{"id":14193,"date":"2026-10-02T21:45:04","date_gmt":"2026-10-02T12:45:04","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/overseas-bank-statement-balance-reconciliation\/"},"modified":"2026-10-02T21:45:04","modified_gmt":"2026-10-02T12:45:04","slug":"overseas-bank-statement-balance-reconciliation","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/overseas-bank-statement-balance-reconciliation\/","title":{"rendered":"\u6d77\u5916\u5b50\u4f1a\u793e\u306e\u82f1\u6587\u306e\u9280\u884c\u53d6\u5f15\u660e\u7d30\u3092\u6bce\u6708\u8aad\u307f\u53d6\u308a\u3001\u4f1a\u8a08\u306e\u6b8b\u9ad8\u30fb\u660e\u7d30\u3068\u7167\u5408\u3057\u3066\u3001\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u3068\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u4f5c\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6d77\u5916\u5b50\u4f1a\u793e\u304b\u3089\u6bce\u6708\u96c6\u307e\u308b\u82f1\u6587\u306e\u9280\u884c\u53d6\u5f15\u660e\u7d30\uff08Bank Statement\uff09\u306ePDF\u3092\u8aad\u307f\u53d6\u308a\u3001\u671f\u9996\u30fb\u671f\u672b\u306e\u6b8b\u9ad8\u3068\u5165\u51fa\u91d1\u306e\u660e\u7d30\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002\u305d\u308c\u3092\u5b50\u4f1a\u793e\u306e\u4f1a\u8a08\u306e\u6b8b\u9ad8\u30fb\u660e\u7d30\u3068\u7167\u5408\u3057\u3001\u5408\u308f\u306a\u3044\u660e\u7d30\u306b\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3066\u3001\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0409","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-02","tech_verified_date":"2026-10-01","trigger":"**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u660e\u7d30\u306ePDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u53e3\u5ea7\u3054\u3068\u306b\u30d5\u30a9\u30eb\u30c0\u3092\u5206\u3051\u3001PDF\u3068\u5143\u5e33\u306eCSV\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u51e6\u7406\u3092\u59cb\u3081\u307e\u3059\u3002**\u7247\u65b9\u3057\u304b\u7121\u3044\u3046\u3061\u306f\u52d5\u304b\u3057\u307e\u305b\u3093\u3002** \u660e\u7d30\u3060\u3051\u3067\u8aad\u307f\u53d6\u308a\u3092\u9032\u3081\u308b\u3068\u3001\u7167\u5408\u306e\u6bb5\u3067\u5143\u5e33\u304c\u7121\u304f\u3001\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u304c\u300c\u5143\u5e33\u306a\u3057\u300d\u3067\u57cb\u307e\u308a\u307e\u3059\u3002\n\nTextract \u306e\u975e\u540c\u671f\u306e\u51e6\u7406\u306f\u3001`StartDocumentAnalysis` \u3067\u59cb\u3081\u3001\u5b8c\u4e86\u3092 Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u3078\u901a\u77e5\u3057\u307e\u3059\u3002**\u305d\u306e\u901a\u77e5\u3092 AWS Lambda \u3067\u53d7\u3051\u3066\u3001`GetDocumentAnalysis` \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002** \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001`Get` \u306e\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u547c\u3093\u3067\u5b8c\u4e86\u3092\u5f85\u3064\u3084\u308a\u65b9\u3092\u52e7\u3081\u3066\u3044\u307e\u305b\u3093\u3002\u547c\u3073\u3059\u304e\u308b\u3068\u7d5e\u3089\u308c\u308b\u305f\u3081\u3067\u3059\u3002\n\n**\u540c\u3058\u660e\u7d30\u3092\u4e8c\u91cd\u306b\u51e6\u7406\u3057\u306a\u3044\u3088\u3046\u306b\u3001`ClientRequestToken` \u3092\u4ed8\u3051\u307e\u3059\u3002** \u540c\u3058\u30c8\u30fc\u30af\u30f3\u3067\u540c\u3058\u5165\u529b\u306e `Start` \u3092\u547c\u3076\u3068\u3001\u540c\u3058\u30b8\u30e7\u30d6\u756a\u53f7\u304c\u8fd4\u308a\u3001\u51e6\u7406\u306f\u3084\u308a\u76f4\u3055\u308c\u307e\u305b\u3093\u3002\u30c8\u30fc\u30af\u30f3\u306b\u306f\u300c\u53e3\u5ea7\u306e\u756a\u53f7\uff0b\u660e\u7d30\u306e\u671f\u9593\uff0b\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5\u300d\u3092\u4f7f\u3044\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u9280\u884c\u53d6\u5f15\u660e\u7d30 | \u82f1\u6587\u306ePDF\u3002\u671f\u9593\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u901a\u8ca8\u3001\u671f\u9996\u30fb\u671f\u672b\u6b8b\u9ad8\u3001\u53d6\u5f15\u306e\u8868 | \u5b50\u4f1a\u793e\u306e\u7d4c\u7406 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u3068\u30bb\u30eb\uff08\u884c\u30fb\u5217\u30fb\u5217\u898b\u51fa\u3057\u30fb\u4fe1\u983c\u5ea6\uff09\u3001\u554f\u3044\u3078\u306e\u7b54\u3048\u3068\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u9810\u91d1\u52d8\u5b9a\u306e\u5143\u5e33 | \u65e5\u4ed8\u3001\u91d1\u984d\u3001\u901a\u8ca8\u3001\u6458\u8981\u3001\u4f1d\u7968\u756a\u53f7 | \u5b50\u4f1a\u793e\u306e\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u53e3\u5ea7\u306e\u53f0\u5e33 | \u5b50\u4f1a\u793e\u3001\u9280\u884c\u3001\u53e3\u5ea7\u756a\u53f7\uff08\u672b\u5c3e4\u6841\uff09\u3001\u901a\u8ca8\u3001**\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u5165\u51fa\u91d1\u306e\u5217\u306e\u5f62** | \u8ca1\u52d9\u90e8\u304c\u7ba1\u7406\u3059\u308b\u4e00\u89a7 |\n| \u524d\u6708\u306e\u7d50\u679c | \u524d\u6708\u306e\u671f\u672b\u6b8b\u9ad8\u3068\u3001\u6301\u3061\u8d8a\u3057\u305f\u5dee\u7570\u306e\u4e00\u89a7 | \u3053\u306e\u69cb\u6210\u306e\u524d\u6708\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u53e3\u5ea7\u306e\u53f0\u5e33\u3068\u524d\u6708\u306e\u7d50\u679c\u3067\u3059\u3002** \u53f0\u5e33\u306b\u66f8\u304d\u65b9\u304c\u7121\u3051\u308c\u3070\u3001\u300c03\/04\u300d\u3092\u3069\u3061\u3089\u306e\u65e5\u4ed8\u3068\u8aad\u3080\u304b\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002\u524d\u6708\u306e\u7d50\u679c\u304c\u7121\u3051\u308c\u3070\u3001**\u5148\u6708\u306e\u672a\u843d\u3061\u306e\u652f\u6255\u304c\u4eca\u6708\u843d\u3061\u305f\u306e\u304b\u3069\u3046\u304b**\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n**\u5165\u51fa\u91d1\u306e\u5217\u306e\u5f62\u306f\u3001\u9280\u884c\u3054\u3068\u306b3\u3064\u307b\u3069\u306b\u5206\u304b\u308c\u307e\u3059\u3002** \u300c\u5165\u91d1\u300d\u3068\u300c\u51fa\u91d1\u300d\u306e\u5217\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u5f62\u30011\u3064\u306e\u91d1\u984d\u306e\u5217\u306b\u7b26\u53f7\uff08`-` \u3084\u672b\u5c3e\u306e `DR`\uff09\u304c\u4ed8\u304f\u5f62\u3001\u91d1\u984d\u306e\u5217\u3068\u306f\u5225\u306b\u300cDR\uff0fCR\u300d\u306e\u5217\u304c\u3042\u308b\u5f62\u3067\u3059\u3002**\u53f0\u5e33\u306b\u3069\u306e\u5f62\u304b\u3092\u66f8\u3044\u3066\u304a\u304d\u3001Python \u306e\u5909\u63db\u306e\u898f\u5247\u3092\u9078\u3073\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8868\u3068\u30bb\u30eb | `TABLES` \u306e `TABLE`\u30fb`CELL` \u30d6\u30ed\u30c3\u30af | \u53d6\u5f15\u306e\u884c\uff08\u65e5\u4ed8\u3001\u6458\u8981\u3001\u91d1\u984d\u3001\u6b8b\u9ad8\uff09 |\n| \u5217\u898b\u51fa\u3057 | `COLUMN_HEADER` \u306e\u30bb\u30eb | \u3069\u306e\u5217\u304c\u91d1\u984d\u3067\u3001\u3069\u306e\u5217\u304c\u6b8b\u9ad8\u304b |\n| \u96c6\u8a08\u306e\u30bb\u30eb | `TABLE_SUMMARY` \u306e\u30bb\u30eb | \u5165\u91d1\u30fb\u51fa\u91d1\u306e\u5408\u8a08\uff08\u7167\u5408\u306e\u884c\u304b\u3089\u5916\u3059\uff09 |\n| \u554f\u3044\u3078\u306e\u7b54\u3048 | `QUERY_RESULT` \u30d6\u30ed\u30c3\u30af\uff08\u4fe1\u983c\u5ea6\u3064\u304d\uff09 | \u53e3\u5ea7\u756a\u53f7\u3001\u671f\u9593\u3001\u901a\u8ca8\u3001\u671f\u9996\u30fb\u671f\u672b\u6b8b\u9ad8 |\n| \u5168\u6587\u306e\u884c | `LINE` \u30d6\u30ed\u30c3\u30af | \u8868\u306e\u5916\u306b\u3042\u308b\u6b8b\u9ad8\u3084\u6ce8\u8a18\u306e\u62fe\u3044\u76f4\u3057 |\n\n**\u554f\u3044\u306f\u30011\u30da\u30fc\u30b8\u306b5\u3064\u307b\u3069\u306b\u3068\u3069\u3081\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u306f1\u30da\u30fc\u30b8\u3042\u305f\u308a30\u554f\u307e\u3067\u4f7f\u3048\u307e\u3059\u304c\u3001**\u6b8b\u9ad8\u306f1\u30da\u30fc\u30b8\u76ee\u304b\u6700\u5f8c\u306e\u30da\u30fc\u30b8\u306b\u3057\u304b\u306a\u3044\u3053\u3068\u304c\u591a\u3044**\u306e\u3067\u3001\u554f\u3044\u306b `Pages` \u3092\u6307\u5b9a\u3057\u3066\u3001\u805e\u304f\u30da\u30fc\u30b8\u3092\u7d5e\u308a\u307e\u3059\u3002\n\n**\u7d50\u679c\u306f\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3055\u305b\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u51e6\u7406\u306e\u7d50\u679c\u306f\u3001\u65e2\u5b9a\u3067\u306f Textract \u304c\u6301\u3064\u5834\u6240\u306b7\u65e5\u9593\u3060\u3051\u4fdd\u7ba1\u3055\u308c\u30017\u65e5\u3092\u904e\u304e\u308b\u3068\u53d6\u308a\u51fa\u305b\u307e\u305b\u3093\u3002`OutputConfig` \u3067\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3092\u6307\u5b9a\u3057\u3001\u7167\u5408\u306e\u8a18\u9332\u3068\u540c\u3058\u5834\u6240\u306b\u6b8b\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 \u53d7\u3051\u4ed8\u3051\u308b\u306e\u306fPDF\u3001TIFF\u3001JPEG\u3001PNG\u3002XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u306a\u3044\u305f\u3081\u3001\u5370\u5237\u7528\u306ePDF\u306b\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u306f\u6271\u3048\u306a\u3044\u3002**\u5b50\u4f1a\u793e\u306b\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5916\u3057\u305fPDF\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046**\n3. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\n4. **\u53e3\u5ea7\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u3068\u554f\u3044\u3067\u53d6\u3063\u305f\u53e3\u5ea7\u756a\u53f7\u306e\u672b\u5c3e4\u6841\u3092\u3001\u53e3\u5ea7\u306e\u53f0\u5e33\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n5. **\u6570\u5024\u3078\u306e\u5909\u63db** \u2026 \u53f0\u5e33\u306e\u66f8\u304d\u65b9\u3067\u300c1.234,56\u300d\u300c(1,234.56)\u300d\u300c1,234.56-\u300d\u300c1,234.56 DR\u300d\u3092\u7b26\u53f7\u4ed8\u304d\u306e\u6570\u5024\u306b\u76f4\u3059\n6. **\u65e5\u4ed8\u3078\u306e\u5909\u63db** \u2026 \u53f0\u5e33\u306e\u66f8\u304d\u65b9\u3067\u65e5\u30fb\u6708\u306e\u9806\u3092\u6c7a\u3081\u308b\u3002**13\u4ee5\u4e0a\u306e\u6570\u304c\u7121\u3044\u65e5\u4ed8\u306f\u3001\u660e\u7d30\u306e\u671f\u9593\u306e\u4e2d\u306b\u53ce\u307e\u308b\u307b\u3046\u3092\u53d6\u308a\u3001\u4e21\u65b9\u53ce\u307e\u308b\u306a\u3089\u5370\u3092\u4ed8\u3051\u308b**\n7. **\u884c\u306e\u6574\u7406** \u2026 \u300cBalance brought forward\u300d\u300cBalance carried forward\u300d\u306e\u3088\u3046\u306a\u7e70\u8d8a\u306e\u884c\u3068\u3001\u96c6\u8a08\u306e\u30bb\u30eb\u3092\u3001\u53d6\u5f15\u306e\u884c\u304b\u3089\u5916\u3059\n8. **\u30da\u30fc\u30b8\u3092\u307e\u305f\u3050\u8868\u306e\u9023\u7d50** \u2026 \u5404\u30da\u30fc\u30b8\u306e\u8868\u306e\u5217\u898b\u51fa\u3057\u3092\u305d\u308d\u3048\u30011\u3064\u306e\u53d6\u5f15\u306e\u4e00\u89a7\u306b\u3059\u308b\n\n**7\u756a\u76ee\u3092\u843d\u3068\u3059\u3068\u3001\u7167\u5408\u304c\u6839\u3053\u305d\u304e\u5d29\u308c\u307e\u3059\u3002** \u7e70\u8d8a\u306e\u884c\u306f\u91d1\u984d\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u53d6\u5f15\u3068\u3057\u3066\u6570\u3048\u308b\u3068\u5165\u91d1\u30fb\u51fa\u91d1\u306e\u5408\u8a08\u304c\u305a\u308c\u3001**\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u304c\u5168\u30da\u30fc\u30b8\u3067\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","ai_processing":"**\u6b8b\u9ad8\u306e\u8a08\u7b97\u3068\u7167\u5408\u306f\u3001\u3059\u3079\u3066 Python \u304c\u884c\u3044\u307e\u3059\u3002** AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306b\u3001\u6c7a\u307e\u3063\u305f\u533a\u5206\u306e\u4e2d\u304b\u3089\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b\u3053\u3068\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u3092\u66f8\u304f\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n| \u7406\u7531\u306e\u5019\u88dc | \u624b\u304c\u304b\u308a | \u6b21\u306b\u3059\u308b\u3053\u3068 |\n|:--|:--|:--|\n| `outstanding_payment`\uff08\u672a\u843d\u3061\u306e\u652f\u6255\uff09 | \u5143\u5e33\u3067\u306f\u51fa\u91d1\u6e08\u307f\u3001\u660e\u7d30\u306b\u7121\u3044\u3002\u5c0f\u5207\u624b\u3084\u6708\u672b\u306e\u9001\u91d1 | \u7fcc\u6708\u306e\u660e\u7d30\u3067\u843d\u3061\u308b\u304b\u3092\u898b\u308b |\n| `deposit_in_transit`\uff08\u672a\u7740\u306e\u5165\u91d1\uff09 | \u5143\u5e33\u3067\u306f\u5165\u91d1\u6e08\u307f\u3001\u660e\u7d30\u306b\u7121\u3044 | \u7fcc\u6708\u306e\u660e\u7d30\u3067\u5165\u308b\u304b\u3092\u898b\u308b |\n| `bank_charge_unbooked`\uff08\u624b\u6570\u6599\u306e\u672a\u8a08\u4e0a\uff09 | \u660e\u7d30\u306e\u6458\u8981\u304c\u300cCHARGE\u300d\u300cFEE\u300d\u300cCOMMISSION\u300d | \u5b50\u4f1a\u793e\u306b\u8a08\u4e0a\u3092\u4f9d\u983c |\n| `interest_unbooked`\uff08\u5229\u606f\u306e\u672a\u8a08\u4e0a\uff09 | \u6458\u8981\u304c\u300cINTEREST\u300d\u300cINT CR\u300d | \u5b50\u4f1a\u793e\u306b\u8a08\u4e0a\u3092\u4f9d\u983c |\n| `fx_conversion`\uff08\u4e21\u66ff\u306e\u63db\u7b97\u5dee\uff09 | \u6458\u8981\u304c\u300cFX\u300d\u300cCONVERSION\u300d\u3001\u91d1\u984d\u304c\u8fd1\u3044\u304c\u4e00\u81f4\u3057\u306a\u3044 | \u63db\u7b97\u306b\u4f7f\u3063\u305f\u30ec\u30fc\u30c8\u3092\u78ba\u304b\u3081\u308b |\n| `duplicate_booking`\uff08\u4e8c\u91cd\u8a08\u4e0a\uff09 | \u5143\u5e33\u306b\u540c\u3058\u91d1\u984d\u30fb\u6458\u8981\u306e\u884c\u304c2\u3064 | \u5b50\u4f1a\u793e\u306b\u78ba\u8a8d |\n| `unknown`\uff08\u4e0d\u660e\uff09 | \u4e0a\u306e\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044 | \u5b50\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b |\n\n**AI\u306b\u9078\u3070\u305b\u308b\u533a\u5206\u306f\u3001\u3053\u306e7\u3064\u306b\u9650\u308a\u307e\u3059\u3002** \u533a\u5206\u304c\u81ea\u7531\u6587\u3060\u3068\u3001\u6bce\u6708\u306e\u4ef6\u6570\u304c\u6570\u3048\u3089\u308c\u305a\u3001\u5b50\u4f1a\u793e\u3054\u3068\u306e\u50be\u5411\u3082\u898b\u3048\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5dee\u7570\u306e\u984d\u306e\u8a08\u7b97 | Python \u304c\u51fa\u3059\u3002AI\u306e\u8db3\u3057\u7b97\u3092\u7167\u5408\u306b\u6df7\u305c\u306a\u3044 |\n| \u8aad\u307f\u53d6\u3063\u305f\u91d1\u984d\u306e\u88dc\u6b63 | \u300c\u305f\u3076\u3093\u3053\u306e\u6570\u5b57\u300d\u306b\u76f4\u3055\u306a\u3044\u3002\u8aad\u307f\u76f4\u3057\u306f\u4eba\u304c\u884c\u3046 |\n| \u4ed5\u8a33\u306e\u4f5c\u6210 | \u5dee\u7570\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b\u306f\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u308b |\n| \u7406\u7531\u306e\u65ad\u5b9a | \u51fa\u3059\u306e\u306f\u5019\u88dc\u3002\u78ba\u304b\u3081\u308b\u306e\u306f\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b |\n| \u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u3092\u5019\u88dc\u3067\u57cb\u3081\u308b | `unknown` \u3092\u6b8b\u3059\u3053\u3068\u306b\u610f\u5473\u304c\u3042\u308b |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c1,234.56 \u3068 1,234.65 \u306e\u5dee\u306f\u8aad\u307f\u9055\u3044\u3060\u308d\u3046\u300d\u3068AI\u306b\u76f4\u3055\u305b\u308b\u3068\u3001**\u672c\u5f53\u306b\u91d1\u984d\u304c\u9055\u3046\u53d6\u5f15\u3092\u6d88\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u8aad\u307f\u9055\u3044\u3092\u7591\u3046\u306e\u306f\u3001\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u3068\u304d\u3060\u3051\u3067\u3001\u305d\u308c\u306f\u7b2c5\u7ae0\u306e5\u756a\u76ee\u3067\u8aad\u307f\u76f4\u3057\u306b\u56de\u3063\u3066\u3044\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u672c\u793e\u306e\u8ca1\u52d9\u90e8\u3067\u3001\u6d77\u5916\u5b50\u4f1a\u793e\u306e\u9810\u91d1\u6b8b\u9ad8\u3092\u78ba\u304b\u3081\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u9280\u884c\u306e\u660e\u7d30\u3068\u4f1a\u8a08\u306e\u5143\u5e33\u3092\u7167\u5408\u3057\u305f\u7d50\u679c\u3001\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092\u6e21\u3057\u307e\u3059\u3002\n\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u30921\u3064\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u9078\u3079\u308b\u533a\u5206\u3011\noutstanding_payment \/ deposit_in_transit \/ bank_charge_unbooked \/\ninterest_unbooked \/ fx_conversion \/ duplicate_booking \/ unknown\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5dee\u7570\u306e\u984d\u306f\u6e21\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3084\u65e5\u4ed8\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8aad\u307f\u9055\u3044\u3068\u8003\u3048\u3089\u308c\u308b\u5834\u5408\u3082\u3001\n  \u76f4\u3057\u305f\u5024\u3092\u66f8\u304b\u305a\u306b unknown \u3068\u3057\u3001note \u306b\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u624b\u304c\u304b\u308a\u304c\u6458\u8981\u3068\u91d1\u984d\u306b\u7121\u3044\u5834\u5408\u306f unknown \u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n  \u3082\u3063\u3068\u3082\u3089\u3057\u3044\u533a\u5206\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u6458\u8981\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u4e00\u89a7\u306b\u540c\u3058\u91d1\u984d\u306e\u3082\u306e\u304c\u3042\u308c\u3070\u3001\n  carried_from \u306b\u524d\u6708\u306e\u884c\u306e\u756a\u53f7\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u8a33\u306e\u6848\u3084\u3001\u51e6\u7406\u306e\u65b9\u6cd5\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u306f\u82f1\u8a9e\u3067\u3001unknown \u3068 duplicate_booking \u306e\u884c\u3060\u3051\u306b\u3064\u3044\u3066\u3001\n  \u65e5\u4ed8\u30fb\u91d1\u984d\u30fb\u6458\u8981\u3092\u793a\u3057\u3066\u7406\u7531\u3092\u5c0b\u306d\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53e3\u5ea7\u3011{account_profile}\uff08\u6570\u5b57\u30fb\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u542b\u3080\uff09\n\u3010\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\uff08\u660e\u7d30\u5074\uff09\u3011{unmatched_statement_lines}\n\u3010\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\uff08\u5143\u5e33\u5074\uff09\u3011{unmatched_ledger_lines}\n\u3010\u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u3011{carried_items}\n```\n\n**\u300c\u76f4\u3057\u305f\u5024\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u76f4\u3057\u3066\u304d\u307e\u3059\u3002** 1\u6841\u9055\u3044\u306e\u91d1\u984d\u304c2\u3064\u4e26\u3093\u3067\u3044\u308c\u3070\u3001\u4eba\u306e\u76ee\u306b\u3082\u8aad\u307f\u9055\u3044\u306b\u898b\u3048\u3001AI\u306f\u89aa\u5207\u306b\u63c3\u3048\u307e\u3059\u3002**\u63c3\u3048\u305f\u77ac\u9593\u306b\u3001\u7167\u5408\u306e\u8a18\u9332\u304b\u3089\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002**\n\n**\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u533a\u5206\u3067\u57cb\u3081\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** 7\u3064\u306e\u3046\u3061\u3069\u308c\u304b\u3092\u9078\u3079\u3068\u8a00\u308f\u308c\u308c\u3070\u3001\u624b\u304c\u304b\u308a\u304c\u8584\u304f\u3066\u3082 `fx_conversion` \u3042\u305f\u308a\u3092\u9078\u3073\u307e\u3059\u3002**`unknown` \u304c\u6b8b\u308b\u3053\u3068\u3092\u3001\u6307\u793a\u306e\u5074\u3067\u8a31\u3057\u307e\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001`output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3057\u3001`reason` \u3092 `enum` \u30677\u3064\u306b\u9650\u308a\u307e\u3059\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u4ed8\u3051\u307e\u3059\u3002\n\n```json\n{\n  \"account_key\": \"SG01-USD-4821\",\n  \"period\": \"2026-09\",\n  \"items\": [\n    { \"side\": \"statement | ledger\", \"line_no\": 0,\n      \"reason\": \"outstanding_payment | deposit_in_transit | bank_charge_unbooked | interest_unbooked | fx_conversion | duplicate_booking | unknown\",\n      \"evidence\": \"\", \"carried_from\": \"\", \"note\": \"\" }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**\u7167\u5408\u306e\u7d50\u679c\u306e\u5168\u4f53\u306f\u3001Python \u304c\u6b21\u306e\u5f62\u3067\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"account_key\": \"SG01-USD-4821\",\n  \"statement_opening\": 0, \"statement_closing\": 0, \"ledger_closing\": 0,\n  \"internal_check\": \"ok | mismatch\",\n  \"continuity_check\": \"ok | mismatch\",\n  \"difference\": 0, \"explained\": 0, \"unexplained\": 0,\n  \"verdict\": \"reconciled | reconciled_with_items | needs_inquiry | needs_reread\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u8a08\u7b97\u306e\u51fa\u529b\u3092\u5206\u3051\u3066\u304a\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `items` \u306fAI\u304c\u57cb\u3081\u3001`difference` \u3068 `unexplained` \u306f Python \u304c\u8a08\u7b97\u3057\u307e\u3059\u3002**AI\u306e\u533a\u5206\u304c\u8aa4\u3063\u3066\u3044\u3066\u3082\u3001\u91d1\u984d\u306f\u8aa4\u308a\u307e\u305b\u3093\u3002**\n\n**2\u3064\u76ee\u306f\u3001`verdict` \u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `needs_reread` | `internal_check` \u304b `continuity_check` \u304c `mismatch` |\n| `reconciled` | \u5dee\u7570\u304c0 |\n| `reconciled_with_items` | \u5dee\u7570\u304c\u3042\u308a\u3001\u3059\u3079\u3066 `outstanding_payment` \u304b `deposit_in_transit` \u3067\u8aac\u660e\u3067\u304d\u308b |\n| `needs_inquiry` | `unknown`\u30fb`duplicate_booking` \u304c\u3042\u308b\u304b\u3001`unexplained` \u304c0\u3067\u306a\u3044 |\n\n**3\u3064\u76ee\u306f\u3001\u7fcc\u6708\u306b\u6301\u3061\u8d8a\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `outstanding_payment` \u306e\u884c\u306f\u7fcc\u6708\u306e\u5165\u529b\u306e\u300c\u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u300d\u306b\u306a\u308a\u3001**\u7fcc\u6708\u306b\u843d\u3061\u306a\u3051\u308c\u3070\u30012\u304b\u6708\u7d9a\u3051\u3066\u6b8b\u3063\u305f\u884c\u3068\u3057\u3066\u76ee\u7acb\u305f\u305b\u307e\u3059\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 | \u660e\u7d30\u3068\u5143\u5e33\u304c\u305d\u308d\u3063\u305f\u3089\u51e6\u7406\u3092\u59cb\u3081\u308b |\n| AWS Textract | `StartDocumentAnalysis`\uff0f`GetDocumentAnalysis` | \u8868\u3068\u554f\u3044\u306e\u8aad\u307f\u53d6\u308a\u3002\u5b8c\u4e86\u306f Amazon SNS \u3067\u53d7\u3051\u308b |\n| \u53e3\u5ea7\u306e\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u306e\u307f | \u66f8\u304d\u65b9\u3068\u53e3\u5ea7\u306e\u7279\u5b9a |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u7406\u7531\u306e\u5019\u88dc\u3068\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d |\n| \u7167\u5408\u306e\u4e00\u89a7 | Python \u304c\u66f8\u304d\u51fa\u3059 | \u53e3\u5ea7\u3054\u3068\u306e `verdict` \u3068\u5dee\u7570\u306e\u660e\u7d30 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u9023\u643a\u3057\u306a\u3044 | \u4ed5\u8a33\u306f\u62c5\u5f53\u8005\u304c\u5225\u306b\u8d77\u3053\u3059 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u624b\u6570\u6599\u3084\u5229\u606f\u306e\u672a\u8a08\u4e0a\u304c\u898b\u3064\u304b\u3063\u3066\u3082\u3001\u8a08\u4e0a\u3059\u308b\u306e\u306f\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u7d50\u679c\u307e\u3067\u3067\u3001\u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u8aad\u307f\u9055\u3044\u304c\u4ed5\u8a33\u307e\u3067\u4e00\u606f\u306b\u9032\u307f\u307e\u3059\u3002**","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f\u3001`needs_reread` \u3068 `needs_inquiry` \u306e\u53e3\u5ea7\u3060\u3051\u3067\u3059\u3002** `reconciled` \u3068 `reconciled_with_items` \u306f\u3001\u4e00\u89a7\u3067\u53e3\u5ea7\u3068\u5dee\u7570\u306e\u984d\u3092\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_reread` \u3092\u5148\u306b\u898b\u308b** \u2026 PDF\u306e\u8a72\u5f53\u306e\u30da\u30fc\u30b8\u3092\u958b\u304d\u3001\u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u884c\u306e\u6570\u5b57\u3092\u76ee\u3067\u78ba\u304b\u3081\u3066\u76f4\u3059\n2. **`needs_inquiry` \u306e\u5019\u88dc\u3092\u78ba\u304b\u3081\u308b** \u2026 `evidence` \u306e\u6458\u8981\u3068\u91d1\u984d\u3092\u898b\u3066\u3001\u7406\u7531\u306e\u5019\u88dc\u304c\u59a5\u5f53\u304b\u3092\u5224\u65ad\u3059\u308b\n3. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b\u304b\u3092\u6c7a\u3081\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308b\u3002**\u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046**\n4. **\u5019\u88dc\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u306e\u533a\u5206\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3059\n\n**1\u756a\u76ee\u3067\u76f4\u3057\u305f\u6570\u5b57\u306f\u3001\u5143\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002** \u76f4\u3057\u305f\u5024\u3068\u76f4\u3057\u305f\u4eba\u3092\u5225\u306b\u8a18\u9332\u3057\u3001**\u3069\u306e\u53e3\u5ea7\u306e\u3069\u306e\u5217\u3067\u8aad\u307f\u9055\u3044\u304c\u591a\u3044\u304b**\u3092\u6570\u3048\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF | \u6271\u3048\u306a\u3044\u3002**\u5b50\u4f1a\u793e\u306b\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5916\u3057\u305f\u3082\u306e\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046** |\n| XFA\u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u306a\u3044\u3002\u5370\u5237\u7528\u306ePDF\u306b\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046 |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3060\u3051\u306e\u660e\u7d30 | \u8aad\u3081\u306a\u3044\u3002**\u53e3\u5ea7\u306e\u53f0\u5e33\u3067\u5bfe\u8c61\u5916\u3068\u3057\u3001\u5f93\u6765\u3069\u304a\u308a\u76ee\u8996** |\n| \u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | \u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3002\u753b\u8cea\u306e\u826f\u3044PDF\u3092\u53d6\u308a\u76f4\u3059 |\n| \u53e3\u5ea7\u756a\u53f7\u304c\u53f0\u5e33\u3068\u5408\u308f\u306a\u3044 | \u51e6\u7406\u3092\u6b62\u3081\u308b\u3002**\u5225\u306e\u53e3\u5ea7\u306e\u660e\u7d30\u304c\u7f6e\u304b\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u5148\u306b\u7591\u3046** |\n| \u671f\u9996\u6b8b\u9ad8\u304c\u524d\u6708\u306e\u671f\u672b\u3068\u5408\u308f\u306a\u3044 | `needs_reread`\u3002\u660e\u7d30\u306e\u671f\u9593\u306e\u629c\u3051\u304b\u3001\u524d\u6708\u306e\u8aad\u307f\u9055\u3044\u3092\u7591\u3046 |\n| \u65e5\u4ed8\u306e\u65e5\u30fb\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3044 | \u5370\u3092\u4ed8\u3051\u3066\u7167\u5408\u306e\u5e45\u3092\u5e83\u3052\u3001\u4e00\u89a7\u3067\u4eba\u304c\u78ba\u304b\u3081\u308b |\n| \u8868\u306e\u5217\u898b\u51fa\u3057\u304c\u8aad\u3081\u306a\u3044 | \u524d\u6708\u306e\u540c\u3058\u53e3\u5ea7\u306e\u5217\u306e\u4e26\u3073\u3092\u4f7f\u3044\u3001`needs_reread` \u3092\u4ed8\u3051\u308b |\n| Textract \u306e\u7d50\u679c\u304c\u53d6\u308c\u306a\u3044 | 7\u65e5\u3092\u904e\u304e\u308b\u3068\u53d6\u308a\u51fa\u305b\u306a\u3044\u3002**\u7d50\u679c\u306f\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3057\u3066\u304a\u304f** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u904b\u7528\u3067\u6c7a\u3081\u3066\u304a\u304f\u8a71\u3067\u3059\u3002** \u30bf\u30a4\u8a9e\u3060\u3051\u306e\u660e\u7d30\u3084\u3001\u4e2d\u56fd\u8a9e\u306e\u660e\u7d30\u306f\u3053\u306e\u69cb\u6210\u3067\u306f\u8aad\u3081\u307e\u305b\u3093\u3002**\u5bfe\u8c61\u5916\u306e\u53e3\u5ea7\u3092\u306f\u3063\u304d\u308a\u3055\u305b\u3001\u305d\u3053\u3060\u3051\u5f93\u6765\u306e\u624b\u9806\u3092\u6b8b\u3057\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u660e\u7d30\u306ePDF\u3068\u5143\u5e33\u306eCSV\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3068\u7f6e\u3044\u305f\u4eba\n- Textract \u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306e\u5168\u6587\uff08\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3057\u305f\u3082\u306e\uff09\n- \u6570\u5024\u3068\u65e5\u4ed8\u3078\u306e\u5909\u63db\u306b\u4f7f\u3063\u305f\u53e3\u5ea7\u306e\u53f0\u5e33\u306e\u5185\u5bb9\uff08**\u305d\u306e\u3068\u304d\u306e\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a**\uff09\n- \u7167\u5408\u306e\u7d50\u679c\uff08`internal_check`\u3001`difference`\u3001`unexplained`\u3001`verdict`\uff09\n- AI\u306e\u51fa\u529b\uff08`items`\u3001`inquiry_draft`\uff09\u3068\u3001\u4eba\u304c\u8986\u3057\u305f\u8a18\u9332\n- \u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u8fd4\u7b54\u3001\u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u7fcc\u6708\u306e\u7d50\u679c\n\n**\u53f0\u5e33\u306e\u8a2d\u5b9a\u3092\u6b8b\u3059\u306e\u306f\u3001\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a\u3092\u5f8c\u304b\u3089\u76f4\u3059\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u65e5\u4ed8\u306e\u9806\u3092\u8aa4\u3063\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u305f\u53e3\u5ea7\u306f\u3001**\u904e\u53bb\u306e\u7167\u5408\u3092\u3069\u3053\u307e\u3067\u3084\u308a\u76f4\u3059\u304b**\u3092\u3001\u305d\u306e\u3068\u304d\u306e\u8a2d\u5b9a\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":60,"assumption_workdays":20,"volume_month":60,"before_minutes_per_case":50,"after_minutes_per_case":15,"hourly_cost":3500,"before_hours_month":50,"after_hours_month":15,"saved_hours_month":35,"reduction_rate":70,"saved_hours_year":420,"annual_cost_effect":1470000,"summary":"\u6d77\u5916\u5b50\u4f1a\u793e\u304b\u3089\u6bce\u6708\u96c6\u307e\u308b\u82f1\u6587\u306e\u9280\u884c\u53d6\u5f15\u660e\u7d30\uff08Bank Statement\uff09\u306ePDF\u3092\u8aad\u307f\u53d6\u308a\u3001\u671f\u9996\u30fb\u671f\u672b\u306e\u6b8b\u9ad8\u3068\u5165\u51fa\u91d1\u306e\u660e\u7d30\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002\u305d\u308c\u3092\u5b50\u4f1a\u793e\u306e\u4f1a\u8a08\u306e\u6b8b\u9ad8\u30fb\u660e\u7d30\u3068\u7167\u5408\u3057\u3001\u5408\u308f\u306a\u3044\u660e\u7d30\u306b\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3066\u3001\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002","before_flow":"1. \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u304c\u3001\u9280\u884c\u306e\u660e\u7d30\u306ePDF\u3068\u3001\u9810\u91d1\u52d8\u5b9a\u306e\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\n2. \u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u3001\u53e3\u5ea7\u3054\u3068\u306bPDF\u3092\u958b\u304d\u3001\u671f\u9996\u6b8b\u9ad8\u30fb\u671f\u672b\u6b8b\u9ad8\u30fb\u5165\u51fa\u91d1\u306e\u5408\u8a08\u3092\u8868\u8a08\u7b97\u3078\u6253\u3061\u8fbc\u3080\n3. \u53d6\u5f15\u306e\u884c\u3092\u3001\u5143\u5e33\u306e\u884c\u30681\u884c\u305a\u3064\u898b\u6bd4\u3079\u308b\u3002\u91d1\u984d\u3068\u65e5\u4ed8\u3067\u63a2\u3057\u3001\u898b\u3064\u304b\u3063\u305f\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b\n4. \u5370\u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u306b\u3064\u3044\u3066\u3001\u6458\u8981\uff08\u300cSERVICE CHARGE\u300d\u300cINT CR\u300d\u300cFX CONV\u300d\u306a\u3069\uff09\u304b\u3089\u7406\u7531\u306e\u898b\u5f53\u3092\u4ed8\u3051\u308b\n5. \u898b\u5f53\u306e\u4ed8\u304b\u306a\u3044\u3082\u306e\u306f\u3001\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3078\u82f1\u8a9e\u3067\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30fc\u30eb\u3092\u66f8\u304f\n6. \u8fd4\u7b54\u304c\u6765\u305f\u3089\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306b\u7406\u7531\u3092\u66f8\u304d\u8fbc\u307f\u3001\u9023\u7d50\u306e\u62c5\u5f53\u3078\u6e21\u3059\n\n**\uff08a\uff09\u6570\u5b57\u3092\u6253\u3061\u76f4\u3057\u3066\u3044\u308b\u3002** PDF\u306e\u6570\u5b57\u3092\u8868\u8a08\u7b97\u3078\u6253\u3061\u8fbc\u3080\u6642\u70b9\u3067\u30011\u4ef6\u3042\u305f\u308a20\u5206\u4ee5\u4e0a\u304b\u304b\u308a\u307e\u3059\u3002**\u6253\u3061\u9593\u9055\u3044\u3082\u3001\u3053\u3053\u3067\u5165\u308a\u307e\u3059\u3002** \u6253\u3061\u9593\u9055\u3044\u306f\u4f1a\u8a08\u3068\u306e\u5dee\u7570\u3068\u3057\u3066\u8868\u306b\u51fa\u308b\u306e\u3067\u3001\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u5f8c\u3067\u300c\u672c\u793e\u306e\u6253\u3061\u9593\u9055\u3044\u3067\u3057\u305f\u300d\u3068\u5206\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u304c\u53e3\u5ea7\u3054\u3068\u306b\u9055\u3046\u3002** 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\u672a\u843d\u3061\u306e\u652f\u6255\uff08\u4f1a\u8a08\u3067\u306f\u51fa\u91d1\u6e08\u307f\u3001\u9280\u884c\u3067\u306f\u307e\u3060\uff09\u3001\u5165\u91d1\u306e\u672a\u7740\u3001\u9280\u884c\u624b\u6570\u6599\u3084\u5229\u606f\u306e\u8a08\u4e0a\u6f0f\u308c\u3001\u4e21\u66ff\u306e\u3068\u304d\u306e\u63db\u7b97\u5dee\u3002**\u7406\u7531\u306e\u578b\u306f\u9650\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u3069\u306e\u578b\u306b\u5f53\u305f\u308b\u304b\u3092\u6458\u8981\u3068\u91d1\u984d\u304b\u3089\u5f53\u3066\u308b\u306e\u306f\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u3067\u3059\u3002**\n\n**\uff08d\uff09\u6708\u521d\u306b\u96c6\u4e2d\u3059\u308b\u3002** 60\u53e3\u5ea7\u306e\u660e\u7d30\u304c5\u55b6\u696d\u65e5\u306e\u3046\u3061\u306b\u5c4a\u304d\u3001\u9023\u7d50\u306e\u7de0\u3081\u307e\u3067\u306b\u7d42\u308f\u3089\u305b\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002**\u4e01\u5be7\u306b\u898b\u308b\u307b\u3069\u7de0\u3081\u306b\u9593\u306b\u5408\u308f\u305a\u3001\u5fd9\u3057\u3044\u6708\u307b\u3069\u884c\u306e\u898b\u6bd4\u3079\u304c\u7c97\u304f\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u304c\u3001\u9280\u884c\u306e\u660e\u7d30\u306ePDF\u3068\u3001\u9810\u91d1\u52d8\u5b9a\u306e\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3092\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f","\u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u3001\u53e3\u5ea7\u3054\u3068\u306bPDF\u3092\u958b\u304d\u3001\u671f\u9996\u6b8b\u9ad8\u30fb\u671f\u672b\u6b8b\u9ad8\u30fb\u5165\u51fa\u91d1\u306e\u5408\u8a08\u3092\u8868\u8a08\u7b97\u3078\u6253\u3061\u8fbc\u3080","\u53d6\u5f15\u306e\u884c\u3092\u3001\u5143\u5e33\u306e\u884c\u30681\u884c\u305a\u3064\u898b\u6bd4\u3079\u308b\u3002\u91d1\u984d\u3068\u65e5\u4ed8\u3067\u63a2\u3057\u3001\u898b\u3064\u304b\u3063\u305f\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b","\u5370\u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u884c\u306b\u3064\u3044\u3066\u3001\u6458\u8981\uff08\u300cSERVICE CHARGE\u300d\u300cINT CR\u300d\u300cFX CONV\u300d\u306a\u3069\uff09\u304b\u3089\u7406\u7531\u306e\u898b\u5f53\u3092\u4ed8\u3051\u308b","\u898b\u5f53\u306e\u4ed8\u304b\u306a\u3044\u3082\u306e\u306f\u3001\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3078\u82f1\u8a9e\u3067\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30fc\u30eb\u3092\u66f8\u304f","\u8fd4\u7b54\u304c\u6765\u305f\u3089\u3001\u5dee\u7570\u306e\u4e00\u89a7\u306b\u7406\u7531\u3092\u66f8\u304d\u8fbc\u307f\u3001\u9023\u7d50\u306e\u62c5\u5f53\u3078\u6e21\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u304c\u3001\u660e\u7d30\u306ePDF\u3068\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3092\u3001\u53e3\u5ea7\u3054\u3068\u306e\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u7f6e\u304f\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b AWS Lambda \u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** AWS Textract \u306e\u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u3092\u59cb\u3081\u3001\u8868\u3068\u30bb\u30eb\u3001\u554f\u3044\u3078\u306e\u7b54\u3048\u3092\u53d7\u3051\u53d6\u308b\n4. **\u3010\u81ea\u52d5\u3011** Python \u304c\u53e3\u5ea7\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u306b\u5408\u308f\u305b\u3066\u3001\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u6570\u5024\u3068\u65e5\u4ed8\u306b\u76f4\u3059\n5. **\u3010\u81ea\u52d5\u3011** Python \u304c\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\uff08\u671f\u9996\uff0b\u5165\u91d1\uff0d\u51fa\u91d1\uff1d\u671f\u672b\u3001\u884c\u3054\u3068\u306e\u6b8b\u9ad8\u306e\u9023\u7d9a\uff09\u3068\u3001\u524d\u6708\u306e\u671f\u672b\u6b8b\u9ad8\u3068\u306e\u3064\u306a\u304c\u308a\u3092\u78ba\u304b\u3081\u308b\u3002\u5408\u308f\u306a\u3051\u308c\u3070\u8aad\u307f\u76f4\u3057\u3078\u56de\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u8a08\u7b97\u304c\u5408\u3063\u305f\u660e\u7d30\u306b\u3064\u3044\u3066\u3001Python \u304c\u5143\u5e33\u306e\u884c\u3068\u91d1\u984d\u30fb\u901a\u8ca8\u30fb\u65e5\u4ed8\u3067\u7167\u5408\u3059\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092 Claude API \u306b\u6e21\u3057\u3001\u6458\u8981\u3068\u91d1\u984d\u304b\u3089\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3055\u305b\u308b\n8. **\u3010\u81ea\u52d5\u3011** Python \u304c\u6b8b\u9ad8\u306e\u5dee\u7570\u306e\u3046\u3061\u3001\u7406\u7531\u306e\u5019\u88dc\u3067\u8aac\u660e\u3067\u304d\u308b\u984d\u3068\u3001\u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u3092\u8a08\u7b97\u3059\u308b\n9. **\u3010\u4eba\u3011** \u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u7406\u7531\u306e\u5019\u88dc\u3092\u78ba\u304b\u3081\u3001\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b\u304b\u3092\u6c7a\u3081\u308b\n\n**5\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u660e\u7d30\u306e\u4e2d\u3067\u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u3082\u306e\u306f\u3001\u4f1a\u8a08\u3068\u7167\u5408\u3057\u307e\u305b\u3093\u3002**\u7167\u5408\u3059\u308c\u3070\u5fc5\u305a\u5dee\u7570\u304c\u51fa\u3066\u3001\u305d\u306e\u5dee\u7570\u306f\u5b50\u4f1a\u793e\u306e\u305b\u3044\u3067\u306f\u306a\u3044\u304b\u3089\u3067\u3059\u3002** \u8aad\u307f\u76f4\u3057\u306b\u56de\u308b\u53e3\u5ea7\u306f\u3001\u62c5\u5f53\u8005\u304cPDF\u3092\u958b\u3044\u3066\u8a72\u5f53\u306e\u884c\u3060\u3051\u3092\u76f4\u3057\u307e\u3059\u3002\n\n**7\u756a\u76ee\u3067AI\u306b\u8a08\u7b97\u3092\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u5dee\u7570\u306e\u984d\u3001\u8aac\u660e\u3067\u304d\u308b\u984d\u3001\u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u306f Python \u304c\u51fa\u3057\u307e\u3059\u3002**AI\u304c\u4ed8\u3051\u308b\u306e\u306f\u3001\u5408\u308f\u306a\u304b\u3063\u305f\u884c1\u3064\u305a\u3064\u306e\u300c\u7406\u7531\u306e\u5019\u88dc\u300d\u3068\u3044\u3046\u8a00\u8449\u3060\u3051\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u304c\u3001\u660e\u7d30\u306ePDF\u3068\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3092\u3001\u53e3\u5ea7\u3054\u3068\u306e\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u7f6e\u304f","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b AWS Lambda \u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** AWS Textract \u306e\u975e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\u3092\u59cb\u3081\u3001\u8868\u3068\u30bb\u30eb\u3001\u554f\u3044\u3078\u306e\u7b54\u3048\u3092\u53d7\u3051\u53d6\u308b","**\u3010\u81ea\u52d5\u3011** Python \u304c\u53e3\u5ea7\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u306b\u5408\u308f\u305b\u3066\u3001\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u6570\u5024\u3068\u65e5\u4ed8\u306b\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** Python \u304c\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\uff08\u671f\u9996\uff0b\u5165\u91d1\uff0d\u51fa\u91d1\uff1d\u671f\u672b\u3001\u884c\u3054\u3068\u306e\u6b8b\u9ad8\u306e\u9023\u7d9a\uff09\u3068\u3001\u524d\u6708\u306e\u671f\u672b\u6b8b\u9ad8\u3068\u306e\u3064\u306a\u304c\u308a\u3092\u78ba\u304b\u3081\u308b\u3002\u5408\u308f\u306a\u3051\u308c\u3070\u8aad\u307f\u76f4\u3057\u3078\u56de\u3059","**\u3010\u81ea\u52d5\u3011** \u8a08\u7b97\u304c\u5408\u3063\u305f\u660e\u7d30\u306b\u3064\u3044\u3066\u3001Python \u304c\u5143\u5e33\u306e\u884c\u3068\u91d1\u984d\u30fb\u901a\u8ca8\u30fb\u65e5\u4ed8\u3067\u7167\u5408\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092 Claude API \u306b\u6e21\u3057\u3001\u6458\u8981\u3068\u91d1\u984d\u304b\u3089\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u3055\u305b\u308b","**\u3010\u81ea\u52d5\u3011** Python \u304c\u6b8b\u9ad8\u306e\u5dee\u7570\u306e\u3046\u3061\u3001\u7406\u7531\u306e\u5019\u88dc\u3067\u8aac\u660e\u3067\u304d\u308b\u984d\u3068\u3001\u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u3092\u8a08\u7b97\u3059\u308b","**\u3010\u4eba\u3011** \u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u7406\u7531\u306e\u5019\u88dc\u3092\u78ba\u304b\u3081\u3001\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b\u304b\u3092\u6c7a\u3081\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u9280\u884c\u53d6\u5f15\u660e\u7d30\uff08PDF\uff09\uff0b \u9810\u91d1\u52d8\u5b9a\u306e\u5143\u5e33\uff08CSV\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\uff08StartDocumentAnalysis\uff1aTABLES\u30fbQUERIES\uff09\n   \u2502   \u8868\u3068\u30bb\u30eb\uff08\u884c\u30fb\u5217\u30fb\u5217\u898b\u51fa\u3057\u30fb\u4fe1\u983c\u5ea6\uff09\u3001\u53e3\u5ea7\u756a\u53f7\u30fb\u671f\u9593\u30fb\u6b8b\u9ad8\u3078\u306e\u7b54\u3048\n   \u25bc  \u5b8c\u4e86\u306e\u901a\u77e5\uff08Amazon SNS\uff09\u2192 AWS Lambda \u304c\u7d50\u679c\u3092\u53d6\u308b\nPython \u2500\u2500 \u53e3\u5ea7\u306e\u53f0\u5e33\u306e\u66f8\u304d\u65b9\u3067\u6570\u5024\u3068\u65e5\u4ed8\u306b\u76f4\u3059\n   \u2502   \u2460 \u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97   \u2461 \u524d\u6708\u306e\u671f\u672b\u3068\u306e\u3064\u306a\u304c\u308a   \u2462 \u5143\u5e33\u3068\u306e\u7167\u5408\n   \u25bc\nClaude API \u2500\u2500 \u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306b\u3001\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b\n   \u25bc\nPython \u2500\u2500 \u8aac\u660e\u3067\u304d\u308b\u984d\u3068\u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u306e\u8a08\u7b97\n   \u25bc\n\u5224\u5b9a\uff08reconciled \uff0f reconciled_with_items \uff0f needs_inquiry \uff0f needs_reread\uff09\n   \u25bc\n\u3010\u8ca1\u52d9\u90e8\u306e\u62c5\u5f53\u8005\u304c\u8981\u78ba\u8a8d\u306e\u3082\u306e\u3092\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3078\u306e\u82f1\u6587\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u4e0b\u66f8\u304d\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis \u306e TABLES\u30fbQUERIES\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u6570\u5024\u3078\u306e\u5909\u63db\u3001\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u3001\u5143\u5e33\u3068\u306e\u7167\u5408\uff09 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u9810\u91d1\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\u660e\u7d30\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3068\u53e3\u5ea7\u306e\u4e00\u89a7\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5143\u5e33\u306f\u66f8\u304d\u51fa\u3057\u305f\u3082\u306e\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u4f1a\u8a08\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002**\u53e3\u5ea7\u306e\u4e00\u89a7\u306b\u300c\u6570\u5b57\u306e\u66f8\u304d\u65b9\u300d\u300c\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u300d\u300c\u5165\u91d1\u3068\u51fa\u91d1\u306e\u5217\u306e\u5f62\u300d\u3092\u8db3\u3059\u306e\u304c\u6700\u521d\u306e\u6e96\u5099\u4f5c\u696d\u3067\u3059\u3002**\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u660e\u7d30\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\u30bf\u30a4\u8a9e\u306f\u5bfe\u8c61\u5916\u3067\u3059\u3002** \u30bf\u30a4\u306e\u9280\u884c\u306e\u660e\u7d30\u306e\u3046\u3061\u30bf\u30a4\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\u306f2\u3064\u3067\u3059\u3002** \u5165\u51fa\u91d1\u306e\u8868\u306f `TABLES` \u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002Textract \u306e\u8868\u306f\u3001\u30bb\u30eb\u3054\u3068\u306e\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6\u306b\u52a0\u3048\u3066\u3001**\u5217\u898b\u51fa\u3057\uff08`COLUMN_HEADER`\uff09\u3001\u8868\u306e\u984c\u540d\u3001\u811a\u6ce8\u3001\u96c6\u8a08\u306e\u30bb\u30eb\uff08`TABLE_SUMMARY`\uff09\u3092\u533a\u5225\u3057\u3066\u8fd4\u3057\u307e\u3059\u3002** \u53e3\u5ea7\u756a\u53f7\u3001\u660e\u7d30\u306e\u671f\u9593\u3001\u671f\u9996\u30fb\u671f\u672b\u306e\u6b8b\u9ad8\u306f `QUERIES`\uff08\u300cWhat is the closing balance?\u300d\u306e\u3088\u3046\u306a\u82f1\u8a9e\u306e\u554f\u3044\u306b\u3001\u7b54\u3048\u3068\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\u6a5f\u80fd\uff09\u3067\u53d6\u308a\u307e\u3059\u3002\u554f\u3044\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u308b\u6a5f\u80fd\u3067\u3001\u3053\u306e\u984c\u6750\u306b\u306f\u5408\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u8907\u6570\u30da\u30fc\u30b8\u306ePDF\u306f\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3057\u304b\u6271\u3048\u307e\u305b\u3093\u3002** \u540c\u671f\u306e\u51e6\u7406\u306fPDF\u3068TIFF\u30671\u30da\u30fc\u30b8\u307e\u3067\u3067\u3001\u975e\u540c\u671f\u306e\u51e6\u7406\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\u4f7f\u3044\u307e\u305b\u3093\u3002** 2026\u5e747\u6708\u306b\u4fdd\u5b88\u30e2\u30fc\u30c9\u306b\u5165\u308a\u3001\u65b0\u898f\u306e\u53d7\u3051\u4ed8\u3051\u3092\u505c\u6b62\u3057\u3066\u3044\u308b\u305f\u3081\u3067\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u660e\u7d30\u306ePDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u53e3\u5ea7\u3054\u3068\u306b\u30d5\u30a9\u30eb\u30c0\u3092\u5206\u3051\u3001PDF\u3068\u5143\u5e33\u306eCSV\u304c\u305d\u308d\u3063\u305f\u6642\u70b9\u3067\u51e6\u7406\u3092\u59cb\u3081\u307e\u3059\u3002**\u7247\u65b9\u3057\u304b\u7121\u3044\u3046\u3061\u306f\u52d5\u304b\u3057\u307e\u305b\u3093\u3002** \u660e\u7d30\u3060\u3051\u3067\u8aad\u307f\u53d6\u308a\u3092\u9032\u3081\u308b\u3068\u3001\u7167\u5408\u306e\u6bb5\u3067\u5143\u5e33\u304c\u7121\u304f\u3001\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u304c\u300c\u5143\u5e33\u306a\u3057\u300d\u3067\u57cb\u307e\u308a\u307e\u3059\u3002\n\nTextract \u306e\u975e\u540c\u671f\u306e\u51e6\u7406\u306f\u3001`StartDocumentAnalysis` \u3067\u59cb\u3081\u3001\u5b8c\u4e86\u3092 Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u3078\u901a\u77e5\u3057\u307e\u3059\u3002**\u305d\u306e\u901a\u77e5\u3092 AWS Lambda \u3067\u53d7\u3051\u3066\u3001`GetDocumentAnalysis` \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002** \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306f\u3001`Get` \u306e\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u547c\u3093\u3067\u5b8c\u4e86\u3092\u5f85\u3064\u3084\u308a\u65b9\u3092\u52e7\u3081\u3066\u3044\u307e\u305b\u3093\u3002\u547c\u3073\u3059\u304e\u308b\u3068\u7d5e\u3089\u308c\u308b\u305f\u3081\u3067\u3059\u3002\n\n**\u540c\u3058\u660e\u7d30\u3092\u4e8c\u91cd\u306b\u51e6\u7406\u3057\u306a\u3044\u3088\u3046\u306b\u3001`ClientRequestToken` \u3092\u4ed8\u3051\u307e\u3059\u3002** \u540c\u3058\u30c8\u30fc\u30af\u30f3\u3067\u540c\u3058\u5165\u529b\u306e `Start` \u3092\u547c\u3076\u3068\u3001\u540c\u3058\u30b8\u30e7\u30d6\u756a\u53f7\u304c\u8fd4\u308a\u3001\u51e6\u7406\u306f\u3084\u308a\u76f4\u3055\u308c\u307e\u305b\u3093\u3002\u30c8\u30fc\u30af\u30f3\u306b\u306f\u300c\u53e3\u5ea7\u306e\u756a\u53f7\uff0b\u660e\u7d30\u306e\u671f\u9593\uff0b\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5\u300d\u3092\u4f7f\u3044\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u9280\u884c\u53d6\u5f15\u660e\u7d30 | \u82f1\u6587\u306ePDF\u3002\u671f\u9593\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u901a\u8ca8\u3001\u671f\u9996\u30fb\u671f\u672b\u6b8b\u9ad8\u3001\u53d6\u5f15\u306e\u8868 | \u5b50\u4f1a\u793e\u306e\u7d4c\u7406 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u8868\u3068\u30bb\u30eb\uff08\u884c\u30fb\u5217\u30fb\u5217\u898b\u51fa\u3057\u30fb\u4fe1\u983c\u5ea6\uff09\u3001\u554f\u3044\u3078\u306e\u7b54\u3048\u3068\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u9810\u91d1\u52d8\u5b9a\u306e\u5143\u5e33 | \u65e5\u4ed8\u3001\u91d1\u984d\u3001\u901a\u8ca8\u3001\u6458\u8981\u3001\u4f1d\u7968\u756a\u53f7 | \u5b50\u4f1a\u793e\u306e\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u53e3\u5ea7\u306e\u53f0\u5e33 | \u5b50\u4f1a\u793e\u3001\u9280\u884c\u3001\u53e3\u5ea7\u756a\u53f7\uff08\u672b\u5c3e4\u6841\uff09\u3001\u901a\u8ca8\u3001**\u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u5165\u51fa\u91d1\u306e\u5217\u306e\u5f62** | \u8ca1\u52d9\u90e8\u304c\u7ba1\u7406\u3059\u308b\u4e00\u89a7 |\n| \u524d\u6708\u306e\u7d50\u679c | \u524d\u6708\u306e\u671f\u672b\u6b8b\u9ad8\u3068\u3001\u6301\u3061\u8d8a\u3057\u305f\u5dee\u7570\u306e\u4e00\u89a7 | \u3053\u306e\u69cb\u6210\u306e\u524d\u6708\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u53e3\u5ea7\u306e\u53f0\u5e33\u3068\u524d\u6708\u306e\u7d50\u679c\u3067\u3059\u3002** \u53f0\u5e33\u306b\u66f8\u304d\u65b9\u304c\u7121\u3051\u308c\u3070\u3001\u300c03\/04\u300d\u3092\u3069\u3061\u3089\u306e\u65e5\u4ed8\u3068\u8aad\u3080\u304b\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002\u524d\u6708\u306e\u7d50\u679c\u304c\u7121\u3051\u308c\u3070\u3001**\u5148\u6708\u306e\u672a\u843d\u3061\u306e\u652f\u6255\u304c\u4eca\u6708\u843d\u3061\u305f\u306e\u304b\u3069\u3046\u304b**\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\n\n**\u5165\u51fa\u91d1\u306e\u5217\u306e\u5f62\u306f\u3001\u9280\u884c\u3054\u3068\u306b3\u3064\u307b\u3069\u306b\u5206\u304b\u308c\u307e\u3059\u3002** \u300c\u5165\u91d1\u300d\u3068\u300c\u51fa\u91d1\u300d\u306e\u5217\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u5f62\u30011\u3064\u306e\u91d1\u984d\u306e\u5217\u306b\u7b26\u53f7\uff08`-` \u3084\u672b\u5c3e\u306e `DR`\uff09\u304c\u4ed8\u304f\u5f62\u3001\u91d1\u984d\u306e\u5217\u3068\u306f\u5225\u306b\u300cDR\uff0fCR\u300d\u306e\u5217\u304c\u3042\u308b\u5f62\u3067\u3059\u3002**\u53f0\u5e33\u306b\u3069\u306e\u5f62\u304b\u3092\u66f8\u3044\u3066\u304a\u304d\u3001Python \u306e\u5909\u63db\u306e\u898f\u5247\u3092\u9078\u3073\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8868\u3068\u30bb\u30eb | `TABLES` \u306e `TABLE`\u30fb`CELL` \u30d6\u30ed\u30c3\u30af | \u53d6\u5f15\u306e\u884c\uff08\u65e5\u4ed8\u3001\u6458\u8981\u3001\u91d1\u984d\u3001\u6b8b\u9ad8\uff09 |\n| \u5217\u898b\u51fa\u3057 | `COLUMN_HEADER` \u306e\u30bb\u30eb | \u3069\u306e\u5217\u304c\u91d1\u984d\u3067\u3001\u3069\u306e\u5217\u304c\u6b8b\u9ad8\u304b |\n| \u96c6\u8a08\u306e\u30bb\u30eb | `TABLE_SUMMARY` \u306e\u30bb\u30eb | \u5165\u91d1\u30fb\u51fa\u91d1\u306e\u5408\u8a08\uff08\u7167\u5408\u306e\u884c\u304b\u3089\u5916\u3059\uff09 |\n| \u554f\u3044\u3078\u306e\u7b54\u3048 | `QUERY_RESULT` \u30d6\u30ed\u30c3\u30af\uff08\u4fe1\u983c\u5ea6\u3064\u304d\uff09 | \u53e3\u5ea7\u756a\u53f7\u3001\u671f\u9593\u3001\u901a\u8ca8\u3001\u671f\u9996\u30fb\u671f\u672b\u6b8b\u9ad8 |\n| \u5168\u6587\u306e\u884c | `LINE` \u30d6\u30ed\u30c3\u30af | \u8868\u306e\u5916\u306b\u3042\u308b\u6b8b\u9ad8\u3084\u6ce8\u8a18\u306e\u62fe\u3044\u76f4\u3057 |\n\n**\u554f\u3044\u306f\u30011\u30da\u30fc\u30b8\u306b5\u3064\u307b\u3069\u306b\u3068\u3069\u3081\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u306f1\u30da\u30fc\u30b8\u3042\u305f\u308a30\u554f\u307e\u3067\u4f7f\u3048\u307e\u3059\u304c\u3001**\u6b8b\u9ad8\u306f1\u30da\u30fc\u30b8\u76ee\u304b\u6700\u5f8c\u306e\u30da\u30fc\u30b8\u306b\u3057\u304b\u306a\u3044\u3053\u3068\u304c\u591a\u3044**\u306e\u3067\u3001\u554f\u3044\u306b `Pages` \u3092\u6307\u5b9a\u3057\u3066\u3001\u805e\u304f\u30da\u30fc\u30b8\u3092\u7d5e\u308a\u307e\u3059\u3002\n\n**\u7d50\u679c\u306f\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3055\u305b\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u51e6\u7406\u306e\u7d50\u679c\u306f\u3001\u65e2\u5b9a\u3067\u306f Textract \u304c\u6301\u3064\u5834\u6240\u306b7\u65e5\u9593\u3060\u3051\u4fdd\u7ba1\u3055\u308c\u30017\u65e5\u3092\u904e\u304e\u308b\u3068\u53d6\u308a\u51fa\u305b\u307e\u305b\u3093\u3002`OutputConfig` \u3067\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3092\u6307\u5b9a\u3057\u3001\u7167\u5408\u306e\u8a18\u9332\u3068\u540c\u3058\u5834\u6240\u306b\u6b8b\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 \u53d7\u3051\u4ed8\u3051\u308b\u306e\u306fPDF\u3001TIFF\u3001JPEG\u3001PNG\u3002XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u306a\u3044\u305f\u3081\u3001\u5370\u5237\u7528\u306ePDF\u306b\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u306f\u6271\u3048\u306a\u3044\u3002**\u5b50\u4f1a\u793e\u306b\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5916\u3057\u305fPDF\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046**\n3. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\n4. **\u53e3\u5ea7\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u3068\u554f\u3044\u3067\u53d6\u3063\u305f\u53e3\u5ea7\u756a\u53f7\u306e\u672b\u5c3e4\u6841\u3092\u3001\u53e3\u5ea7\u306e\u53f0\u5e33\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n5. **\u6570\u5024\u3078\u306e\u5909\u63db** \u2026 \u53f0\u5e33\u306e\u66f8\u304d\u65b9\u3067\u300c1.234,56\u300d\u300c(1,234.56)\u300d\u300c1,234.56-\u300d\u300c1,234.56 DR\u300d\u3092\u7b26\u53f7\u4ed8\u304d\u306e\u6570\u5024\u306b\u76f4\u3059\n6. **\u65e5\u4ed8\u3078\u306e\u5909\u63db** \u2026 \u53f0\u5e33\u306e\u66f8\u304d\u65b9\u3067\u65e5\u30fb\u6708\u306e\u9806\u3092\u6c7a\u3081\u308b\u3002**13\u4ee5\u4e0a\u306e\u6570\u304c\u7121\u3044\u65e5\u4ed8\u306f\u3001\u660e\u7d30\u306e\u671f\u9593\u306e\u4e2d\u306b\u53ce\u307e\u308b\u307b\u3046\u3092\u53d6\u308a\u3001\u4e21\u65b9\u53ce\u307e\u308b\u306a\u3089\u5370\u3092\u4ed8\u3051\u308b**\n7. **\u884c\u306e\u6574\u7406** \u2026 \u300cBalance brought forward\u300d\u300cBalance carried forward\u300d\u306e\u3088\u3046\u306a\u7e70\u8d8a\u306e\u884c\u3068\u3001\u96c6\u8a08\u306e\u30bb\u30eb\u3092\u3001\u53d6\u5f15\u306e\u884c\u304b\u3089\u5916\u3059\n8. **\u30da\u30fc\u30b8\u3092\u307e\u305f\u3050\u8868\u306e\u9023\u7d50** \u2026 \u5404\u30da\u30fc\u30b8\u306e\u8868\u306e\u5217\u898b\u51fa\u3057\u3092\u305d\u308d\u3048\u30011\u3064\u306e\u53d6\u5f15\u306e\u4e00\u89a7\u306b\u3059\u308b\n\n**7\u756a\u76ee\u3092\u843d\u3068\u3059\u3068\u3001\u7167\u5408\u304c\u6839\u3053\u305d\u304e\u5d29\u308c\u307e\u3059\u3002** \u7e70\u8d8a\u306e\u884c\u306f\u91d1\u984d\u3092\u6301\u3063\u3066\u3044\u308b\u306e\u3067\u3001\u53d6\u5f15\u3068\u3057\u3066\u6570\u3048\u308b\u3068\u5165\u91d1\u30fb\u51fa\u91d1\u306e\u5408\u8a08\u304c\u305a\u308c\u3001**\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u304c\u5168\u30da\u30fc\u30b8\u3067\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u6b8b\u9ad8\u306e\u8a08\u7b97\u3068\u7167\u5408\u306f\u3001\u3059\u3079\u3066 Python \u304c\u884c\u3044\u307e\u3059\u3002** AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306b\u3001\u6c7a\u307e\u3063\u305f\u533a\u5206\u306e\u4e2d\u304b\u3089\u7406\u7531\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b\u3053\u3068\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u3092\u66f8\u304f\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n| \u7406\u7531\u306e\u5019\u88dc | \u624b\u304c\u304b\u308a | \u6b21\u306b\u3059\u308b\u3053\u3068 |\n|:--|:--|:--|\n| `outstanding_payment`\uff08\u672a\u843d\u3061\u306e\u652f\u6255\uff09 | \u5143\u5e33\u3067\u306f\u51fa\u91d1\u6e08\u307f\u3001\u660e\u7d30\u306b\u7121\u3044\u3002\u5c0f\u5207\u624b\u3084\u6708\u672b\u306e\u9001\u91d1 | \u7fcc\u6708\u306e\u660e\u7d30\u3067\u843d\u3061\u308b\u304b\u3092\u898b\u308b |\n| `deposit_in_transit`\uff08\u672a\u7740\u306e\u5165\u91d1\uff09 | \u5143\u5e33\u3067\u306f\u5165\u91d1\u6e08\u307f\u3001\u660e\u7d30\u306b\u7121\u3044 | \u7fcc\u6708\u306e\u660e\u7d30\u3067\u5165\u308b\u304b\u3092\u898b\u308b |\n| `bank_charge_unbooked`\uff08\u624b\u6570\u6599\u306e\u672a\u8a08\u4e0a\uff09 | \u660e\u7d30\u306e\u6458\u8981\u304c\u300cCHARGE\u300d\u300cFEE\u300d\u300cCOMMISSION\u300d | \u5b50\u4f1a\u793e\u306b\u8a08\u4e0a\u3092\u4f9d\u983c |\n| `interest_unbooked`\uff08\u5229\u606f\u306e\u672a\u8a08\u4e0a\uff09 | \u6458\u8981\u304c\u300cINTEREST\u300d\u300cINT CR\u300d | \u5b50\u4f1a\u793e\u306b\u8a08\u4e0a\u3092\u4f9d\u983c |\n| `fx_conversion`\uff08\u4e21\u66ff\u306e\u63db\u7b97\u5dee\uff09 | \u6458\u8981\u304c\u300cFX\u300d\u300cCONVERSION\u300d\u3001\u91d1\u984d\u304c\u8fd1\u3044\u304c\u4e00\u81f4\u3057\u306a\u3044 | \u63db\u7b97\u306b\u4f7f\u3063\u305f\u30ec\u30fc\u30c8\u3092\u78ba\u304b\u3081\u308b |\n| `duplicate_booking`\uff08\u4e8c\u91cd\u8a08\u4e0a\uff09 | \u5143\u5e33\u306b\u540c\u3058\u91d1\u984d\u30fb\u6458\u8981\u306e\u884c\u304c2\u3064 | \u5b50\u4f1a\u793e\u306b\u78ba\u8a8d |\n| `unknown`\uff08\u4e0d\u660e\uff09 | \u4e0a\u306e\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044 | \u5b50\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b |\n\n**AI\u306b\u9078\u3070\u305b\u308b\u533a\u5206\u306f\u3001\u3053\u306e7\u3064\u306b\u9650\u308a\u307e\u3059\u3002** \u533a\u5206\u304c\u81ea\u7531\u6587\u3060\u3068\u3001\u6bce\u6708\u306e\u4ef6\u6570\u304c\u6570\u3048\u3089\u308c\u305a\u3001\u5b50\u4f1a\u793e\u3054\u3068\u306e\u50be\u5411\u3082\u898b\u3048\u307e\u305b\u3093\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5dee\u7570\u306e\u984d\u306e\u8a08\u7b97 | Python \u304c\u51fa\u3059\u3002AI\u306e\u8db3\u3057\u7b97\u3092\u7167\u5408\u306b\u6df7\u305c\u306a\u3044 |\n| \u8aad\u307f\u53d6\u3063\u305f\u91d1\u984d\u306e\u88dc\u6b63 | \u300c\u305f\u3076\u3093\u3053\u306e\u6570\u5b57\u300d\u306b\u76f4\u3055\u306a\u3044\u3002\u8aad\u307f\u76f4\u3057\u306f\u4eba\u304c\u884c\u3046 |\n| \u4ed5\u8a33\u306e\u4f5c\u6210 | \u5dee\u7570\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b\u306f\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u308b |\n| \u7406\u7531\u306e\u65ad\u5b9a | \u51fa\u3059\u306e\u306f\u5019\u88dc\u3002\u78ba\u304b\u3081\u308b\u306e\u306f\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b |\n| \u8aac\u660e\u3067\u304d\u306a\u3044\u984d\u3092\u5019\u88dc\u3067\u57cb\u3081\u308b | `unknown` \u3092\u6b8b\u3059\u3053\u3068\u306b\u610f\u5473\u304c\u3042\u308b |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c1,234.56 \u3068 1,234.65 \u306e\u5dee\u306f\u8aad\u307f\u9055\u3044\u3060\u308d\u3046\u300d\u3068AI\u306b\u76f4\u3055\u305b\u308b\u3068\u3001**\u672c\u5f53\u306b\u91d1\u984d\u304c\u9055\u3046\u53d6\u5f15\u3092\u6d88\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u8aad\u307f\u9055\u3044\u3092\u7591\u3046\u306e\u306f\u3001\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u3068\u304d\u3060\u3051\u3067\u3001\u305d\u308c\u306f\u7b2c5\u7ae0\u306e5\u756a\u76ee\u3067\u8aad\u307f\u76f4\u3057\u306b\u56de\u3063\u3066\u3044\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\u672c\u793e\u306e\u8ca1\u52d9\u90e8\u3067\u3001\u6d77\u5916\u5b50\u4f1a\u793e\u306e\u9810\u91d1\u6b8b\u9ad8\u3092\u78ba\u304b\u3081\u308b\u62c5\u5f53\u8005\u3067\u3059\u3002\n\u9280\u884c\u306e\u660e\u7d30\u3068\u4f1a\u8a08\u306e\u5143\u5e33\u3092\u7167\u5408\u3057\u305f\u7d50\u679c\u3001\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u3092\u6e21\u3057\u307e\u3059\u3002\n\u5404\u884c\u306b\u3064\u3044\u3066\u3001\u5dee\u7570\u306e\u7406\u7531\u306e\u5019\u88dc\u30921\u3064\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u9078\u3079\u308b\u533a\u5206\u3011\noutstanding_payment \/ deposit_in_transit \/ bank_charge_unbooked \/\ninterest_unbooked \/ fx_conversion \/ duplicate_booking \/ unknown\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5dee\u7570\u306e\u984d\u306f\u6e21\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3084\u65e5\u4ed8\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8aad\u307f\u9055\u3044\u3068\u8003\u3048\u3089\u308c\u308b\u5834\u5408\u3082\u3001\n  \u76f4\u3057\u305f\u5024\u3092\u66f8\u304b\u305a\u306b unknown \u3068\u3057\u3001note \u306b\u300c\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d\u304c\u5fc5\u8981\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u624b\u304c\u304b\u308a\u304c\u6458\u8981\u3068\u91d1\u984d\u306b\u7121\u3044\u5834\u5408\u306f unknown \u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002\n  \u3082\u3063\u3068\u3082\u3089\u3057\u3044\u533a\u5206\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u65ad\u306e\u6839\u62e0\u306b\u3057\u305f\u6458\u8981\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u4e00\u89a7\u306b\u540c\u3058\u91d1\u984d\u306e\u3082\u306e\u304c\u3042\u308c\u3070\u3001\n  carried_from \u306b\u524d\u6708\u306e\u884c\u306e\u756a\u53f7\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4ed5\u8a33\u306e\u6848\u3084\u3001\u51e6\u7406\u306e\u65b9\u6cd5\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d\u306f\u82f1\u8a9e\u3067\u3001unknown \u3068 duplicate_booking \u306e\u884c\u3060\u3051\u306b\u3064\u3044\u3066\u3001\n  \u65e5\u4ed8\u30fb\u91d1\u984d\u30fb\u6458\u8981\u3092\u793a\u3057\u3066\u7406\u7531\u3092\u5c0b\u306d\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53e3\u5ea7\u3011{account_profile}\uff08\u6570\u5b57\u30fb\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u542b\u3080\uff09\n\u3010\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\uff08\u660e\u7d30\u5074\uff09\u3011{unmatched_statement_lines}\n\u3010\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\uff08\u5143\u5e33\u5074\uff09\u3011{unmatched_ledger_lines}\n\u3010\u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u3011{carried_items}\n```\n\n**\u300c\u76f4\u3057\u305f\u5024\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u76f4\u3057\u3066\u304d\u307e\u3059\u3002** 1\u6841\u9055\u3044\u306e\u91d1\u984d\u304c2\u3064\u4e26\u3093\u3067\u3044\u308c\u3070\u3001\u4eba\u306e\u76ee\u306b\u3082\u8aad\u307f\u9055\u3044\u306b\u898b\u3048\u3001AI\u306f\u89aa\u5207\u306b\u63c3\u3048\u307e\u3059\u3002**\u63c3\u3048\u305f\u77ac\u9593\u306b\u3001\u7167\u5408\u306e\u8a18\u9332\u304b\u3089\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002**\n\n**\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u533a\u5206\u3067\u57cb\u3081\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** 7\u3064\u306e\u3046\u3061\u3069\u308c\u304b\u3092\u9078\u3079\u3068\u8a00\u308f\u308c\u308c\u3070\u3001\u624b\u304c\u304b\u308a\u304c\u8584\u304f\u3066\u3082 `fx_conversion` \u3042\u305f\u308a\u3092\u9078\u3073\u307e\u3059\u3002**`unknown` \u304c\u6b8b\u308b\u3053\u3068\u3092\u3001\u6307\u793a\u306e\u5074\u3067\u8a31\u3057\u307e\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\u3067\u3001`output_config.format` \u306bJSON\u30b9\u30ad\u30fc\u30de\u3092\u6307\u5b9a\u3057\u3001`reason` \u3092 `enum` \u30677\u3064\u306b\u9650\u308a\u307e\u3059\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u4ed8\u3051\u307e\u3059\u3002\n\n```json\n{\n  \"account_key\": \"SG01-USD-4821\",\n  \"period\": \"2026-09\",\n  \"items\": [\n    { \"side\": \"statement | ledger\", \"line_no\": 0,\n      \"reason\": \"outstanding_payment | deposit_in_transit | bank_charge_unbooked | interest_unbooked | fx_conversion | duplicate_booking | unknown\",\n      \"evidence\": \"\", \"carried_from\": \"\", \"note\": \"\" }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**\u7167\u5408\u306e\u7d50\u679c\u306e\u5168\u4f53\u306f\u3001Python \u304c\u6b21\u306e\u5f62\u3067\u307e\u3068\u3081\u307e\u3059\u3002**\n\n```json\n{\n  \"account_key\": \"SG01-USD-4821\",\n  \"statement_opening\": 0, \"statement_closing\": 0, \"ledger_closing\": 0,\n  \"internal_check\": \"ok | mismatch\",\n  \"continuity_check\": \"ok | mismatch\",\n  \"difference\": 0, \"explained\": 0, \"unexplained\": 0,\n  \"verdict\": \"reconciled | reconciled_with_items | needs_inquiry | needs_reread\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u8a08\u7b97\u306e\u51fa\u529b\u3092\u5206\u3051\u3066\u304a\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `items` \u306fAI\u304c\u57cb\u3081\u3001`difference` \u3068 `unexplained` \u306f Python \u304c\u8a08\u7b97\u3057\u307e\u3059\u3002**AI\u306e\u533a\u5206\u304c\u8aa4\u3063\u3066\u3044\u3066\u3082\u3001\u91d1\u984d\u306f\u8aa4\u308a\u307e\u305b\u3093\u3002**\n\n**2\u3064\u76ee\u306f\u3001`verdict` \u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `needs_reread` | `internal_check` \u304b `continuity_check` \u304c `mismatch` |\n| `reconciled` | \u5dee\u7570\u304c0 |\n| `reconciled_with_items` | \u5dee\u7570\u304c\u3042\u308a\u3001\u3059\u3079\u3066 `outstanding_payment` \u304b `deposit_in_transit` \u3067\u8aac\u660e\u3067\u304d\u308b |\n| `needs_inquiry` | `unknown`\u30fb`duplicate_booking` \u304c\u3042\u308b\u304b\u3001`unexplained` \u304c0\u3067\u306a\u3044 |\n\n**3\u3064\u76ee\u306f\u3001\u7fcc\u6708\u306b\u6301\u3061\u8d8a\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `outstanding_payment` \u306e\u884c\u306f\u7fcc\u6708\u306e\u5165\u529b\u306e\u300c\u524d\u6708\u304b\u3089\u6301\u3061\u8d8a\u3057\u305f\u884c\u300d\u306b\u306a\u308a\u3001**\u7fcc\u6708\u306b\u843d\u3061\u306a\u3051\u308c\u3070\u30012\u304b\u6708\u7d9a\u3051\u3066\u6b8b\u3063\u305f\u884c\u3068\u3057\u3066\u76ee\u7acb\u305f\u305b\u307e\u3059\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 | \u660e\u7d30\u3068\u5143\u5e33\u304c\u305d\u308d\u3063\u305f\u3089\u51e6\u7406\u3092\u59cb\u3081\u308b |\n| AWS Textract | `StartDocumentAnalysis`\uff0f`GetDocumentAnalysis` | \u8868\u3068\u554f\u3044\u306e\u8aad\u307f\u53d6\u308a\u3002\u5b8c\u4e86\u306f Amazon SNS \u3067\u53d7\u3051\u308b |\n| \u53e3\u5ea7\u306e\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u306e\u307f | \u66f8\u304d\u65b9\u3068\u53e3\u5ea7\u306e\u7279\u5b9a |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u7406\u7531\u306e\u5019\u88dc\u3068\u554f\u3044\u5408\u308f\u305b\u306e\u4e0b\u66f8\u304d |\n| \u7167\u5408\u306e\u4e00\u89a7 | Python \u304c\u66f8\u304d\u51fa\u3059 | \u53e3\u5ea7\u3054\u3068\u306e `verdict` \u3068\u5dee\u7570\u306e\u660e\u7d30 |\n| \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0 | \u9023\u643a\u3057\u306a\u3044 | \u4ed5\u8a33\u306f\u62c5\u5f53\u8005\u304c\u5225\u306b\u8d77\u3053\u3059 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u624b\u6570\u6599\u3084\u5229\u606f\u306e\u672a\u8a08\u4e0a\u304c\u898b\u3064\u304b\u3063\u3066\u3082\u3001\u8a08\u4e0a\u3059\u308b\u306e\u306f\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3067\u3059\u3002**\u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u7d50\u679c\u307e\u3067\u3067\u3001\u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001\u8aad\u307f\u9055\u3044\u304c\u4ed5\u8a33\u307e\u3067\u4e00\u606f\u306b\u9032\u307f\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f\u3001`needs_reread` \u3068 `needs_inquiry` \u306e\u53e3\u5ea7\u3060\u3051\u3067\u3059\u3002** `reconciled` \u3068 `reconciled_with_items` \u306f\u3001\u4e00\u89a7\u3067\u53e3\u5ea7\u3068\u5dee\u7570\u306e\u984d\u3092\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_reread` \u3092\u5148\u306b\u898b\u308b** \u2026 PDF\u306e\u8a72\u5f53\u306e\u30da\u30fc\u30b8\u3092\u958b\u304d\u3001\u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u884c\u306e\u6570\u5b57\u3092\u76ee\u3067\u78ba\u304b\u3081\u3066\u76f4\u3059\n2. **`needs_inquiry` \u306e\u5019\u88dc\u3092\u78ba\u304b\u3081\u308b** \u2026 `evidence` \u306e\u6458\u8981\u3068\u91d1\u984d\u3092\u898b\u3066\u3001\u7406\u7531\u306e\u5019\u88dc\u304c\u59a5\u5f53\u304b\u3092\u5224\u65ad\u3059\u308b\n3. **\u554f\u3044\u5408\u308f\u305b\u3092\u9001\u308b\u304b\u3092\u6c7a\u3081\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308b\u3002**\u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046**\n4. **\u5019\u88dc\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u884c\u3092\u3001\u3069\u306e\u533a\u5206\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3059\n\n**1\u756a\u76ee\u3067\u76f4\u3057\u305f\u6570\u5b57\u306f\u3001\u5143\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002** \u76f4\u3057\u305f\u5024\u3068\u76f4\u3057\u305f\u4eba\u3092\u5225\u306b\u8a18\u9332\u3057\u3001**\u3069\u306e\u53e3\u5ea7\u306e\u3069\u306e\u5217\u3067\u8aad\u307f\u9055\u3044\u304c\u591a\u3044\u304b**\u3092\u6570\u3048\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF | \u6271\u3048\u306a\u3044\u3002**\u5b50\u4f1a\u793e\u306b\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5916\u3057\u305f\u3082\u306e\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046** |\n| XFA\u5f62\u5f0f\u306ePDF | \u5bfe\u5fdc\u3057\u306a\u3044\u3002\u5370\u5237\u7528\u306ePDF\u306b\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046 |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3060\u3051\u306e\u660e\u7d30 | \u8aad\u3081\u306a\u3044\u3002**\u53e3\u5ea7\u306e\u53f0\u5e33\u3067\u5bfe\u8c61\u5916\u3068\u3057\u3001\u5f93\u6765\u3069\u304a\u308a\u76ee\u8996** |\n| \u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | \u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3002\u753b\u8cea\u306e\u826f\u3044PDF\u3092\u53d6\u308a\u76f4\u3059 |\n| \u53e3\u5ea7\u756a\u53f7\u304c\u53f0\u5e33\u3068\u5408\u308f\u306a\u3044 | \u51e6\u7406\u3092\u6b62\u3081\u308b\u3002**\u5225\u306e\u53e3\u5ea7\u306e\u660e\u7d30\u304c\u7f6e\u304b\u308c\u3066\u3044\u306a\u3044\u304b\u3092\u5148\u306b\u7591\u3046** |\n| \u671f\u9996\u6b8b\u9ad8\u304c\u524d\u6708\u306e\u671f\u672b\u3068\u5408\u308f\u306a\u3044 | `needs_reread`\u3002\u660e\u7d30\u306e\u671f\u9593\u306e\u629c\u3051\u304b\u3001\u524d\u6708\u306e\u8aad\u307f\u9055\u3044\u3092\u7591\u3046 |\n| \u65e5\u4ed8\u306e\u65e5\u30fb\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3044 | \u5370\u3092\u4ed8\u3051\u3066\u7167\u5408\u306e\u5e45\u3092\u5e83\u3052\u3001\u4e00\u89a7\u3067\u4eba\u304c\u78ba\u304b\u3081\u308b |\n| \u8868\u306e\u5217\u898b\u51fa\u3057\u304c\u8aad\u3081\u306a\u3044 | \u524d\u6708\u306e\u540c\u3058\u53e3\u5ea7\u306e\u5217\u306e\u4e26\u3073\u3092\u4f7f\u3044\u3001`needs_reread` \u3092\u4ed8\u3051\u308b |\n| Textract \u306e\u7d50\u679c\u304c\u53d6\u308c\u306a\u3044 | 7\u65e5\u3092\u904e\u304e\u308b\u3068\u53d6\u308a\u51fa\u305b\u306a\u3044\u3002**\u7d50\u679c\u306f\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3057\u3066\u304a\u304f** |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u306f\u3001\u904b\u7528\u3067\u6c7a\u3081\u3066\u304a\u304f\u8a71\u3067\u3059\u3002** \u30bf\u30a4\u8a9e\u3060\u3051\u306e\u660e\u7d30\u3084\u3001\u4e2d\u56fd\u8a9e\u306e\u660e\u7d30\u306f\u3053\u306e\u69cb\u6210\u3067\u306f\u8aad\u3081\u307e\u305b\u3093\u3002**\u5bfe\u8c61\u5916\u306e\u53e3\u5ea7\u3092\u306f\u3063\u304d\u308a\u3055\u305b\u3001\u305d\u3053\u3060\u3051\u5f93\u6765\u306e\u624b\u9806\u3092\u6b8b\u3057\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u660e\u7d30\u306ePDF\u3068\u5143\u5e33\u306eCSV\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3068\u7f6e\u3044\u305f\u4eba\n- Textract \u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306e\u5168\u6587\uff08\u81ea\u793e\u306eS3\u306b\u66f8\u304d\u51fa\u3057\u305f\u3082\u306e\uff09\n- \u6570\u5024\u3068\u65e5\u4ed8\u3078\u306e\u5909\u63db\u306b\u4f7f\u3063\u305f\u53e3\u5ea7\u306e\u53f0\u5e33\u306e\u5185\u5bb9\uff08**\u305d\u306e\u3068\u304d\u306e\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a**\uff09\n- \u7167\u5408\u306e\u7d50\u679c\uff08`internal_check`\u3001`difference`\u3001`unexplained`\u3001`verdict`\uff09\n- AI\u306e\u51fa\u529b\uff08`items`\u3001`inquiry_draft`\uff09\u3068\u3001\u4eba\u304c\u8986\u3057\u305f\u8a18\u9332\n- \u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u8fd4\u7b54\u3001\u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u7fcc\u6708\u306e\u7d50\u679c\n\n**\u53f0\u5e33\u306e\u8a2d\u5b9a\u3092\u6b8b\u3059\u306e\u306f\u3001\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a\u3092\u5f8c\u304b\u3089\u76f4\u3059\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u65e5\u4ed8\u306e\u9806\u3092\u8aa4\u3063\u3066\u8a2d\u5b9a\u3057\u3066\u3044\u305f\u53e3\u5ea7\u306f\u3001**\u904e\u53bb\u306e\u7167\u5408\u3092\u3069\u3053\u307e\u3067\u3084\u308a\u76f4\u3059\u304b**\u3092\u3001\u305d\u306e\u3068\u304d\u306e\u8a2d\u5b9a\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u660e\u7d30\u304b\u3089\u3001\u69d8\u5f0f\u306e\u9055\u3046\u9280\u884c\u306e\u53e3\u5ea7\u30925\u3064\u9078\u3076\uff08**\u3046\u30611\u3064\u306f\u3001\u5dee\u7570\u306e\u7406\u7531\u304c\u5206\u304b\u3063\u3066\u3044\u308b\u53e3\u5ea7\u306b\u3059\u308b**\uff09\n2. 5\u53e3\u5ea7\u306ePDF\u3068\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u3092\u7528\u610f\u3059\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306bPDF\u3092\u8cbc\u308a\u3001\u300c\u671f\u9996\u6b8b\u9ad8\u3001\u671f\u672b\u6b8b\u9ad8\u3001\u53d6\u5f15\u306e\u8868\u3092\u3001\u65e5\u4ed8\u30fb\u6458\u8981\u30fb\u5165\u91d1\u30fb\u51fa\u91d1\u30fb\u6b8b\u9ad8\u306e\u5217\u3067\u66f8\u304d\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6570\u5b57\u306f\u898b\u3048\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3001\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u66f8\u304d\u51fa\u3057\u305f\u8868\u3092\u8868\u8a08\u7b97\u306b\u8cbc\u308a\u3001\u671f\u9996\uff0b\u5165\u91d1\uff0d\u51fa\u91d1\uff1d\u671f\u672b\u304c\u5408\u3046\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u5143\u5e33\u3068\u898b\u6bd4\u3079\u3001\u5408\u308f\u306a\u3044\u884c\u306b\u3064\u3044\u3066\u7406\u7531\u306e\u533a\u5206\u3092\u9078\u3070\u305b\u3001\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**5\u53e3\u5ea7\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** Textract \u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7d44\u3080\u524d\u306b\u3001**\u53e3\u5ea7\u3054\u3068\u306e\u69d8\u5f0f\u3067\u8868\u304c\u53d6\u308c\u308b\u306e\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u8868\u304c\u53d6\u308c\u3001\u8a08\u7b97\u3082\u5408\u3046 | **Textract \u3068 Python \u306e\u7167\u5408\u306b\u9032\u3080** |\n| \u8868\u306f\u53d6\u308c\u308b\u304c\u3001\u7e70\u8d8a\u306e\u884c\u304c\u53d6\u5f15\u306b\u6df7\u3056\u308b | \u524d\u51e6\u7406\u3067\u5916\u305b\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8a08\u7b97\u304c\u5408\u308f\u306a\u3044\u53e3\u5ea7\u304c\u591a\u3044 | **\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a\u304c\u5148\u3002** \u6570\u5b57\u3068\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u53f0\u5e33\u306b\u66f8\u304f |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u30c9\u30a4\u30c4\u306e\u53e3\u5ea7\u306e\u300c1.234,56\u300d\u3084\u3001\u672b\u5c3e\u306e `DR` \u306e\u6271\u3044\u3067\u8a08\u7b97\u304c\u305a\u308c\u307e\u3059\u3002**AI\u306e\u8aad\u307f\u53d6\u308a\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001\u6570\u5b57\u306e\u89e3\u91c8\u306e\u554f\u984c\u3067\u3059\u3002** \u53f0\u5e33\u306b\u66f8\u304d\u65b9\u3092\u66f8\u3044\u3066\u304b\u3089\u3001\u540c\u30585\u53e3\u5ea7\u3067\u8a66\u3057\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306bPDF\u3092\u8cbc\u308a\u3001\u8868\u3068\u6b8b\u9ad8\u3092\u66f8\u304d\u51fa\u3055\u305b\u308b \uff0f 1\u53e3\u5ea7\u305a\u3064\u306e\u8aad\u307f\u53d6\u308a\u306e\u78ba\u8a8d","semi_auto_setup":"\u4e0a\u8a18\uff0bTextract \u306e\u975e\u540c\u671f\u306e\u51e6\u7406\u3001Python \u306e\u5909\u63db\u3068\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u3001\u5143\u5e33\u3068\u306e\u7167\u5408\u3001AI\u306b\u3088\u308b\u7406\u7531\u306e\u5019\u88dc \uff0f \u8aad\u307f\u53d6\u308a\u3001\u8a08\u7b97\u306e\u78ba\u8a8d\u3001\u7167\u5408\u3001\u7406\u7531\u306e\u5019\u88dc\u306e\u4e00\u89a7","full_setup":"\u4e0a\u8a18\uff0b\u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u7fcc\u6708\u306e\u81ea\u52d5\u306e\u78ba\u8a8d\u3001\u5b50\u4f1a\u793e\u3054\u3068\u306e\u50be\u5411\u306e\u96c6\u8a08\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8fd4\u7b54\u306e\u53d6\u308a\u8fbc\u307f \uff0f \u7167\u5408\u304b\u3089\u6301\u3061\u8d8a\u3057\u306e\u7ba1\u7406\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f60\u53e3\u5ea7\u306f\u3055\u3070\u3051\u307e\u305b\u3093\u3002** \u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef650\u5206\u304c15\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u6253\u3061\u8fbc\u307f\u3068\u898b\u6bd4\u3079\u306f\u7121\u304f\u306a\u308a\u3001**\u6b8b\u308b\u306e\u306f\u8981\u78ba\u8a8d\u306e\u53e3\u5ea7\u306e\u78ba\u8a8d\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u5224\u65ad\u3067\u3059\u3002** \u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002\u672c\u683c\u69cb\u6210\u3067\u306f\u3001\u5148\u6708\u306e\u672a\u843d\u3061\u306e\u652f\u6255\u304c\u4eca\u6708\u843d\u3061\u305f\u304b\u306e\u78ba\u8a8d\u3082\u81ea\u52d5\u306b\u306a\u308a\u3001**\u554f\u3044\u5408\u308f\u305b\u304c\u8981\u308b\u884c\u304c\u3055\u3089\u306b\u7d5e\u3089\u308c\u307e\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30922\u304b\u6708\u56de\u3059\u3068\u3001**`needs_reread` \u306e\u591a\u3044\u53e3\u5ea7\u3068\u3001`unknown` \u306e\u591a\u3044\u5b50\u4f1a\u793e**\u304c\u898b\u3048\u307e\u3059\u3002\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u6301\u3061\u8d8a\u3057\u306e\u7ba1\u7406\u3092\u81ea\u52d5\u306b\u3059\u308b\u307b\u3046\u304c\u3001\u8aa4\u3063\u305f\u6301\u3061\u8d8a\u3057\u304c\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u305b\u3093\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u8aad\u307f\u9055\u3044\u304c\u4f1a\u8a08\u3068\u306e\u5dee\u7570\u3068\u3057\u3066\u51fa\u308b | **\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u3092\u5148\u306b\u78ba\u304b\u3081\u3001\u5408\u308f\u306a\u3051\u308c\u3070\u7167\u5408\u3057\u306a\u3044** |\n| \u7e70\u8d8a\u306e\u884c\u304c\u53d6\u5f15\u306b\u6570\u3048\u3089\u308c\u308b | \u300cbrought forward\u300d\u306a\u3069\u306e\u884c\u3068\u96c6\u8a08\u306e\u30bb\u30eb\u3092\u5916\u3059 |\n| \u300c1.234,56\u300d\u304c\u5343\u500d\u306b\u306a\u308b | \u53e3\u5ea7\u306e\u53f0\u5e33\u306b\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3092\u6301\u305f\u305b\u308b |\n| \u65e5\u30fb\u6708\u306e\u9806\u3092\u53d6\u308a\u9055\u3048\u308b | \u53f0\u5e33\u306b\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3092\u6301\u305f\u305b\u3001\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b |\n| AI\u304c\u91d1\u984d\u3092\u76f4\u3057\u3066\u7167\u5408\u3092\u901a\u3059 | **\u76f4\u3057\u305f\u5024\u3092\u66f8\u304b\u305b\u306a\u3044\u3002** \u6307\u793a\u3068\u30b9\u30ad\u30fc\u30de\u3067\u7e1b\u308b |\n| \u624b\u304c\u304b\u308a\u306e\u8584\u3044\u884c\u306b\u533a\u5206\u3092\u5f53\u3066\u306f\u3081\u308b | `unknown` \u3092\u8a31\u3059\u3068\u6307\u793a\u306b\u66f8\u304f |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u3067\u6b62\u307e\u308b | \u6271\u3048\u306a\u3044\u3002\u5b50\u4f1a\u793e\u306b\u5916\u3057\u305f\u3082\u306e\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046 |\n| \u8907\u6570\u30da\u30fc\u30b8\u306e\u660e\u7d30\u304c\u540c\u671f\u306e\u51e6\u7406\u3067\u901a\u3089\u306a\u3044 | \u540c\u671f\u306f1\u30da\u30fc\u30b8\u307e\u3067\u3002**\u975e\u540c\u671f\u306e\u51e6\u7406\u3092\u4f7f\u3046** |\n| \u7d50\u679c\u304c\u5f8c\u304b\u3089\u53d6\u308a\u51fa\u305b\u306a\u3044 | 7\u65e5\u3067\u6d88\u3048\u308b\u3002`OutputConfig` \u3067\u81ea\u793e\u306eS3\u3078 |\n| \u540c\u3058\u660e\u7d30\u3092\u4e8c\u91cd\u306b\u51e6\u7406\u3059\u308b | `ClientRequestToken` \u3092\u4ed8\u3051\u308b |\n| \u30bf\u30a4\u8a9e\u30fb\u4e2d\u56fd\u8a9e\u3060\u3051\u306e\u660e\u7d30 | \u8aad\u3081\u306a\u3044\u3002**\u5bfe\u8c61\u5916\u306e\u53e3\u5ea7\u3068\u3057\u3066\u53f0\u5e33\u306b\u8a18\u3059** |\n| \u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u81ea\u52d5\u3067\u98db\u3076 | **\u4e0b\u66f8\u304d\u307e\u3067\u306b\u3059\u308b\u3002** \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u3001\u660e\u7d30\u306e\u4e2d\u3067\u9589\u3058\u308b\u3079\u304d\u8aa4\u308a\u304c\u4f1a\u8a08\u3068\u306e\u5dee\u7570\u306b\u6df7\u3056\u308b\u554f\u984c\u3067\u3059\u3002**\u7167\u5408\u306e\u524d\u306b\u660e\u7d30\u305d\u306e\u3082\u306e\u306e\u8a08\u7b97\u3092\u78ba\u304b\u3081\u308b1\u6bb5\u3092\u7f6e\u304f\u304b\u3069\u3046\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**\n\n**5\u884c\u76ee\u3082\u3001\u540c\u3058\u304f\u3089\u3044\u65e9\u304f\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** AI\u304c\u89aa\u5207\u306b\u91d1\u984d\u3092\u63c3\u3048\u308b\u3068\u3001\u7167\u5408\u306e\u4e00\u89a7\u306f\u304d\u308c\u3044\u306b\u306a\u308a\u307e\u3059\u304c\u3001**\u672c\u5f53\u306b\u9055\u3063\u3066\u3044\u305f\u53d6\u5f15\u304c\u898b\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u6d77\u5916\u5b50\u4f1a\u793e\u306e\u53e3\u5ea7\u756a\u53f7\u3001\u6b8b\u9ad8\u3001\u3059\u3079\u3066\u306e\u5165\u51fa\u91d1\u306e\u91d1\u984d\u3068\u76f8\u624b\u5148\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u305f\u6458\u8981\u3067\u3059\u3002**\u53d6\u5f15\u5148\u3068\u306e\u53d6\u5f15\u306e\u898f\u6a21\u304c\u3001\u305d\u306e\u307e\u307e\u8aad\u307f\u53d6\u308c\u308b\u60c5\u5831\u3067\u3059\u3002**\n\n1. **AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u7167\u5408\u3067\u304d\u306a\u304b\u3063\u305f\u884c\u306b\u9650\u308b** \u2026 \u660e\u7d30\u306e\u5168\u4f53\u306fOCR\u306e\u6bb5\u3067\u8aad\u307f\u307e\u3059\u304c\u3001**\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u5408\u308f\u306a\u304b\u3063\u305f\u884c\u3068\u3001\u305d\u306e\u53e3\u5ea7\u306e\u66f8\u304d\u65b9\u306e\u8a2d\u5b9a\u3060\u3051**\u306b\u3057\u307e\u3059\u3002\u53e3\u5ea7\u756a\u53f7\u306f\u672b\u5c3e4\u6841\u306b\u3057\u307e\u3059\n2. **\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306e\u7f6e\u304d\u5834\u6240\u3092\u81ea\u793e\u306b\u56fa\u5b9a\u3059\u308b** \u2026 `OutputConfig` \u3067\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u6697\u53f7\u5316\u306b\u81ea\u793e\u306e\u9375\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002**\u660e\u7d30\u3068\u7d50\u679c\u3092\u540c\u3058\u6a29\u9650\u306e\u7bc4\u56f2\u3067\u7ba1\u7406\u3057\u307e\u3059**\n3. **\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306e\u6a29\u9650\u3092\u5b50\u4f1a\u793e\u3054\u3068\u306b\u5206\u3051\u308b** \u2026 \u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u306f\u81ea\u793e\u306e\u53e3\u5ea7\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u3060\u3051\u7f6e\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u4ed6\u793e\u306e\u660e\u7d30\u304c\u898b\u3048\u308b\u8a2d\u8a08\u306b\u3057\u307e\u305b\u3093**\n4. **\u5dee\u7570\u306e\u51e6\u7406\u3092\u81ea\u52d5\u3067\u6c7a\u3081\u306a\u3044** \u2026 \u624b\u6570\u6599\u306e\u8a08\u4e0a\u3001\u4e8c\u91cd\u8a08\u4e0a\u306e\u53d6\u308a\u6d88\u3057\u3001\u9280\u884c\u3078\u306e\u7167\u4f1a\u306f\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7406\u7531\u306e\u5019\u88dc\u3067\u3059**\n5. **\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u4e0b\u66f8\u304d\u307e\u3067\u306b\u3057\u307e\u3059\u3002\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3068\u306e\u95a2\u4fc2\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u9762\u306e\u6b63\u78ba\u3055\u306b\u95a2\u308f\u308a\u307e\u3059\n6. **\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u4ed5\u7d44\u307f\u306b\u9810\u3051\u306a\u3044** \u2026 \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u3092\u81ea\u52d5\u3067\u5916\u3059\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001**\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u7ba1\u7406\u305d\u306e\u3082\u306e\u304c\u91cd\u304f\u306a\u308a\u307e\u3059\u3002** \u5916\u3057\u305f\u3082\u306e\u3092\u7f6e\u3044\u3066\u3082\u3089\u3046\u904b\u7528\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u672c\u5f53\u306e\u5dee\u7570\u3092\u898b\u843d\u3068\u3059\u3053\u3068\u3068\u3001\u5b58\u5728\u3057\u306a\u3044\u5dee\u7570\u3092\u5b50\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306fAI\u306b\u91d1\u984d\u3092\u76f4\u3055\u305b\u308b\u3068\u8d77\u304d\u3001\u5f8c\u8005\u306f\u8aad\u307f\u9055\u3044\u3092\u7167\u5408\u306b\u6df7\u305c\u308b\u3068\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u3001\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u3068\u4f1a\u8a08\u3068\u306e\u7167\u5408\u3092\u5225\u306e\u6bb5\u306b\u7f6e\u304f\u3053\u3068\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u6d77\u5916\u306b\u5b50\u4f1a\u793e\u3084\u652f\u5e97\u3092\u8907\u6570\u6301\u3061\u3001\u73fe\u5730\u306e\u9280\u884c\u53e3\u5ea7\u304c\u6570\u5341\u3042\u308a\u3001\u672c\u793e\u306e\u8ca1\u52d9\u90e8\u304c\u6bce\u6708\u305d\u306e\u6b8b\u9ad8\u3092\u78ba\u304b\u3081\u3066\u3044\u308b\u5546\u793e\u30fb\u88fd\u9020\u696d\u30fb\u7269\u6d41\u696d\u3002\u73fe\u5730\u306e\u9280\u884c\u304b\u3089\u96fb\u5b50\u30c7\u30fc\u30bf\uff08\u53d6\u5f15\u660e\u7d30\u306e\u30d5\u30a1\u30a4\u30eb\u9023\u643a\uff09\u3092\u53d7\u3051\u53d6\u308c\u305a\u3001\u82f1\u6587\u306e\u9280\u884c\u53d6\u5f15\u660e\u7d30\u3092PDF\u3067\u96c6\u3081\u3066\u3044\u308b\u5834\u5408\u3002\u5b50\u4f1a\u793e\u306e\u4f1a\u8a08\u306e\u6b8b\u9ad8\u3068\u660e\u7d30\u3092\u8868\u8a08\u7b97\u3084\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u66f8\u304d\u51fa\u305b\u308b\u5834\u5408\u3002\u6708\u6b21\u306e\u9023\u7d50\u306e\u524d\u306b\u3001\u9810\u91d1\u6b8b\u9ad8\u306e\u5dee\u7570\u306e\u7406\u7531\u3092\u5b50\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u4f5c\u696d\u304c\u62c5\u5f53\u8005\u306e\u7d4c\u9a13\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u660e\u7d30\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u65e5\u672c\u8a9e\u30fb\u4e2d\u56fd\u8a9e\u30fb\u30bf\u30a4\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\u9280\u884c\u304b\u3089\u53d6\u5f15\u660e\u7d30\u3092\u96fb\u5b50\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u308b\u5834\u5408\uff08OCR\u3088\u308a\u5148\u306b\u305d\u3061\u3089\u3092\u4f7f\u3046\u3079\u304d\u3067\u3059\uff09\u3002\u53e3\u5ea7\u304c\u6570\u53e3\u5ea7\u3067\u3001\u76ee\u8996\u3067\u8db3\u308a\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u5dee\u7570\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b\uff08\u4ed5\u8a33\u3092\u8d77\u3053\u3059\u304b\u3001\u9280\u884c\u3078\u7167\u4f1a\u3059\u308b\u304b\uff09\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\u53e3\u5ea7\u306e\u53f0\u5e33\u306b\u66f8\u304d\u65b9\u306e\u5217\u3092\u8db3\u3059**\n\n\u53e3\u5ea7\u306e\u4e00\u89a7\u306b\u3001**\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u5165\u51fa\u91d1\u306e\u5217\u306e\u5f62**\u306e3\u5217\u3092\u8db3\u3057\u307e\u3059\u300260\u53e3\u5ea7\u3092\u4e00\u5ea6\u306b\u57cb\u3081\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u53d6\u5f15\u306e\u591a\u3044\u6c7a\u6e08\u7528\u306e\u53e3\u5ea710\u304b\u3089\u57cb\u3081\u307e\u3059\u3002** \u3042\u308f\u305b\u3066\u3001\u82f1\u8a9e\u3067\u8aad\u3081\u306a\u3044\u660e\u7d30\u306e\u53e3\u5ea7\u306b\u300c\u5bfe\u8c61\u5916\u300d\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a5\u53e3\u5ea7\u3067\u8a66\u3059**\n\n\u69d8\u5f0f\u306e\u9055\u30465\u53e3\u5ea7\u306ePDF\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u8868\u3068\u6b8b\u9ad8\u3092\u66f8\u304d\u51fa\u3055\u305b\u307e\u3059\u3002**\u671f\u9996\uff0b\u5165\u91d1\uff0d\u51fa\u91d1\uff1d\u671f\u672b\u304c\u5408\u3046\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u5b50\u4f1a\u793e\u306e\u7f6e\u304d\u65b9\u3092\u6c7a\u3081\u308b**\n\n\u5b50\u4f1a\u793e\u3054\u3068\u306b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u5206\u3051\u3001**\u660e\u7d30\u306ePDF\uff08\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5916\u3057\u305f\u3082\u306e\uff09\u3068\u5143\u5e33\u306eCSV\u3092\u53e3\u5ea7\u3054\u3068\u306b\u7f6e\u304f**\u624b\u9806\u3092\u6c7a\u3081\u307e\u3059\u3002\u5143\u5e33\u306e\u66f8\u304d\u51fa\u3057\u306e\u5217\u306e\u4e26\u3073\u3082\u305d\u308d\u3048\u3066\u3082\u3089\u3044\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1aTextract \u304b\u3089\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b Textract \u306e\u975e\u540c\u671f\u306e\u51e6\u7406\u3092\u52d5\u304b\u3057\u3001Python \u3067\u5909\u63db\u3068\u660e\u7d30\u306e\u4e2d\u306e\u8a08\u7b97\u3092\u884c\u3046\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5143\u5e33\u3068\u7167\u5408\u305b\u305a\u3001`internal_check` \u304c\u5408\u3046\u304b\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5143\u5e33\u3068\u306e\u7167\u5408\u3068\u3001AI\u306b\u3088\u308b\u7406\u7531\u306e\u5019\u88dc\u3092\u8db3\u3057\u3001`verdict` \u3092\u51fa\u3057\u307e\u3059\u3002`needs_reread` \u3068 `needs_inquiry` \u306e\u53e3\u5ea7\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u6301\u3061\u8d8a\u3057\u305f\u884c\u306e\u7fcc\u6708\u306e\u78ba\u8a8d\u3092\u8db3\u3057\u30011\u4ef650\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**`needs_reread` \u304c\u6708\u306b\u6570\u53e3\u5ea7\u307e\u3067\u6e1b\u308a\u3001\u5b50\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u304c `unknown` \u306e\u884c\u3060\u3051\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0156","UC-0393","UC-0079","UC-0275"],"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| \u53d7\u3051\u4ed8\u3051\u308b\u5f62\u5f0f\u304cJPEG\u3001PNG\u3001PDF\u3001TIFF\u3067\u3001XFA\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\u554f\u3044\u304c\u540c\u671f\u30671\u30da\u30fc\u30b815\u554f\u3001\u975e\u540c\u671f\u306730\u554f\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u30fb\u4ecf\u30fb\u72ec\u30fb\u4f0a\u30fb\u8461\u30fb\u897f\u3067\u3001\u554f\u3044\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3067\u4f7f\u3048\u308b\u3053\u3068\u3002\u7e26\u66f8\u304d\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u304c15\u30d4\u30af\u30bb\u30eb\uff08150dpi\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3042\u308b\u3053\u3068 | [AWS: Amazon Textract \u306e\u56fa\u5b9a\u306e\u30af\u30a9\u30fc\u30bf](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-01 |\n| AnalyzeDocument \u306e `FeatureTypes`\uff08TABLES\u30fbFORMS\u30fbQUERIES\u30fbSIGNATURES\u30fbLAYOUT\uff09\u3002\u8868\u3068\u30bb\u30eb\u3001\u554f\u3044\u3068\u7b54\u3048\uff08\u4fe1\u983c\u5ea6\u3064\u304d\uff09\u306e\u30d6\u30ed\u30c3\u30af\u3002\u540c\u671f\u51e6\u7406\u3067\u3042\u308a\u3001\u975e\u540c\u671f\u306f StartDocumentAnalysis \u3092\u4f7f\u3046\u3053\u3068\u3002Amazon Augmented AI \u304c2026\u5e747\u6708\u306b\u4fdd\u5b88\u30e2\u30fc\u30c9\u306b\u5165\u308a\u65b0\u898f\u306e\u53d7\u3051\u4ed8\u3051\u3092\u505c\u6b62\u3057\u305f\u3053\u3068 | [AWS: AnalyzeDocument](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_AnalyzeDocument.html) | 2026-10-01 |\n| \u8868\u306e\u30bb\u30eb\u3001\u7d50\u5408\u3055\u308c\u305f\u30bb\u30eb\u3001\u5217\u898b\u51fa\u3057\u3001\u8868\u306e\u984c\u540d\u30fb\u811a\u6ce8\u3001\u96c6\u8a08\u306e\u30bb\u30eb\u304c\u533a\u5225\u3055\u308c\u3066\u8fd4\u308b\u3053\u3068\u3002\u8868\u306e\u7a2e\u985e\uff08\u69cb\u9020\u5316\u30fb\u534a\u69cb\u9020\u5316\uff09\u3002\u30bb\u30eb\u306e\u884c\u30fb\u5217\u306e\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6 | [AWS: Tables](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/how-it-works-tables.html) | 2026-10-01 |\n| \u975e\u540c\u671f\u51e6\u7406\u304cS3\u306e\u6587\u66f8\u3092\u5bfe\u8c61\u306b\u3001\u5b8c\u4e86\u3092 Amazon SNS \u306b\u901a\u77e5\u3057\u3001Get \u306e\u64cd\u4f5c\u3067\u7d50\u679c\u3092\u53d6\u308b\u3053\u3068\u3002Get \u3092\u7e70\u308a\u8fd4\u3057\u547c\u3093\u3067\u5b8c\u4e86\u3092\u5f85\u3064\u3084\u308a\u65b9\u3092\u52e7\u3081\u306a\u3044\u3053\u3068\u3002`ClientRequestToken` \u3067\u4e8c\u91cd\u306e\u51e6\u7406\u3092\u9632\u3052\u308b\u3053\u3068\u3002\u7d50\u679c\u304c\u65e2\u5b9a\u30677\u65e5\u9593\u4fdd\u7ba1\u3055\u308c\u3001`OutputConfig` \u3067\u81ea\u793e\u306e\u30d0\u30b1\u30c3\u30c8\u3068\u6697\u53f7\u5316\u306e\u9375\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [AWS: \u975e\u540c\u671f\u51e6\u7406\u306e\u547c\u3073\u51fa\u3057](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/api-async.html) | 2026-10-01 |\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) | 2026-10-01 |\n\n**\u5dee\u7570\u3092\u3069\u3046\u51e6\u7406\u3059\u308b\u304b\u3001\u3069\u306e\u53e3\u5ea7\u3092\u7167\u5408\u306e\u5bfe\u8c61\u3068\u3059\u308b\u304b\u306f\u3001\u81ea\u793e\u306e\u8ca1\u52d9\u90e8\u3068\u7d4c\u7406\u90e8\u3001\u5b50\u4f1a\u793e\u306e\u7d4c\u7406\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u516c\u958b\u60c5\u5831\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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