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\u6307\u793a\u8a18\u9332\u304c\u7121\u3051\u308c\u3070\u300c\u6307\u793a\u3057\u305f\u4f5c\u696d\u304b\u300d\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u305b\u3093\u3002\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306b\u9069\u7528\u958b\u59cb\u65e5\u304c\u7121\u3051\u308c\u3070\u3001**\u5024\u4e0a\u3052\u306e\u524d\u306b\u6307\u793a\u3057\u305f\u4f5c\u696d\u306b\u65b0\u3057\u3044\u6599\u91d1\u304c\u5f53\u305f\u3063\u3066\u3044\u308b\u306e\u304b\u3001\u6b63\u3057\u304f\u65e7\u6599\u91d1\u306a\u306e\u304b\u3092\u6c7a\u3081\u3089\u308c\u307e\u305b\u3093\u3002**\n\n**\u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u6301\u3061\u307e\u3059**\uff08\u7b2c13\u7ae0\uff09\u3002","data_source":"**\u8aad\u307f\u53d6\u308a\u306f\u3001Lambda \u304b\u3089 StartExpenseAnalysis \u3092\u547c\u3093\u3067\u59cb\u3081\u307e\u3059\u3002** \u6587\u66f8\u306fS3\u306e\u5834\u6240\u3067\u6307\u5b9a\u3057\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u5148\u306bSNS\u306e\u30c8\u30d4\u30c3\u30af\u3092\u6e21\u3057\u307e\u3059\u3002**`ClientRequestToken` \u306b\u53d7\u4ed8\u306e\u30d5\u30a1\u30a4\u30eb\u3054\u3068\u306e\u5024\u3092\u5165\u308c\u3001\u540c\u3058\u6587\u66f8\u306e\u51e6\u7406\u304c\u8aa4\u3063\u3066\u4e8c\u91cd\u306b\u59cb\u307e\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u8fd4\u3063\u3066\u304f\u308b `JobId` \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u306e\u3067\u3001\u5b8c\u4e86\u3092\u53d7\u3051\u305f\u3089\u3059\u3050\u306b\u7d50\u679c\u3092\u53d6\u308a\u3001\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3078\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8acb\u6c42\u756a\u53f7\u30fb\u65e5\u4ed8 | `INVOICE_RECEIPT_ID`\u30fb`INVOICE_RECEIPT_DATE` | \u4e8c\u91cd\u8acb\u6c42\u306e\u691c\u77e5\u3001\u6599\u91d1\u306e\u9069\u7528\u65e5\u306e\u5224\u5b9a |\n| \u4ee3\u7406\u4eba\u3068\u8acb\u6c42\u5148 | `VENDOR_NAME`\u30fb`RECEIVER_NAME`\u30fb`VENDOR_ADDRESS` | \u4ee3\u7406\u4eba\u306e\u7279\u5b9a\u3001\u8acb\u6c42\u5148\u304c\u81ea\u793e\u304b\u306e\u78ba\u8a8d |\n| \u53c2\u7167\u756a\u53f7 | `PO_NUMBER`\u30fb`CUSTOMER_NUMBER`\u30fb`OTHER` | **\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7**\u306e\u624b\u304c\u304b\u308a |\n| \u5408\u8a08\u3068\u5c0f\u8a08 | `TOTAL`\u30fb`SUBTOTAL`\u30fb`AMOUNT_DUE`\u30fb`TAX` | \u660e\u7d30\u306e\u5408\u8a08\u3068\u306e\u7a81\u304d\u5408\u308f\u305b |\n| \u632f\u8fbc\u5148 | `ACCOUNT_NUMBER` \u3068 `OTHER` \u306e\u9805\u76ee | \u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148\u3068\u306e\u7167\u5408 |\n| \u660e\u7d30\u306e\u884c | `EXPENSE_ROW` \u306e\u4e2d\u306e `ITEM`\u30fb`PRICE`\u30fb`QUANTITY`\u30fb`UNIT_PRICE` | 1\u884c\u305a\u3064\u306e\u4f5c\u696d\u3068\u91d1\u984d |\n| \u9805\u76ee\u540d\u30fb\u5024\u30fb\u4fe1\u983c\u5ea6 | `LabelDetection`\u30fb`ValueDetection`\u30fb`Confidence` | \u6839\u62e0\u3068\u3001\u8aad\u307f\u76f4\u3057\u306e\u8981\u5426 |\n\n**\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u306f\u3001\u6a19\u6e96\u306e\u9805\u76ee\u306b\u6c7a\u307e\u3063\u305f\u5834\u6240\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u300cYour Ref.\u300d\u3068\u3057\u3066\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001`PO_NUMBER` \u306b\u5165\u308b\u3053\u3068\u3082\u3042\u308c\u3070 `OTHER` \u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002**`LabelDetection`\uff08\u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u9805\u76ee\u540d\uff09\u3092\u898b\u3066\u3001\u300cYour Ref\u300d\u300cClient Ref\u300d\u306b\u5f53\u305f\u308b\u5024\u3092\u62fe\u3044\u307e\u3059\u3002**","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 StartExpenseAnalysis \u304c\u6271\u3046\u306e\u306fJPEG\u3001PNG\u3001PDF\u3067\u3059\u3002**XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002** \u5bfe\u5fdc\u5916\u306e\u3082\u306e\u306fPDF\u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 **\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u4ee3\u7406\u4eba\u306b\u4fdd\u8b77\u306e\u306a\u3044\u3082\u306e\u3092\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059\n3. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u306fPDF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u30021\u679a\u306e\u8acb\u6c42\u306a\u3089\u307e\u305a\u53ce\u307e\u308a\u307e\u3059\n4. **\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u8aad\u307f\u53d6\u308c\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f15\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0a\u3067\u3001150dpi\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u5f53\u305f\u308a\u307e\u3059\u3002**\u660e\u7d30\u306e\u811a\u6ce8\u306e\u5c0f\u3055\u306a\u6587\u5b57\u304c\u3001\u3053\u306e\u4e0b\u9650\u306b\u8fd1\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n5. **\u6570\u5024\u30fb\u65e5\u4ed8\u306e\u6b63\u898f\u5316** \u2026 \u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306e\u66f8\u304d\u65b9\u3067\u3001\u91d1\u984d\u3068\u65e5\u4ed8\u3092\u81ea\u793e\u306e\u5f62\u306b\u76f4\u3057\u307e\u3059\u3002**\u5143\u306e\u6587\u5b57\u5217\u306f\u6b8b\u3057\u307e\u3059**\n6. **\u8907\u6570\u306e\u8acb\u6c42\u306e\u5206\u5272** \u2026 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304c\u3042\u308c\u3070\u3001`ExpenseIndex`\uff08\u6587\u66f8\u5185\u306e\u8acb\u6c42\u66f8\u306e\u756a\u53f7\uff09\u3067\u5206\u3051\u307e\u3059\n7. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u4ee3\u7406\u4eba\u30fb\u540c\u3058\u8acb\u6c42\u756a\u53f7\u306e\u3082\u306e\u304c\u65e2\u306b\u3042\u308c\u3070\u3001\u518d\u9001\u304b\u91cd\u8907\u304b\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**5\u756a\u76ee\u306fAI\u306b\u4efb\u305b\u307e\u305b\u3093\u3002** \u300c1.250,00 EUR\u300d\u306e\u8aad\u307f\u65b9\u3092\u751f\u6210AI\u306b\u6c7a\u3081\u3055\u305b\u308b\u3068\u3001**\u5343\u500d\u305a\u308c\u305f\u5024\u3092\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u306f\u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u3067\u6c7a\u3081\u6253\u3061\u3057\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u300c\u3069\u306e\u6848\u4ef6\u306e\u3001\u3069\u306e\u4f5c\u696d\u306e\u3001\u3069\u306e\u7a2e\u985e\u306e\u8cbb\u7528\u304b\u300d\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u5199\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u898b\u308b\u3082\u306e | \u66f8\u304d\u51fa\u3059\u5185\u5bb9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u6574\u7406\u756a\u53f7 | \u884c\u307e\u305f\u306f\u8acb\u6c42\u5168\u4f53\u306b\u66f8\u304b\u308c\u305f\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u3001\u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7 | \u5019\u88dc\u304c\u8907\u6570\u3042\u308c\u3070 `ambiguous` |\n| \u4f5c\u696d\u540d | \u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u4f5c\u696d\u533a\u5206\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\uff08\u51fa\u9858\u3001\u4e2d\u9593\u5fdc\u7b54\u3001\u5831\u544a\u3001\u5e74\u91d1\u7d0d\u4ed8\u306a\u3069\uff09 | \u5f53\u305f\u308b\u533a\u5206\u304c\u7121\u3051\u308c\u3070 `unmapped` |\n| \u8cbb\u7528\u306e\u7a2e\u985e | \u624b\u6570\u6599\uff08service\uff09\uff0f\u5e81\u8cbb\u7528\uff08official\uff09\uff0f\u5b9f\u8cbb\uff08disbursement\uff09 | 1\u884c\u306b\u5408\u7b97\u3055\u308c\u3066\u3044\u308c\u3070 `combined` |\n| \u4f5c\u696d\u306e\u65e5\u4ed8 | \u884c\u306b\u66f8\u304b\u308c\u305f\u4f5c\u696d\u65e5\u3084\u3001\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u5e81\u306e\u901a\u77e5\u306e\u65e5\u4ed8 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u6642\u9593\u5236\u306e\u8a18\u8f09 | \u6642\u9593\u6570\u3068\u6642\u9593\u5358\u4fa1\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u5024 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u91d1\u984d\u3068\u901a\u8ca8 | \u884c\u306e\u91d1\u984d\u3068\u901a\u8ca8\uff08OCR\u306e\u5024\u3092\u305d\u306e\u307e\u307e\uff09 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**3\u884c\u76ee\u306e `combined` \u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u624b\u6570\u6599\u3068\u5e81\u8cbb\u7528\u304c1\u884c\u306b\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u3001\u3069\u3061\u3089\u304b\u4e00\u65b9\u3068\u3057\u3066\u6271\u3046\u3068\u3001**\u53d6\u308a\u6c7a\u3081\u306e\u7167\u5408\u304c\u901a\u3063\u3066\u3057\u307e\u3046\u304b\u3001\u6839\u62e0\u306e\u7121\u3044\u5dee\u984d\u304c\u51fa\u307e\u3059\u3002** \u5408\u7b97\u306f\u5408\u7b97\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u5185\u8a33\u3092\u6c42\u3081\u308b\u304b\u306f\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u6599\u91d1\u304c\u6b63\u3057\u3044\u304b\u306e\u5224\u65ad | \u6bd4\u8f03\u306f Python \u3067\u884c\u3046\u3002AI\u306f\u5bfe\u5fdc\u4ed8\u3051\u307e\u3067 |\n| \u901a\u8ca8\u306e\u63db\u7b97 | \u63db\u7b97\u306f\u81ea\u793e\u306e\u898f\u5247\uff08\u3069\u306e\u65e5\u306e\u3069\u306e\u76f8\u5834\u304b\uff09\u3067 Python \u304c\u884c\u3046 |\n| \u5408\u7b97\u884c\u306e\u5185\u8a33\u306e\u63a8\u5b9a | \u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5f15\u3044\u3066\u5e81\u8cbb\u7528\u3092\u9006\u7b97\u3057\u306a\u3044 |\n| \u6574\u7406\u756a\u53f7\u306e\u88dc\u5b8c | \u4f3c\u305f\u756a\u53f7\u306b\u8fd1\u3065\u3051\u306a\u3044\u3002\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4fe1\u983c\u5ea6\u306e\u4ed8\u3051\u76f4\u3057 | OCR\u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5408\u7b97\u884c\u3092\u6e21\u3059\u3068\u3001\u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5dee\u3057\u5f15\u3044\u3066\u300c\u6b8b\u308a\u304c\u5e81\u8cbb\u7528\u300d\u3068\u5272\u308a\u632f\u308a\u305f\u304c\u308a\u307e\u3059\u3002**\u305d\u306e\u77ac\u9593\u3001\u624b\u6570\u6599\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3068\u3044\u3046\u3001\u78ba\u304b\u3081\u305f\u304b\u3063\u305f\u3053\u3068\u304c\u78ba\u304b\u3081\u3088\u3046\u306e\u306a\u3044\u5024\u3067\u57cb\u307e\u308a\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u7279\u8a31\u4e8b\u52d9\u6240\u306e\u5916\u56fd\u90e8\u3067\u3001\u6d77\u5916\u306e\u73fe\u5730\u4ee3\u7406\u4eba\u304b\u3089\u5c4a\u3044\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3092\u70b9\u691c\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u9805\u76ee\u3068\u660e\u7d30\u306e\u884c\u3060\u3051\u3092\u898b\u3066\u3001\u5404\u884c\u3092\u5bfe\u5fdc\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8acb\u6c42\u5168\u4f53\u3068\u5404\u884c\u304b\u3089\u3001\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\uff08Your Ref. \/ Client Ref. \u306a\u3069\uff09\u3068\n   \u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\uff08Our Ref. \u306a\u3069\uff09\u3092\u66f8\u304d\u51fa\u3059\n2. \u5404\u884c\u306e\u4f5c\u696d\u540d\u3092\u3001\u4e0b\u306b\u793a\u3059\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\u3067\u5bfe\u5fdc\u4ed8\u3051\u308b\n3. \u5404\u884c\u306e\u8cbb\u7528\u306e\u7a2e\u985e\u3092 service\uff08\u624b\u6570\u6599\uff09\/ official\uff08\u5e81\u8cbb\u7528\uff09\/ disbursement\uff08\u5b9f\u8cbb\uff09\u304b\u3089\u9078\u3076\n4. \u884c\u306b\u66f8\u304b\u308c\u305f\u4f5c\u696d\u65e5\u3001\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u5e81\u306e\u901a\u77e5\u306e\u65e5\u4ed8\u3092\u66f8\u304d\u51fa\u3059\n5. \u6642\u9593\u5236\u306e\u8a18\u8f09\uff08\u6642\u9593\u6570\u30fb\u6642\u9593\u5358\u4fa1\uff09\u304c\u3042\u308c\u3070\u66f8\u304d\u51fa\u3059\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok .......... \u5bfe\u5fdc\u4ed8\u3051\u304c\u3067\u304d\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u304c\u3042\u308b\n- unmapped .... \u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306b\u5f53\u305f\u308b\u3082\u306e\u304c\u7121\u3044\n- combined .... 1\u884c\u306b\u8907\u6570\u306e\u8cbb\u7528\u306e\u7a2e\u985e\uff08\u4f8b\uff1aOfficial fee and our charges\uff09\u304c\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\n- ambiguous ... \u6574\u7406\u756a\u53f7\u3084\u4f5c\u696d\u533a\u5206\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308a\u30011\u3064\u306b\u6c7a\u3081\u3089\u308c\u306a\u3044\n- unreadable .. \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u3001\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3068\u901a\u8ca8\u306f\u3001OCR\u306e\u5024\u3092\u305d\u306e\u307e\u307e amount_text \u3068 currency \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u533a\u5207\u308a\u3084\u5c0f\u6570\u70b9\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u901a\u8ca8\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u884c\u3092\u5206\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5dee\u3057\u5f15\u3044\u3066\n  \u5e81\u8cbb\u7528\u3092\u9006\u7b97\u3059\u308b\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002status \u3092 combined \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6574\u7406\u756a\u53f7\u306f\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u756a\u53f7\u306b\u76f4\u3059\u3001\u6841\u3092\u8db3\u3059\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306b\u7121\u3044\u4f5c\u696d\u3092\u3001\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002unmapped \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u660e\u7d30\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306b\u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6599\u91d1\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3001\u652f\u6255\u3046\u3079\u304d\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u4ee5\u5916\u306e\u66f8\u985e\uff08\u898b\u7a4d\u66f8\u3001\u5831\u544a\u66f8\u3001\u9818\u53ce\u66f8\u306e\u63a7\u3048\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u5bfe\u5fdc\u4ed8\u3051\u3092\u305b\u305a document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\uff08\u30b3\u30fc\u30c9\u3068\u8aac\u660e\uff09\u3011{work_codes}\n\u3010\u3053\u306e\u4ee3\u7406\u4eba\u306e\u60c5\u5831\uff08\u65e2\u5b9a\u306e\u901a\u8ca8\u3001\u6574\u7406\u756a\u53f7\u306e\u66f8\u304d\u65b9\uff09\u3011{associate_profile}\n\u3010OCR\u306e\u7d50\u679c\uff08\u6a19\u6e96\u306e\u9805\u76ee\u3068\u660e\u7d30\u306e\u884c\uff09\u3011{textract_result}\n```\n\n**\u300c\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5fc5\u305a\u5bc4\u305b\u307e\u3059\u3002** \u4ee3\u7406\u4eba\u304c\u6c17\u3092\u5229\u304b\u305b\u3066\u884c\u3063\u305f\u300cPrior art check\u300d\u3092\u300cReporting\u300d\u3068\u3057\u3066\u5bfe\u5fdc\u4ed8\u3051\u308b\u3068\u3001**\u6307\u793a\u3057\u3066\u3044\u306a\u3044\u4f5c\u696d\u306e\u8acb\u6c42\u304c\u3001\u6307\u793a\u3057\u305f\u4f5c\u696d\u3068\u3057\u3066\u7167\u5408\u3092\u901a\u308a\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08a\uff09\u305d\u306e\u3082\u306e\u3067\u3059\u3002","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u305fJSON\u306e\u5f62\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3060\u3051\u3092\u8fd4\u3055\u305b\u308b\u6a5f\u80fd\uff09\u3092\u4f7f\u3044\u3001`output_config.format` \u306b\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002`status` \u3068 `cost_type` \u306e\u9078\u629e\u80a2\u306f `enum` \u3067\u56fa\u5b9a\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"document_type\": \"debit_note\",\n  \"associate\": \"\",\n  \"invoice_no\": \"\",\n  \"invoice_date_text\": \"\",\n  \"client_refs\": [\"\"],\n  \"lines\": [\n    { \"line_no\": 1, \"client_ref\": \"\", \"associate_ref\": \"\",\n      \"work_code\": \"\", \"cost_type\": \"service | official | disbursement\",\n      \"work_date_text\": \"\", \"amount_text\": \"\", \"currency\": \"\",\n      \"status\": \"ok | unmapped | combined | ambiguous | unreadable\",\n      \"confidence\": 0, \"evidence\": \"\" }\n  ]\n}\n```\n\n**AI\u304c\u57cb\u3081\u308b\u306e\u306f\u3053\u3053\u307e\u3067\u3067\u3059\u3002** \u3053\u306e\u5f8c\u308d\u306b\u3001Python \u304c\u7167\u5408\u306e\u7d50\u679c\u3092\u8db3\u3057\u307e\u3059\u3002\n\n| \u8db3\u3059\u9805\u76ee | \u4e2d\u8eab |\n|:--|:--|\n| `instructed` | \u6307\u793a\u8a18\u9332\u306b\u305d\u306e\u4f5c\u696d\u304c\u3042\u308b\u304b\uff08`yes` \uff0f `no` \uff0f `after_withdrawal`\uff09 |\n| `fee_diff` | \u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3068\u306e\u5dee\u984d\uff08\u9069\u7528\u958b\u59cb\u65e5\u3067\u7248\u3092\u9078\u3076\uff09 |\n| `official_diff` | \u5e81\u8cbb\u7528\u306e\u8868\u3068\u306e\u5dee\u984d |\n| `jpy_amount` | \u81ea\u793e\u306e\u63db\u7b97\u898f\u5247\u3067\u5186\u306b\u3057\u305f\u984d |\n| `verdict` | `approve` \uff0f `query_associate` \uff0f `needs_human` |\n\n**\u5bfe\u5fdc\u4ed8\u3051\u3068\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u304f\u306e\u3067\u3001** \u5dee\u984d\u3092\u3044\u304f\u3089\u307e\u3067\u8a31\u3059\u304b\u304c\u5909\u308f\u3063\u3066\u3082\u3001**\u76f4\u3059\u306e\u306f Python \u306e\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u5168\u884c\u304c `ok`\u3001`instructed` \u304c `yes`\u3001\u5dee\u984d\u304c\u8a31\u5bb9\u306e\u7bc4\u56f2\u5185 | `approve` |\n| `instructed` \u304c `no` \u304b `after_withdrawal`\u3001\u307e\u305f\u306f\u5dee\u984d\u304c\u8a31\u5bb9\u3092\u8d85\u3048\u308b | `query_associate` |\n| `combined` \u304c\u542b\u307e\u308c\u3001\u305d\u306e\u4ee3\u7406\u4eba\u306b\u3064\u3044\u3066\u5185\u8a33\u3092\u6c42\u3081\u308b\u65b9\u91dd | `query_associate` |\n| `unreadable`\u30fb`ambiguous`\u30fb`unmapped` \u304c1\u3064\u3067\u3082\u3042\u308b | `needs_human` |\n| \u632f\u8fbc\u5148\u304c\u767b\u9332\u3068\u9055\u3046 | `needs_human`\uff08\u652f\u6255\u306e\u4fdd\u7559\uff09 |\n\n**\u6700\u5f8c\u306e\u884c\u3060\u3051\u306f\u3001\u4ed6\u306e\u6761\u4ef6\u3088\u308a\u512a\u5148\u3057\u307e\u3059\u3002** \u91d1\u984d\u304c\u3059\u3079\u3066\u5408\u3063\u3066\u3044\u3066\u3082\u3001\u632f\u8fbc\u5148\u304c\u9055\u3048\u3070\u652f\u6255\u306b\u56de\u3057\u307e\u305b\u3093\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u3092\u8d77\u52d5 | \u524d\u51e6\u7406\u3068\u8aad\u307f\u53d6\u308a\u306e\u958b\u59cb |\n| AWS Textract | StartExpenseAnalysis\uff0fGetExpenseAnalysis | \u6a19\u6e96\u306e\u9805\u76ee\u3001\u660e\u7d30\u3001\u4fe1\u983c\u5ea6\u3001\u901a\u8ca8 |\n| \u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3001\u307e\u305f\u306fAPI\u3067\u8aad\u307f\u53d6\u308a | \u6848\u4ef6\u53f0\u5e33\u3068\u6307\u793a\u8a18\u9332 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u660e\u7d30\u306e\u5bfe\u5fdc\u4ed8\u3051\u3001\u7167\u4f1a\u6587\u3068\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d |\n| \u5224\u5b9a\u306e\u4e00\u89a7 | \u8868\u3067\u66f8\u304d\u51fa\u3057 | \u5916\u56fd\u90e8\u306e\u62c5\u5f53\u8005\u304c\u78ba\u8a8d\u3059\u308b\u4e00\u89a7 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u5165\u529b\u7d4c\u8def | `approve` \u306e\u3082\u306e\u3060\u3051\u3092\u7d4c\u7406\u304c\u56de\u3059 |\n\n**\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\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\u70b9\u691c\u306e\u7d50\u679c\u3068\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u652f\u6255\u3068\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u3092\u8d77\u3053\u3059\u306e\u306f\u3001\u7d4c\u7406\u306e\u65e2\u5b58\u306e\u624b\u9806\u3067\u3059\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u5bfe\u5fdc\u4ed8\u3051\u306e\u8aa4\u308a\u304c\u305d\u306e\u307e\u307e\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u66f8\u306b\u51fa\u307e\u3059\u3002\n\n**\u7167\u4f1a\u6587\u306f\u82f1\u6587\u3001\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u660e\u7d30\u306f\u65e5\u672c\u8a9e\u3067\u4e0b\u66f8\u304d\u3057\u307e\u3059\u3002** \u7167\u4f1a\u6587\u306b\u306f\u5408\u308f\u306a\u3044\u884c\u3092 `evidence` \u306e\u82f1\u6587\u306e\u307e\u307e\u5f15\u7528\u3055\u305b\u307e\u3059\u3002","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f `query_associate` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `approve` \u306e\u3082\u306e\u306f\u3001\u4ee3\u7406\u4eba\u30fb\u4ef6\u6570\u30fb\u5408\u8a08\u3092\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e20.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **\u632f\u8fbc\u5148\u306e\u4e0d\u4e00\u81f4\u3092\u6700\u521d\u306b\u898b\u308b** \u2026 \u652f\u6255\u3092\u6b62\u3081\u3001\u767b\u9332\u6e08\u307f\u306e\u9023\u7d61\u5148\u3067\u4ee3\u7406\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u30e1\u30fc\u30eb\u306e\u8fd4\u4fe1\u3067\u78ba\u304b\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n2. **`needs_human` \u3092\u898b\u308b** \u2026 \u591a\u304f\u306f\u6574\u7406\u756a\u53f7\u306e\u8aad\u307f\u9055\u3044\u304b\u3001\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306e\u4e0d\u8db3\u3067\u3059\u3002**\u4e00\u89a7\u306b\u533a\u5206\u3092\u8db3\u3057\u305f\u3089\u3001\u305d\u308c\u3082\u8a18\u9332\u3057\u307e\u3059**\n3. **`query_associate` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6307\u793a\u8a18\u9332\u3068\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u958b\u304d\u3001**\u672c\u5f53\u306b\u53f0\u5e33\u306b\u6839\u62e0\u304c\u7121\u3044\u306e\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u7167\u4f1a\u6587\u3092\u76f4\u3057\u3066\u9001\u308b** \u2026 \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002**\u7167\u4f1a\u306e\u8981\u5426\u3092\u6c7a\u3081\u308b\u306e\u3082\u4eba\u3067\u3059**\n5. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u6f0f\u308c\u3067 `no` \u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u3001**\u305d\u306e\u307e\u307e\u7167\u4f1a\u3059\u308b\u3068\u81ea\u793e\u306e\u8a18\u9332\u6f0f\u308c\u3092\u4ee3\u7406\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef610\u5206\u3067\u3059\u3002** **\u7167\u4f1a\u304c3\u5272\u3092\u8d85\u3048\u308b\u6708\u306f\u3001\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u304b\u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u306b\u7a74\u304c\u3042\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u4ee3\u7406\u4eba\u306b\u4fdd\u8b77\u306e\u306a\u3044\u3082\u306e\u3092\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| XFA\u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u306a\u3044\u3002PDF\u306b\u5370\u5237\u3057\u76f4\u3057\u3066\u6295\u5165 |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u3066\u3044\u308b | \u5bfe\u5fdc\u8a00\u8a9e\u5916\u3002`needs_human` \u3067\u62c5\u5f53\u8005\u304c\u8aad\u3080 |\n| \u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | 15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u304c\u4e0b\u9650\u3002\u4e0b\u56de\u308b\u884c\u306f `unreadable` \u3067\u4eba\u3078 |\n| \u6574\u7406\u756a\u53f7\u304c\u8aad\u3081\u306a\u3044 | \u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\u3068\u51fa\u9858\u756a\u53f7\u304b\u3089\u5019\u88dc\u3092\u51fa\u3057\u3001\u4eba\u304c\u78ba\u5b9a |\n| \u901a\u8ca8\u306e\u8a18\u53f7\u304c\u7121\u3044 | \u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306e\u65e2\u5b9a\u306e\u901a\u8ca8\u3092\u5f53\u3066\u3001**\u65e2\u5b9a\u3068\u9055\u3046\u901a\u8ca8\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u4eba\u3078** |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u8acb\u6c42 | `ExpenseIndex` \u3067\u5206\u3051\u3066\u3001\u8acb\u6c42\u3054\u3068\u306b\u5224\u5b9a |\n| \u540c\u3058\u8acb\u6c42\u304c\u518d\u9001\u3055\u308c\u305f | \u4ee3\u7406\u4eba\u3068\u8acb\u6c42\u756a\u53f7\u3067\u7167\u5408\u3057\u3001\u4e8c\u91cd\u306b\u5224\u5b9a\u3057\u306a\u3044 |\n| \u8acb\u6c42\u756a\u53f7\u304c\u9055\u3046\u304c\u4e2d\u8eab\u304c\u540c\u3058 | \u6848\u4ef6\u30fb\u4f5c\u696d\u30fb\u91d1\u984d\u304c\u540c\u3058\u3082\u306e\u3092\u4e8c\u91cd\u8acb\u6c42\u306e\u5019\u88dc\u3068\u3057\u3066\u4eba\u3078 |\n| OCR\u304c\u5fdc\u7b54\u3057\u306a\u3044\u30fb\u5931\u6557\u306e\u901a\u77e5 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u51e6\u7406\u6e08\u307f\u3078\u79fb\u3059\u306e\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0b\u304b\u30892\u884c\u76ee\u306f\u3001\u8acb\u6c42\u756a\u53f7\u3060\u3051\u3067\u306f\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002** \u8acb\u6c42\u3092\u4f5c\u308a\u76f4\u3059\u3068\u756a\u53f7\u304c\u5909\u308f\u308b\u306e\u3067\u3001**\u6848\u4ef6\u30fb\u4f5c\u696d\u533a\u5206\u30fb\u91d1\u984d\u306e\u7d44\u3067\u76f4\u8fd1\u306e\u8acb\u6c42\u3068\u7167\u3089\u3057\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u7d4c\u8def\n- Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\uff08\u6a19\u6e96\u306e\u9805\u76ee\u3001\u660e\u7d30\u306e\u884c\u3001\u9805\u76ee\u540d\u3001\u4fe1\u983c\u5ea6\uff09\n- \u6b63\u898f\u5316\u306e\u524d\u3068\u5f8c\u306e\u91d1\u984d\u30fb\u65e5\u4ed8\uff08**\u5143\u306e\u6587\u5b57\u5217\u3092\u6b8b\u3059**\uff09\n- \u5bfe\u5fdc\u4ed8\u3051\u306e\u7d50\u679c\uff08`lines`\uff09\u3068\u3001\u7167\u5408\u306b\u4f7f\u3063\u305f**\u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u7248\u3068\u5e81\u8cbb\u7528\u306e\u8868\u306e\u7248**\n- \u5224\u5b9a\uff08`verdict`\uff09\u3068\u3001\u4eba\u304c\u8986\u3057\u305f\u8a18\u9332\n- \u7167\u4f1a\u3092\u9001\u3063\u305f\u65e5\u6642\u3001\u4ee3\u7406\u4eba\u306e\u56de\u7b54\u3001\u8a02\u6b63\u3055\u308c\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3068\u306e\u5bfe\u5fdc\n- **\u4ee3\u7406\u4eba\u3054\u3068\u306e `unmapped` \u3068 `combined` \u306e\u4ef6\u6570**\n\n**4\u3064\u76ee\u3067\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5024\u4e0a\u3052\u306e\u4ea4\u6e09\u306e\u5f8c\u306b\u904e\u53bb\u306e\u8acb\u6c42\u3092\u898b\u76f4\u3059\u3068\u304d\u3001**\u5f53\u6642\u3069\u306e\u6599\u91d1\u3067\u7167\u3089\u3057\u305f\u304b\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u7167\u4f1a\u306e\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":120,"assumption_workdays":20,"volume_month":120,"before_minutes_per_case":30,"after_minutes_per_case":10,"hourly_cost":3500,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":1680000,"summary":"\u5916\u56fd\u306e\u7279\u8a31\u4e8b\u52d9\u6240\uff08\u73fe\u5730\u4ee3\u7406\u4eba\uff09\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u8acb\u6c42\u66f8\uff08\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\uff09\u3092\u8aad\u307f\u53d6\u308a\u3001\u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u6848\u4ef6\u30fb\u4f5c\u696d\u30fb\u8cbb\u7528\u306e\u7a2e\u985e\u306b\u5bfe\u5fdc\u4ed8\u3051\u307e\u3059\u3002\u305d\u306e\u3046\u3048\u3067\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u3068\u6848\u4ef6\u53f0\u5e33\u306b\u7167\u3089\u3057\u3001\u652f\u6255\u3046\u524d\u306b\u7167\u4f1a\u3059\u3079\u304d\u884c\u3092\u6d17\u3044\u51fa\u3057\u307e\u3059\u3002","before_flow":"1. \u4ee3\u7406\u4eba\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306b\u4ed8\u3044\u305fPDF\u3092\u3001\u5916\u56fd\u90e8\u306e\u53d7\u4ed8\u62c5\u5f53\u304c\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. \u62c5\u5f53\u8005\u304cPDF\u3092\u958b\u304d\u3001\u76f8\u624b\u65b9\u306e\u6574\u7406\u756a\u53f7\u3068\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u3092\u63a2\u3057\u3066\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u6848\u4ef6\u3092\u5f15\u304f\n3. \u660e\u7d30\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u3069\u306e\u4f5c\u696d\u306e\u8acb\u6c42\u304b\u3092\u82f1\u6587\u304b\u3089\u5224\u65ad\u3059\u308b\n4. \u6848\u4ef6\u306e\u6307\u793a\u8a18\u9332\u3092\u958b\u304d\u3001\u305d\u306e\u4f5c\u696d\u3092\u6307\u793a\u3057\u305f\u304b\u3001\u3044\u3064\u6307\u793a\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u958b\u304d\u3001\u624b\u6570\u6599\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3092\u78ba\u304b\u3081\u308b\n6. \u5e81\u8cbb\u7528\u306e\u884c\u306f\u3001\u81ea\u793e\u3067\u6301\u3064\u5e81\u8cbb\u7528\u306e\u8868\u3068\u91d1\u984d\u3092\u6bd4\u3079\u308b\n7. \u5408\u308f\u306a\u3044\u884c\u304c\u3042\u308c\u3070\u3001\u82f1\u6587\u306e\u7167\u4f1a\u30e1\u30fc\u30eb\u3092\u66f8\u304f\n8. \u5408\u3063\u3066\u3044\u308c\u3070\u3001\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u660e\u7d30\u3092\u65e5\u672c\u8a9e\u3067\u8d77\u3053\u3057\u3001\u7d4c\u7406\u3078\u652f\u6255\u3068\u8acb\u6c42\u3092\u56de\u3059\n\n**\uff08a\uff09\u6307\u793a\u3057\u3066\u3044\u306a\u3044\u4f5c\u696d\u306e\u8acb\u6c42\u306b\u6c17\u3065\u3051\u306a\u3044\u3002** \u4ee3\u7406\u4eba\u304c\u6c17\u3092\u5229\u304b\u305b\u3066\u884c\u3063\u305f\u8abf\u67fb\u3084\u3001\u3053\u3061\u3089\u304c\u53d6\u308a\u4e0b\u3052\u3092\u4f1d\u3048\u305f\u5f8c\u306e\u4f5c\u696d\u304c\u8acb\u6c42\u306b\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**4\u756a\u76ee\u3092\u6025\u3050\u3068\u3001\u305d\u306e\u307e\u307e\u9867\u5ba2\u306b\u518d\u8acb\u6c42\u3055\u308c\u307e\u3059\u3002** \u9867\u5ba2\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u3066\u521d\u3081\u3066\u6c17\u3065\u304f\u3068\u3001\u4ee3\u7406\u4eba\u3078\u306e\u7167\u4f1a\u306f\u6570\u304b\u6708\u5f8c\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u82f1\u6587\u306e\u660e\u7d30\u306e\u8aad\u307f\u89e3\u304d\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u540c\u3058\u4f5c\u696d\u3067\u3082\u4ee3\u7406\u4eba\u3054\u3068\u306b\u66f8\u304d\u65b9\u304c\u9055\u3044\u3001**\u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u4f5c\u696d\u533a\u5206\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\u3067\u30011\u884c\u305a\u3064\u624b\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u624b\u6570\u6599\u3068\u5e81\u8cbb\u7528\u304c\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u3002** 1\u884c\u306b\u300cOfficial fee and our charges\u300d\u3068\u307e\u3068\u3081\u3066\u66f8\u304b\u308c\u308b\u3068\u3001\u624b\u6570\u6599\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u305b\u3093\u3002**\u5408\u8a08\u3060\u3051\u3092\u898b\u3066\u901a\u3059\u304b\u3001\u4ee3\u7406\u4eba\u306b\u5185\u8a33\u3092\u6c42\u3081\u308b\u304b\u304c\u3001\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3044\u307e\u3059\u3002**\n\n**\uff08d\uff09\u53d6\u308a\u6c7a\u3081\u3092\u77e5\u3063\u3066\u3044\u308b\u4eba\u304c\u9650\u3089\u308c\u308b\u3002** \u5024\u5f15\u304d\u306e\u7d04\u675f\u3084\u6642\u9593\u5236\u306e\u4e0a\u9650\u306f\u3001\u8868\u306e\u5099\u8003\u6b04\u3084\u904e\u53bb\u306e\u30e1\u30fc\u30eb\u306b\u3057\u304b\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u3001**\u53e4\u53c2\u306e2\u540d\u304c\u4f11\u3080\u3068\u70b9\u691c\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**","before_flow_steps":["\u4ee3\u7406\u4eba\u304b\u3089\u306e\u30e1\u30fc\u30eb\u306b\u4ed8\u3044\u305fPDF\u3092\u3001\u5916\u56fd\u90e8\u306e\u53d7\u4ed8\u62c5\u5f53\u304c\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u62c5\u5f53\u8005\u304cPDF\u3092\u958b\u304d\u3001\u76f8\u624b\u65b9\u306e\u6574\u7406\u756a\u53f7\u3068\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u3092\u63a2\u3057\u3066\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u6848\u4ef6\u3092\u5f15\u304f","\u660e\u7d30\u30921\u884c\u305a\u3064\u8aad\u307f\u3001\u3069\u306e\u4f5c\u696d\u306e\u8acb\u6c42\u304b\u3092\u82f1\u6587\u304b\u3089\u5224\u65ad\u3059\u308b","\u6848\u4ef6\u306e\u6307\u793a\u8a18\u9332\u3092\u958b\u304d\u3001\u305d\u306e\u4f5c\u696d\u3092\u6307\u793a\u3057\u305f\u304b\u3001\u3044\u3064\u6307\u793a\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b","\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u958b\u304d\u3001\u624b\u6570\u6599\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3092\u78ba\u304b\u3081\u308b","\u5e81\u8cbb\u7528\u306e\u884c\u306f\u3001\u81ea\u793e\u3067\u6301\u3064\u5e81\u8cbb\u7528\u306e\u8868\u3068\u91d1\u984d\u3092\u6bd4\u3079\u308b","\u5408\u308f\u306a\u3044\u884c\u304c\u3042\u308c\u3070\u3001\u82f1\u6587\u306e\u7167\u4f1a\u30e1\u30fc\u30eb\u3092\u66f8\u304f","\u5408\u3063\u3066\u3044\u308c\u3070\u3001\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u660e\u7d30\u3092\u65e5\u672c\u8a9e\u3067\u8d77\u3053\u3057\u3001\u7d4c\u7406\u3078\u652f\u6255\u3068\u8acb\u6c42\u3092\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c\u3001\u5c4a\u3044\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u306e\u9805\u76ee\uff08\u8acb\u6c42\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u4ee3\u7406\u4eba\u540d\u3001\u5408\u8a08\u306a\u3069\uff09\u3068\u660e\u7d30\u306e\u884c\u3092\u3001\u4fe1\u983c\u5ea6\u3068\u901a\u8ca8\u306e\u60c5\u5831\u3064\u304d\u3067\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u6570\u5024\u3068\u65e5\u4ed8\u3092\u81ea\u793e\u306e\u66f8\u304d\u65b9\u306b\u76f4\u3057\u3001\u901a\u8ca8\u3092\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u3001\u6848\u4ef6\u306e\u6574\u7406\u756a\u53f7\u3001\u4f5c\u696d\u533a\u5206\u3001\u8cbb\u7528\u306e\u7a2e\u985e\uff08\u624b\u6570\u6599\u30fb\u5e81\u8cbb\u7528\u30fb\u5b9f\u8cbb\uff09\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3092\u5199\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u6848\u4ef6\u53f0\u5e33\u3068\u6307\u793a\u8a18\u9332\u3092\u5f15\u304d\u3001\u305d\u306e\u4f5c\u696d\u3092\u6307\u793a\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3068\u5e81\u8cbb\u7528\u306e\u8868\u304b\u3089\u3001\u884c\u3054\u3068\u306e\u5dee\u984d\u3092\u8a08\u7b97\u3059\u308b\n8. **\u3010\u81ea\u52d5\u3011** \u884c\u3054\u3068\u306e\u7d50\u679c\u304b\u3089\u3001`approve` \uff0f `query_associate` \uff0f `needs_human` \u3092\u898f\u5247\u3067\u6c7a\u3081\u308b\n9. **\u3010\u81ea\u52d5\u3011** `query_associate` \u306e\u3082\u306e\u306b\u82f1\u6587\u306e\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u3092\u3001\u5168\u4ef6\u306b\u65e5\u672c\u8a9e\u306e\u9867\u5ba2\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\u3092\u4ed8\u3051\u308b\n10. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c `query_associate` \u3068 `needs_human` \u306e\u3082\u306e\u3092\u78ba\u304b\u3081\u3001\u7167\u4f1a\u6587\u3092\u76f4\u3057\u3066\u9001\u308b\n11. **\u3010\u4eba\u3011** `approve` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u3001\u7d4c\u7406\u3078\u652f\u6255\u3068\u9867\u5ba2\u8acb\u6c42\u3092\u56de\u3059\n\n**10\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u4eba\u304c\u660e\u7d30\u30921\u884c\u305a\u3064\u8aad\u3080\u306e\u306f\u3001**\u6839\u62e0\u304c\u53f0\u5e33\u306b\u7121\u3044\u884c\u3068\u3001\u8aad\u307f\u53d6\u308c\u306a\u304b\u3063\u305f\u884c\u3060\u3051\u3067\u3059\u3002** \u5168\u90e8\u306e\u884c\u3092\u4eba\u304c\u8aad\u307f\u76f4\u3059\u8a2d\u8a08\u306b\u3059\u308b\u3068\u300160.0\u6642\u9593\u306f\u307b\u3068\u3093\u3069\u6e1b\u308a\u307e\u305b\u3093\u3002\n\n**8\u756a\u76ee\u3092\u898f\u5247\u3067\u6c7a\u3081\u3066\u3044\u308b\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u5dee\u984d\u3092\u3044\u304f\u3089\u307e\u3067\u8a31\u3059\u304b\u3001\u5408\u7b97\u884c\u3092\u7167\u4f1a\u3059\u308b\u304b\u306f\u3001**\u4ee3\u7406\u4eba\u3054\u3068\u306b\u5909\u308f\u308b\u4e8b\u52d9\u6240\u306e\u65b9\u91dd\u306a\u306e\u3067\u3001\u898f\u5247\u306e\u5074\u306b\u7f6e\u304d\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c\u3001\u5c4a\u3044\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u306ePDF\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u306e\u9805\u76ee\uff08\u8acb\u6c42\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u4ee3\u7406\u4eba\u540d\u3001\u5408\u8a08\u306a\u3069\uff09\u3068\u660e\u7d30\u306e\u884c\u3092\u3001\u4fe1\u983c\u5ea6\u3068\u901a\u8ca8\u306e\u60c5\u5831\u3064\u304d\u3067\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u6570\u5024\u3068\u65e5\u4ed8\u3092\u81ea\u793e\u306e\u66f8\u304d\u65b9\u306b\u76f4\u3057\u3001\u901a\u8ca8\u3092\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u3001\u6848\u4ef6\u306e\u6574\u7406\u756a\u53f7\u3001\u4f5c\u696d\u533a\u5206\u3001\u8cbb\u7528\u306e\u7a2e\u985e\uff08\u624b\u6570\u6599\u30fb\u5e81\u8cbb\u7528\u30fb\u5b9f\u8cbb\uff09\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3092\u5199\u3059","**\u3010\u81ea\u52d5\u3011** \u6848\u4ef6\u53f0\u5e33\u3068\u6307\u793a\u8a18\u9332\u3092\u5f15\u304d\u3001\u305d\u306e\u4f5c\u696d\u3092\u6307\u793a\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3068\u5e81\u8cbb\u7528\u306e\u8868\u304b\u3089\u3001\u884c\u3054\u3068\u306e\u5dee\u984d\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u884c\u3054\u3068\u306e\u7d50\u679c\u304b\u3089\u3001`approve` \uff0f `query_associate` \uff0f `needs_human` \u3092\u898f\u5247\u3067\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** `query_associate` \u306e\u3082\u306e\u306b\u82f1\u6587\u306e\u7167\u4f1a\u6587\u306e\u4e0b\u66f8\u304d\u3092\u3001\u5168\u4ef6\u306b\u65e5\u672c\u8a9e\u306e\u9867\u5ba2\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c `query_associate` \u3068 `needs_human` \u306e\u3082\u306e\u3092\u78ba\u304b\u3081\u3001\u7167\u4f1a\u6587\u3092\u76f4\u3057\u3066\u9001\u308b","**\u3010\u4eba\u3011** `approve` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u3001\u7d4c\u7406\u3078\u652f\u6255\u3068\u9867\u5ba2\u8acb\u6c42\u3092\u56de\u3059"],"architecture":"```\n\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\uff08\u82f1\u6587\u306ePDF\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartExpenseAnalysis\uff1a\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u306e\u5206\u6790\uff09\n   \u2502   \u6a19\u6e96\u306e\u9805\u76ee\uff08\u8acb\u6c42\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u4ee3\u7406\u4eba\u540d\u3001\u5408\u8a08\u3001\u901a\u8ca8\uff09\u3068\u660e\u7d30\u306e\u884c\u3001\u4fe1\u983c\u5ea6\n   \u25bc  \u5b8c\u4e86\u306e\u901a\u77e5\uff08Amazon SNS\uff09\u2192 AWS Lambda \u304c\u7d50\u679c\u3092\u53d6\u308b\nPython \u2500\u2500 \u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u901a\u8ca8\u306e\u6b63\u898f\u5316\n   \u25bc\nClaude API \u2500\u2500 \u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u5bfe\u5fdc\u4ed8\u3051\u308b\n   \u2502   \u2460 \u6848\u4ef6\u306e\u6574\u7406\u756a\u53f7   \u2461 \u4f5c\u696d\u533a\u5206   \u2462 \u8cbb\u7528\u306e\u7a2e\u985e\uff08\u624b\u6570\u6599\uff0f\u5e81\u8cbb\u7528\uff0f\u5b9f\u8cbb\uff09\n   \u25bc\nPython \u2500\u2500 \u6848\u4ef6\u53f0\u5e33\u30fb\u6307\u793a\u8a18\u9332\u30fb\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u30fb\u5e81\u8cbb\u7528\u306e\u8868\u3068\u7167\u5408\u3057\u3001\u5dee\u984d\u3092\u8a08\u7b97\n   \u25bc\n\u5224\u5b9a\uff08approve \uff0f query_associate \uff0f needs_human\uff09\n   \u25bc\n\u3010\u5916\u56fd\u90e8\u306e\u62c5\u5f53\u8005\u304c\u8981\u78ba\u8a8d\u306e\u3082\u306e\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u4ee3\u7406\u4eba\u3078\u306e\u82f1\u6587\u306e\u7167\u4f1a\uff08\u4e0b\u66f8\u304d\uff09\n   \u2514\u2500\u2500\u25b6 \u9867\u5ba2\u3078\u306e\u8acb\u6c42\u660e\u7d30\uff08\u65e5\u672c\u8a9e\u306e\u4e0b\u66f8\u304d\uff09\u2192 \u7d4c\u7406\u3078\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08AnalyzeExpense\uff0fStartExpenseAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u660e\u7d30\u306e\u5bfe\u5fdc\u4ed8\u3051\u3068\u3001\u7167\u4f1a\u6587\u30fb\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u53f0\u5e33\u30fb\u53d6\u308a\u6c7a\u3081\u30fb\u5e81\u8cbb\u7528\u306e\u8868\u3068\u306e\u7167\u5408\u3068\u5dee\u984d\u306e\u8a08\u7b97\uff09 | \u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u8cbb\u7528\u7167\u5408\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u4e8b\u52d9\u6240\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\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\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u306b\u4f5c\u696d\u533a\u5206\u306e\u30b3\u30fc\u30c9\u3068\u9069\u7528\u958b\u59cb\u65e5\u3092\u8db3\u3057\u3001\u6848\u4ef6\u53f0\u5e33\u306b\u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\u306e\u5217\u3092\u305d\u308d\u3048\u308b\u3053\u3068\u3067\u3059\u3002**\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \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**\u65e5\u672c\u8a9e\u3084\u4e2d\u56fd\u8a9e\u3001\u97d3\u56fd\u8a9e\u306f\u5bfe\u8c61\u5916\u3067\u3059\u3002** \u4e2d\u56fd\u306e\u4ee3\u7406\u4eba\u306e\u8acb\u6c42\u3067\u4e2d\u56fd\u8a9e\u3068\u82f1\u8a9e\u3092\u4f75\u8a18\u3057\u305f\u3082\u306e\u306f\u3001\u82f1\u8a9e\u306e\u90e8\u5206\u3060\u3051\u304c\u8aad\u307f\u53d6\u308a\u306e\u5bfe\u8c61\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u4f7f\u3046\u6a5f\u80fd\u306f\u3001\u8acb\u6c42\u66f8\u3068\u9818\u53ce\u66f8\u306e\u5206\u6790\uff08AnalyzeExpense\uff09\u3067\u3059\u3002** \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306a\u3057\u3067\u65e5\u4ed8\u3001\u756a\u53f7\u3001\u54c1\u76ee\u306e\u91d1\u984d\u3001\u5408\u8a08\u3092\u53d6\u308a\u51fa\u3057\u3001**\u9055\u3046\u8a00\u3044\u65b9\u3092\u6a19\u6e96\u306e\u9805\u76ee\u540d\u306b\u305d\u308d\u3048\u3066\u8fd4\u3057\u307e\u3059\u3002** \u8acb\u6c42\u306e\u756a\u53f7\u306f\u66f8\u304d\u65b9\u306b\u3088\u3089\u305a `INVOICE_RECEIPT_ID` \u306b\u3001\u6a19\u6e96\u306b\u5f53\u305f\u3089\u306a\u3044\u9805\u76ee\u306f `OTHER` \u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u91d1\u984d\u306b\u306f\u901a\u8ca8\u306e\u60c5\u5831\u304c\u4ed8\u304d\u307e\u3059\u3002** \u516c\u958b\u3055\u308c\u3066\u3044\u308b\u51fa\u529b\u4f8b\u3067\u306f\u3001\u300c$55.64\u300d\u306b `Currency` \u306e `Code` \u3068\u3057\u3066 `USD` \u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002\u8a18\u53f7\u306e\u7121\u3044\u660e\u7d30\u3082\u3042\u308b\u306e\u3067\u3001\u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306e\u65e2\u5b9a\u5024\u3068\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002\n\n**\u8907\u6570\u30da\u30fc\u30b8\u306ePDF\u306f\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\uff08StartExpenseAnalysis\uff09\u3067\u8aad\u307f\u307e\u3059\u3002** \u540c\u671f\u306e\u51e6\u7406\u306fPDF\u3068TIFF\u30671\u30da\u30fc\u30b8\u30fb10MB\u307e\u3067\u3067\u3001\u975e\u540c\u671f\u306fPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002**Textract \u306b\u4eba\u306e\u78ba\u8a8d\u3092\u7d44\u307f\u8fbc\u3080 Amazon Augmented AI \u306f\u30012026\u5e747\u6708\u306b\u4fdd\u5b88\u30e2\u30fc\u30c9\u306b\u5165\u308a\u65b0\u898f\u306e\u9867\u5ba2\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u305f\u3081\u4f7f\u3044\u307e\u305b\u3093\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u306f\u6708\u672b\u3068\u6708\u521d\u306b\u96c6\u4e2d\u3057\u307e\u3059\u304c\u30011\u65e51\u56de\u306e\u5b9a\u6642\u51e6\u7406\u306b\u306f\u3057\u307e\u305b\u3093\u3002**\u7167\u4f1a\u304c\u5fc5\u8981\u306a\u3082\u306e\u3092\u65e9\u304f\u898b\u3064\u3051\u3001\u4ee3\u7406\u4eba\u306e\u6708\u6b21\u306e\u7de0\u3081\u306b\u9593\u306b\u5408\u308f\u305b\u305f\u3044**\u304b\u3089\u3067\u3059\u3002\u7167\u4f1a\u304c\u7fcc\u6708\u306b\u305a\u308c\u308b\u3068\u3001\u4ee3\u7406\u4eba\u306e\u5074\u3067\u3082\u5f53\u6642\u306e\u8a18\u9332\u3092\u63a2\u3057\u76f4\u3059\u624b\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002\n\n\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3082\u3001\u4ee3\u7406\u4eba\u306e\u30dd\u30fc\u30bf\u30eb\u304b\u3089\u53d6\u5f97\u3057\u305f\u3082\u306e\u3082\u3001**\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308c\u3001\u305d\u3053\u304b\u3089\u5148\u306f\u533a\u5225\u3057\u307e\u305b\u3093\u3002**\n\n\u51e6\u7406\u304c\u7d42\u308f\u3063\u305f\u30d5\u30a1\u30a4\u30eb\u306f\u51e6\u7406\u6e08\u307f\u306e\u5834\u6240\u3078\u79fb\u3057\u307e\u3059\u3002**\u79fb\u3059\u306e\u306f\u3001\u5224\u5b9a\u306e\u4e00\u89a7\u3078\u306e\u66f8\u304d\u51fa\u3057\u307e\u3067\u6210\u529f\u3057\u305f\u3068\u304d\u3060\u3051\u3067\u3059\u3002** \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3063\u3066\u3044\u308b\u6570\u304c\u3001\u305d\u306e\u307e\u307e\u672a\u51e6\u7406\u306e\u6570\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8 | PDF\u3002\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3068\u9001\u308a\u5143\u306e\u4ee3\u7406\u4eba | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u6a19\u6e96\u306e\u9805\u76ee\u3001\u660e\u7d30\u306e\u884c\u3001\u66f8\u304b\u308c\u3066\u3044\u305f\u9805\u76ee\u540d\u3001**\u5024\u3068\u4fe1\u983c\u5ea6**\u3001\u901a\u8ca8 | AWS Textract |\n| \u6848\u4ef6\u53f0\u5e33 | \u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u3001\u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\u3001\u56fd\u3001\u9867\u5ba2\u3001\u51fa\u9858\u756a\u53f7 | \u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6307\u793a\u8a18\u9332 | \u3044\u3064\u3001\u3069\u306e\u4f5c\u696d\u3092\u4ee3\u7406\u4eba\u306b\u6307\u793a\u3057\u305f\u304b\u3002\u53d6\u308a\u4e0b\u3052\u30fb\u653e\u68c4\u306e\u9023\u7d61\u306e\u65e5 | \u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081 | \u4ee3\u7406\u4eba\u3054\u3068\u30fb\u4f5c\u696d\u533a\u5206\u3054\u3068\u306e\u624b\u6570\u6599\u3001\u6642\u9593\u5236\u306e\u4e0a\u9650\u3001\u5024\u5f15\u304d\u3001**\u9069\u7528\u958b\u59cb\u65e5** | \u53d6\u308a\u6c7a\u3081\u306e\u8868 |\n| \u5e81\u8cbb\u7528\u306e\u8868 | \u56fd\u30fb\u624b\u7d9a\u304d\u3054\u3068\u306b\u81ea\u793e\u304c\u60f3\u5b9a\u3059\u308b\u5e81\u8cbb\u7528\uff08\u5e81\u306e\u516c\u8868\u3059\u308b\u6599\u91d1\u8868\u304b\u3089\u81ea\u793e\u3067\u4f5c\u308b\uff09 | \u81ea\u793e\u3067\u6574\u5099\u3059\u308b\u8868 |\n| \u4ee3\u7406\u4eba\u306e\u4e00\u89a7 | \u65e2\u5b9a\u306e\u901a\u8ca8\u3001\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u6574\u7406\u756a\u53f7\u306e\u66f8\u304d\u65b9\u3001\u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148 | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e0b\u306e4\u3064\u3067\u3059\u3002** \u6307\u793a\u8a18\u9332\u304c\u7121\u3051\u308c\u3070\u300c\u6307\u793a\u3057\u305f\u4f5c\u696d\u304b\u300d\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u305b\u3093\u3002\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306b\u9069\u7528\u958b\u59cb\u65e5\u304c\u7121\u3051\u308c\u3070\u3001**\u5024\u4e0a\u3052\u306e\u524d\u306b\u6307\u793a\u3057\u305f\u4f5c\u696d\u306b\u65b0\u3057\u3044\u6599\u91d1\u304c\u5f53\u305f\u3063\u3066\u3044\u308b\u306e\u304b\u3001\u6b63\u3057\u304f\u65e7\u6599\u91d1\u306a\u306e\u304b\u3092\u6c7a\u3081\u3089\u308c\u307e\u305b\u3093\u3002**\n\n**\u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u6301\u3061\u307e\u3059**\uff08\u7b2c13\u7ae0\uff09\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u8aad\u307f\u53d6\u308a\u306f\u3001Lambda \u304b\u3089 StartExpenseAnalysis \u3092\u547c\u3093\u3067\u59cb\u3081\u307e\u3059\u3002** \u6587\u66f8\u306fS3\u306e\u5834\u6240\u3067\u6307\u5b9a\u3057\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u5148\u306bSNS\u306e\u30c8\u30d4\u30c3\u30af\u3092\u6e21\u3057\u307e\u3059\u3002**`ClientRequestToken` \u306b\u53d7\u4ed8\u306e\u30d5\u30a1\u30a4\u30eb\u3054\u3068\u306e\u5024\u3092\u5165\u308c\u3001\u540c\u3058\u6587\u66f8\u306e\u51e6\u7406\u304c\u8aa4\u3063\u3066\u4e8c\u91cd\u306b\u59cb\u307e\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** \u8fd4\u3063\u3066\u304f\u308b `JobId` \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u306e\u3067\u3001\u5b8c\u4e86\u3092\u53d7\u3051\u305f\u3089\u3059\u3050\u306b\u7d50\u679c\u3092\u53d6\u308a\u3001\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3078\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8acb\u6c42\u756a\u53f7\u30fb\u65e5\u4ed8 | `INVOICE_RECEIPT_ID`\u30fb`INVOICE_RECEIPT_DATE` | \u4e8c\u91cd\u8acb\u6c42\u306e\u691c\u77e5\u3001\u6599\u91d1\u306e\u9069\u7528\u65e5\u306e\u5224\u5b9a |\n| \u4ee3\u7406\u4eba\u3068\u8acb\u6c42\u5148 | `VENDOR_NAME`\u30fb`RECEIVER_NAME`\u30fb`VENDOR_ADDRESS` | \u4ee3\u7406\u4eba\u306e\u7279\u5b9a\u3001\u8acb\u6c42\u5148\u304c\u81ea\u793e\u304b\u306e\u78ba\u8a8d |\n| \u53c2\u7167\u756a\u53f7 | `PO_NUMBER`\u30fb`CUSTOMER_NUMBER`\u30fb`OTHER` | **\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7**\u306e\u624b\u304c\u304b\u308a |\n| \u5408\u8a08\u3068\u5c0f\u8a08 | `TOTAL`\u30fb`SUBTOTAL`\u30fb`AMOUNT_DUE`\u30fb`TAX` | \u660e\u7d30\u306e\u5408\u8a08\u3068\u306e\u7a81\u304d\u5408\u308f\u305b |\n| \u632f\u8fbc\u5148 | `ACCOUNT_NUMBER` \u3068 `OTHER` \u306e\u9805\u76ee | \u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148\u3068\u306e\u7167\u5408 |\n| \u660e\u7d30\u306e\u884c | `EXPENSE_ROW` \u306e\u4e2d\u306e `ITEM`\u30fb`PRICE`\u30fb`QUANTITY`\u30fb`UNIT_PRICE` | 1\u884c\u305a\u3064\u306e\u4f5c\u696d\u3068\u91d1\u984d |\n| \u9805\u76ee\u540d\u30fb\u5024\u30fb\u4fe1\u983c\u5ea6 | `LabelDetection`\u30fb`ValueDetection`\u30fb`Confidence` | \u6839\u62e0\u3068\u3001\u8aad\u307f\u76f4\u3057\u306e\u8981\u5426 |\n\n**\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u306f\u3001\u6a19\u6e96\u306e\u9805\u76ee\u306b\u6c7a\u307e\u3063\u305f\u5834\u6240\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u300cYour Ref.\u300d\u3068\u3057\u3066\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001`PO_NUMBER` \u306b\u5165\u308b\u3053\u3068\u3082\u3042\u308c\u3070 `OTHER` \u306b\u306a\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002**`LabelDetection`\uff08\u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u9805\u76ee\u540d\uff09\u3092\u898b\u3066\u3001\u300cYour Ref\u300d\u300cClient Ref\u300d\u306b\u5f53\u305f\u308b\u5024\u3092\u62fe\u3044\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 StartExpenseAnalysis \u304c\u6271\u3046\u306e\u306fJPEG\u3001PNG\u3001PDF\u3067\u3059\u3002**XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002** \u5bfe\u5fdc\u5916\u306e\u3082\u306e\u306fPDF\u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 **\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u4ee3\u7406\u4eba\u306b\u4fdd\u8b77\u306e\u306a\u3044\u3082\u306e\u3092\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059\n3. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u306fPDF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u30021\u679a\u306e\u8acb\u6c42\u306a\u3089\u307e\u305a\u53ce\u307e\u308a\u307e\u3059\n4. **\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u8aad\u307f\u53d6\u308c\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f15\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0a\u3067\u3001150dpi\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u5f53\u305f\u308a\u307e\u3059\u3002**\u660e\u7d30\u306e\u811a\u6ce8\u306e\u5c0f\u3055\u306a\u6587\u5b57\u304c\u3001\u3053\u306e\u4e0b\u9650\u306b\u8fd1\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n5. **\u6570\u5024\u30fb\u65e5\u4ed8\u306e\u6b63\u898f\u5316** \u2026 \u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306e\u66f8\u304d\u65b9\u3067\u3001\u91d1\u984d\u3068\u65e5\u4ed8\u3092\u81ea\u793e\u306e\u5f62\u306b\u76f4\u3057\u307e\u3059\u3002**\u5143\u306e\u6587\u5b57\u5217\u306f\u6b8b\u3057\u307e\u3059**\n6. **\u8907\u6570\u306e\u8acb\u6c42\u306e\u5206\u5272** \u2026 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304c\u3042\u308c\u3070\u3001`ExpenseIndex`\uff08\u6587\u66f8\u5185\u306e\u8acb\u6c42\u66f8\u306e\u756a\u53f7\uff09\u3067\u5206\u3051\u307e\u3059\n7. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u4ee3\u7406\u4eba\u30fb\u540c\u3058\u8acb\u6c42\u756a\u53f7\u306e\u3082\u306e\u304c\u65e2\u306b\u3042\u308c\u3070\u3001\u518d\u9001\u304b\u91cd\u8907\u304b\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n\n**5\u756a\u76ee\u306fAI\u306b\u4efb\u305b\u307e\u305b\u3093\u3002** \u300c1.250,00 EUR\u300d\u306e\u8aad\u307f\u65b9\u3092\u751f\u6210AI\u306b\u6c7a\u3081\u3055\u305b\u308b\u3068\u3001**\u5343\u500d\u305a\u308c\u305f\u5024\u3092\u8fd4\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u306f\u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u3067\u6c7a\u3081\u6253\u3061\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u660e\u7d30\u306e1\u884c\u305a\u3064\u3092\u300c\u3069\u306e\u6848\u4ef6\u306e\u3001\u3069\u306e\u4f5c\u696d\u306e\u3001\u3069\u306e\u7a2e\u985e\u306e\u8cbb\u7528\u304b\u300d\u306b\u5bfe\u5fdc\u4ed8\u3051\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u5199\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u898b\u308b\u3082\u306e | \u66f8\u304d\u51fa\u3059\u5185\u5bb9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u6574\u7406\u756a\u53f7 | \u884c\u307e\u305f\u306f\u8acb\u6c42\u5168\u4f53\u306b\u66f8\u304b\u308c\u305f\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u3001\u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7 | \u5019\u88dc\u304c\u8907\u6570\u3042\u308c\u3070 `ambiguous` |\n| \u4f5c\u696d\u540d | \u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u4f5c\u696d\u533a\u5206\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\uff08\u51fa\u9858\u3001\u4e2d\u9593\u5fdc\u7b54\u3001\u5831\u544a\u3001\u5e74\u91d1\u7d0d\u4ed8\u306a\u3069\uff09 | \u5f53\u305f\u308b\u533a\u5206\u304c\u7121\u3051\u308c\u3070 `unmapped` |\n| \u8cbb\u7528\u306e\u7a2e\u985e | \u624b\u6570\u6599\uff08service\uff09\uff0f\u5e81\u8cbb\u7528\uff08official\uff09\uff0f\u5b9f\u8cbb\uff08disbursement\uff09 | 1\u884c\u306b\u5408\u7b97\u3055\u308c\u3066\u3044\u308c\u3070 `combined` |\n| \u4f5c\u696d\u306e\u65e5\u4ed8 | \u884c\u306b\u66f8\u304b\u308c\u305f\u4f5c\u696d\u65e5\u3084\u3001\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u5e81\u306e\u901a\u77e5\u306e\u65e5\u4ed8 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u6642\u9593\u5236\u306e\u8a18\u8f09 | \u6642\u9593\u6570\u3068\u6642\u9593\u5358\u4fa1\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u5024 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u91d1\u984d\u3068\u901a\u8ca8 | \u884c\u306e\u91d1\u984d\u3068\u901a\u8ca8\uff08OCR\u306e\u5024\u3092\u305d\u306e\u307e\u307e\uff09 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**3\u884c\u76ee\u306e `combined` \u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u624b\u6570\u6599\u3068\u5e81\u8cbb\u7528\u304c1\u884c\u306b\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3092\u3001\u3069\u3061\u3089\u304b\u4e00\u65b9\u3068\u3057\u3066\u6271\u3046\u3068\u3001**\u53d6\u308a\u6c7a\u3081\u306e\u7167\u5408\u304c\u901a\u3063\u3066\u3057\u307e\u3046\u304b\u3001\u6839\u62e0\u306e\u7121\u3044\u5dee\u984d\u304c\u51fa\u307e\u3059\u3002** \u5408\u7b97\u306f\u5408\u7b97\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u5185\u8a33\u3092\u6c42\u3081\u308b\u304b\u306f\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u6599\u91d1\u304c\u6b63\u3057\u3044\u304b\u306e\u5224\u65ad | \u6bd4\u8f03\u306f Python \u3067\u884c\u3046\u3002AI\u306f\u5bfe\u5fdc\u4ed8\u3051\u307e\u3067 |\n| \u901a\u8ca8\u306e\u63db\u7b97 | \u63db\u7b97\u306f\u81ea\u793e\u306e\u898f\u5247\uff08\u3069\u306e\u65e5\u306e\u3069\u306e\u76f8\u5834\u304b\uff09\u3067 Python \u304c\u884c\u3046 |\n| \u5408\u7b97\u884c\u306e\u5185\u8a33\u306e\u63a8\u5b9a | \u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5f15\u3044\u3066\u5e81\u8cbb\u7528\u3092\u9006\u7b97\u3057\u306a\u3044 |\n| \u6574\u7406\u756a\u53f7\u306e\u88dc\u5b8c | \u4f3c\u305f\u756a\u53f7\u306b\u8fd1\u3065\u3051\u306a\u3044\u3002\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4fe1\u983c\u5ea6\u306e\u4ed8\u3051\u76f4\u3057 | OCR\u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3046 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u5408\u7b97\u884c\u3092\u6e21\u3059\u3068\u3001\u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5dee\u3057\u5f15\u3044\u3066\u300c\u6b8b\u308a\u304c\u5e81\u8cbb\u7528\u300d\u3068\u5272\u308a\u632f\u308a\u305f\u304c\u308a\u307e\u3059\u3002**\u305d\u306e\u77ac\u9593\u3001\u624b\u6570\u6599\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3068\u3044\u3046\u3001\u78ba\u304b\u3081\u305f\u304b\u3063\u305f\u3053\u3068\u304c\u78ba\u304b\u3081\u3088\u3046\u306e\u306a\u3044\u5024\u3067\u57cb\u307e\u308a\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u7279\u8a31\u4e8b\u52d9\u6240\u306e\u5916\u56fd\u90e8\u3067\u3001\u6d77\u5916\u306e\u73fe\u5730\u4ee3\u7406\u4eba\u304b\u3089\u5c4a\u3044\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3092\u70b9\u691c\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u9805\u76ee\u3068\u660e\u7d30\u306e\u884c\u3060\u3051\u3092\u898b\u3066\u3001\u5404\u884c\u3092\u5bfe\u5fdc\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8acb\u6c42\u5168\u4f53\u3068\u5404\u884c\u304b\u3089\u3001\u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\uff08Your Ref. \/ Client Ref. \u306a\u3069\uff09\u3068\n   \u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\uff08Our Ref. \u306a\u3069\uff09\u3092\u66f8\u304d\u51fa\u3059\n2. \u5404\u884c\u306e\u4f5c\u696d\u540d\u3092\u3001\u4e0b\u306b\u793a\u3059\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\u3067\u5bfe\u5fdc\u4ed8\u3051\u308b\n3. \u5404\u884c\u306e\u8cbb\u7528\u306e\u7a2e\u985e\u3092 service\uff08\u624b\u6570\u6599\uff09\/ official\uff08\u5e81\u8cbb\u7528\uff09\/ disbursement\uff08\u5b9f\u8cbb\uff09\u304b\u3089\u9078\u3076\n4. \u884c\u306b\u66f8\u304b\u308c\u305f\u4f5c\u696d\u65e5\u3001\u5f15\u7528\u3055\u308c\u3066\u3044\u308b\u5e81\u306e\u901a\u77e5\u306e\u65e5\u4ed8\u3092\u66f8\u304d\u51fa\u3059\n5. \u6642\u9593\u5236\u306e\u8a18\u8f09\uff08\u6642\u9593\u6570\u30fb\u6642\u9593\u5358\u4fa1\uff09\u304c\u3042\u308c\u3070\u66f8\u304d\u51fa\u3059\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok .......... \u5bfe\u5fdc\u4ed8\u3051\u304c\u3067\u304d\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u304c\u3042\u308b\n- unmapped .... \u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306b\u5f53\u305f\u308b\u3082\u306e\u304c\u7121\u3044\n- combined .... 1\u884c\u306b\u8907\u6570\u306e\u8cbb\u7528\u306e\u7a2e\u985e\uff08\u4f8b\uff1aOfficial fee and our charges\uff09\u304c\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\n- ambiguous ... \u6574\u7406\u756a\u53f7\u3084\u4f5c\u696d\u533a\u5206\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308a\u30011\u3064\u306b\u6c7a\u3081\u3089\u308c\u306a\u3044\n- unreadable .. \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u3001\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3068\u901a\u8ca8\u306f\u3001OCR\u306e\u5024\u3092\u305d\u306e\u307e\u307e amount_text \u3068 currency \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u533a\u5207\u308a\u3084\u5c0f\u6570\u70b9\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u901a\u8ca8\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u884c\u3092\u5206\u3051\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3092\u5dee\u3057\u5f15\u3044\u3066\n  \u5e81\u8cbb\u7528\u3092\u9006\u7b97\u3059\u308b\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002status \u3092 combined \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6574\u7406\u756a\u53f7\u306f\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u305f\u756a\u53f7\u306b\u76f4\u3059\u3001\u6841\u3092\u8db3\u3059\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306b\u7121\u3044\u4f5c\u696d\u3092\u3001\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002unmapped \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u660e\u7d30\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306b\u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6599\u91d1\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a\u304b\u3001\u652f\u6255\u3046\u3079\u304d\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u4ee5\u5916\u306e\u66f8\u985e\uff08\u898b\u7a4d\u66f8\u3001\u5831\u544a\u66f8\u3001\u9818\u53ce\u66f8\u306e\u63a7\u3048\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u5bfe\u5fdc\u4ed8\u3051\u3092\u305b\u305a document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\uff08\u30b3\u30fc\u30c9\u3068\u8aac\u660e\uff09\u3011{work_codes}\n\u3010\u3053\u306e\u4ee3\u7406\u4eba\u306e\u60c5\u5831\uff08\u65e2\u5b9a\u306e\u901a\u8ca8\u3001\u6574\u7406\u756a\u53f7\u306e\u66f8\u304d\u65b9\uff09\u3011{associate_profile}\n\u3010OCR\u306e\u7d50\u679c\uff08\u6a19\u6e96\u306e\u9805\u76ee\u3068\u660e\u7d30\u306e\u884c\uff09\u3011{textract_result}\n```\n\n**\u300c\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5fc5\u305a\u5bc4\u305b\u307e\u3059\u3002** \u4ee3\u7406\u4eba\u304c\u6c17\u3092\u5229\u304b\u305b\u3066\u884c\u3063\u305f\u300cPrior art check\u300d\u3092\u300cReporting\u300d\u3068\u3057\u3066\u5bfe\u5fdc\u4ed8\u3051\u308b\u3068\u3001**\u6307\u793a\u3057\u3066\u3044\u306a\u3044\u4f5c\u696d\u306e\u8acb\u6c42\u304c\u3001\u6307\u793a\u3057\u305f\u4f5c\u696d\u3068\u3057\u3066\u7167\u5408\u3092\u901a\u308a\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08a\uff09\u305d\u306e\u3082\u306e\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08\u3042\u3089\u304b\u3058\u3081\u6c7a\u3081\u305fJSON\u306e\u5f62\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3060\u3051\u3092\u8fd4\u3055\u305b\u308b\u6a5f\u80fd\uff09\u3092\u4f7f\u3044\u3001`output_config.format` \u306b\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002`status` \u3068 `cost_type` \u306e\u9078\u629e\u80a2\u306f `enum` \u3067\u56fa\u5b9a\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"document_type\": \"debit_note\",\n  \"associate\": \"\",\n  \"invoice_no\": \"\",\n  \"invoice_date_text\": \"\",\n  \"client_refs\": [\"\"],\n  \"lines\": [\n    { \"line_no\": 1, \"client_ref\": \"\", \"associate_ref\": \"\",\n      \"work_code\": \"\", \"cost_type\": \"service | official | disbursement\",\n      \"work_date_text\": \"\", \"amount_text\": \"\", \"currency\": \"\",\n      \"status\": \"ok | unmapped | combined | ambiguous | unreadable\",\n      \"confidence\": 0, \"evidence\": \"\" }\n  ]\n}\n```\n\n**AI\u304c\u57cb\u3081\u308b\u306e\u306f\u3053\u3053\u307e\u3067\u3067\u3059\u3002** \u3053\u306e\u5f8c\u308d\u306b\u3001Python \u304c\u7167\u5408\u306e\u7d50\u679c\u3092\u8db3\u3057\u307e\u3059\u3002\n\n| \u8db3\u3059\u9805\u76ee | \u4e2d\u8eab |\n|:--|:--|\n| `instructed` | \u6307\u793a\u8a18\u9332\u306b\u305d\u306e\u4f5c\u696d\u304c\u3042\u308b\u304b\uff08`yes` \uff0f `no` \uff0f `after_withdrawal`\uff09 |\n| `fee_diff` | \u53d6\u308a\u6c7a\u3081\u306e\u624b\u6570\u6599\u3068\u306e\u5dee\u984d\uff08\u9069\u7528\u958b\u59cb\u65e5\u3067\u7248\u3092\u9078\u3076\uff09 |\n| `official_diff` | \u5e81\u8cbb\u7528\u306e\u8868\u3068\u306e\u5dee\u984d |\n| `jpy_amount` | \u81ea\u793e\u306e\u63db\u7b97\u898f\u5247\u3067\u5186\u306b\u3057\u305f\u984d |\n| `verdict` | `approve` \uff0f `query_associate` \uff0f `needs_human` |\n\n**\u5bfe\u5fdc\u4ed8\u3051\u3068\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u304f\u306e\u3067\u3001** \u5dee\u984d\u3092\u3044\u304f\u3089\u307e\u3067\u8a31\u3059\u304b\u304c\u5909\u308f\u3063\u3066\u3082\u3001**\u76f4\u3059\u306e\u306f Python \u306e\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u5168\u884c\u304c `ok`\u3001`instructed` \u304c `yes`\u3001\u5dee\u984d\u304c\u8a31\u5bb9\u306e\u7bc4\u56f2\u5185 | `approve` |\n| `instructed` \u304c `no` \u304b `after_withdrawal`\u3001\u307e\u305f\u306f\u5dee\u984d\u304c\u8a31\u5bb9\u3092\u8d85\u3048\u308b | `query_associate` |\n| `combined` \u304c\u542b\u307e\u308c\u3001\u305d\u306e\u4ee3\u7406\u4eba\u306b\u3064\u3044\u3066\u5185\u8a33\u3092\u6c42\u3081\u308b\u65b9\u91dd | `query_associate` |\n| `unreadable`\u30fb`ambiguous`\u30fb`unmapped` \u304c1\u3064\u3067\u3082\u3042\u308b | `needs_human` |\n| \u632f\u8fbc\u5148\u304c\u767b\u9332\u3068\u9055\u3046 | `needs_human`\uff08\u652f\u6255\u306e\u4fdd\u7559\uff09 |\n\n**\u6700\u5f8c\u306e\u884c\u3060\u3051\u306f\u3001\u4ed6\u306e\u6761\u4ef6\u3088\u308a\u512a\u5148\u3057\u307e\u3059\u3002** \u91d1\u984d\u304c\u3059\u3079\u3066\u5408\u3063\u3066\u3044\u3066\u3082\u3001\u632f\u8fbc\u5148\u304c\u9055\u3048\u3070\u652f\u6255\u306b\u56de\u3057\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\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u3092\u8d77\u52d5 | \u524d\u51e6\u7406\u3068\u8aad\u307f\u53d6\u308a\u306e\u958b\u59cb |\n| AWS Textract | StartExpenseAnalysis\uff0fGetExpenseAnalysis | \u6a19\u6e96\u306e\u9805\u76ee\u3001\u660e\u7d30\u3001\u4fe1\u983c\u5ea6\u3001\u901a\u8ca8 |\n| \u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3001\u307e\u305f\u306fAPI\u3067\u8aad\u307f\u53d6\u308a | \u6848\u4ef6\u53f0\u5e33\u3068\u6307\u793a\u8a18\u9332 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u660e\u7d30\u306e\u5bfe\u5fdc\u4ed8\u3051\u3001\u7167\u4f1a\u6587\u3068\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d |\n| \u5224\u5b9a\u306e\u4e00\u89a7 | \u8868\u3067\u66f8\u304d\u51fa\u3057 | \u5916\u56fd\u90e8\u306e\u62c5\u5f53\u8005\u304c\u78ba\u8a8d\u3059\u308b\u4e00\u89a7 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u65e2\u5b58\u306e\u5165\u529b\u7d4c\u8def | `approve` \u306e\u3082\u306e\u3060\u3051\u3092\u7d4c\u7406\u304c\u56de\u3059 |\n\n**\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\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\u70b9\u691c\u306e\u7d50\u679c\u3068\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u652f\u6255\u3068\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u3092\u8d77\u3053\u3059\u306e\u306f\u3001\u7d4c\u7406\u306e\u65e2\u5b58\u306e\u624b\u9806\u3067\u3059\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u5bfe\u5fdc\u4ed8\u3051\u306e\u8aa4\u308a\u304c\u305d\u306e\u307e\u307e\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u66f8\u306b\u51fa\u307e\u3059\u3002\n\n**\u7167\u4f1a\u6587\u306f\u82f1\u6587\u3001\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u660e\u7d30\u306f\u65e5\u672c\u8a9e\u3067\u4e0b\u66f8\u304d\u3057\u307e\u3059\u3002** \u7167\u4f1a\u6587\u306b\u306f\u5408\u308f\u306a\u3044\u884c\u3092 `evidence` \u306e\u82f1\u6587\u306e\u307e\u307e\u5f15\u7528\u3055\u305b\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f `query_associate` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `approve` \u306e\u3082\u306e\u306f\u3001\u4ee3\u7406\u4eba\u30fb\u4ef6\u6570\u30fb\u5408\u8a08\u3092\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e20.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **\u632f\u8fbc\u5148\u306e\u4e0d\u4e00\u81f4\u3092\u6700\u521d\u306b\u898b\u308b** \u2026 \u652f\u6255\u3092\u6b62\u3081\u3001\u767b\u9332\u6e08\u307f\u306e\u9023\u7d61\u5148\u3067\u4ee3\u7406\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u30e1\u30fc\u30eb\u306e\u8fd4\u4fe1\u3067\u78ba\u304b\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044**\n2. **`needs_human` \u3092\u898b\u308b** \u2026 \u591a\u304f\u306f\u6574\u7406\u756a\u53f7\u306e\u8aad\u307f\u9055\u3044\u304b\u3001\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306e\u4e0d\u8db3\u3067\u3059\u3002**\u4e00\u89a7\u306b\u533a\u5206\u3092\u8db3\u3057\u305f\u3089\u3001\u305d\u308c\u3082\u8a18\u9332\u3057\u307e\u3059**\n3. **`query_associate` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6307\u793a\u8a18\u9332\u3068\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u958b\u304d\u3001**\u672c\u5f53\u306b\u53f0\u5e33\u306b\u6839\u62e0\u304c\u7121\u3044\u306e\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u7167\u4f1a\u6587\u3092\u76f4\u3057\u3066\u9001\u308b** \u2026 \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002**\u7167\u4f1a\u306e\u8981\u5426\u3092\u6c7a\u3081\u308b\u306e\u3082\u4eba\u3067\u3059**\n5. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u6f0f\u308c\u3067 `no` \u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u3001**\u305d\u306e\u307e\u307e\u7167\u4f1a\u3059\u308b\u3068\u81ea\u793e\u306e\u8a18\u9332\u6f0f\u308c\u3092\u4ee3\u7406\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef610\u5206\u3067\u3059\u3002** **\u7167\u4f1a\u304c3\u5272\u3092\u8d85\u3048\u308b\u6708\u306f\u3001\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u304b\u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u306b\u7a74\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u4ee3\u7406\u4eba\u306b\u4fdd\u8b77\u306e\u306a\u3044\u3082\u306e\u3092\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| XFA\u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u306a\u3044\u3002PDF\u306b\u5370\u5237\u3057\u76f4\u3057\u3066\u6295\u5165 |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u3066\u3044\u308b | \u5bfe\u5fdc\u8a00\u8a9e\u5916\u3002`needs_human` \u3067\u62c5\u5f53\u8005\u304c\u8aad\u3080 |\n| \u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | 15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u304c\u4e0b\u9650\u3002\u4e0b\u56de\u308b\u884c\u306f `unreadable` \u3067\u4eba\u3078 |\n| \u6574\u7406\u756a\u53f7\u304c\u8aad\u3081\u306a\u3044 | \u4ee3\u7406\u4eba\u5074\u306e\u6574\u7406\u756a\u53f7\u3068\u51fa\u9858\u756a\u53f7\u304b\u3089\u5019\u88dc\u3092\u51fa\u3057\u3001\u4eba\u304c\u78ba\u5b9a |\n| \u901a\u8ca8\u306e\u8a18\u53f7\u304c\u7121\u3044 | \u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306e\u65e2\u5b9a\u306e\u901a\u8ca8\u3092\u5f53\u3066\u3001**\u65e2\u5b9a\u3068\u9055\u3046\u901a\u8ca8\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u4eba\u3078** |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u8acb\u6c42 | `ExpenseIndex` \u3067\u5206\u3051\u3066\u3001\u8acb\u6c42\u3054\u3068\u306b\u5224\u5b9a |\n| \u540c\u3058\u8acb\u6c42\u304c\u518d\u9001\u3055\u308c\u305f | \u4ee3\u7406\u4eba\u3068\u8acb\u6c42\u756a\u53f7\u3067\u7167\u5408\u3057\u3001\u4e8c\u91cd\u306b\u5224\u5b9a\u3057\u306a\u3044 |\n| \u8acb\u6c42\u756a\u53f7\u304c\u9055\u3046\u304c\u4e2d\u8eab\u304c\u540c\u3058 | \u6848\u4ef6\u30fb\u4f5c\u696d\u30fb\u91d1\u984d\u304c\u540c\u3058\u3082\u306e\u3092\u4e8c\u91cd\u8acb\u6c42\u306e\u5019\u88dc\u3068\u3057\u3066\u4eba\u3078 |\n| OCR\u304c\u5fdc\u7b54\u3057\u306a\u3044\u30fb\u5931\u6557\u306e\u901a\u77e5 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u51e6\u7406\u6e08\u307f\u3078\u79fb\u3059\u306e\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0b\u304b\u30892\u884c\u76ee\u306f\u3001\u8acb\u6c42\u756a\u53f7\u3060\u3051\u3067\u306f\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002** \u8acb\u6c42\u3092\u4f5c\u308a\u76f4\u3059\u3068\u756a\u53f7\u304c\u5909\u308f\u308b\u306e\u3067\u3001**\u6848\u4ef6\u30fb\u4f5c\u696d\u533a\u5206\u30fb\u91d1\u984d\u306e\u7d44\u3067\u76f4\u8fd1\u306e\u8acb\u6c42\u3068\u7167\u3089\u3057\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u30fb\u7d4c\u8def\n- Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\uff08\u6a19\u6e96\u306e\u9805\u76ee\u3001\u660e\u7d30\u306e\u884c\u3001\u9805\u76ee\u540d\u3001\u4fe1\u983c\u5ea6\uff09\n- \u6b63\u898f\u5316\u306e\u524d\u3068\u5f8c\u306e\u91d1\u984d\u30fb\u65e5\u4ed8\uff08**\u5143\u306e\u6587\u5b57\u5217\u3092\u6b8b\u3059**\uff09\n- \u5bfe\u5fdc\u4ed8\u3051\u306e\u7d50\u679c\uff08`lines`\uff09\u3068\u3001\u7167\u5408\u306b\u4f7f\u3063\u305f**\u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u7248\u3068\u5e81\u8cbb\u7528\u306e\u8868\u306e\u7248**\n- \u5224\u5b9a\uff08`verdict`\uff09\u3068\u3001\u4eba\u304c\u8986\u3057\u305f\u8a18\u9332\n- \u7167\u4f1a\u3092\u9001\u3063\u305f\u65e5\u6642\u3001\u4ee3\u7406\u4eba\u306e\u56de\u7b54\u3001\u8a02\u6b63\u3055\u308c\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3068\u306e\u5bfe\u5fdc\n- **\u4ee3\u7406\u4eba\u3054\u3068\u306e `unmapped` \u3068 `combined` \u306e\u4ef6\u6570**\n\n**4\u3064\u76ee\u3067\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5024\u4e0a\u3052\u306e\u4ea4\u6e09\u306e\u5f8c\u306b\u904e\u53bb\u306e\u8acb\u6c42\u3092\u898b\u76f4\u3059\u3068\u304d\u3001**\u5f53\u6642\u3069\u306e\u6599\u91d1\u3067\u7167\u3089\u3057\u305f\u304b\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u7167\u4f1a\u306e\u6839\u62e0\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**","minimal_setup":"1. \u5148\u6708\u5c4a\u3044\u305f\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304b\u308920\u679a\u3092\u9078\u3076\uff08**\u7167\u4f1a\u3057\u305f\u3053\u3068\u306e\u3042\u308b\u3082\u306e\u3092\u6570\u679a\u5165\u308c\u308b**\uff09\n2. \u305d\u306e20\u679a\u306b\u3064\u3044\u3066\u3001\u5f53\u6642\u3069\u306e\u884c\u3092\u7167\u4f1a\u3057\u3001\u3069\u306e\u884c\u3092\u901a\u3057\u305f\u304b\u3092\u62c5\u5f53\u8005\u306b\u805e\u304d\u53d6\u308b\n3. \u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\uff08\u53d6\u308a\u6c7a\u3081\u306e\u8868\u306e\u533a\u5206\uff09\u30921\u679a\u306e\u8868\u306b\u307e\u3068\u3081\u308b\n4. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u753b\u9762\u306b\u3001PDF\u3068\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u30921\u679a\u305a\u3064\u6e21\u3059\n5. \u300c\u660e\u7d30\u306e\u5404\u884c\u3092\u3001\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u306e\u3069\u308c\u306b\u5f53\u305f\u308b\u304b\u3001\u8cbb\u7528\u306e\u7a2e\u985e\uff08\u624b\u6570\u6599\u30fb\u5e81\u8cbb\u7528\u30fb\u5b9f\u8cbb\uff09\u306f\u3069\u308c\u304b\u3067\u5bfe\u5fdc\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u5408\u7b97\u3055\u308c\u3066\u3044\u308b\u884c\u306f\u5206\u3051\u305a\u306b\u5408\u7b97\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u89a7\u306b\u7121\u3044\u4f5c\u696d\u306f\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n6. \u51fa\u3066\u304d\u305f\u5bfe\u5fdc\u4ed8\u3051\u3092\u3001\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**20\u679a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u6599\u91d1\u306e\u7167\u5408\u306f\u8a08\u7b97\u306a\u306e\u3067\u3001**\u78ba\u304b\u3081\u308b\u3079\u304d\u306f\u300c\u4f5c\u696d\u540d\u3092\u533a\u5206\u306b\u5bfe\u5fdc\u4ed8\u3051\u3089\u308c\u308b\u304b\u300d\u3067\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u7167\u4f1a\u3057\u305f\u884c\u304c `unmapped` \u3084 `combined` \u3068\u3057\u3066\u51fa\u305f | **OCR\u3068\u306e\u9023\u643a\u306b\u9032\u3080** |\n| \u4e00\u89a7\u306b\u7121\u3044\u4f5c\u696d\u3092\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u533a\u5206\u306e\u4e00\u89a7\u305d\u306e\u3082\u306e\u304c\u8db3\u308a\u305a\u3001`unmapped` \u304c\u591a\u3044 | **\u4e00\u89a7\u306e\u6574\u5099\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u3066\u3082\u5931\u6557\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u53e4\u53c2\u306e2\u540d\u306e\u982d\u306e\u4e2d\u306e\u533a\u5206\u304c\u3001\u8868\u306b\u306a\u3063\u3066\u3044\u306a\u304b\u3063\u305f\u3068\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002","minimal_setup_short":"PDF\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u6e21\u3057\u3001\u660e\u7d30\u306e\u5bfe\u5fdc\u4ed8\u3051\u3092\u3055\u305b\u308b \uff0f 1\u679a\u3054\u3068\u306e\u4f5c\u696d\u533a\u5206\u3068\u8cbb\u7528\u306e\u7a2e\u985e\u306e\u5bfe\u5fdc\u4ed8\u3051","semi_auto_setup":"\u4e0a\u8a18\uff0bOCR\u306eAPI\u3067\u8aad\u307f\u53d6\u308a\u3001\u53f0\u5e33\u30fb\u53d6\u308a\u6c7a\u3081\u3068\u306e\u7167\u5408\u3068\u5224\u5b9a\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3001\u7167\u5408\u3001\u5dee\u984d\u306e\u8a08\u7b97\u3001\u5224\u5b9a\u306e\u4e00\u89a7\u5316","full_setup":"\u4e0a\u8a18\uff0b\u7167\u4f1a\u6587\u3068\u9867\u5ba2\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\u3001\u4ee3\u7406\u4eba\u3054\u3068\u306e\u50be\u5411\u306e\u96c6\u8a08\u3001\u6848\u4ef6\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u306eAPI\u9023\u643a \uff0f \u70b9\u691c\u306e\u5168\u4f53\u3068\u3001\u7167\u4f1a\u30fb\u9867\u5ba2\u8acb\u6c42\u306e\u6e96\u5099","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3001120\u4ef6\u306f\u3055\u3070\u3051\u307e\u305b\u3093\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef630\u5206\u304c10\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u30fb\u5bfe\u5fdc\u4ed8\u3051\u30fb\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u4eba\u306e\u4ed5\u4e8b\u306f\u5224\u5b9a\u306e\u4e00\u89a7\u306e\u78ba\u8a8d\u3068\u3001\u7167\u4f1a\u3059\u308b\u3082\u306e\u306e\u6839\u62e0\u306e\u78ba\u8a8d\u306b\u306a\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u7167\u4f1a\u6587\u3068\u9867\u5ba2\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\u3067\u3059\u3002** \u534a\u81ea\u52d5\u5316\u306e\u904b\u7528\u3067\u7167\u4f1a\u306e\u5272\u5408\u3092\u898b\u3066\u304b\u3089\u9032\u307f\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30921\u304b\u6708\u56de\u3059\u3068\u3001`unmapped` \u306e\u591a\u3044\u4ee3\u7406\u4eba\u3068\u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u306e\u9045\u308c\u304c\u898b\u3048\u3001**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u4e0b\u66f8\u304d\u3092\u8db3\u3059\u307b\u3046\u304c\u3001\u8aa4\u3063\u305f\u7167\u4f1a\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u4e00\u89a7\u306b\u7121\u3044\u4f5c\u696d\u304c\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u3089\u308c\u308b | **\u5bc4\u305b\u306a\u3044\u3053\u3068\u3092\u6307\u793a\u306b\u660e\u8a18\u3057\u3001`unmapped` \u3092\u51fa\u3055\u305b\u308b** |\n| \u5408\u7b97\u884c\u304c\u9006\u7b97\u3067\u5206\u3051\u3089\u308c\u308b | \u9006\u7b97\u3092\u7981\u3058\u3001`combined` \u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u6b27\u5dde\u306e\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3067\u6841\u304c\u305a\u308c\u308b | \u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u3067\u66f8\u304d\u65b9\u3092\u6c7a\u3081\u6253\u3061\u3057\u3001**\u5143\u306e\u6587\u5b57\u5217\u3092\u6b8b\u3059** |\n| \u65e5\u4ed8\u306e\u65e5\u3068\u6708\u3092\u53d6\u308a\u9055\u3048\u308b | \u540c\u3058\u304f\u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u3067\u6c7a\u3081\u308b\u3002AI\u306b\u89e3\u91c8\u3055\u305b\u306a\u3044 |\n| \u81ea\u793e\u306e\u6574\u7406\u756a\u53f7\u304c\u6a19\u6e96\u306e\u9805\u76ee\u306b\u5165\u3089\u306a\u3044 | `LabelDetection` \u306e\u9805\u76ee\u540d\u3067\u300cYour Ref\u300d\u3092\u62fe\u3046 |\n| \u5024\u4e0a\u3052\u306e\u524d\u5f8c\u3067\u6599\u91d1\u306e\u7248\u3092\u53d6\u308a\u9055\u3048\u308b | \u53d6\u308a\u6c7a\u3081\u306e\u8868\u306b\u9069\u7528\u958b\u59cb\u65e5\u3092\u6301\u305f\u305b\u3001**\u4f5c\u696d\u65e5\u3067\u7248\u3092\u9078\u3076** |\n| \u6307\u793a\u8a18\u9332\u306e\u5165\u529b\u6f0f\u308c\u3067\u7167\u4f1a\u3057\u3066\u3057\u307e\u3046 | **\u7167\u4f1a\u306e\u524d\u306b\u3001\u4eba\u304c\u6307\u793a\u8a18\u9332\u3092\u78ba\u304b\u3081\u308b** |\n| `JobId` \u306e\u671f\u9650\u304c\u5207\u308c\u3066\u7d50\u679c\u304c\u53d6\u308c\u306a\u3044 | 7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u3002\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u3059\u3050\u306b\u53d6\u308b |\n| \u4e2d\u56fd\u8a9e\u3084\u97d3\u56fd\u8a9e\u306e\u8acb\u6c42\u304c\u6df7\u3056\u308b | \u5bfe\u5fdc\u8a00\u8a9e\u5916\u3002**\u82f1\u8a9e\u4ee5\u5916\u306f\u4eba\u304c\u8aad\u3080**\u3068\u6c7a\u3081\u3066\u304a\u304f |\n| \u632f\u8fbc\u5148\u306e\u5909\u66f4\u306b\u6c17\u3065\u304b\u306a\u3044 | \u767b\u9332\u6e08\u307f\u306e\u632f\u8fbc\u5148\u3068\u7167\u5408\u3057\u3001\u9055\u3048\u3070\u652f\u6255\u3092\u6b62\u3081\u308b |\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\u3082AI\u304c\u300c\u3064\u3058\u3064\u307e\u306e\u5408\u3046\u7b54\u3048\u300d\u3092\u4f5c\u308d\u3046\u3068\u3057\u3066\u8d77\u304d\u307e\u3059\u3002**\u5408\u308f\u306a\u3044\u3053\u3068\u3092\u5408\u308f\u306a\u3044\u307e\u307e\u8a18\u9332\u3055\u305b\u308b\u306e\u304c\u52d8\u6240\u3067\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u9867\u5ba2\u306e\u540d\u524d\u3068\u51fa\u9858\u306e\u5185\u5bb9\u306b\u95a2\u308f\u308b\u6848\u4ef6\u306e\u60c5\u5831\u3001\u4ee3\u7406\u4eba\u3068\u306e\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u3001\u305d\u3057\u3066**\u4ee3\u7406\u4eba\u306e\u632f\u8fbc\u5148\u306e\u53e3\u5ea7\u60c5\u5831**\u3067\u3059\u3002\u672a\u516c\u958b\u306e\u51fa\u9858\u306e\u6848\u4ef6\u540d\u304c\u660e\u7d30\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002\n\n1. **\u632f\u8fbc\u5148\u306e\u5909\u66f4\u306f\u3001\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3060\u3051\u3067\u53d7\u3051\u4ed8\u3051\u306a\u3044** \u2026 \u632f\u8fbc\u5148\u3092\u5909\u3048\u305f\u3068\u66f8\u304b\u308c\u305f\u8acb\u6c42\u306f\u3001**\u306a\u308a\u3059\u307e\u3057\u306b\u3088\u308b\u9001\u91d1\u8a50\u6b3a\u306e\u5178\u578b\u7684\u306a\u5165\u53e3\u3067\u3059\u3002** \u767b\u9332\u6e08\u307f\u306e\u9023\u7d61\u5148\u306b\u96fb\u8a71\u306a\u3069\u3067\u78ba\u304b\u3081\u308b\u307e\u3067\u652f\u6255\u3092\u6b62\u3081\u307e\u3059\n2. **\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u5bfe\u5fdc\u4ed8\u3051\u306b\u53e3\u5ea7\u756a\u53f7\u306f\u8981\u308a\u307e\u305b\u3093\u3002**\u632f\u8fbc\u5148\u306e\u7167\u5408\u306f Python \u306e\u5074\u3067\u884c\u3044\u3001\u751f\u6210AI\u306b\u306f\u660e\u7d30\u306e\u884c\u3068\u533a\u5206\u306e\u4e00\u89a7\u3060\u3051\u3092\u6e21\u3057\u307e\u3059**\n3. **\u7167\u4f1a\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u9577\u304f\u4ed8\u304d\u5408\u3046\u4ee3\u7406\u4eba\u3068\u306e\u95a2\u4fc2\u306b\u76f4\u63a5\u3072\u3073\u304d\u307e\u3059\u3002**\u9001\u308b\u306e\u306f\u4eba\u3067\u3001\u4e0b\u66f8\u304d\u307e\u3067\u304c\u81ea\u52d5\u3067\u3059**\n4. **\u672a\u516c\u958b\u306e\u6848\u4ef6\u306e\u60c5\u5831\u3092\u6271\u3046\u524d\u63d0\u3067\u3001\u4fdd\u7ba1\u5148\u3092\u6c7a\u3081\u308b** \u2026 \u975e\u540c\u671f\u306e\u7d50\u679c\u306f\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3078\u66f8\u304d\u51fa\u3057\u3001`KMSKeyId` \u3067\u6697\u53f7\u5316\u306e\u9375\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002**\u4fdd\u7ba1\u306e\u671f\u9593\u3068\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u4eba\u3092\u5148\u306b\u6c7a\u3081\u307e\u3059**\n5. **\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u5916\u3078\u51fa\u3055\u306a\u3044** \u2026 40\u4e8b\u52d9\u6240\u5206\u306e\u6599\u91d1\u304c\u307e\u3068\u307e\u3063\u305f\u4e00\u89a7\u3067\u3059\u3002**\u7167\u5408\u306f Python \u306e\u5074\u3067\u884c\u3044\u3001\u8868\u305d\u306e\u3082\u306e\u3092\u751f\u6210AI\u3078\u6e21\u3057\u307e\u305b\u3093**\n6. **\u3053\u306e\u69cb\u6210\u306f\u6599\u91d1\u306e\u59a5\u5f53\u6027\u3092\u5224\u65ad\u3057\u306a\u3044** \u2026 \u53d6\u308a\u6c7a\u3081\u306e\u6599\u91d1\u304c\u76f8\u5834\u306b\u7167\u3089\u3057\u3066\u9ad8\u3044\u304b\u3001\u6e1b\u984d\u3092\u6c42\u3081\u308b\u304b\u306f\u3001**\u5916\u56fd\u90e8\u306e\u8cac\u4efb\u8005\u3068\u4ee3\u7406\u4eba\u306e\u4ea4\u6e09\u3067\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6307\u793a\u3057\u3066\u3044\u306a\u3044\u4f5c\u696d\u3092\u9867\u5ba2\u306b\u518d\u8acb\u6c42\u3059\u308b\u3053\u3068\u3068\u3001\u6b63\u3057\u3044\u8acb\u6c42\u3092\u7167\u4f1a\u3057\u3066\u4ee3\u7406\u4eba\u3068\u306e\u95a2\u4fc2\u3092\u640d\u306d\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002**","recommended_for":"\u5916\u56fd\u51fa\u9858\u3092\u591a\u304f\u6271\u3044\u3001\u7c73\u56fd\u30fb\u6b27\u5dde\u30fb\u30a2\u30b8\u30a2\u306e\u73fe\u5730\u4ee3\u7406\u4eba\u304b\u3089\u82f1\u6587\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u3092\u6bce\u6708\u767e\u4ef6\u524d\u5f8c\u53d7\u3051\u53d6\u308b\u7279\u8a31\u4e8b\u52d9\u6240\u3002\u5916\u56fd\u90e8\u306e\u62c5\u5f53\u8005\u304c\u3001\u4ee3\u7406\u4eba\u3054\u3068\u306e\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u3068\u6848\u4ef6\u306e\u6307\u793a\u8a18\u9332\u3092\u8a18\u61b6\u3068\u8868\u8a08\u7b97\u3067\u7167\u3089\u3057\u5408\u308f\u305b\u3066\u3044\u308b\u5834\u5408\u3002\u6848\u4ef6\u53f0\u5e33\u306b\u3001\u76f8\u624b\u65b9\u306e\u6574\u7406\u756a\u53f7\u3068\u3001\u3044\u3064\u4f55\u3092\u6307\u793a\u3057\u305f\u304b\u306e\u8a18\u9332\u3092\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u306e\u5185\u5bb9\u3092\u9867\u5ba2\u3078\u306e\u8acb\u6c42\u306b\u8ee2\u8a18\u3057\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u65e5\u672c\u8a9e\u306a\u3069\uff09\u3060\u3051\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\u307e\u305b\u3093\uff09\u3002\u73fe\u5730\u4ee3\u7406\u4eba\u304c\u6570\u4e8b\u52d9\u6240\u3067\u3001\u6708\u306e\u4ef6\u6570\u304c\u5341\u4ef6\u7a0b\u5ea6\u306e\u5834\u5408\u3002\u4ee3\u7406\u4eba\u3068\u6599\u91d1\u306e\u53d6\u308a\u6c7a\u3081\u3092\u6587\u66f8\u306b\u3057\u3066\u304a\u3089\u305a\u3001\u7167\u3089\u3059\u5148\u306e\u6599\u91d1\u8868\u3092\u4f5c\u308c\u306a\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u5e81\u8cbb\u7528\u306e\u91d1\u984d\u305d\u306e\u3082\u306e\u304c\u6b63\u3057\u3044\u304b\u3001\u4ee3\u7406\u4eba\u3078\u6e1b\u984d\u3092\u6c42\u3081\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u4f5c\u696d\u533a\u5206\u306e\u4e00\u89a7\u3092\u4f5c\u308b**\n\n\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3092\u898b\u76f4\u3057\u3001**\u51fa\u9858\u3001\u4e2d\u9593\u5fdc\u7b54\u3001\u5831\u544a\u3001\u5e74\u91d1\u7d0d\u4ed8\u3001\u767b\u9332\u3068\u3044\u3063\u305f\u4f5c\u696d\u533a\u5206\u306b\u30b3\u30fc\u30c9\u3092\u632f\u308a\u307e\u3059\u3002** **\u4ef6\u6570\u306e\u591a\u3044\u4e0a\u4f4d10\u4e8b\u52d9\u6240\u304b\u3089\u59cb\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u679a\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u30c7\u30d3\u30c3\u30c8\u30ce\u30fc\u30c8\u304b\u308920\u679a\u3092\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u5bfe\u5fdc\u4ed8\u3051\u3092\u3055\u305b\u307e\u3059\u3002**\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u8fd1\u3044\u533a\u5206\u306b\u5bc4\u305b\u3066\u3044\u306a\u3044\u304b\u3001\u5408\u7b97\u884c\u3092\u5206\u3051\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u7167\u4f1a\u306e\u57fa\u6e96\u3092\u6c7a\u3081\u308b**\n\n**\u8a31\u5bb9\u3059\u308b\u5dee\u984d\u3001\u5408\u7b97\u884c\u3092\u7167\u4f1a\u3059\u308b\u4ee3\u7406\u4eba\u3001\u632f\u8fbc\u5148\u306e\u78ba\u8a8d\u306e\u624b\u9806\u3092\u3001\u5916\u56fd\u90e8\u306e\u8cac\u4efb\u8005\u3068\u7d4c\u7406\u3067\u6c7a\u3081\u307e\u3059\u3002** \u3053\u3053\u304c\u6c7a\u307e\u3089\u306a\u3044\u3046\u3061\u306b\u7167\u5408\u3092\u7d44\u3080\u3068\u3001\u5224\u5b9a\u306f\u51fa\u308b\u306e\u306b\u8ab0\u3082\u4f7f\u3048\u306a\u3044\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u4ee3\u7406\u4eba\u306e\u4e00\u89a7\u306b\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u65e2\u5b9a\u306e\u901a\u8ca8\u3092\u8db3\u3057\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u304b\u3089\u5bfe\u5fdc\u4ed8\u3051\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract \u3092\u3064\u306a\u304e\u3001\u5bfe\u5fdc\u4ed8\u3051\u306e\u7d50\u679c\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f `verdict` \u3092\u51fa\u3055\u305a\u3001`lines` \u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u6848\u4ef6\u53f0\u5e33\u30fb\u6307\u793a\u8a18\u9332\u30fb\u53d6\u308a\u6c7a\u3081\u306e\u8868\u3068\u306e\u7167\u5408\u3092\u8db3\u3057\u3001`verdict` \u3092\u51fa\u3057\u307e\u3059\u3002\u7167\u4f1a\u306e\u5272\u5408\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u7167\u4f1a\u6587\u3068\u9867\u5ba2\u8acb\u6c42\u660e\u7d30\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u4ef630\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u4ee3\u7406\u4eba\u3054\u3068\u306e `unmapped` \u3068 `combined` \u306e\u4ef6\u6570\u3092\u898b\u3066\u3001\u8acb\u6c42\u306e\u66f8\u304d\u65b9\u3092\u4ee3\u7406\u4eba\u3068\u76f8\u8ac7\u3067\u304d\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0264","UC-0156","UC-0039","UC-0079"],"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":4643,"slug":"hikaku-kento-makeru","title":"\u6bd4\u8f03\u691c\u8a0e\u3067\u8ca0\u3051\u308b\u539f\u56e0\u306f\u60c5\u5831\u4e0d\u8db3\uff5c\u9078\u5b9a\u8868\u306b\u8f09\u308b\u6e96\u5099"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u306a\u3057\u3067\u8acb\u6c42\u66f8\u304b\u3089\u65e5\u4ed8\u3001\u756a\u53f7\u3001\u54c1\u76ee\u306e\u91d1\u984d\u3001\u5408\u8a08\u3001\u652f\u6255\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3002\u7570\u306a\u308b\u8a00\u3044\u65b9\u3092\u6a19\u6e96\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3001\u5f53\u305f\u3089\u306a\u3044\u3082\u306e\u3092 `OTHER` \u306b\u3059\u308b\u3053\u3068\u3002\u6a19\u6e96\u306e\u9805\u76ee\u306e\u4e00\u89a7\u3002\u51fa\u529b\u306e `ExpenseIndex`\u3001`LabelDetection`\u3001`ValueDetection`\u3001`Confidence`\u3001`EXPENSE_ROW`\u3002\u5024\u306b `Currency` \u306e `Code` \u304c\u4ed8\u304f\u4f8b\u3002\u540c\u671f\u306f AnalyzeExpense\u3001\u975e\u540c\u671f\u306f StartExpenseAnalysis \u3068 GetExpenseAnalysis \u3067\u3042\u308b\u3053\u3068 | [AWS: Analyzing Invoices and Receipts](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/invoices-receipts.html) | 2026-10-05 |\n| StartExpenseAnalysis \u304cS3\u306e JPEG\u30fbPNG\u30fbPDF \u3092\u5bfe\u8c61\u306b\u975e\u540c\u671f\u3067\u5206\u6790\u3057\u3001\u5b8c\u4e86\u3092SNS\u306b\u901a\u77e5\u3057\u3001GetExpenseAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308b\u3053\u3068\u3002`ClientRequestToken` \u3067\u540c\u3058\u51e6\u7406\u306e\u4e8c\u91cd\u306e\u958b\u59cb\u3092\u9632\u3052\u308b\u3053\u3068\u3002`JobId` \u304c7\u65e5\u9593\u6709\u52b9\u306a\u3053\u3068\u3002`OutputConfig` \u3067\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3078\u51fa\u529b\u3067\u304d\u3001`KMSKeyId` \u3067\u6697\u53f7\u5316\u306e\u9375\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [AWS: StartExpenseAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartExpenseAnalysis.html) | 2026-10-05 |\n| XFA\u5f62\u5f0f\u306ePDF\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u540c\u671f\u51e6\u7406\u304c10MB\u30fbPDF\u3068TIFF\u30671\u30da\u30fc\u30b8\u307e\u3067\u3001\u975e\u540c\u671f\u51e6\u7406\u304cPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF\u3092\u6271\u3048\u306a\u3044\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u30fb\u4ecf\u30fb\u72ec\u30fb\u4f0a\u30fb\u8461\u30fb\u897f\u3067\u3042\u308b\u3053\u3068\u3002\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u304c15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3042\u308b\u3053\u3068 | [AWS: Amazon Textract \u306e\u56fa\u5b9a\u306e\u30af\u30a9\u30fc\u30bf](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-05 |\n| Textract \u306e\u4eba\u306b\u3088\u308b\u78ba\u8a8d\u306e\u4ed5\u7d44\u307f\uff08`HumanLoopConfig`\uff09\u304c Amazon Augmented AI\uff08A2I\uff09\u3092\u4f7f\u3046\u3053\u3068\u3002A2I \u304c2026\u5e747\u6708\u306b\u4fdd\u5b88\u30e2\u30fc\u30c9\u306b\u5165\u308a\u3001\u65b0\u898f\u306e\u9867\u5ba2\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u3053\u3068 | [AWS: AnalyzeDocument](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_AnalyzeDocument.html) | 2026-10-05 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3067 `output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b `additionalProperties: false` \u304c\u5fc5\u8981\u306a\u3053\u3068 | [Claude: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-05 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