw\": \"168:00\" },\n  \"approved_by\": \"\"\n}\n```\n\n**\u7167\u5408\u306e\u7d50\u679c\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u307e\u3059\u3002**\n\n| \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u4ed8\u3051\u308b\u9805\u76ee | \u6c7a\u3081\u65b9 |\n|:--|:--|\n| `sum_hours` | `rows` \u306e `hours` \u306e\u548c\u3002`null` \u306e\u884c\u306f\u6570\u3048\u305a\u3001\u4ef6\u6570\u3092\u5225\u306b\u6570\u3048\u308b |\n| `vendor_total_diff` | `sum_hours` \u3068 `vendor_total` \u306e\u5dee |\n| `cap_check` | \u5951\u7d04\u306e\u53f0\u5e33\u306e\u6708\u306e\u4e0a\u9650\u6642\u9593\u3068\u306e\u6bd4\u8f03\u3002\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u304c\u3042\u308c\u3070 `approved_over` |\n| `rate_check` | \u8acb\u6c42\u66f8\u306e `unit_rate` \u3068\u53f0\u5e33\u306e\u5f79\u5272\u306e\u6642\u9593\u5358\u4fa1\u304c\u540c\u3058\u304b |\n| `amount_check` | `sum_hours` \u00d7 \u53f0\u5e33\u306e\u5358\u4fa1\u3068\u3001\u8acb\u6c42\u66f8\u306e `amount` \u306e\u5dee |\n| `calendar_flags` | \u571f\u65e5\u30fb\u795d\u65e5\u30fb1\u65e5\u306e\u6642\u9593\u304c\u591a\u3059\u304e\u308b\u65e5\u306e\u4e00\u89a7 |\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `match` | \u4e0a\u9650\u306e\u5185\u5074\uff08\u307e\u305f\u306f\u627f\u8a8d\u6e08\u307f\uff09\u3001\u5358\u4fa1\u304c\u540c\u3058\u3001\u91d1\u984d\u306e\u5dee\u304c0\u3001`vendor_total_diff` \u304c0 |\n| `over_cap` | \u4e0a\u9650\u3092\u8d85\u3048\u3001\u627f\u8a8d\u306e\u8a18\u9332\u304c\u7121\u3044 |\n| `amount_mismatch` | \u5358\u4fa1\u304c\u9055\u3046\u3001\u91d1\u984d\u306b\u5dee\u304c\u3042\u308b\u3001\u59d4\u8a17\u5148\u306e\u5408\u8a08\u304c\u884c\u306e\u548c\u3068\u5408\u308f\u306a\u3044 |\n| `needs_human` | `ambiguous`\u30fb`unreadable`\u30fb`null` \u306e\u6642\u9593\u3001\u540d\u7c3f\u306b\u7121\u3044\u540d\u524d\u3001`calendar_flags` \u304c\u3042\u308b |\n\n**JSON \u3067\u53d7\u3051\u308b\u7406\u7531\u306f\u3001\u5c64\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5951\u7d04\u306e\u4e0a\u9650\u6642\u9593\u3084\u5358\u4fa1\u304c\u6539\u307e\u3063\u3066\u3082\u3001**\u4fdd\u5b58\u3057\u305f\u884c\u306b\u65b0\u3057\u3044\u6761\u4ef6\u3092\u5f53\u3066\u76f4\u3059\u3060\u3051\u3067\u3001\u7167\u5408\u3092\u3084\u308a\u76f4\u305b\u307e\u3059\u3002** \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u76f4\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u9818\u7528\u306e\u4fdd\u7ba1\u5148\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 Lambda \u3092\u8d77\u52d5 | \u65b0\u3057\u3044PDF\u3092\u691c\u77e5\u3057\u3001\u7a2e\u985e\u3067\u632f\u308a\u5206\u3051\u308b |\n| AWS Textract | `StartDocumentAnalysis`\uff0f`StartExpenseAnalysis` \u3068\u5404 Get \u64cd\u4f5c | \u5206\u6790\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u306e\u3042\u3068\u306b\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | Messages API\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u884c\u306e\u305d\u308d\u3048\u76f4\u3057\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d |\n| \u5951\u7d04\u306e\u53f0\u5e33 | \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u8aad\u3080 | \u540d\u7c3f\u30fb\u5225\u540d\u30fb\u5358\u4fa1\u30fb\u4e0a\u9650\u6642\u9593\u30fb\u627f\u8a8d\u306e\u8a18\u9332 |\n| \u7167\u5408\u306e\u4e00\u89a7 | \u8868\u3092\u66f8\u304d\u51fa\u3059 | \u8981\u54e1\u3054\u3068\u306e\u5224\u5b9a\u3068\u7406\u7531 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u5165\u529b\u7d4c\u8def | \u652f\u6255\u306e\u627f\u8a8d\u306f\u4eba\u304c\u56de\u3059 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u7d50\u679c\u307e\u3067\u3067\u3001**\u652f\u6255\u306e\u627f\u8a8d\u306f\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u3068\u7d4c\u7406\u304c\u884c\u3044\u307e\u3059\u3002** \u5951\u7d04\u306e\u53f0\u5e33\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u3092\u8db3\u3059\u306e\u306f\u3001\u627f\u8a8d\u3057\u305f\u4eba\u3067\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u958b\u767a\u7ba1\u7406\u306e\u62c5\u5f53\u304c\u958b\u304f\u306e\u306f `match` \u4ee5\u5916\u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002**\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u6642\u9593\u304c\u7a7a\u306e\u65e5\u3001\u540d\u7c3f\u306b\u7121\u3044\u540d\u524d\u3001\u571f\u65e5\u30fb\u795d\u65e5\u306e\u4f5c\u696d\u3092\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u539f\u672c\u3067\u78ba\u304b\u3081\u307e\u3059\n2. **`over_cap` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u4e8b\u524d\u306e\u627f\u8a8d\u304c\u53f0\u5e33\u306b\u8f09\u3063\u3066\u3044\u306a\u3044\u3060\u3051\u306a\u3089\u3001\u627f\u8a8d\u3057\u305f\u4eba\u306b\u8a18\u9332\u3092\u983c\u307f\u307e\u3059\n3. **`amount_mismatch` \u306e\u5dee\u3092\u78ba\u304b\u3081\u308b** \u2026 \u5358\u4fa1\u306e\u9055\u3044\u304b\u3001\u6642\u9593\u306e\u8aad\u307f\u9055\u3044\u304b\u3092\u539f\u672c\u3067\u898b\u307e\u3059\n4. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u59d4\u8a17\u5148\u306e\u7a93\u53e3\u3078\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u4eba\u304c\u884c\u3044\u307e\u3059**\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u91d1\u984d\u306e\u5dee\u306e\u539f\u56e0\u304c\u3001OCR\u304c\u300c7.5\u300d\u3092\u300c75\u300d\u3068\u8aad\u3093\u3060\u3053\u3068\u3060\u3063\u305f\u3001\u3068\u3044\u3046\u3053\u3068\u304c\u3042\u308a\u3048\u307e\u3059\u3002**\u554f\u3044\u5408\u308f\u305b\u306e\u524d\u306b\u539f\u672c\u3092\u898b\u308b\u306e\u306f\u3001\u7a7a\u632f\u308a\u306e1\u901a\u3092\u907f\u3051\u308b\u305f\u3081\u3067\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u958b\u304f\u306e\u306f2\u301c3\u5272\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3059\u3002**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u53f0\u5e33\u306e\u5225\u540d\u304b\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305f PDF | \u5206\u6790\u306b\u56de\u3055\u305a\u3001\u59d4\u8a17\u5148\u306b\u4fdd\u8b77\u306e\u306a\u3044\u7248\u3092\u983c\u3080 |\n| Excel \u3067\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u5c4a\u304f | PDF \u306b\u3057\u3066\u304b\u3089\u5206\u6790\u3059\u308b |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u6b04\u304c\u3042\u308b | \u8aad\u3081\u306a\u3044\u524d\u63d0\u3067\u6271\u3046\u3002**\u82f1\u8a9e\u3067\u51fa\u3059\u3088\u3046\u59d4\u8a17\u5148\u306b\u983c\u3080** |\n| \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u5c4a\u304b\u306a\u3044\u8981\u54e1\u304c\u3044\u308b | \u8acb\u6c42\u66f8\u306b\u660e\u7d30\u304c\u3042\u308c\u3070 `needs_human`\u3002**\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u7121\u3044\u8acb\u6c42\u306f\u7167\u5408\u3057\u306a\u3044** |\n| \u8acb\u6c42\u66f8\u306b\u540d\u7c3f\u306b\u7121\u3044\u8981\u54e1\u306e\u660e\u7d30\u304c\u3042\u308b | `needs_human`\u3002\u5951\u7d04\u306e\u5909\u66f4\u304c\u53f0\u5e33\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u307e\u305a\u898b\u308b |\n| \u6642\u9593\u306e\u66f8\u304d\u65b9\u304c\u6c7a\u3081\u3089\u308c\u306a\u3044 | `ambiguous`\u3002\u539f\u672c\u3067\u898b\u3066\u76f4\u3059 |\n| \u5206\u6790\u304c `FAILED` \u3067\u7d42\u308f\u308b | \u4fdd\u7ba1\u5148\u306b\u6b8b\u3057\u3001\u62c5\u5f53\u3078\u901a\u77e5\u3059\u308b |\n| \u540c\u6642\u306b\u59cb\u3081\u305f\u5206\u6790\u304c\u591a\u3059\u304e\u308b | `LimitExceededException`\u3002\u5c11\u3057\u5f85\u3063\u3066\u59cb\u3081\u76f4\u3059 |\n\n**4\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u5951\u7d04\u306e\u5909\u66f4\u3068\u66f8\u985e\u306e\u6d41\u308c\u306e\u305a\u308c\u304b\u3089\u8d77\u304d\u307e\u3059\u3002** \u8981\u54e1\u306e\u4ea4\u4ee3\u304c\u53f0\u5e33\u3088\u308a\u5148\u306b\u8d77\u304d\u308b\u3068\u3001**\u540d\u7c3f\u306b\u7121\u3044\u4eba\u306e\u8acb\u6c42\u3068\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u7121\u3044\u4eba\u306e\u8acb\u6c42**\u304c\u540c\u3058\u6708\u306b\u51fa\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u306e\u539f\u672c\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u59d4\u8a17\u5148\n- Textract \u306e\u7d50\u679c\u306e\u5168\u6587\u3068 `JobId`\n- \u751f\u6210AI\u304c\u305d\u308d\u3048\u305f\u884c\u306e JSON \u3068\u3001\u305d\u306e\u3068\u304d\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u7248\n- \u7167\u5408\u306e\u7d50\u679c\uff08`sum_hours`\u3001`cap_check`\u3001`amount_check`\u3001`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u5951\u7d04\u306e\u53f0\u5e33\u306e\u5185\u5bb9**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u8981\u54e1\u3092\u3001\u3069\u306e\u7406\u7531\u3067 `match` \u306b\u3057\u305f\u304b\n- \u554f\u3044\u5408\u308f\u305b\u306e\u65e5\u6642\u3001\u59d4\u8a17\u5148\u306e\u56de\u7b54\u3001\u8a02\u6b63\u3055\u308c\u305f\u8acb\u6c42\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**4\u3064\u76ee\u3067\u300c\u305d\u306e\u3068\u304d\u306e\u53f0\u5e33\u306e\u5185\u5bb9\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u5951\u7d04\u304c\u6708\u306e\u9014\u4e2d\u3067\u6539\u307e\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u5f53\u6642\u306e\u5358\u4fa1\u3068\u4e0a\u9650\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u5f8c\u304b\u3089\u7167\u5408\u306e\u7d50\u679c\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002","minimal_setup":"1. \u5148\u6708\u306e\u59d4\u8a17\u51481\u793e\u5206\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304b\u308910\u4eba\u5206\u3068\u3001\u305d\u306e\u6708\u306e\u8acb\u6c42\u66f8\u3092\u9078\u3076\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u30921\u679a\u305a\u3064\u6e21\u3057\u3001\u300c\u65e5\u4ed8\u30fb\u6642\u9593\u30fb\u4f5c\u696d\u306e\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u306f\u7a7a\u306e\u307e\u307e\u306b\u3057\u3001\u5408\u8a08\u306f\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u8868\u8a08\u7b97\u306b\u8cbc\u308a\u3001\u81ea\u5206\u3067\u5408\u8a08\u3092\u51fa\u3057\u3066\u3001\u5f53\u6642\u306e\u6253\u3061\u76f4\u3057\u306e\u7d50\u679c\u3068\u6bd4\u3079\u308b\n4. \u8acb\u6c42\u66f8\u3082\u540c\u3058\u3088\u3046\u306b\u660e\u7d30\u306e\u8868\u306b\u3055\u305b\u3001\u8981\u54e1\u3054\u3068\u306e\u6642\u9593\u3068\u91d1\u984d\u3092\u6bd4\u3079\u308b\n\n**\u5408\u8a08\u306f\u5fc5\u305a\u81ea\u5206\u3067\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u6700\u5c0f\u69cb\u6210\u3067\u78ba\u304b\u3081\u305f\u3044\u306e\u306f\u3001**\u8868\u306e\u8aad\u307f\u53d6\u308a\u304c\u6b63\u3057\u3044\u304b**\u3067\u3059\u3002\u751f\u6210AI\u306b\u5408\u8a08\u307e\u3067\u51fa\u3055\u305b\u308b\u3068\u3001\u3069\u3053\u3067\u9055\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u884c\u304c\u5f53\u6642\u306e\u6253\u3061\u76f4\u3057\u3068\u540c\u3058 | **OCR\u306eAPI\u3068\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306e\u7167\u5408\u306b\u9032\u3080** |\n| \u7a7a\u6b04\u304c0\u3084\u63a8\u6e2c\u306e\u6642\u9593\u3067\u57cb\u307e\u3063\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u672c\u683c\u69cb\u6210\u3067\u306f\u69cb\u9020\u5316\u51fa\u529b\u3067\u9632\u3050** |\n| \u7e2e\u5c0f\u3055\u308c\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u6570\u5b57\u304c\u8aad\u3081\u306a\u3044 | **\u59d4\u8a17\u5148\u306b\u66f8\u5f0f\u3092\u983c\u3080\u306e\u304c\u5148** |","minimal_setup_short":"\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3092\u624b\u3067\u751f\u6210AI\u306e\u753b\u9762\u306b\u6e21\u3057\u3001\u884c\u306e\u8868\u306b\u3055\u305b\u308b \uff0f 1\u679a\u3054\u3068\u306e\u6253\u3061\u76f4\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0bOCR\u306eAPI\u3067\u8aad\u307f\u3001\u884c\u3092\u305d\u308d\u3048\u305f\u4e00\u89a7\u3092\u66f8\u304d\u51fa\u3059\u3002\u5408\u8a08\u3068\u7167\u5408\u306f\u8868\u8a08\u7b97\u3067\u884c\u3046 \uff0f \u8aad\u307f\u53d6\u308a\u3068\u884c\u306e\u305d\u308d\u3048\u76f4\u3057","full_setup":"\u4e0a\u8a18\uff0b\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u81ea\u52d5\u3067\u52d5\u304b\u3057\u3001\u5951\u7d04\u306e\u53f0\u5e33\u3068\u8acb\u6c42\u66f8\u306b\u7167\u5408\u3057\u3066\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u307e\u3067\u51fa\u3059 \uff0f \u6253\u3061\u76f4\u3057\u30fb\u96c6\u8a08\u30fb\u7167\u5408\u30fb\u554f\u3044\u5408\u308f\u305b\u5148\u306e\u6d17\u3044\u51fa\u3057","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f120\u4eba\u5206\u306f\u3055\u3070\u3051\u307e\u305b\u3093\u3002** \u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u3001\u2460\u306e\u6253\u3061\u76f4\u3057\u304c\u7121\u304f\u306a\u308a\u307e\u3059\u3002** 1\u4ef612\u5206\u306f6\u5206\u524d\u5f8c\u306b\u306a\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u3067\u7167\u5408\u304c\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u79fb\u308a\u30013\u5206\u306b\u306a\u308a\u307e\u3059\u3002** \u7167\u5408\u306e\u898f\u5247\u3092\u66f8\u304f\u306b\u306f\u3001\u5951\u7d04\u306e\u53f0\u5e33\u304c\u8868\u306e\u5f62\u306b\u306a\u3063\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001**\u534a\u81ea\u52d5\u5316\u306e\u9593\u306b\u53f0\u5e33\u3092\u6574\u3048\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u7a7a\u6b04\u306e\u6642\u9593\u304c0\u3068\u3057\u3066\u5165\u308b | **\u6307\u793a\u3067\u7981\u3058\u3001`null` \u30680\u3092\u5206\u3051\u3066\u6570\u3048\u308b** |\n| \u751f\u6210AI\u306b\u5408\u8a08\u3092\u51fa\u3055\u305b\u3066\u3057\u307e\u3046 | \u5408\u8a08\u3068\u639b\u3051\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u7f6e\u304f |\n| \u300c7.30\u300d\u306e\u8aad\u307f\u65b9\u304c\u59d4\u8a17\u5148\u3067\u9055\u3046 | \u8868\u306e\u4e2d\u306e\u66f8\u304d\u65b9\u3067\u6c7a\u3081\u3001\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u540d\u524d\u306e\u8868\u8a18\u304c\u66f8\u985e\u3067\u9055\u3046 | \u53f0\u5e33\u306b\u5225\u540d\u306e\u5217\u3092\u6301\u305f\u305b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u5bc4\u305b\u308b |\n| \u627f\u8a8d\u6e08\u307f\u306e\u8d85\u904e\u307e\u3067\u554f\u3044\u5408\u308f\u305b\u308b | \u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u3092\u53f0\u5e33\u306b\u6301\u305f\u305b\u308b |\n| \u59d4\u8a17\u5148\u306e\u5408\u8a08\u306e\u884c\u3092\u7167\u5408\u306b\u4f7f\u3046 | \u5408\u8a08\u306e\u884c\u306f\u5225\u306b\u53d6\u308a\u3001\u884c\u306e\u548c\u3068\u306e\u5dee\u3092\u898b\u308b |\n| \u7e2e\u5c0f\u3057\u305f\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u6570\u5b57\u304c\u8aad\u3081\u306a\u3044 | \u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\u3002**2\u30da\u30fc\u30b8\u306b\u5206\u3051\u3066\u3088\u3044\u3068\u4f1d\u3048\u308b** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u6b04\u304c\u6df7\u3056\u308b | **\u82f1\u8a9e\u3067\u51fa\u3059\u3053\u3068\u3092\u5951\u7d04\u306e\u6761\u4ef6\u306b\u3059\u308b** |\n| \u554f\u3044\u5408\u308f\u305b\u304c\u81ea\u52d5\u3067\u9001\u3089\u308c\u308b | **\u4e0b\u66f8\u304d\u307e\u3067\u306b\u3059\u308b\u3002** \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u5408\u8a08\u304c\u5408\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u308b\u300d\u3068\u3044\u3046\u540c\u3058\u898b\u305f\u76ee\u306b\u306a\u308a\u3001**\u8a18\u5165\u6f0f\u308c\u306e\u65e5\u3068\u8aad\u307f\u843d\u3068\u3057\u306e\u884c\u304c\u3001\u7167\u5408\u306e\u7d50\u679c\u304b\u3089\u6d88\u3048\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u59d4\u8a17\u5148\u306e\u8981\u54e1\u306e\u6c0f\u540d\u3068\u3001\u65e5\u3054\u3068\u306e\u4f5c\u696d\u6642\u9593\u30fb\u4f5c\u696d\u5185\u5bb9\u3001\u6642\u9593\u5358\u4fa1\u3068\u8acb\u6c42\u91d1\u984d\u3001\u305d\u3057\u3066\u81ea\u793e\u306e\u30c1\u30b1\u30c3\u30c8\u756a\u53f7\u3068\u4f5c\u696d\u306e\u5185\u5bb9\u3067\u3059\u3002\n\n1. **\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u6e21\u3059\u306e\u306fOCR\u306e\u7d50\u679c\u3060\u3051\u3067\u3001**\u5951\u7d04\u306e\u53f0\u5e33\u3068\u5358\u4fa1\u306e\u4e00\u89a7\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u7167\u5408\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\u307e\u3059\n2. **\u8981\u54e1\u306e\u4f5c\u696d\u6642\u9593\u3092\u8a55\u4fa1\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306f\u59d4\u8a17\u5951\u7d04\u306e\u7cbe\u7b97\u306e\u305f\u3081\u306e\u66f8\u985e\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u7d50\u679c\u3092\u3001\u59d4\u8a17\u5148\u306e\u8981\u54e1\u500b\u4eba\u306e\u8a55\u4fa1\u306b\u8ee2\u7528\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n3. **\u4f5c\u696d\u5185\u5bb9\u306b\u81ea\u793e\u306e\u60c5\u5831\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3059\u308b** \u2026 \u30c1\u30b1\u30c3\u30c8\u306e\u4ef6\u540d\u306b\u30b7\u30b9\u30c6\u30e0\u540d\u3084\u9867\u5ba2\u540d\u304c\u5165\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u4fdd\u7ba1\u5148\u306e\u30a2\u30af\u30bb\u30b9\u3092\u958b\u767a\u7ba1\u7406\u3068\u7d4c\u7406\u306b\u7d5e\u308a\u307e\u3059**\n4. **\u7cbe\u7b97\u306e\u5224\u65ad\u3092\u4ee3\u66ff\u3057\u306a\u3044** \u2026 \u8d85\u904e\u5206\u3092\u652f\u6255\u3046\u304b\u3001\u3069\u3046\u7cbe\u7b97\u3059\u308b\u304b\u306f\u3001**\u5951\u7d04\u306e\u62c5\u5f53\u3068\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u307e\u3059**\n5. **\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u59d4\u8a17\u5148\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304d\u307e\u3059\n6. **\u4fdd\u7ba1\u5148\u3092\u6697\u53f7\u5316\u3059\u308b** \u2026 `KMSKeyId` \u3092\u6307\u5b9a\u3059\u308b\u3068\u7d50\u679c\u306e\u6697\u53f7\u5316\u306e\u9375\u3092\u9078\u3079\u3001\u6307\u5b9a\u3057\u306a\u3044\u3068\u304d\u306f SSE-S3 \u3067\u6697\u53f7\u5316\u3055\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8d85\u904e\u3092\u898b\u843d\u3068\u3057\u3066\u652f\u6255\u3046\u3053\u3068\u3068\u3001\u5408\u3063\u3066\u3044\u308b\u8acb\u6c42\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u7a7a\u6b04\u306e\u6271\u3044\u3068\u5408\u8a08\u306e\u884c\u3067\u3001\u5f8c\u8005\u306f\u6642\u9593\u306e\u8aad\u307f\u9055\u3044\u3067\u8d77\u304d\u307e\u3059\u3002**\u524d\u8005\u306f\u8a2d\u8a08\u3067\u3001\u5f8c\u8005\u306f\u4eba\u306e\u78ba\u8a8d\u3067\u9632\u304e\u307e\u3059\u3002**","recommended_for":"\u6d77\u5916\u306e\u958b\u767a\u59d4\u8a17\u5148\u306b\u6642\u9593\u5358\u4fa1\uff08\u30bf\u30a4\u30e0\u30fb\u30a2\u30f3\u30c9\u30fb\u30de\u30c6\u30ea\u30a2\u30eb\uff09\u3067\u958b\u767a\u3084\u4fdd\u5b88\u3092\u59d4\u8a17\u3057\u3001\u8981\u54e1\u3054\u3068\u306e\u82f1\u6587\u306e\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u3068\u8acb\u6c42\u66f8\u3092\u6bce\u6708\u307e\u3068\u3081\u3066\u53d7\u3051\u53d6\u3063\u3066\u3044\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u4f1a\u793e\u3001\u91d1\u878d\u6a5f\u95a2\u3084\u5c0f\u58f2\u30fb\u88fd\u9020\u306e\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u90e8\u9580\u3002\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306e\u6642\u9593\u3092\u8868\u8a08\u7b97\u306b\u6253\u3061\u76f4\u3057\u3066\u5951\u7d04\u306e\u4e0a\u9650\u6642\u9593\u3068\u898b\u6bd4\u3079\u3066\u3044\u308b\u5834\u5408\u3002\u4e0a\u9650\u306e\u8d85\u904e\u3084\u5358\u4fa1\u306e\u9055\u3044\u306b\u3001\u652f\u6255\u3063\u305f\u5f8c\u3067\u6c17\u3065\u3044\u305f\u3053\u3068\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u59d4\u8a17\u5148\u306e\u5de5\u6570\u304c\u81ea\u793e\u306e\u30c1\u30b1\u30c3\u30c8\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u76f4\u63a5\u8a18\u9332\u3055\u308c\u3001\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u306ePDF\u3092\u8aad\u3080\u5fc5\u8981\u304c\u306a\u3044\u5834\u5408\u3002\u56fa\u5b9a\u91d1\u984d\u306e\u8acb\u8ca0\u5951\u7d04\u3067\u3001\u6642\u9593\u306b\u3088\u308b\u7cbe\u7b97\u3092\u3057\u3066\u3044\u306a\u3044\u5834\u5408\u3002\u30bf\u30a4\u30e0\u30b7\u30fc\u30c8\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u30d9\u30c8\u30ca\u30e0\u8a9e\u30fb\u65e5\u672c\u8a9e\u306a\u3069\uff09\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306eOCR\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\u3057\u304b\u8aad\u3081\u305a\u3001\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u3060\u3051\u3067\u3059\uff09\u3002\u306a\u304a\u3001\u8d85\u904e\u5206\u3092\u652f\u6255\u3046\u304b\u3001\u59d4\u8a17\u5148\u3068\u7cbe\u7b97\u306e\u6761\u4ef6\u3092\u3069\u3046\u53d6\u308a\u6c7a\u3081\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u5951\u7d04\u306e\u62c5\u5f53\u3068\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u8cac\u4efb\u8005\u304c\u884c\u3046\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u5951\u7d04\u306e\u53f0\u5e33\u3092\u8868\u306b\u3059\u308b**\n\n3\u793e\u306e SOW \u304b\u3089\u3001**\u59d4\u8a17\u5148\u30fb\u8981\u54e1\u306e\u540d\u524d\u30fb\u5f79\u5272\u30fb\u6642\u9593\u5358\u4fa1\u30fb\u6708\u306e\u4e0a\u9650\u6642\u9593\u30fb\u5951\u7d04\u306e\u671f\u9593**\u3092\u8868\u306b\u5199\u3057\u307e\u3059\u3002\u8981\u54e1\u306e\u5225\u540d\u306e\u5217\u3068\u3001\u8d85\u904e\u306e\u627f\u8a8d\u306e\u8a18\u9332\u306e\u5217\u3082\u8db3\u3057\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a10\u4eba\u5206\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e1\u793e\u5206\u304b\u308910\u4eba\u5206\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306b\u884c\u306e\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u7a7a\u6b04\u304c0\u3084\u63a8\u6e2c\u3067\u57cb\u307e\u3063\u3066\u3044\u306a\u3044\u304b**\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u59d4\u8a17\u5148\u306b\u66f8\u5f0f\u3092\u983c\u3080**\n\n\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u898f\u5247\u3001\u82f1\u8a9e\u3067\u51fa\u3059\u3053\u3068\u3001\u7e2e\u5c0f\u3057\u306a\u3044\u3053\u3068\u3092\u3001**3\u793e\u306e\u7a93\u53e3\u306b\u4f1d\u3048\u307e\u3059\u3002** \u66f8\u5f0f\u305d\u306e\u3082\u306e\u306f\u5909\u3048\u3066\u3082\u3089\u3046\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n**4\u9031\u76ee\uff1a\u4fdd\u5b58\u304b\u3089\u4e00\u89a7\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u4fdd\u7ba1\u5148\u3078\u306e\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u5206\u6790\u3092\u59cb\u3081\u3001\u751f\u6210AI\u3067\u884c\u3092\u305d\u308d\u3048\u3001\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u7167\u5408\u3092\u305b\u305a\u3001\u884c\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u96c6\u8a08\u3068\u7167\u5408\u3092\u8db3\u3057\u3001`verdict` \u3092\u51fa\u3057\u307e\u3059\u3002`needs_human` \u306e\u4ef6\u6570\u3068\u7406\u7531\u3092\u6bce\u6708\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\u4ef612\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u6708\u521d\u306e5\u55b6\u696d\u65e5\u306e\u3046\u3061\u306b3\u793e\u5206\u306e\u7167\u5408\u304c\u7d42\u308f\u308a\u3001\u652f\u6255\u306e\u627f\u8a8d\u306b\u4f59\u88d5\u3092\u3082\u3063\u3066\u56de\u305b\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0505","UC-0508","UC-1186","UC-0007"],"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":5223,"slug":"kaigai-kokoku-shohizei","title":"\u6d77\u5916\u306e\u5e83\u544a\u8cbb\u306f\u6d88\u8cbb\u7a0e\u304c\u9055\u3046\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"},{"id":5903,"slug":"site-seisakuhi-kaikei","title":"\u30b5\u30a4\u30c8\u306e\u5236\u4f5c\u8cbb\u306f\u8cbb\u7528\u304b\u8cc7\u7523\u304b\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"}],"sources":"| 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`ITEM`\u30fb`QUANTITY`\u30fb`UNIT_PRICE`\u30fb`PRICE`\uff09\u3068 `EXPENSE_ROW` \u3092\u8fd4\u3057\u3001\u30e9\u30d9\u30eb\u306e\u539f\u6587\u3092 `LabelDetection`\u3001\u5024\u3092 `ValueDetection` \u306b\u5165\u308c\u3001\u4fe1\u983c\u5ea6\u3092\u4ed8\u3051\u308b\u3053\u3068\u3002\u6a19\u6e96\u306b\u5408\u308f\u306a\u3044\u9805\u76ee\u306f `OTHER` \u306b\u306a\u308b\u3053\u3068 | [AWS: Analyzing Invoices and Receipts](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/invoices-receipts.html) | 2026-10-09 |\n| `StartExpenseAnalysis` \u304c JPEG\u30fbPNG\u30fbPDF \u3092\u6271\u3044\u3001`GetExpenseAnalysis` \u3067\u7d50\u679c\u3092\u53d6\u308b\u3053\u3068\u3002`ClientRequestToken`\u30fb`JobTag`\u30fb`KMSKeyId`\uff08\u6307\u5b9a\u3057\u306a\u3044\u3068\u304d\u306f SSE-S3\uff09\u3002`JobId` \u304c7\u65e5\u9593\u6709\u52b9\u306a\u3053\u3068 | [AWS: StartExpenseAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartExpenseAnalysis.html) | 2026-10-09 |\n| `FeatureTypes` \u306b `TABLES`\u30fb`FORMS` \u306a\u3069\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002`ClientRequestToken` \u3067\u540c\u3058 `JobId` \u304c\u8fd4\u308b\u3053\u3068\u3002`LimitExceededException` | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-09 |\n| `TABLE`\u30fb`CELL` \u3068 `RowIndex`\uff0f`ColumnIndex`\u3002\u30bb\u30eb\u306e\u7a2e\u985e\u3068\u3057\u3066 `COLUMN_HEADER`\u30fb`TABLE_SUMMARY`\u30fb`TABLE_FOOTER` \u306a\u3069\u304c\u3042\u308b\u3053\u3068\u3002`KEY_VALUE_SET` | [AWS: Block](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_Block.html) | 2026-10-09 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format`\uff08`type: \"json_schema\"`\uff09\u3067\u6307\u5b9a\u3059\u308b\u3053\u3068 | [Claude: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-09 |\n\n**\u8d85\u904e\u5206\u306e\u652f\u6255\u3068\u7cbe\u7b97\u306e\u6761\u4ef6\u306f\u3001\u5951\u7d04\u306e\u62c5\u5f53\u3068\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u8cac\u4efb\u8005\u304c\u5951\u7d04\u306b\u7167\u3089\u3057\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u6d77\u5916\u3078\u306e\u652f\u6255\u306b\u4f34\u3046\u7a0e\u52d9\u306e\u6271\u3044\u306f\u672c\u8a18\u4e8b\u306e\u5bfe\u8c61\u5916\u3067\u3059\u3002\u672c\u8a18\u4e8b\u306f\u516c\u958b\u4ed5\u69d8\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** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[123,122,124],"uc_ai_service":[129,127,128],"uc_automation":[138],"uc_industry":[25,22,18,26],"uc_department":[48,41],"uc_task":[56,60],"uc_issue":[71,67,72],"uc_effect":[83,79,78],"uc_ai_function":[93],"class_list":["post-15087","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-chatgpt","uc_ai_model-claude","uc_ai_model-gemini","uc_ai_service-aws-textract","uc_ai_service-azure-ai","uc_ai_service-google-document-ai","uc_automation-python","uc_industry-it-saas","uc_industry-retail","uc_industry-manufacturing","uc_industry-finance","uc_department-it-dept","uc_department-accounting","uc_task-data-entry","uc_task-review-check","uc_issue-short-staffed","uc_issue-too-much-entry","uc_issue-check-errors","uc_effect-fewer-omissions","uc_effect-standardization","uc_effect-hours-saved","uc_ai_function-ocr"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15087","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15087\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=15087"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=15087"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=15087"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=15087"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=15087"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=15087"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=15087"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=15087"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=15087"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=15087"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}