{"id":13924,"date":"2026-09-29T17:16:55","date_gmt":"2026-09-29T08:16:55","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/claim-document-ocr-precheck\/"},"modified":"2026-09-29T17:16:55","modified_gmt":"2026-09-29T08:16:55","slug":"claim-document-ocr-precheck","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/claim-document-ocr-precheck\/","title":{"rendered":"\u6d77\u5916\u65c5\u884c\u4fdd\u967a\u306e\u8acb\u6c42\u306b\u6dfb\u4ed8\u3055\u308c\u305f\u82f1\u6587\u306e\u8a3a\u65ad\u66f8\u30fb\u9818\u53ce\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u67fb\u5b9a\u306b\u56de\u3059\u524d\u306b\u4e0d\u8db3\u3068\u8a18\u8f09\u6f0f\u308c\u3092\u6d17\u3044\u51fa\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"

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Textract","publish_date":"","last_updated":"2026-09-29","tech_verified_date":"2026-09-29","trigger":"**\u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u309215\u5206\u304a\u304d\u306b\u898b\u306b\u884c\u304d\u3001\u65b0\u3057\u3044\u8acb\u6c42\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u6dfb\u4ed8\u304c\u5f8c\u304b\u3089\u8db3\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001**\u30d5\u30a9\u30fc\u30e0\u306e\u9001\u4fe1\u304b\u308930\u5206\u305f\u3063\u305f\u3082\u306e\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**\u51e6\u7406\u306e\u5358\u4f4d\u306f\u8acb\u6c421\u4ef6\u306e\u66f8\u985e\u4e00\u5f0f\u3067\u3059\u3002** \u66f8\u985e\u3054\u3068\u306b\u5224\u5b9a\u3059\u308b\u3068\u3001\u300c\u9818\u53ce\u66f8\u304c\u7121\u3044\u300d\u3068\u300c\u9818\u53ce\u66f8\u306f\u5225\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3042\u308b\u300d\u3092\u533a\u5225\u3067\u304d\u307e\u305b\u3093\u3002**\u70b9\u691c\u306e\u7d50\u679c\u304c\u51fa\u305f\u8acb\u6c42\u3060\u3051\u3092\u51e6\u7406\u6e08\u307f\u306b\u3057**\u3001\u9014\u4e2d\u3067\u6b62\u307e\u3063\u305f\u3082\u306e\u306f\u6b21\u306e\u56de\u306b\u62fe\u3044\u76f4\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb | PDF\u30fb\u5199\u771f\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 |\n| \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9 | \u88ab\u4fdd\u967a\u8005\u540d\uff08\u30ed\u30fc\u30de\u5b57\uff09\u3001\u53d7\u8a3a\u3057\u305f\u56fd\u3068\u533b\u7642\u6a5f\u95a2\u3001\u53d7\u8a3a\u65e5\u3001\u8acb\u6c42\u984d\u3068\u901a\u8ca8\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u306e\u5229\u7528\u6709\u7121 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 |\n| \u5951\u7d04\u60c5\u5831 | \u8a3c\u5238\u756a\u53f7\u3001\u88ab\u4fdd\u967a\u8005\u540d\u3001\u4fdd\u967a\u671f\u9593\uff08\u65c5\u884c\u671f\u9593\uff09\u3001\u88dc\u511f\u306e\u7a2e\u985e | \u5951\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u5fc5\u8981\u66f8\u985e\u306e\u8868 | \u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306b\u8981\u308b\u66f8\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u3001\u7701\u7565\u3057\u3066\u3088\u3044\u6761\u4ef6 | \u53d7\u4ed8\u30c1\u30fc\u30e0\u304c\u6574\u3048\u308b\u8868 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3068\u4fe1\u983c\u5ea6\u3001\u30ad\u30fc\u3068\u5024\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u9805\u76ee | AWS Textract |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5fc5\u8981\u66f8\u985e\u306e\u8868\u3067\u3059\u3002** \u300c\u6cbb\u7642\u8cbb\u7528\u306e\u8acb\u6c42\u306b\u306f\u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u304c\u8981\u308b\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u3067\u533b\u7642\u6a5f\u95a2\u304b\u3089\u76f4\u63a5\u8acb\u6c42\u304c\u6765\u3066\u3044\u308b\u5834\u5408\u306f\u9818\u53ce\u66f8\u3092\u6c42\u3081\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u53d6\u308a\u6c7a\u3081\u3092\u3001**\u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u304b\u3089\u8868\u3078\u79fb\u3057\u307e\u3059\u3002**","data_source":"**\u8a3a\u65ad\u66f8\u306f\u3001AnalyzeDocument \u306b\u554f\u3044\u5408\u308f\u305b\u3092\u4ed8\u3051\u3066\u547c\u3073\u307e\u3059\u3002** \u554f\u3044\u5408\u308f\u305b\u306f `QueriesConfig` \u306b `Text`\uff08\u554f\u3044\uff09\u3068 `Alias`\uff08\u547c\u3073\u540d\uff09\u306e\u7d44\u3067\u4e26\u3079\u307e\u3059\u3002\n\n| \u554f\u3044\uff08`Text`\uff09 | \u547c\u3073\u540d\uff08`Alias`\uff09 | \u4f7f\u3044\u9053 |\n|:--|:--|:--|\n| What is the patient name? | PATIENT_NAME | \u88ab\u4fdd\u967a\u8005\u540d\u3068\u306e\u7167\u5408 |\n| What is the date of birth? | DATE_OF_BIRTH | \u540c\u59d3\u540c\u540d\u306e\u533a\u5225 |\n| What is the date of first visit? | FIRST_VISIT_DATE | \u4fdd\u967a\u671f\u9593\u3068\u306e\u7167\u5408 |\n| What is the diagnosis? | DIAGNOSIS | \u8a18\u8f09\u306e\u6709\u7121 |\n| What treatment was given? | TREATMENT | \u8a18\u8f09\u306e\u6709\u7121 |\n| What is the name of the physician? | PHYSICIAN_NAME | \u8a18\u8f09\u306e\u6709\u7121 |\n| What is the name of the hospital? | HOSPITAL_NAME | \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7167\u5408 |\n| What is the date of issue? | ISSUE_DATE | \u8a18\u8f09\u306e\u6709\u7121 |\n\n**\u554f\u3044\u5408\u308f\u305b\u306f1\u30da\u30fc\u30b8\u3042\u305f\u308a\u540c\u671f\u51e6\u7406\u306715\u4ef6\u3001\u975e\u540c\u671f\u51e6\u7406\u306730\u4ef6\u307e\u3067\u3067\u3059\u3002** \u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u306a\u3069\u3092\u8db3\u3059\u3068\u304d\u306f\u6570\u3092\u6570\u3048\u307e\u3059\u3002\n\n**\u7f72\u540d\u306f `SIGNATURES` \u3067\u4f4d\u7f6e\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u8fd4\u308b\u306e\u306f\u7f72\u540d\u3089\u3057\u304d\u3082\u306e\u306e\u4f4d\u7f6e\u3067\u3001**\u8ab0\u306e\u7f72\u540d\u304b\u3001\u672c\u7269\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u78ba\u304b\u3081\u308b\u306e\u306f\u300c\u7f72\u540d\u6b04\u306b\u7f72\u540d\u304c\u3042\u308b\u300d\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n**\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306f AnalyzeExpense \u306b\u6e21\u3057\u307e\u3059\u3002** \u533b\u7642\u6a5f\u95a2\u540d\u306f `VENDOR_NAME`\u3001\u5b9b\u540d\u306f `RECEIVER_NAME`\u3001\u65e5\u4ed8\u306f `INVOICE_RECEIPT_DATE`\u3001\u5408\u8a08\u30fb\u652f\u6255\u984d\u30fb\u672a\u6255\u984d\u306f `TOTAL`\u30fb`AMOUNT_PAID`\u30fb`AMOUNT_DUE`\u3001\u660e\u7d30\u306f `EXPENSE_ROW` \u3068\u3044\u3046\u6a19\u6e96\u306e\u9805\u76ee\u540d\u3067\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u308a\u307e\u3059\u3002\n\n**\u8907\u6570\u30da\u30fc\u30b8\u306e\u8acb\u6c42\u660e\u7d30\u306b\u306f\u6ce8\u610f\u304c\u8981\u308a\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u5206\u6790\u306f**\u5404\u30da\u30fc\u30b8\u3092\u5225\u3005\u306e\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u3068\u3057\u3066\u6271\u3044\u3001\u30da\u30fc\u30b8\u3092\u307e\u305f\u3044\u3060\u6587\u8108\u3092\u4fdd\u3061\u307e\u305b\u3093\u3002** \u5408\u8a08\u306f\u6700\u5f8c\u306e\u30da\u30fc\u30b8\u306b\u3060\u3051\u51fa\u308b\u306e\u3067\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u30da\u30fc\u30b8\u3092\u675f\u306d\u30661\u3064\u306e\u66f8\u985e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u306e\u3044\u305a\u308c\u304b\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**iPhone \u306e\u5199\u771f\u3067\u591a\u3044HEIC\u306f\u3001JPEG\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u9001\u308a\u307e\u3059**\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u53d7\u3051\u4ed8\u3051\u3089\u308c\u307e\u305b\u3093\u3002**\u89e3\u9664\u3067\u304d\u306a\u3044\u3082\u306e\u306f\u3001\u8acb\u6c42\u8005\u3078\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **XFA\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5370\u5237\u7528\u306ePDF\u306b\u66f8\u304d\u51fa\u3057\u76f4\u3057\u307e\u3059\n4. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u540c\u671f\u51e6\u7406\u306fPDF\u3068TIFF\u304c1\u30da\u30fc\u30b8\u30fb10MB\u307e\u3067\u3001\u975e\u540c\u671f\u51e6\u7406\u306fPDF\u3068TIFF\u304c3,000\u30da\u30fc\u30b8\u30fb500MB\u307e\u3067\u3067\u3059\u3002**\u8907\u6570\u30da\u30fc\u30b8\u306e\u3082\u306e\u306f\u975e\u540c\u671f\u51e6\u7406\u306b\u56de\u3057\u307e\u3059**\n5. **\u753b\u50cf\u306e\u5bf8\u6cd5\u3068\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u753b\u50cf\u306f\u3069\u306e\u8fba\u308210,000\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0b\u3067\u3001\u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u3067\u7d048\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u4e0b\u56de\u308b\u3082\u306e\u306f\u64ae\u308a\u76f4\u3057\u3092\u983c\u3080\u5019\u88dc\u306b\u3057\u307e\u3059**\n6. **1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u8a3a\u65ad\u66f8\u3068\u660e\u7d30\u304c1\u3064\u306ePDF\u306b\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u306f\u3001\u30da\u30fc\u30b8\u3067\u5206\u3051\u3066\u7a2e\u985e\u3092\u5224\u5b9a\u3057\u307e\u3059\n\n**5\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u5168\u4f53\u30921\u679a\u306b\u53ce\u3081\u305f\u8a3a\u65ad\u66f8\u306f\u6587\u5b57\u304c\u5c0f\u3055\u304f\u5199\u308a\u3001**\u300c\u8a18\u8f09\u304c\u7121\u3044\u300d\u3068\u898b\u5206\u3051\u304c\u3064\u304d\u307e\u305b\u3093\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u66f8\u985e\u306e\u7a2e\u985e\u3092\u6c7a\u3081\u308b\u3053\u3068\u3068\u3001\u5fc5\u8981\u306a\u8a18\u8f09\u4e8b\u9805\u3054\u3068\u306b\u300c\u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u5224\u5b9a\u3057\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u898b\u308b\u3082\u306e | \u5224\u5b9a\u306e\u4ed5\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u66f8\u985e\u306e\u7a2e\u985e | \u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u30fb\u305d\u306e\u4ed6\u306e\u3069\u308c\u304b | \u8907\u6570\u306b\u5f53\u3066\u306f\u307e\u308c\u3070 `ambiguous` |\n| \u60a3\u8005\u540d | \u5024\u304c\u3042\u308b\u304b | \u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` |\n| \u53d7\u8a3a\u65e5\u30fb\u6cbb\u7642\u306e\u671f\u9593 | \u65e5\u4ed8\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\u304b | \u65e5\u3068\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9 | \u5024\u304c\u3042\u308b\u304b | \u7565\u8a9e\u3060\u3051\u3067\u5224\u65ad\u304c\u3064\u304b\u306a\u304f\u3066\u3082\u3001\u5024\u304c\u3042\u308c\u3070 `ok` |\n| \u533b\u5e2b\u540d\u3068\u7f72\u540d | \u540d\u524d\u306e\u5024\u3068\u3001\u7f72\u540d\u306e\u691c\u51fa\u304c\u3042\u308b\u304b | \u540d\u524d\u3060\u3051\u3067\u7f72\u540d\u304c\u7121\u3051\u308c\u3070 `missing` |\n| \u652f\u6255\u3063\u305f\u3053\u3068 | \u652f\u6255\u984d\u304b\u300c\u652f\u6255\u6e08\u307f\u300d\u306e\u8868\u793a\u304c\u3042\u308b\u304b | \u672a\u6255\u984d\u3060\u3051\u306a\u3089 `missing` |\n\n**`missing` \u3068 `unreadable` \u3092\u5206\u3051\u308b\u6839\u62e0\u306f\u6570\u5024\u306b\u7f6e\u304d\u307e\u3059\u3002** \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u304c\u7a7a\u306a\u3089 `missing`\u3001\u7b54\u3048\u306f\u3042\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u5024\u3088\u308a\u4f4e\u3051\u308c\u3070 `unreadable` \u3067\u3059\u3002\n\n**\u65e5\u4ed8\u306e\u9806\u306f\u9593\u9055\u3048\u3084\u3059\u3044\u6240\u3067\u3059\u3002** 03\/04\/2026 \u306f\u7c73\u56fd\u306e\u66f8\u5f0f\u306a\u30893\u67084\u65e5\u3001\u82f1\u56fd\u306a\u3069\u306a\u30894\u67083\u65e5\u3067\u3059\u3002**\u540c\u3058\u66f8\u985e\u306e\u4e2d\u306e\u4ed6\u306e\u65e5\u4ed8\u3067\u9806\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u88dc\u511f\u306e\u5bfe\u8c61\u304b\u306e\u5224\u65ad | \u67fb\u5b9a\u306e\u4ed5\u4e8b\u3002\u7d04\u6b3e\u3068\u4e8b\u6545\u306e\u72b6\u6cc1\u3067\u6c7a\u307e\u308b |\n| \u65e2\u5f80\u75c7\u3084\u6cbb\u7642\u306e\u5fc5\u8981\u6027\u306e\u5224\u65ad | \u533b\u5b66\u7684\u306a\u5224\u65ad\u3067\u3001\u53d7\u4ed8\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u308b |\n| \u91d1\u984d\u306e\u8a08\u7b97\u30fb\u901a\u8ca8\u306e\u63db\u7b97 | \u652f\u6255\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u3002\u53d7\u4ed8\u3067\u306f\u66f8\u304b\u308c\u305f\u5024\u3092\u5199\u3059\u3060\u3051 |\n| \u8aad\u3081\u306a\u3044\u6587\u5b57\u306e\u88dc\u5b8c | \u60a3\u8005\u540d\u306e\u7db4\u308a\u3092\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306b\u5408\u308f\u305b\u3066\u76f4\u3055\u306a\u3044 |\n| \u8ffd\u52a0\u4f9d\u983c\u306e\u8981\u5426\u306e\u5224\u65ad | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u3068\u898f\u5247\u3067\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u88ab\u4fdd\u967a\u8005\u540d\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001**\u8aad\u307f\u9055\u3048\u305f\u7db4\u308a\u3092\u30d5\u30a9\u30fc\u30e0\u306b\u5408\u308f\u305b\u3066\u300c\u76f4\u3057\u3066\u300d\u8fd4\u3057\u307e\u3059\u3002** \u3060\u304b\u3089\u3001AI\u306b\u306f\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u6c0f\u540d\u3092\u6e21\u3057\u307e\u305b\u3093\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u640d\u5bb3\u4fdd\u967a\u4f1a\u793e\u306e\u4fdd\u967a\u91d1\u8acb\u6c42\u306e\u53d7\u4ed8\u3067\u3001\u6d77\u5916\u306e\u533b\u7642\u6a5f\u95a2\u304c\u767a\u884c\u3057\u305f\n\u82f1\u6587\u306e\u66f8\u985e\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3092\u70b9\u691c\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u307e\u305a\u66f8\u985e\u306e\u7a2e\u985e\u3092\u6c7a\u3081\u308b\u3011\n- medical_certificate \u2026 \u533b\u5e2b\u304c\u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9\u3092\u8a18\u8f09\u3057\u305f\u66f8\u985e\n- itemized_bill ....... \u6cbb\u7642\u306e\u660e\u7d30\u3068\u91d1\u984d\u304c\u4e26\u3093\u3060\u8acb\u6c42\u66f8\n- receipt ............. \u652f\u6255\u3063\u305f\u3053\u3068\u3092\u793a\u3059\u9818\u53ce\u66f8\n- other ............... \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044\uff08\u7d39\u4ecb\u72b6\u3001\u51e6\u65b9\u7b8b\u3001\u822a\u7a7a\u5238\u306a\u3069\uff09\n\u8907\u6570\u306b\u5f53\u3066\u306f\u307e\u308b\u3068\u304d\u306f\u3001\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u3059\u3079\u3066 document_types \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u70b9\u691c\u3059\u308b\u9805\u76ee\u3011\nmedical_certificate\uff1apatient_name, visit_date, diagnosis, treatment,\n physician_name, physician_signature, hospital_name, issue_date\nitemized_bill\uff1apatient_name, hospital_name, service_date, line_items, total, currency\nreceipt\uff1apatient_name, hospital_name, payment_date, amount_paid, currency\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u5024\u304c\u7121\u3044\u3002\u9805\u76ee\u540d\u306e\u6b04\u3060\u3051\u304c\u3042\u3063\u3066\u5024\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u5024 {threshold} \u3092\u4e0b\u56de\u308b\n- ambiguous .. \u5024\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u65e5\u4ed8\u306e\u65e5\u3068\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u8a18\u8f09\u304c\u306a\u3051\u308c\u3070\u300c\u4e0d\u660e\u300d\u3068\u3057\u3001status \u3092 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u4ed6\u306e\u66f8\u985e\u3084\u4ed6\u306e\u9805\u76ee\u304b\u3089\u88dc\u3063\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e value \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5408\u8a08\u3084\u652f\u6255\u984d\u304c\u7121\u3044\u3068\u304d\u306b\u3001\u660e\u7d30\u304b\u3089\u8db3\u3057\u4e0a\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u8ca8\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u308b\u8a18\u53f7\u3084\u901a\u8ca8\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u540c\u3058\u66f8\u985e\u306e\u4e2d\u3067\u65e5\u3068\u6708\u306e\u9806\u304c\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u306b\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u78ba\u5b9a\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306e\u6587\u5b57\u5217\u3092 value \u306b\u5165\u308c\u3001ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- physician_signature \u306f\u3001\u7f72\u540d\u306e\u691c\u51fa\u7d50\u679c\u304c\u305d\u306e\u66f8\u985e\u306e\u30da\u30fc\u30b8\u306b\u3042\u308b\u3068\u304d\u3060\u3051 ok \u3067\u3059\u3002\n \u533b\u5e2b\u540d\u304c\u5370\u5b57\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u7f72\u540d\u304c\u3042\u308b\u3053\u3068\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u88dc\u511f\u306e\u5bfe\u8c61\u304b\u3001\u652f\u6255\u3046\u3079\u304d\u304b\u3001\u6cbb\u7642\u304c\u5fc5\u8981\u3060\u3063\u305f\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u5b9a\u306e\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u4fe1\u983c\u5ea6\u306e\u57fa\u6e96\u5024\u3011{threshold}\n```\n\n**\u300c\u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u7167\u5408\u304c\u610f\u5473\u3092\u5931\u3044\u307e\u3059\u3002** OCR\u304c\u300cTANAKA HIROSI\u300d\u3068\u8aad\u3080\u3068\u3001AI\u306f\u300cHIROSHI\u300d\u306b\u76f4\u3057\u305f\u304f\u306a\u308a\u307e\u3059\u3002**\u76f4\u3057\u305f\u77ac\u9593\u306b\u3001\u8aad\u307f\u9055\u3044\u304b\u66f8\u304d\u9593\u9055\u3044\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u533b\u5e2b\u540d\u306e\u5370\u5b57\u3092\u7f72\u540d\u3068\u3057\u3066\u6271\u308f\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3001**\u7f72\u540d\u306e\u6709\u7121\u306f Textract \u306e\u7f72\u540d\u306e\u691c\u51fa\u3068\u3044\u3046\u5225\u306e\u4e8b\u5b9f\u3067\u6c7a\u3081\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u4ed8\u3051\u307e\u3059\u3002\n\n```json\n{\n \"claim_id\": \"\",\n \"documents\": [\n {\n \"file\": \"\",\n \"pages\": [1, 2],\n \"document_types\": [\"medical_certificate\"],\n \"checks\": [\n { \"item\": \"patient_name\", \"status\": \"ok | missing | unreadable | ambiguous\",\n \"value\": \"\", \"confidence\": 0, \"evidence\": \"\" }\n ]\n }\n ]\n}\n```\n\n**AI\u306e\u51fa\u529b\u3068\u306f\u5225\u306b\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u7a81\u5408\u306e\u7d50\u679c\u3068\u5224\u5b9a\u3092\u6301\u3061\u307e\u3059\u3002**\n\n| \u9805\u76ee | \u5024 | \u610f\u5473 |\n|:--|:--|:--|\n| `language_check` | `supported` \uff0f `suspect` | \u8aad\u307f\u53d6\u308c\u305f\u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u304b\u3089\u898b\u305f\u3001\u5bfe\u5fdc\u8a00\u8a9e\u304b\u3069\u3046\u304b |\n| `name_match` | `match` \uff0f `mismatch` \uff0f `unknown` | \u66f8\u985e\u306e\u60a3\u8005\u540d\u3068\u88ab\u4fdd\u967a\u8005\u540d\uff08\u30ed\u30fc\u30de\u5b57\uff09\u306e\u4e00\u81f4 |\n| `date_in_period` | `inside` \uff0f `outside` \uff0f `unknown` | \u53d7\u8a3a\u65e5\u304c\u4fdd\u967a\u671f\u9593\u306e\u4e2d\u304b |\n| `amount_match` | `match` \uff0f `mismatch` \uff0f `unknown` | \u9818\u53ce\u66f8\u306e\u652f\u6255\u984d\u30fb\u901a\u8ca8\u3068\u3001\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u8acb\u6c42\u984d\u30fb\u901a\u8ca8 |\n| `verdict` | `ready` \uff0f `needs_documents` \uff0f `needs_human` | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u3068\u898f\u5247\u3067\u6c7a\u3081\u305f\u5224\u5b9a |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u5224\u5b9a\u3068\u898f\u5247\u306e\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `checks` \u306fAI\u304c\u57cb\u3081\u3001`verdict` \u306f\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u8868\u3067\u6c7a\u3081\u308b\u306e\u3067\u3001**\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u76f4\u3059\u306e\u306f\u8868\u3060\u3051\u3067\u3059\u3002**\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `ready` | \u5fc5\u8981\u66f8\u985e\u304c\u305d\u308d\u3044\u3001\u5fc5\u8981\u306a\u9805\u76ee\u304c\u3059\u3079\u3066 `ok`\u3001\u7a81\u5408\u304c\u3059\u3079\u3066 `match` \u304b `inside` |\n| `needs_documents` | \u66f8\u985e\u305d\u306e\u3082\u306e\u304c\u7121\u3044\u3001\u307e\u305f\u306f `missing` \u306e\u9805\u76ee\u304c\u3042\u308b |\n| `needs_human` | `unreadable`\u30fb`ambiguous` \u304c\u3042\u308b\u3001`language_check` \u304c `suspect`\u3001\u7a81\u5408\u306b `mismatch` \u304b `outside` \u304c\u3042\u308b |\n\n**2\u3064\u76ee\u306f\u3001\u4e0d\u8db3\u3092\u4e00\u5ea6\u306b\u5168\u90e8\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** 3\u7a2e\u985e\u306e\u66f8\u985e\u306e `missing` \u3092\u307e\u3068\u3081\u3066\u4f9d\u983c\u6587\u306b\u3059\u308b\u306e\u3067\u3001**\u300c\u8a3a\u65ad\u66f8\u3092\u304f\u3060\u3055\u3044\u300d\u306e\u5f8c\u306b\u300c\u7f72\u540d\u304c\u3042\u308a\u307e\u305b\u3093\u300d\u3092\u9001\u308b\u5f80\u5fa9\u304c\u6e1b\u308a\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 | \u5b9a\u6642\u306e\u53d6\u308a\u8fbc\u307f | \u65b0\u3057\u3044\u8acb\u6c42\u306e\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9\u3092\u8aad\u3080 |\n| \u5951\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u7167\u4f1a | \u88ab\u4fdd\u967a\u8005\u540d\u3068\u4fdd\u967a\u671f\u9593\u3092\u5f15\u304f |\n| Amazon S3 | \u30d5\u30a1\u30a4\u30eb\u306e\u4fdd\u5b58 | \u975e\u540c\u671f\u51e6\u7406\u306b\u6e21\u3059\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u304f |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u540c\u671f\u30fb\u975e\u540c\u671f\uff09 | \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u9805\u76ee\u3092\u8fd4\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u66f8\u985e\u306e\u7a2e\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u306e\u5224\u5b9a\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u78ba\u8a8d\u7528\u306e\u4e00\u89a7 | \u53d7\u4ed8\u30c1\u30fc\u30e0\u306e\u753b\u9762\u307e\u305f\u306f\u8868 | \u5224\u5b9a\u3068\u6839\u62e0\u3092\u4e26\u3079\u308b |\n\n**\u975e\u540c\u671f\u51e6\u7406\u306e\u5b8c\u4e86\u306f\u3001\u901a\u77e5\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Textract \u306f\u5b8c\u4e86\u3092 Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u3078\u77e5\u3089\u305b\u3001\u305d\u308c\u3092 Amazon SQS \u304b AWS Lambda \u3067\u53d7\u3051\u307e\u3059\u3002**Get \u306e\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u547c\u3093\u3067\u5b8c\u4e86\u3092\u5f85\u3064\u3053\u3068\u306f\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307e\u305a\u3001\u4f9d\u983c\u6587\u3082\u81ea\u52d5\u3067\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001`unreadable` \u3092\u898b\u843d\u3068\u3057\u305f\u8acb\u6c42\u304c\u305d\u306e\u307e\u307e\u67fb\u5b9a\u306b\u9032\u3080\u7d4c\u8def\u304c\u3067\u304d\u307e\u3059\u3002","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f `needs_documents` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `ready` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u4ef6\u6570\u3068\u8acb\u6c42\u8005\u3092\u6d41\u3057\u898b\u3066\u67fb\u5b9a\u3078\u56de\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e60.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`language_check` \u304c `suspect` \u306e\u3082\u306e\u3092\u5148\u306b\u898b\u308b** \u2026 \u82f1\u8a9e\u4ee5\u5916\u306a\u3089\u7ffb\u8a33\u306e\u624b\u914d\u3078\u3002**\u8acb\u6c42\u8005\u306b\u4f9d\u983c\u3092\u51fa\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u66f8\u985e\u3067\u3059**\n2. **`needs_human` \u306e\u6839\u62e0\u3092\u898b\u308b** \u2026 `unreadable` \u306f\u753b\u50cf\u3067\u8aad\u307f\u3001`ambiguous` \u306e\u65e5\u4ed8\u306f\u4ed6\u306e\u66f8\u985e\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002**`mismatch` \u306f\u8aad\u307f\u9055\u3044\u304b\u672c\u5f53\u306e\u98df\u3044\u9055\u3044\u304b\u3092\u898b\u5206\u3051\u307e\u3059**\n3. **`needs_documents` \u306e\u4f9d\u983c\u6587\u3092\u78ba\u304b\u3081\u308b** \u2026 `missing` \u306e\u9805\u76ee\u304c\u672c\u5f53\u306b\u7a7a\u6b04\u304b\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308a\u307e\u3059\n4. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8acb\u6c42\u8005\u306f\u6d77\u5916\u306e\u533b\u7642\u6a5f\u95a2\u306b\u66f8\u985e\u3092\u983c\u307f\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u3001**\u7a7a\u632f\u308a\u306e\u4f9d\u983c1\u4ef6\u306f\u9577\u304f\u5370\u8c61\u306b\u6b8b\u308a\u307e\u3059\u3002**\n\n**Textract \u306e\u4eba\u306e\u78ba\u8a8d\u306e\u4ed5\u7d44\u307f\uff08Amazon Augmented AI\uff09\u306f\u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u305f\u3081**\u3001\u78ba\u8a8d\u306f\u65e2\u5b58\u306e\u753b\u9762\u306e\u5074\u306b\u4f5c\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u66f8\u985e\uff08\u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\uff09 | `language_check` \u3092 `suspect` \u306b\u3057\u3001\u7ffb\u8a33\u306e\u624b\u914d\u3078\u3002**\u8acb\u6c42\u8005\u3078\u306f\u4f9d\u983c\u3057\u306a\u3044** |\n| \u624b\u66f8\u304d\u306e\u8a3a\u65ad\u66f8 | \u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051\u3002**\u8aad\u3081\u306a\u3044\u6240\u306f `unreadable` \u3067\u4eba\u3078** |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u30fbXFA\u5f62\u5f0f\u306ePDF | \u53d7\u3051\u4ed8\u3051\u3089\u308c\u306a\u3044\u3002\u89e3\u9664\u3057\u305f\u3082\u306e\u30fb\u5370\u5237\u7528\u306ePDF\u3092\u983c\u3080 |\n| \u8907\u6570\u30da\u30fc\u30b8\u306e\u8acb\u6c42\u660e\u7d30 | \u30da\u30fc\u30b8\u3054\u3068\u306b\u5225\u306e\u66f8\u985e\u3068\u3057\u3066\u8fd4\u308b\u3002**\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u675f\u306d\u308b** |\n| \u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u3067\u533b\u7642\u6a5f\u95a2\u304b\u3089\u76f4\u63a5\u8acb\u6c42\u304c\u6765\u3066\u3044\u308b | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u306b\u5f93\u3044\u3001\u9818\u53ce\u66f8\u3092\u6c42\u3081\u306a\u3044 |\n| \u88ab\u4fdd\u967a\u8005\u540d\u3068\u60a3\u8005\u540d\u306e\u7db4\u308a\u304c\u9055\u3046 | `mismatch`\u3002**\u76f4\u3055\u305a\u306b\u4eba\u3078**\u3002\u30df\u30c9\u30eb\u30cd\u30fc\u30e0\u306e\u6709\u7121\u3082\u542b\u3081\u3066\u898b\u308b |\n| \u975e\u540c\u671f\u51e6\u7406\u306e\u7d50\u679c\u304c\u53d6\u308c\u306a\u3044 | \u7d50\u679c\u306f7\u65e5\u9593\u3057\u304b\u53d6\u308c\u306a\u3044\u3002**\u671f\u9650\u5185\u306b\u53d6\u308a\u76f4\u3059\u304b\u3001\u3084\u308a\u76f4\u3059** |\n\n**\u4e0a\u306e2\u884c\u306f Textract \u304c\u8aad\u3081\u308b\u7bc4\u56f2\u306e\u5916\u3067\u8d77\u304d\u307e\u3059\u3002** \u5224\u5b9a\u306e\u5074\u3067\u7121\u7406\u306b\u6271\u3044\u307e\u305b\u3093\u3002","log_storage":"- \u5143\u306e\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\n- Textract \u304c\u8fd4\u3057\u305f\u7d50\u679c\u306e\u5168\u6587\u3068\u3001**\u4f7f\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u306e\u4e00\u89a7**\n- AI\u306b\u6e21\u3057\u305f\u5185\u5bb9\u3068\u3001\u8fd4\u3063\u3066\u304d\u305fJSON\u306e\u5168\u6587\n- \u7a81\u5408\u306e\u7d50\u679c\u3068 `verdict`\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u5fc5\u8981\u66f8\u985e\u306e\u8868\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u66f8\u985e\u306e\u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- **\u533b\u7642\u6a5f\u95a2\u3054\u3068\u306e `unreadable` \u3068 `suspect` \u306e\u767a\u751f\u7387**\n\n**\u300c\u8868\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5f53\u6642\u306e\u8868\u304c\u7121\u3044\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**\u6700\u5f8c\u306e\u884c\u306f**\u3001\u7279\u5b9a\u306e\u56fd\u3067\u8aad\u3081\u306a\u3044\u66f8\u985e\u304c\u7d9a\u304f\u3068\u304d\u3001**\u5e30\u56fd\u524d\u306b\u82f1\u6587\u306e\u66f8\u985e\u3092\u3082\u3089\u3046\u3088\u3046\u6848\u5185\u306b\u66f8\u304d\u8db3\u3059**\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":8,"assumption_frequency":900,"assumption_workdays":20,"volume_month":900,"before_minutes_per_case":12,"after_minutes_per_case":4,"hourly_cost":3000,"before_hours_month":180,"after_hours_month":60,"saved_hours_month":120,"reduction_rate":67,"saved_hours_year":1440,"annual_cost_effect":4320000,"summary":"\u6d77\u5916\u65c5\u884c\u4fdd\u967a\u306e\u6cbb\u7642\u8cbb\u7528\u306e\u8acb\u6c42\u306b\u6dfb\u4ed8\u3055\u308c\u305f\u82f1\u6587\u306e\u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u5fc5\u8981\u306a\u66f8\u985e\u3068\u8a18\u8f09\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3092\u67fb\u5b9a\u306e\u524d\u306b\u70b9\u691c\u3057\u307e\u3059\u3002\u4e0d\u8db3\u304c\u3042\u308c\u3070\u3001\u8acb\u6c42\u8005\u3078\u8ffd\u52a0\u3067\u63d0\u51fa\u3092\u983c\u3080\u66f8\u985e\u306e\u4e00\u89a7\u3068\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u306b\u3057\u307e\u3059\u3002","before_flow":"1. \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u3067\u65b0\u3057\u3044\u8acb\u6c42\u3092\u958b\u304d\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u30921\u3064\u305a\u3064\u958b\u304f\n2. \u3069\u308c\u304c\u8a3a\u65ad\u66f8\u3067\u3001\u3069\u308c\u304c\u8acb\u6c42\u660e\u7d30\u3067\u3001\u3069\u308c\u304c\u9818\u53ce\u66f8\u304b\u3092\u898b\u5206\u3051\u308b\u30021\u3064\u306ePDF\u306b\u5168\u90e8\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308b\n3. \u8a3a\u65ad\u66f8\u306b\u3001\u60a3\u8005\u540d\u3001\u53d7\u8a3a\u65e5\u3001\u8a3a\u65ad\u540d\u3001\u6cbb\u7642\u5185\u5bb9\u3001\u533b\u5e2b\u540d\u3068\u7f72\u540d\u3001\u533b\u7642\u6a5f\u95a2\u540d\u3001\u767a\u884c\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u82f1\u6587\u3067\u78ba\u304b\u3081\u308b\n4. \u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u3067\u3001\u6cbb\u7642\u65e5\u3001\u660e\u7d30\u3001\u5408\u8a08\u3001\u652f\u6255\u984d\u3001\u901a\u8ca8\u3092\u78ba\u304b\u3081\u308b\n5. \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u88ab\u4fdd\u967a\u8005\u540d\u30fb\u65c5\u884c\u671f\u9593\u30fb\u8acb\u6c42\u984d\u3068\u3001\u66f8\u985e\u306e\u4e2d\u8eab\u3092\u898b\u6bd4\u3079\u308b\n6. \u8db3\u308a\u306a\u3044\u66f8\u985e\u3084\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\u8acb\u6c42\u8005\u3078\u8ffd\u52a0\u306e\u63d0\u51fa\u3092\u983c\u3080\u30e1\u30fc\u30eb\u3092\u66f8\u304f\n7. \u305d\u308d\u3063\u305f\u3082\u306e\u3092\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u56de\u3059\n\n**\uff08a\uff09\u4e0d\u8db3\u304c\u67fb\u5b9a\u306b\u56de\u3063\u3066\u304b\u3089\u898b\u3064\u304b\u308b\u3002** 3\u756a\u30684\u756a\u3092\u6d41\u3057\u8aad\u307f\u306b\u3059\u308b\u3068\u3001\u67fb\u5b9a\u62c5\u5f53\u8005\u304c\u300c\u533b\u5e2b\u306e\u7f72\u540d\u304c\u306a\u3044\u300d\u3068\u6c17\u3065\u3044\u3066\u5dee\u3057\u623b\u3057\u307e\u3059\u3002**\u305d\u3053\u304b\u3089\u8acb\u6c42\u8005\u3078\u9023\u7d61\u3059\u308b\u306e\u3067\u3001\u652f\u6255\u304c1\u301c2\u9031\u9593\u9045\u308c\u307e\u3059\u3002**\n\n**\uff08b\uff09\u82f1\u6587\u3092\u8aad\u3081\u308b\u4eba\u306b\u4ed5\u4e8b\u304c\u504f\u308b\u3002** \u624b\u66f8\u304d\u306b\u8fd1\u3044\u8a3a\u65ad\u66f8\u306f\u8aad\u307f\u6163\u308c\u305f\u62c5\u5f53\u8005\u306b\u56de\u3055\u308c\u3001**\u305d\u306e3\u540d\u304c\u4f11\u3080\u3068\u53d7\u4ed8\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u4f9d\u983c\u304c\u4f55\u5f80\u5fa9\u3082\u8d77\u304d\u308b\u3002** \u300c\u8a3a\u65ad\u66f8\u3092\u304f\u3060\u3055\u3044\u300d\u3068\u3060\u3051\u983c\u307f\u3001\u5c4a\u3044\u305f\u8a3a\u65ad\u66f8\u306b\u7f72\u540d\u304c\u306a\u304f\u30012\u56de\u76ee\u306e\u4f9d\u983c\u3092\u51fa\u3059\u3002**\u6700\u521d\u306e\u70b9\u691c\u3067\u4e0d\u8db3\u3092\u5168\u90e8\u6319\u3052\u3089\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u539f\u56e0\u3067\u3059\u3002**\n\n**\uff08d\uff09\u7167\u5408\u3092\u898b\u843d\u3068\u3059\u3002** \u6c0f\u540d\u306e\u30ed\u30fc\u30de\u5b57\u8868\u8a18\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3001\u901a\u8ca8\u306e\u8a18\u53f7\u3002**\u66f8\u985e\u306f\u8aad\u3081\u3066\u3044\u3066\u3082\u3001\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002**","before_flow_steps":["\u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u3067\u65b0\u3057\u3044\u8acb\u6c42\u3092\u958b\u304d\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u30921\u3064\u305a\u3064\u958b\u304f","\u3069\u308c\u304c\u8a3a\u65ad\u66f8\u3067\u3001\u3069\u308c\u304c\u8acb\u6c42\u660e\u7d30\u3067\u3001\u3069\u308c\u304c\u9818\u53ce\u66f8\u304b\u3092\u898b\u5206\u3051\u308b\u30021\u3064\u306ePDF\u306b\u5168\u90e8\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308b","\u8a3a\u65ad\u66f8\u306b\u3001\u60a3\u8005\u540d\u3001\u53d7\u8a3a\u65e5\u3001\u8a3a\u65ad\u540d\u3001\u6cbb\u7642\u5185\u5bb9\u3001\u533b\u5e2b\u540d\u3068\u7f72\u540d\u3001\u533b\u7642\u6a5f\u95a2\u540d\u3001\u767a\u884c\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u82f1\u6587\u3067\u78ba\u304b\u3081\u308b","\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u3067\u3001\u6cbb\u7642\u65e5\u3001\u660e\u7d30\u3001\u5408\u8a08\u3001\u652f\u6255\u984d\u3001\u901a\u8ca8\u3092\u78ba\u304b\u3081\u308b","\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u88ab\u4fdd\u967a\u8005\u540d\u30fb\u65c5\u884c\u671f\u9593\u30fb\u8acb\u6c42\u984d\u3068\u3001\u66f8\u985e\u306e\u4e2d\u8eab\u3092\u898b\u6bd4\u3079\u308b","\u8db3\u308a\u306a\u3044\u66f8\u985e\u3084\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\u8acb\u6c42\u8005\u3078\u8ffd\u52a0\u306e\u63d0\u51fa\u3092\u983c\u3080\u30e1\u30fc\u30eb\u3092\u66f8\u304f","\u305d\u308d\u3063\u305f\u3082\u306e\u3092\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u56de\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u306b\u65b0\u3057\u3044\u8acb\u6c42\u304c\u5165\u3063\u305f\u3089\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9\u3092\u53d6\u308a\u8fbc\u3080\n2. **\u3010\u81ea\u52d5\u3011** \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u3001\u5fc5\u8981\u306a\u3089\u5909\u63db\u30fb\u5206\u5272\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** AWS Textract \u304c\u3001\u8a3a\u65ad\u66f8\u5411\u3051\u306e\u554f\u3044\u5408\u308f\u305b\uff08Queries\uff09\u30fb\u7f72\u540d\u306e\u691c\u51fa\u30fb\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u8aad\u307f\u53d6\u308a\u3092\u884c\u3044\u3001\u5024\u3068\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308c\u305f\u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u304b\u3089\u3001**\u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\u306e\u66f8\u985e\u3092\u5148\u306b\u4ed5\u5206\u3051\u308b**\n5. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5224\u5b9a\u3057\u3001\u5fc5\u8981\u306a\u8a18\u8f09\u4e8b\u9805\u30921\u9805\u76ee\u305a\u3064 `ok` \uff0f `missing` \uff0f `unreadable` \uff0f `ambiguous` \u3067\u5224\u5b9a\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u30b9\u30af\u30ea\u30d7\u30c8\u304c\u3001\u6c0f\u540d\u30fb\u6cbb\u7642\u65e5\u30fb\u91d1\u984d\u30fb\u901a\u8ca8\u3092\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u5951\u7d04\u60c5\u5831\u306b\u7a81\u304d\u5408\u308f\u305b\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306e\u5fc5\u8981\u66f8\u985e\u306e\u8868\u304b\u3089\u3001`ready` \uff0f `needs_documents` \uff0f `needs_human` \u3092\u6a5f\u68b0\u7684\u306b\u6c7a\u3081\u308b\n8. **\u3010\u81ea\u52d5\u3011** `needs_documents` \u306e\u3082\u306e\u306b\u3001\u8ffd\u52a0\u3067\u63d0\u51fa\u3092\u983c\u3080\u66f8\u985e\u3092\u3059\u3079\u3066\u4e26\u3079\u305f\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n9. **\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c `needs_documents` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u3001\u5224\u5b9a\u3068\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3066\u9001\u308b\n10. **\u3010\u4eba\u3011** `ready` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u3001\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u56de\u3059\n\n**4\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\u306e\u66f8\u985e\u3092\u5224\u5b9a\u306b\u901a\u3059\u3068\u5168\u9805\u76ee\u304c `missing` \u306b\u306a\u308a\u3001**\u8acb\u6c42\u8005\u306b\u7684\u5916\u308c\u306a\u4f9d\u983c\u304c\u98db\u3073\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3092\u898f\u5247\u3067\u6c7a\u3081\u3066\u3044\u308b\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u3069\u306e\u8acb\u6c42\u306b\u3069\u306e\u66f8\u985e\u304c\u8981\u308b\u304b\u306f\u4fdd\u967a\u4f1a\u793e\u306e\u53d6\u308a\u6c7a\u3081\u3067\u3001\u5f8c\u304b\u3089\u5909\u308f\u308a\u307e\u3059\u3002**AI\u306b\u306f\u4f55\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u306e\u8a18\u9332\u3060\u3051\u3092\u3055\u305b\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u306b\u65b0\u3057\u3044\u8acb\u6c42\u304c\u5165\u3063\u305f\u3089\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9\u3092\u53d6\u308a\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u3001\u5fc5\u8981\u306a\u3089\u5909\u63db\u30fb\u5206\u5272\u3059\u308b","**\u3010\u81ea\u52d5\u3011** AWS Textract \u304c\u3001\u8a3a\u65ad\u66f8\u5411\u3051\u306e\u554f\u3044\u5408\u308f\u305b\uff08Queries\uff09\u30fb\u7f72\u540d\u306e\u691c\u51fa\u30fb\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u8aad\u307f\u53d6\u308a\u3092\u884c\u3044\u3001\u5024\u3068\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308c\u305f\u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u304b\u3089\u3001**\u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\u306e\u66f8\u985e\u3092\u5148\u306b\u4ed5\u5206\u3051\u308b**","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5224\u5b9a\u3057\u3001\u5fc5\u8981\u306a\u8a18\u8f09\u4e8b\u9805\u30921\u9805\u76ee\u305a\u3064 `ok` \uff0f `missing` \uff0f `unreadable` \uff0f `ambiguous` \u3067\u5224\u5b9a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u30b9\u30af\u30ea\u30d7\u30c8\u304c\u3001\u6c0f\u540d\u30fb\u6cbb\u7642\u65e5\u30fb\u91d1\u984d\u30fb\u901a\u8ca8\u3092\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u5951\u7d04\u60c5\u5831\u306b\u7a81\u304d\u5408\u308f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306e\u5fc5\u8981\u66f8\u985e\u306e\u8868\u304b\u3089\u3001`ready` \uff0f `needs_documents` \uff0f `needs_human` \u3092\u6a5f\u68b0\u7684\u306b\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** `needs_documents` \u306e\u3082\u306e\u306b\u3001\u8ffd\u52a0\u3067\u63d0\u51fa\u3092\u983c\u3080\u66f8\u985e\u3092\u3059\u3079\u3066\u4e26\u3079\u305f\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u53d7\u4ed8\u62c5\u5f53\u304c `needs_documents` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u3001\u5224\u5b9a\u3068\u4e0b\u66f8\u304d\u3092\u78ba\u304b\u3081\u3066\u9001\u308b","**\u3010\u4eba\u3011** `ready` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u3001\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u56de\u3059"],"architecture":"```\n\u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\uff08Web\u306e\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\uff0b\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\uff09\n \u2502 \u65b0\u3057\u3044\u8acb\u6c42\u3092\u53d6\u308a\u8fbc\u3080\n \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u301115\u5206\u304a\u304d\u306e\u53d6\u308a\u8fbc\u307f\nPython \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\u3001Amazon S3 \u3078\u4fdd\u5b58\n \u25bc\nAWS Textract\n \u251c\u2500 \u8a3a\u65ad\u66f8\uff1aAnalyzeDocument\uff08QUERIES\u30fbFORMS\u30fbSIGNATURES\uff09\n \u2514\u2500 \u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\uff1aAnalyzeExpense\n \u2502 \u5024\u30fb\u4fe1\u983c\u5ea6\u30fb\u7f72\u540d\u306e\u4f4d\u7f6e\u3092\u8fd4\u3059\n \u25bc\nPython \u2500\u2500 \u8aad\u307f\u53d6\u308c\u305f\u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u3067\u3001\u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\u3092\u4ed5\u5206\u3051\n \u25bc\nClaude API \u2500\u2500 \u66f8\u985e\u306e\u7a2e\u985e\u306e\u5224\u5b9a\u3001\u8a18\u8f09\u4e8b\u9805\u30921\u9805\u76ee\u305a\u3064\u5224\u5b9a\n \u25bc\nPython \u2500\u2500 \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u30fb\u5951\u7d04\u60c5\u5831\u3068\u306e\u7a81\u5408\uff08\u6c0f\u540d\u30fb\u6cbb\u7642\u65e5\u30fb\u91d1\u984d\u30fb\u901a\u8ca8\uff09\n \u25bc\n\u5224\u5b9a\uff08ready \uff0f needs_documents \uff0f needs_human\uff09\n \u25bc\n\u3010\u4eba\u304c\u4e0d\u8db3\u3068\u5224\u65ad\u4e0d\u80fd\u306e\u3082\u306e\u3060\u3051\u78ba\u8a8d\u3011\n \u251c\u2500\u2500\u25b6 Claude API \u2500\u2500 \u8ffd\u52a0\u3067\u63d0\u51fa\u3092\u983c\u3080\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\n \u2514\u2500\u2500\u25b6 \u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08AnalyzeDocument \u306e Queries\u30fbSignatures\u3001AnalyzeExpense\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u66f8\u985e\u306e\u7a2e\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u306e\u5224\u5b9a\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u6c0f\u540d\u30fb\u6cbb\u7642\u65e5\u30fb\u91d1\u984d\u30fb\u901a\u8ca8\u306e\u7a81\u5408\uff09 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u306e\u7167\u5408\u6a5f\u80fd |\n| \u9023\u643a | Python\uff08\u53d6\u308a\u8fbc\u307f\u3001\u975e\u540c\u671f\u30b8\u30e7\u30d6\u306e\u7ba1\u7406\u3001\u78ba\u8a8d\u4e00\u89a7\u306e\u4f5c\u6210\uff09 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u5074\u306e\u9023\u643a\u6a5f\u80fd |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u3068\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u306f\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u8aad\u307f\u3001\u70b9\u691c\u306e\u7d50\u679c\u3092\u4e00\u89a7\u306b\u3059\u308b\u307e\u3067\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u66f8\u985e\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u5bfe\u5fdc\u8a00\u8a9e\u306f\u4e0a\u306e6\u3064\u3067\u3001**\u691c\u51fa\u3057\u305f\u8a00\u8a9e\u3092\u51fa\u529b\u306b\u306f\u8fd4\u3057\u307e\u305b\u3093\u3002** \u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051\u3001\u7e26\u66f8\u304d\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002**\u65e5\u672c\u8a9e\u306e\u66f8\u985e\u306b\u306f\u4f7f\u3048\u306a\u3044**\u306e\u3067\u3001\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306fWeb\u306e\u5165\u529b\u5024\u3092\u30c7\u30fc\u30bf\u3068\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002\n\n**\u6a5f\u80fd\u306f\u66f8\u985e\u306b\u3088\u3063\u3066\u5206\u3051\u307e\u3059\u3002** \u8a3a\u65ad\u66f8\u306f AnalyzeDocument \u3067\u3001`FeatureTypes` \u306b `QUERIES`\u30fb`FORMS`\u30fb`SIGNATURES` \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002**Queries \u306f\u300c\u60a3\u8005\u540d\u306f\u4f55\u304b\u300d\u306e\u3088\u3046\u306a\u82f1\u8a9e\u306e\u554f\u3044\u306b\u3001\u7b54\u3048\u3068\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\u6a5f\u80fd**\u3067\u3001\u7b54\u3048\u304c\u7121\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306f AnalyzeExpense \u3067\u3001\u5408\u8a08\u30fb\u652f\u6255\u984d\u30fb\u65e5\u4ed8\u306a\u3069\u3092\u6a19\u6e96\u306e\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\n\n**\u8907\u6570\u30da\u30fc\u30b8\u306ePDF\u306f\u975e\u540c\u671f\u51e6\u7406\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u671f\u51e6\u7406\u306fPDF\u30fbTIFF\u304c1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3001\u8907\u6570\u30da\u30fc\u30b8\u306f Amazon S3 \u306b\u7f6e\u3044\u3066\u51e6\u7406\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u53d7\u3051\u3066\u304b\u3089\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\u7d50\u679c\u306f\u65e2\u5b9a\u30677\u65e5\u9593\u3057\u304b\u53d6\u308a\u51fa\u305b\u307e\u305b\u3093\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u309215\u5206\u304a\u304d\u306b\u898b\u306b\u884c\u304d\u3001\u65b0\u3057\u3044\u8acb\u6c42\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002** \u6dfb\u4ed8\u304c\u5f8c\u304b\u3089\u8db3\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u3001**\u30d5\u30a9\u30fc\u30e0\u306e\u9001\u4fe1\u304b\u308930\u5206\u305f\u3063\u305f\u3082\u306e\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**\u51e6\u7406\u306e\u5358\u4f4d\u306f\u8acb\u6c421\u4ef6\u306e\u66f8\u985e\u4e00\u5f0f\u3067\u3059\u3002** \u66f8\u985e\u3054\u3068\u306b\u5224\u5b9a\u3059\u308b\u3068\u3001\u300c\u9818\u53ce\u66f8\u304c\u7121\u3044\u300d\u3068\u300c\u9818\u53ce\u66f8\u306f\u5225\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u3042\u308b\u300d\u3092\u533a\u5225\u3067\u304d\u307e\u305b\u3093\u3002**\u70b9\u691c\u306e\u7d50\u679c\u304c\u51fa\u305f\u8acb\u6c42\u3060\u3051\u3092\u51e6\u7406\u6e08\u307f\u306b\u3057**\u3001\u9014\u4e2d\u3067\u6b62\u307e\u3063\u305f\u3082\u306e\u306f\u6b21\u306e\u56de\u306b\u62fe\u3044\u76f4\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb | PDF\u30fb\u5199\u771f\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 |\n| \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9 | \u88ab\u4fdd\u967a\u8005\u540d\uff08\u30ed\u30fc\u30de\u5b57\uff09\u3001\u53d7\u8a3a\u3057\u305f\u56fd\u3068\u533b\u7642\u6a5f\u95a2\u3001\u53d7\u8a3a\u65e5\u3001\u8acb\u6c42\u984d\u3068\u901a\u8ca8\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u306e\u5229\u7528\u6709\u7121 | \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 |\n| \u5951\u7d04\u60c5\u5831 | \u8a3c\u5238\u756a\u53f7\u3001\u88ab\u4fdd\u967a\u8005\u540d\u3001\u4fdd\u967a\u671f\u9593\uff08\u65c5\u884c\u671f\u9593\uff09\u3001\u88dc\u511f\u306e\u7a2e\u985e | \u5951\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n| \u5fc5\u8981\u66f8\u985e\u306e\u8868 | \u8acb\u6c42\u306e\u7a2e\u985e\u3054\u3068\u306b\u8981\u308b\u66f8\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u3001\u7701\u7565\u3057\u3066\u3088\u3044\u6761\u4ef6 | \u53d7\u4ed8\u30c1\u30fc\u30e0\u304c\u6574\u3048\u308b\u8868 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3068\u4fe1\u983c\u5ea6\u3001\u30ad\u30fc\u3068\u5024\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u9805\u76ee | AWS Textract |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5fc5\u8981\u66f8\u985e\u306e\u8868\u3067\u3059\u3002** \u300c\u6cbb\u7642\u8cbb\u7528\u306e\u8acb\u6c42\u306b\u306f\u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u304c\u8981\u308b\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u3067\u533b\u7642\u6a5f\u95a2\u304b\u3089\u76f4\u63a5\u8acb\u6c42\u304c\u6765\u3066\u3044\u308b\u5834\u5408\u306f\u9818\u53ce\u66f8\u3092\u6c42\u3081\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u53d6\u308a\u6c7a\u3081\u3092\u3001**\u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u304b\u3089\u8868\u3078\u79fb\u3057\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u8a3a\u65ad\u66f8\u306f\u3001AnalyzeDocument \u306b\u554f\u3044\u5408\u308f\u305b\u3092\u4ed8\u3051\u3066\u547c\u3073\u307e\u3059\u3002** \u554f\u3044\u5408\u308f\u305b\u306f `QueriesConfig` \u306b `Text`\uff08\u554f\u3044\uff09\u3068 `Alias`\uff08\u547c\u3073\u540d\uff09\u306e\u7d44\u3067\u4e26\u3079\u307e\u3059\u3002\n\n| \u554f\u3044\uff08`Text`\uff09 | \u547c\u3073\u540d\uff08`Alias`\uff09 | \u4f7f\u3044\u9053 |\n|:--|:--|:--|\n| What is the patient name? | PATIENT_NAME | \u88ab\u4fdd\u967a\u8005\u540d\u3068\u306e\u7167\u5408 |\n| What is the date of birth? | DATE_OF_BIRTH | \u540c\u59d3\u540c\u540d\u306e\u533a\u5225 |\n| What is the date of first visit? | FIRST_VISIT_DATE | \u4fdd\u967a\u671f\u9593\u3068\u306e\u7167\u5408 |\n| What is the diagnosis? | DIAGNOSIS | \u8a18\u8f09\u306e\u6709\u7121 |\n| What treatment was given? | TREATMENT | \u8a18\u8f09\u306e\u6709\u7121 |\n| What is the name of the physician? | PHYSICIAN_NAME | \u8a18\u8f09\u306e\u6709\u7121 |\n| What is the name of the hospital? | HOSPITAL_NAME | \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7167\u5408 |\n| What is the date of issue? | ISSUE_DATE | \u8a18\u8f09\u306e\u6709\u7121 |\n\n**\u554f\u3044\u5408\u308f\u305b\u306f1\u30da\u30fc\u30b8\u3042\u305f\u308a\u540c\u671f\u51e6\u7406\u306715\u4ef6\u3001\u975e\u540c\u671f\u51e6\u7406\u306730\u4ef6\u307e\u3067\u3067\u3059\u3002** \u5165\u9662\u65e5\u30fb\u9000\u9662\u65e5\u306a\u3069\u3092\u8db3\u3059\u3068\u304d\u306f\u6570\u3092\u6570\u3048\u307e\u3059\u3002\n\n**\u7f72\u540d\u306f `SIGNATURES` \u3067\u4f4d\u7f6e\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** \u8fd4\u308b\u306e\u306f\u7f72\u540d\u3089\u3057\u304d\u3082\u306e\u306e\u4f4d\u7f6e\u3067\u3001**\u8ab0\u306e\u7f72\u540d\u304b\u3001\u672c\u7269\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u78ba\u304b\u3081\u308b\u306e\u306f\u300c\u7f72\u540d\u6b04\u306b\u7f72\u540d\u304c\u3042\u308b\u300d\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n**\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306f AnalyzeExpense \u306b\u6e21\u3057\u307e\u3059\u3002** \u533b\u7642\u6a5f\u95a2\u540d\u306f `VENDOR_NAME`\u3001\u5b9b\u540d\u306f `RECEIVER_NAME`\u3001\u65e5\u4ed8\u306f `INVOICE_RECEIPT_DATE`\u3001\u5408\u8a08\u30fb\u652f\u6255\u984d\u30fb\u672a\u6255\u984d\u306f `TOTAL`\u30fb`AMOUNT_PAID`\u30fb`AMOUNT_DUE`\u3001\u660e\u7d30\u306f `EXPENSE_ROW` \u3068\u3044\u3046\u6a19\u6e96\u306e\u9805\u76ee\u540d\u3067\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u308a\u307e\u3059\u3002\n\n**\u8907\u6570\u30da\u30fc\u30b8\u306e\u8acb\u6c42\u660e\u7d30\u306b\u306f\u6ce8\u610f\u304c\u8981\u308a\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u5206\u6790\u306f**\u5404\u30da\u30fc\u30b8\u3092\u5225\u3005\u306e\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u3068\u3057\u3066\u6271\u3044\u3001\u30da\u30fc\u30b8\u3092\u307e\u305f\u3044\u3060\u6587\u8108\u3092\u4fdd\u3061\u307e\u305b\u3093\u3002** \u5408\u8a08\u306f\u6700\u5f8c\u306e\u30da\u30fc\u30b8\u306b\u3060\u3051\u51fa\u308b\u306e\u3067\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u30da\u30fc\u30b8\u3092\u675f\u306d\u30661\u3064\u306e\u66f8\u985e\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u306e\u3044\u305a\u308c\u304b\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**iPhone \u306e\u5199\u771f\u3067\u591a\u3044HEIC\u306f\u3001JPEG\u306b\u5909\u63db\u3057\u3066\u304b\u3089\u9001\u308a\u307e\u3059**\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u53d7\u3051\u4ed8\u3051\u3089\u308c\u307e\u305b\u3093\u3002**\u89e3\u9664\u3067\u304d\u306a\u3044\u3082\u306e\u306f\u3001\u8acb\u6c42\u8005\u3078\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **XFA\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 XFA\u5f62\u5f0f\u306ePDF\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5370\u5237\u7528\u306ePDF\u306b\u66f8\u304d\u51fa\u3057\u76f4\u3057\u307e\u3059\n4. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 \u540c\u671f\u51e6\u7406\u306fPDF\u3068TIFF\u304c1\u30da\u30fc\u30b8\u30fb10MB\u307e\u3067\u3001\u975e\u540c\u671f\u51e6\u7406\u306fPDF\u3068TIFF\u304c3,000\u30da\u30fc\u30b8\u30fb500MB\u307e\u3067\u3067\u3059\u3002**\u8907\u6570\u30da\u30fc\u30b8\u306e\u3082\u306e\u306f\u975e\u540c\u671f\u51e6\u7406\u306b\u56de\u3057\u307e\u3059**\n5. **\u753b\u50cf\u306e\u5bf8\u6cd5\u3068\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u753b\u50cf\u306f\u3069\u306e\u8fba\u308210,000\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0b\u3067\u3001\u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u3067\u7d048\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u4e0b\u56de\u308b\u3082\u306e\u306f\u64ae\u308a\u76f4\u3057\u3092\u983c\u3080\u5019\u88dc\u306b\u3057\u307e\u3059**\n6. **1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u8a3a\u65ad\u66f8\u3068\u660e\u7d30\u304c1\u3064\u306ePDF\u306b\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u306f\u3001\u30da\u30fc\u30b8\u3067\u5206\u3051\u3066\u7a2e\u985e\u3092\u5224\u5b9a\u3057\u307e\u3059\n\n**5\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u5168\u4f53\u30921\u679a\u306b\u53ce\u3081\u305f\u8a3a\u65ad\u66f8\u306f\u6587\u5b57\u304c\u5c0f\u3055\u304f\u5199\u308a\u3001**\u300c\u8a18\u8f09\u304c\u7121\u3044\u300d\u3068\u898b\u5206\u3051\u304c\u3064\u304d\u307e\u305b\u3093\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u66f8\u985e\u306e\u7a2e\u985e\u3092\u6c7a\u3081\u308b\u3053\u3068\u3068\u3001\u5fc5\u8981\u306a\u8a18\u8f09\u4e8b\u9805\u3054\u3068\u306b\u300c\u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u5224\u5b9a\u3057\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u898b\u308b\u3082\u306e | \u5224\u5b9a\u306e\u4ed5\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u66f8\u985e\u306e\u7a2e\u985e | \u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u30fb\u305d\u306e\u4ed6\u306e\u3069\u308c\u304b | \u8907\u6570\u306b\u5f53\u3066\u306f\u307e\u308c\u3070 `ambiguous` |\n| \u60a3\u8005\u540d | \u5024\u304c\u3042\u308b\u304b | \u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` |\n| \u53d7\u8a3a\u65e5\u30fb\u6cbb\u7642\u306e\u671f\u9593 | \u65e5\u4ed8\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\u304b | \u65e5\u3068\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9 | \u5024\u304c\u3042\u308b\u304b | \u7565\u8a9e\u3060\u3051\u3067\u5224\u65ad\u304c\u3064\u304b\u306a\u304f\u3066\u3082\u3001\u5024\u304c\u3042\u308c\u3070 `ok` |\n| \u533b\u5e2b\u540d\u3068\u7f72\u540d | \u540d\u524d\u306e\u5024\u3068\u3001\u7f72\u540d\u306e\u691c\u51fa\u304c\u3042\u308b\u304b | \u540d\u524d\u3060\u3051\u3067\u7f72\u540d\u304c\u7121\u3051\u308c\u3070 `missing` |\n| \u652f\u6255\u3063\u305f\u3053\u3068 | \u652f\u6255\u984d\u304b\u300c\u652f\u6255\u6e08\u307f\u300d\u306e\u8868\u793a\u304c\u3042\u308b\u304b | \u672a\u6255\u984d\u3060\u3051\u306a\u3089 `missing` |\n\n**`missing` \u3068 `unreadable` \u3092\u5206\u3051\u308b\u6839\u62e0\u306f\u6570\u5024\u306b\u7f6e\u304d\u307e\u3059\u3002** \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u304c\u7a7a\u306a\u3089 `missing`\u3001\u7b54\u3048\u306f\u3042\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u5024\u3088\u308a\u4f4e\u3051\u308c\u3070 `unreadable` \u3067\u3059\u3002\n\n**\u65e5\u4ed8\u306e\u9806\u306f\u9593\u9055\u3048\u3084\u3059\u3044\u6240\u3067\u3059\u3002** 03\/04\/2026 \u306f\u7c73\u56fd\u306e\u66f8\u5f0f\u306a\u30893\u67084\u65e5\u3001\u82f1\u56fd\u306a\u3069\u306a\u30894\u67083\u65e5\u3067\u3059\u3002**\u540c\u3058\u66f8\u985e\u306e\u4e2d\u306e\u4ed6\u306e\u65e5\u4ed8\u3067\u9806\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u88dc\u511f\u306e\u5bfe\u8c61\u304b\u306e\u5224\u65ad | \u67fb\u5b9a\u306e\u4ed5\u4e8b\u3002\u7d04\u6b3e\u3068\u4e8b\u6545\u306e\u72b6\u6cc1\u3067\u6c7a\u307e\u308b |\n| \u65e2\u5f80\u75c7\u3084\u6cbb\u7642\u306e\u5fc5\u8981\u6027\u306e\u5224\u65ad | \u533b\u5b66\u7684\u306a\u5224\u65ad\u3067\u3001\u53d7\u4ed8\u306e\u7bc4\u56f2\u3092\u8d85\u3048\u308b |\n| \u91d1\u984d\u306e\u8a08\u7b97\u30fb\u901a\u8ca8\u306e\u63db\u7b97 | \u652f\u6255\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u3002\u53d7\u4ed8\u3067\u306f\u66f8\u304b\u308c\u305f\u5024\u3092\u5199\u3059\u3060\u3051 |\n| \u8aad\u3081\u306a\u3044\u6587\u5b57\u306e\u88dc\u5b8c | \u60a3\u8005\u540d\u306e\u7db4\u308a\u3092\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306b\u5408\u308f\u305b\u3066\u76f4\u3055\u306a\u3044 |\n| \u8ffd\u52a0\u4f9d\u983c\u306e\u8981\u5426\u306e\u5224\u65ad | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u3068\u898f\u5247\u3067\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u88ab\u4fdd\u967a\u8005\u540d\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001**\u8aad\u307f\u9055\u3048\u305f\u7db4\u308a\u3092\u30d5\u30a9\u30fc\u30e0\u306b\u5408\u308f\u305b\u3066\u300c\u76f4\u3057\u3066\u300d\u8fd4\u3057\u307e\u3059\u3002** \u3060\u304b\u3089\u3001AI\u306b\u306f\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u6c0f\u540d\u3092\u6e21\u3057\u307e\u305b\u3093\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u640d\u5bb3\u4fdd\u967a\u4f1a\u793e\u306e\u4fdd\u967a\u91d1\u8acb\u6c42\u306e\u53d7\u4ed8\u3067\u3001\u6d77\u5916\u306e\u533b\u7642\u6a5f\u95a2\u304c\u767a\u884c\u3057\u305f\n\u82f1\u6587\u306e\u66f8\u985e\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3092\u70b9\u691c\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u307e\u305a\u66f8\u985e\u306e\u7a2e\u985e\u3092\u6c7a\u3081\u308b\u3011\n- medical_certificate \u2026 \u533b\u5e2b\u304c\u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9\u3092\u8a18\u8f09\u3057\u305f\u66f8\u985e\n- itemized_bill ....... \u6cbb\u7642\u306e\u660e\u7d30\u3068\u91d1\u984d\u304c\u4e26\u3093\u3060\u8acb\u6c42\u66f8\n- receipt ............. \u652f\u6255\u3063\u305f\u3053\u3068\u3092\u793a\u3059\u9818\u53ce\u66f8\n- other ............... \u4e0a\u306e\u3069\u308c\u3067\u3082\u306a\u3044\uff08\u7d39\u4ecb\u72b6\u3001\u51e6\u65b9\u7b8b\u3001\u822a\u7a7a\u5238\u306a\u3069\uff09\n\u8907\u6570\u306b\u5f53\u3066\u306f\u307e\u308b\u3068\u304d\u306f\u3001\u5f53\u3066\u306f\u307e\u308b\u3082\u306e\u3092\u3059\u3079\u3066 document_types \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u70b9\u691c\u3059\u308b\u9805\u76ee\u3011\nmedical_certificate\uff1apatient_name, visit_date, diagnosis, treatment,\n physician_name, physician_signature, hospital_name, issue_date\nitemized_bill\uff1apatient_name, hospital_name, service_date, line_items, total, currency\nreceipt\uff1apatient_name, hospital_name, payment_date, amount_paid, currency\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u5024\u304c\u7121\u3044\u3002\u9805\u76ee\u540d\u306e\u6b04\u3060\u3051\u304c\u3042\u3063\u3066\u5024\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u3001\u4fe1\u983c\u5ea6\u304c\u57fa\u6e96\u5024 {threshold} \u3092\u4e0b\u56de\u308b\n- ambiguous .. \u5024\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u65e5\u4ed8\u306e\u65e5\u3068\u6708\u306e\u9806\u304c\u6c7a\u307e\u3089\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u8a18\u8f09\u304c\u306a\u3051\u308c\u3070\u300c\u4e0d\u660e\u300d\u3068\u3057\u3001status \u3092 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u4ed6\u306e\u66f8\u985e\u3084\u4ed6\u306e\u9805\u76ee\u304b\u3089\u88dc\u3063\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e value \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5408\u8a08\u3084\u652f\u6255\u984d\u304c\u7121\u3044\u3068\u304d\u306b\u3001\u660e\u7d30\u304b\u3089\u8db3\u3057\u4e0a\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u8ca8\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u308b\u8a18\u53f7\u3084\u901a\u8ca8\u30b3\u30fc\u30c9\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u540c\u3058\u66f8\u985e\u306e\u4e2d\u3067\u65e5\u3068\u6708\u306e\u9806\u304c\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u306b\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n \u78ba\u5b9a\u3067\u304d\u306a\u3051\u308c\u3070\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306e\u6587\u5b57\u5217\u3092 value \u306b\u5165\u308c\u3001ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- physician_signature \u306f\u3001\u7f72\u540d\u306e\u691c\u51fa\u7d50\u679c\u304c\u305d\u306e\u66f8\u985e\u306e\u30da\u30fc\u30b8\u306b\u3042\u308b\u3068\u304d\u3060\u3051 ok \u3067\u3059\u3002\n \u533b\u5e2b\u540d\u304c\u5370\u5b57\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u3001\u7f72\u540d\u304c\u3042\u308b\u3053\u3068\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u88dc\u511f\u306e\u5bfe\u8c61\u304b\u3001\u652f\u6255\u3046\u3079\u304d\u304b\u3001\u6cbb\u7642\u304c\u5fc5\u8981\u3060\u3063\u305f\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u5b9a\u306e\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- confidence \u306f OCR \u304c\u8fd4\u3057\u305f\u5024\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u4fe1\u983c\u5ea6\u306e\u57fa\u6e96\u5024\u3011{threshold}\n```\n\n**\u300c\u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u7167\u5408\u304c\u610f\u5473\u3092\u5931\u3044\u307e\u3059\u3002** OCR\u304c\u300cTANAKA HIROSI\u300d\u3068\u8aad\u3080\u3068\u3001AI\u306f\u300cHIROSHI\u300d\u306b\u76f4\u3057\u305f\u304f\u306a\u308a\u307e\u3059\u3002**\u76f4\u3057\u305f\u77ac\u9593\u306b\u3001\u8aad\u307f\u9055\u3044\u304b\u66f8\u304d\u9593\u9055\u3044\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u533b\u5e2b\u540d\u306e\u5370\u5b57\u3092\u7f72\u540d\u3068\u3057\u3066\u6271\u308f\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3001**\u7f72\u540d\u306e\u6709\u7121\u306f Textract \u306e\u7f72\u540d\u306e\u691c\u51fa\u3068\u3044\u3046\u5225\u306e\u4e8b\u5b9f\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u306f `additionalProperties: false` \u3092\u4ed8\u3051\u307e\u3059\u3002\n\n```json\n{\n \"claim_id\": \"\",\n \"documents\": [\n {\n \"file\": \"\",\n \"pages\": [1, 2],\n \"document_types\": [\"medical_certificate\"],\n \"checks\": [\n { \"item\": \"patient_name\", \"status\": \"ok | missing | unreadable | ambiguous\",\n \"value\": \"\", \"confidence\": 0, \"evidence\": \"\" }\n ]\n }\n ]\n}\n```\n\n**AI\u306e\u51fa\u529b\u3068\u306f\u5225\u306b\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u7a81\u5408\u306e\u7d50\u679c\u3068\u5224\u5b9a\u3092\u6301\u3061\u307e\u3059\u3002**\n\n| \u9805\u76ee | \u5024 | \u610f\u5473 |\n|:--|:--|:--|\n| `language_check` | `supported` \uff0f `suspect` | \u8aad\u307f\u53d6\u308c\u305f\u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u304b\u3089\u898b\u305f\u3001\u5bfe\u5fdc\u8a00\u8a9e\u304b\u3069\u3046\u304b |\n| `name_match` | `match` \uff0f `mismatch` \uff0f `unknown` | \u66f8\u985e\u306e\u60a3\u8005\u540d\u3068\u88ab\u4fdd\u967a\u8005\u540d\uff08\u30ed\u30fc\u30de\u5b57\uff09\u306e\u4e00\u81f4 |\n| `date_in_period` | `inside` \uff0f `outside` \uff0f `unknown` | \u53d7\u8a3a\u65e5\u304c\u4fdd\u967a\u671f\u9593\u306e\u4e2d\u304b |\n| `amount_match` | `match` \uff0f `mismatch` \uff0f `unknown` | \u9818\u53ce\u66f8\u306e\u652f\u6255\u984d\u30fb\u901a\u8ca8\u3068\u3001\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u8acb\u6c42\u984d\u30fb\u901a\u8ca8 |\n| `verdict` | `ready` \uff0f `needs_documents` \uff0f `needs_human` | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u3068\u898f\u5247\u3067\u6c7a\u3081\u305f\u5224\u5b9a |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u5224\u5b9a\u3068\u898f\u5247\u306e\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `checks` \u306fAI\u304c\u57cb\u3081\u3001`verdict` \u306f\u30b9\u30af\u30ea\u30d7\u30c8\u304c\u8868\u3067\u6c7a\u3081\u308b\u306e\u3067\u3001**\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u76f4\u3059\u306e\u306f\u8868\u3060\u3051\u3067\u3059\u3002**\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `ready` | \u5fc5\u8981\u66f8\u985e\u304c\u305d\u308d\u3044\u3001\u5fc5\u8981\u306a\u9805\u76ee\u304c\u3059\u3079\u3066 `ok`\u3001\u7a81\u5408\u304c\u3059\u3079\u3066 `match` \u304b `inside` |\n| `needs_documents` | \u66f8\u985e\u305d\u306e\u3082\u306e\u304c\u7121\u3044\u3001\u307e\u305f\u306f `missing` \u306e\u9805\u76ee\u304c\u3042\u308b |\n| `needs_human` | `unreadable`\u30fb`ambiguous` \u304c\u3042\u308b\u3001`language_check` \u304c `suspect`\u3001\u7a81\u5408\u306b `mismatch` \u304b `outside` \u304c\u3042\u308b |\n\n**2\u3064\u76ee\u306f\u3001\u4e0d\u8db3\u3092\u4e00\u5ea6\u306b\u5168\u90e8\u51fa\u305b\u308b\u3053\u3068\u3067\u3059\u3002** 3\u7a2e\u985e\u306e\u66f8\u985e\u306e `missing` \u3092\u307e\u3068\u3081\u3066\u4f9d\u983c\u6587\u306b\u3059\u308b\u306e\u3067\u3001**\u300c\u8a3a\u65ad\u66f8\u3092\u304f\u3060\u3055\u3044\u300d\u306e\u5f8c\u306b\u300c\u7f72\u540d\u304c\u3042\u308a\u307e\u305b\u3093\u300d\u3092\u9001\u308b\u5f80\u5fa9\u304c\u6e1b\u308a\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8acb\u6c42\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0 | \u5b9a\u6642\u306e\u53d6\u308a\u8fbc\u307f | \u65b0\u3057\u3044\u8acb\u6c42\u306e\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u30d5\u30a9\u30fc\u30e0\u306e\u5185\u5bb9\u3092\u8aad\u3080 |\n| \u5951\u7d04\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u7167\u4f1a | \u88ab\u4fdd\u967a\u8005\u540d\u3068\u4fdd\u967a\u671f\u9593\u3092\u5f15\u304f |\n| Amazon S3 | \u30d5\u30a1\u30a4\u30eb\u306e\u4fdd\u5b58 | \u975e\u540c\u671f\u51e6\u7406\u306b\u6e21\u3059\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3092\u7f6e\u304f |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u540c\u671f\u30fb\u975e\u540c\u671f\uff09 | \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8acb\u6c42\u660e\u7d30\u3068\u9818\u53ce\u66f8\u306e\u9805\u76ee\u3092\u8fd4\u3059 |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u66f8\u985e\u306e\u7a2e\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u306e\u5224\u5b9a\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u78ba\u8a8d\u7528\u306e\u4e00\u89a7 | \u53d7\u4ed8\u30c1\u30fc\u30e0\u306e\u753b\u9762\u307e\u305f\u306f\u8868 | \u5224\u5b9a\u3068\u6839\u62e0\u3092\u4e26\u3079\u308b |\n\n**\u975e\u540c\u671f\u51e6\u7406\u306e\u5b8c\u4e86\u306f\u3001\u901a\u77e5\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Textract \u306f\u5b8c\u4e86\u3092 Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u3078\u77e5\u3089\u305b\u3001\u305d\u308c\u3092 Amazon SQS \u304b AWS Lambda \u3067\u53d7\u3051\u307e\u3059\u3002**Get \u306e\u64cd\u4f5c\u3092\u7e70\u308a\u8fd4\u3057\u547c\u3093\u3067\u5b8c\u4e86\u3092\u5f85\u3064\u3053\u3068\u306f\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\u67fb\u5b9a\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307e\u305a\u3001\u4f9d\u983c\u6587\u3082\u81ea\u52d5\u3067\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u66f8\u304d\u8fbc\u307f\u3092\u8db3\u3059\u3068\u3001`unreadable` \u3092\u898b\u843d\u3068\u3057\u305f\u8acb\u6c42\u304c\u305d\u306e\u307e\u307e\u67fb\u5b9a\u306b\u9032\u3080\u7d4c\u8def\u304c\u3067\u304d\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f `needs_documents` \u3068 `needs_human` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `ready` \u306e\u3082\u306e\u306f\u4e00\u89a7\u3067\u4ef6\u6570\u3068\u8acb\u6c42\u8005\u3092\u6d41\u3057\u898b\u3066\u67fb\u5b9a\u3078\u56de\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e60.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`language_check` \u304c `suspect` \u306e\u3082\u306e\u3092\u5148\u306b\u898b\u308b** \u2026 \u82f1\u8a9e\u4ee5\u5916\u306a\u3089\u7ffb\u8a33\u306e\u624b\u914d\u3078\u3002**\u8acb\u6c42\u8005\u306b\u4f9d\u983c\u3092\u51fa\u3057\u3066\u306f\u3044\u3051\u306a\u3044\u66f8\u985e\u3067\u3059**\n2. **`needs_human` \u306e\u6839\u62e0\u3092\u898b\u308b** \u2026 `unreadable` \u306f\u753b\u50cf\u3067\u8aad\u307f\u3001`ambiguous` \u306e\u65e5\u4ed8\u306f\u4ed6\u306e\u66f8\u985e\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002**`mismatch` \u306f\u8aad\u307f\u9055\u3044\u304b\u672c\u5f53\u306e\u98df\u3044\u9055\u3044\u304b\u3092\u898b\u5206\u3051\u307e\u3059**\n3. **`needs_documents` \u306e\u4f9d\u983c\u6587\u3092\u78ba\u304b\u3081\u308b** \u2026 `missing` \u306e\u9805\u76ee\u304c\u672c\u5f53\u306b\u7a7a\u6b04\u304b\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308a\u307e\u3059\n4. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8acb\u6c42\u8005\u306f\u6d77\u5916\u306e\u533b\u7642\u6a5f\u95a2\u306b\u66f8\u985e\u3092\u983c\u307f\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u3001**\u7a7a\u632f\u308a\u306e\u4f9d\u983c1\u4ef6\u306f\u9577\u304f\u5370\u8c61\u306b\u6b8b\u308a\u307e\u3059\u3002**\n\n**Textract \u306e\u4eba\u306e\u78ba\u8a8d\u306e\u4ed5\u7d44\u307f\uff08Amazon Augmented AI\uff09\u306f\u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u305f\u3081**\u3001\u78ba\u8a8d\u306f\u65e2\u5b58\u306e\u753b\u9762\u306e\u5074\u306b\u4f5c\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u66f8\u985e\uff08\u5bfe\u5fdc\u5916\u306e\u8a00\u8a9e\uff09 | `language_check` \u3092 `suspect` \u306b\u3057\u3001\u7ffb\u8a33\u306e\u624b\u914d\u3078\u3002**\u8acb\u6c42\u8005\u3078\u306f\u4f9d\u983c\u3057\u306a\u3044** |\n| \u624b\u66f8\u304d\u306e\u8a3a\u65ad\u66f8 | \u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051\u3002**\u8aad\u3081\u306a\u3044\u6240\u306f `unreadable` \u3067\u4eba\u3078** |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u30fbXFA\u5f62\u5f0f\u306ePDF | \u53d7\u3051\u4ed8\u3051\u3089\u308c\u306a\u3044\u3002\u89e3\u9664\u3057\u305f\u3082\u306e\u30fb\u5370\u5237\u7528\u306ePDF\u3092\u983c\u3080 |\n| \u8907\u6570\u30da\u30fc\u30b8\u306e\u8acb\u6c42\u660e\u7d30 | \u30da\u30fc\u30b8\u3054\u3068\u306b\u5225\u306e\u66f8\u985e\u3068\u3057\u3066\u8fd4\u308b\u3002**\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u675f\u306d\u308b** |\n| \u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30b9\u3067\u533b\u7642\u6a5f\u95a2\u304b\u3089\u76f4\u63a5\u8acb\u6c42\u304c\u6765\u3066\u3044\u308b | \u5fc5\u8981\u66f8\u985e\u306e\u8868\u306b\u5f93\u3044\u3001\u9818\u53ce\u66f8\u3092\u6c42\u3081\u306a\u3044 |\n| \u88ab\u4fdd\u967a\u8005\u540d\u3068\u60a3\u8005\u540d\u306e\u7db4\u308a\u304c\u9055\u3046 | `mismatch`\u3002**\u76f4\u3055\u305a\u306b\u4eba\u3078**\u3002\u30df\u30c9\u30eb\u30cd\u30fc\u30e0\u306e\u6709\u7121\u3082\u542b\u3081\u3066\u898b\u308b |\n| \u975e\u540c\u671f\u51e6\u7406\u306e\u7d50\u679c\u304c\u53d6\u308c\u306a\u3044 | \u7d50\u679c\u306f7\u65e5\u9593\u3057\u304b\u53d6\u308c\u306a\u3044\u3002**\u671f\u9650\u5185\u306b\u53d6\u308a\u76f4\u3059\u304b\u3001\u3084\u308a\u76f4\u3059** |\n\n**\u4e0a\u306e2\u884c\u306f Textract \u304c\u8aad\u3081\u308b\u7bc4\u56f2\u306e\u5916\u3067\u8d77\u304d\u307e\u3059\u3002** \u5224\u5b9a\u306e\u5074\u3067\u7121\u7406\u306b\u6271\u3044\u307e\u305b\u3093\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\n- Textract \u304c\u8fd4\u3057\u305f\u7d50\u679c\u306e\u5168\u6587\u3068\u3001**\u4f7f\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u306e\u4e00\u89a7**\n- AI\u306b\u6e21\u3057\u305f\u5185\u5bb9\u3068\u3001\u8fd4\u3063\u3066\u304d\u305fJSON\u306e\u5168\u6587\n- \u7a81\u5408\u306e\u7d50\u679c\u3068 `verdict`\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u5fc5\u8981\u66f8\u985e\u306e\u8868\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u66f8\u985e\u306e\u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- **\u533b\u7642\u6a5f\u95a2\u3054\u3068\u306e `unreadable` \u3068 `suspect` \u306e\u767a\u751f\u7387**\n\n**\u300c\u8868\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5f53\u6642\u306e\u8868\u304c\u7121\u3044\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002**\u6700\u5f8c\u306e\u884c\u306f**\u3001\u7279\u5b9a\u306e\u56fd\u3067\u8aad\u3081\u306a\u3044\u66f8\u985e\u304c\u7d9a\u304f\u3068\u304d\u3001**\u5e30\u56fd\u524d\u306b\u82f1\u6587\u306e\u66f8\u985e\u3092\u3082\u3089\u3046\u3088\u3046\u6848\u5185\u306b\u66f8\u304d\u8db3\u3059**\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u8acb\u6c42\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u3046\u3061\u6570\u4ef6\u306f\u3001\u67fb\u5b9a\u304b\u3089\u5dee\u3057\u623b\u3057\u304c\u3042\u3063\u305f\u3082\u306e\u3092\u5165\u308c\u308b**\uff09\n2. \u6dfb\u4ed8\u66f8\u985e\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u753b\u9762\u306b1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\n3. \u300c\u3053\u308c\u3089\u306e\u66f8\u985e\u3092\u3001\u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u30fb\u305d\u306e\u4ed6\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u8a3a\u65ad\u66f8\u306f\u60a3\u8005\u540d\u30fb\u53d7\u8a3a\u65e5\u30fb\u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9\u30fb\u533b\u5e2b\u540d\u30fb\u7f72\u540d\u30fb\u533b\u7642\u6a5f\u95a2\u540d\u30fb\u767a\u884c\u65e5\u3001\u8acb\u6c42\u660e\u7d30\u306f\u60a3\u8005\u540d\u30fb\u6cbb\u7642\u65e5\u30fb\u660e\u7d30\u30fb\u5408\u8a08\u30fb\u901a\u8ca8\u3001\u9818\u53ce\u66f8\u306f\u652f\u6255\u984d\u30fb\u652f\u6255\u65e5\u30fb\u901a\u8ca8\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u9805\u76ee\u3054\u3068\u306b\u5224\u5b9a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3068\u8aad\u3081\u306a\u3044\u5834\u5408\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u7db4\u308a\u3092\u76f4\u3055\u305a\u3001\u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u51fa\u3066\u304d\u305f\u5224\u5b9a\u3092\u3001\u5f53\u6642\u306e\u5dee\u3057\u623b\u3057\u306e\u8a18\u9332\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**20\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** Textract \u3068\u3064\u306a\u3050\u524d\u306b\u3001**\u300c\u8aad\u3081\u308c\u3070\u5224\u5b9a\u3067\u304d\u308b\u306e\u304b\u300d\u3068\u300c\u5fc5\u8981\u66f8\u985e\u306e\u8868\u304c\u4f5c\u308c\u308b\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u5dee\u3057\u623b\u3055\u308c\u305f\u4e0d\u8db3\u304c\u51fa\u305f | **OCR\u306eAPI\u3068\u306e\u9023\u643a\u306b\u9032\u3080** |\n| \u7db4\u308a\u3092\u76f4\u3057\u305f\u30fb\u91d1\u984d\u3092\u8db3\u3057\u4e0a\u3052\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u300c\u4e0d\u8db3\u300d\u306e\u57fa\u6e96\u304c\u9055\u3063\u305f | **\u5fc5\u8981\u66f8\u985e\u306e\u8868\u3092\u5148\u306b\u4f5c\u308b\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u5dee\u3057\u623b\u3057\u304c\u8d77\u304d\u3066\u3044\u305f\u7406\u7531\u304c1\u3064\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002** \u67fb\u5b9a\u30c1\u30fc\u30e0\u3068\u5fc5\u8981\u66f8\u985e\u3092\u66f8\u304d\u51fa\u3057\u3066\u304b\u3089\u3001\u540c\u305820\u4ef6\u3067\u8a66\u3057\u76f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u66f8\u985e\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u7a2e\u985e\u3068\u8a18\u8f09\u4e8b\u9805\u3092\u5224\u5b9a\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u8a18\u8f09\u4e8b\u9805\u306e\u70b9\u691c","semi_auto_setup":"\u4e0a\u8a18\uff0bTextract \u3092\u30b9\u30af\u30ea\u30d7\u30c8\u304b\u3089\u547c\u3073\u3001\u5224\u5b9a\u7d50\u679c\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3068\u5224\u5b9a\u306e\u4e00\u89a7\u5316","full_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306e\u53d6\u308a\u8fbc\u307f\u3001\u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u5951\u7d04\u60c5\u5831\u3068\u306e\u7a81\u5408\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u307e\u3067\u51fa\u3059 \uff0f \u70b9\u691c\u306e\u5168\u4f53\u3068\u3001\u8ffd\u52a0\u4f9d\u983c\u306e\u6d17\u3044\u51fa\u3057","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u3001\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002** 1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\u306e\u3067\u3001900\u4ef6\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u2461\u306e\u82f1\u6587\u3092\u8aad\u3080\u6642\u9593\u304c\u5927\u304d\u304f\u6e1b\u308a\u3001\u672c\u683c\u69cb\u6210\u3067\u2462\u3068\u2463\u304c\u78ba\u8a8d\u306b\u5909\u308f\u308a\u307e\u3059\u3002** \u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u4e00\u89a7\u30921\u304b\u6708\u898b\u308b\u3068\u3001`suspect` \u306e\u591a\u3044\u56fd\u3068 `unreadable` \u306e\u591a\u3044\u64ae\u308a\u65b9\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u66f8\u985e\u304c\u5168\u9805\u76ee `missing` \u306b\u306a\u308b | **\u5bfe\u5fdc\u8a00\u8a9e\u306f6\u3064\u3060\u3051\u3067\u3001\u691c\u51fa\u3057\u305f\u8a00\u8a9e\u3082\u8fd4\u3089\u306a\u3044\u3002** \u8a9e\u306e\u6570\u3068\u4fe1\u983c\u5ea6\u3067\u5148\u306b\u4ed5\u5206\u3051\u308b |\n| `missing` \u3068 `unreadable` \u304c\u6df7\u3056\u308b | \u4fe1\u983c\u5ea6\u3067\u5206\u3051\u308b\u3002**\u6df7\u305c\u308b\u3068\u8acb\u6c42\u8005\u3078\u7684\u5916\u308c\u306a\u4f9d\u983c\u304c\u98db\u3076** |\n| AI\u304c\u60a3\u8005\u540d\u306e\u7db4\u308a\u3092\u76f4\u3059 | \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u306e\u6c0f\u540d\u3092AI\u306b\u6e21\u3055\u306a\u3044\u3002\u7167\u5408\u306f\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u884c\u3046 |\n| \u533b\u5e2b\u540d\u306e\u5370\u5b57\u304c\u7f72\u540d\u3068\u3057\u3066\u6271\u308f\u308c\u308b | \u7f72\u540d\u306f `SIGNATURES` \u306e\u691c\u51fa\u3067\u6c7a\u3081\u308b |\n| \u8907\u6570\u30da\u30fc\u30b8\u306ePDF\u304c\u540c\u671f\u51e6\u7406\u3067\u5931\u6557\u3059\u308b | \u540c\u671f\u306fPDF\u30fbTIFF\u304c1\u30da\u30fc\u30b8\u307e\u3067\u3002\u975e\u540c\u671f\u51e6\u7406\u306b\u56de\u3057\u3001\u660e\u7d30\u306f\u30da\u30fc\u30b8\u3092\u675f\u306d\u308b |\n| \u975e\u540c\u671f\u306e\u7d50\u679c\u3092\u53d6\u308a\u640d\u306d\u308b | \u7d50\u679c\u306f7\u65e5\u9593\u3002**\u53d6\u308a\u8fbc\u307f\u306e\u5931\u6557\u3092\u6bce\u65e5\u78ba\u304b\u3081\u308b** |\n| \u4eba\u306e\u78ba\u8a8d\u306b Amazon Augmented AI \u3092\u4f7f\u304a\u3046\u3068\u3059\u308b | \u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u3002**\u65e2\u5b58\u306e\u753b\u9762\u306b\u78ba\u8a8d\u3092\u4f5c\u308b** |\n| \u5fc5\u8981\u66f8\u985e\u306e\u57fa\u6e96\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046 | **\u8868\u306b\u3057\u3066\u3001\u67fb\u5b9a\u30c1\u30fc\u30e0\u3068\u5408\u610f\u3059\u308b** |\n| \u4f9d\u983c\u6587\u304c\u81ea\u52d5\u3067\u9001\u3089\u308c\u308b | **\u4e0b\u66f8\u304d\u307e\u3067\u306b\u3059\u308b\u3002** \u9001\u4fe1\u306f\u4eba\u304c\u884c\u3046 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u7a7a\u6b04\u306b\u898b\u3048\u308b\u300d\u3053\u3068\u304b\u3089\u51fa\u767a\u3057\u3066\u3044\u307e\u3059\u3002\n\n**\u4e0b\u306e2\u884c\u3082\u65e9\u304f\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** \u57fa\u6e96\u304c\u6c7a\u307e\u3089\u306a\u3044\u307e\u307e\u5224\u5b9a\u3060\u3051\u304c\u51fa\u308b\u3068\u3001**\u6a5f\u68b0\u306b\u5bc4\u305b\u305f\u610f\u5473\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u88ab\u4fdd\u967a\u8005\u306e\u6c0f\u540d\u30fb\u751f\u5e74\u6708\u65e5\u3001\u65c5\u884c\u306e\u884c\u304d\u5148\u3068\u671f\u9593\u3001\u305d\u3057\u3066\u8a3a\u65ad\u540d\u30fb\u6cbb\u7642\u5185\u5bb9\u3068\u3044\u3046**\u75c5\u6b74\u306b\u3042\u305f\u308b\u60c5\u5831**\u3067\u3059\u3002\u500b\u4eba\u60c5\u5831\u306e\u306a\u304b\u3067\u3082\u7279\u306b\u614e\u91cd\u306a\u53d6\u308a\u6271\u3044\u304c\u6c42\u3081\u3089\u308c\u308b\u7a2e\u985e\u306e\u60c5\u5831\u3067\u3059\u3002\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u6bb5\u968e\u3054\u3068\u306b\u7d5e\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f**\u5224\u5b9a\u306b\u8981\u308b\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051**\u306b\u3057\u3001\u8a3c\u5238\u756a\u53f7\u3084\u9023\u7d61\u5148\u306f\u6e21\u3057\u307e\u305b\u3093\n2. **\u51e6\u7406\u3059\u308b\u5730\u57df\u3068\u7d50\u679c\u306e\u7f6e\u304d\u5834\u6240\u3092\u6c7a\u3081\u308b** \u2026 \u3069\u306e\u5730\u57df\u3067\u51e6\u7406\u30fb\u4fdd\u5b58\u3059\u308b\u304b\u3092\u793e\u5185\u306e\u898f\u7a0b\u306b\u7167\u3089\u3057\u3066\u6c7a\u3081\u307e\u3059\u3002**\u975e\u540c\u671f\u306e\u7d50\u679c\u306f\u65e2\u5b9a\u3067 Textract \u5074\u306b7\u65e5\u9593\u4fdd\u5b58\u3055\u308c\u3001\u81ea\u793e\u306e\u4fdd\u5b58\u5148\u306b\u51fa\u3059\u8a2d\u5b9a\u3082\u3042\u308a\u307e\u3059**\n3. **\u3053\u306e\u69cb\u6210\u306f\u67fb\u5b9a\u306e\u5224\u65ad\u3092\u4ee3\u66ff\u3057\u307e\u305b\u3093** \u2026 \u88dc\u511f\u306e\u5bfe\u8c61\u304b\u3001\u652f\u6255\u3046\u304b\u306f**\u67fb\u5b9a\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059**\n4. **\u8acb\u6c42\u8005\u3078\u306e\u9023\u7d61\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u75c5\u6b74\u3092\u542b\u3080\u9023\u7d61\u3067\u3059\u3002**\u5b9b\u5148\u306e\u8aa4\u308a\u306f\u3001\u305d\u306e\u307e\u307e\u60c5\u5831\u306e\u6f0f\u3048\u3044\u306b\u306a\u308a\u307e\u3059**\n5. **\u4fdd\u5b58\u671f\u9593\u3068\u6a29\u9650\u3092\u6c7a\u3081\u308b** \u2026 \u6dfb\u4ed8\u66f8\u985e\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001AI\u3068\u306e\u3084\u308a\u53d6\u308a\u3092**\u3044\u3064\u307e\u3067\u6b8b\u3059\u304b\u3092\u793e\u5185\u306e\u898f\u7a0b\u3067\u6c7a\u3081**\u3001\u78ba\u8a8d\u7528\u306e\u4e00\u89a7\u306f\u53d7\u4ed8\u30c1\u30fc\u30e0\u3060\u3051\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u4e0d\u8db3\u3092\u898b\u843d\u3068\u3057\u3066\u67fb\u5b9a\u306b\u56de\u3059\u3053\u3068\u3068\u3001\u4e0d\u8db3\u3067\u306a\u3044\u3082\u306e\u3092\u8acb\u6c42\u8005\u3078\u4f9d\u983c\u3059\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f `unreadable` \u3092 `ok` \u306b\u6df7\u305c\u308b\u3068\u3001\u5f8c\u8005\u306f\u8aad\u3081\u306a\u304b\u3063\u305f\u66f8\u985e\u3092 `missing` \u306b\u3059\u308b\u3068\u8d77\u304d\u307e\u3059\u3002**\u305d\u306e\u533a\u5225\u3060\u3051\u306f\u8a2d\u8a08\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u6d77\u5916\u65c5\u884c\u4fdd\u967a\u30fb\u7559\u5b66\u751f\u4fdd\u967a\u306a\u3069\u3092\u6271\u3044\u3001\u6d77\u5916\u306e\u533b\u7642\u6a5f\u95a2\u304c\u767a\u884c\u3057\u305f\u82f1\u6587\u306e\u8a3a\u65ad\u66f8\u30fb\u8acb\u6c42\u660e\u7d30\u30fb\u9818\u53ce\u66f8\u304c\u6bce\u6708\u6570\u767e\u4ef6\u5c4a\u304f\u640d\u5bb3\u4fdd\u967a\u4f1a\u793e\u3084\u5171\u6e08\u306e\u8acb\u6c42\u53d7\u4ed8\u90e8\u9580\u3002\u53d7\u4ed8\u62c5\u5f53\u304c\u82f1\u6587\u30921\u679a\u305a\u3064\u8aad\u3093\u3067\u5fc5\u8981\u66f8\u985e\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u304a\u308a\u3001\u67fb\u5b9a\u90e8\u9580\u304b\u3089\u306e\u5dee\u3057\u623b\u3057\u3068\u8acb\u6c42\u8005\u3078\u306e\u8ffd\u52a0\u4f9d\u983c\u304c\u4f55\u5f80\u5fa9\u3082\u8d77\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u8acb\u6c42\u306e\u53d7\u4ed8\u60c5\u5831\uff08\u88ab\u4fdd\u967a\u8005\u540d\u30fb\u65c5\u884c\u671f\u9593\u30fb\u8acb\u6c42\u306e\u7a2e\u985e\uff09\u304c\u30b7\u30b9\u30c6\u30e0\u306b\u30c7\u30fc\u30bf\u3068\u3057\u3066\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u6dfb\u4ed8\u66f8\u985e\u306e\u591a\u304f\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u30bf\u30a4\u8a9e\u306a\u3069\uff09\u3067\u5c4a\u304f\u5834\u5408\u3002\u8acb\u6c42\u306e\u4ef6\u6570\u304c\u6708\u306b\u6570\u5341\u4ef6\u3067\u3001\u76ee\u8996\u3067\u8db3\u308a\u308b\u5834\u5408\u3002\u652f\u6255\u306e\u53ef\u5426\u3001\u65e2\u5f80\u75c7\u3068\u306e\u95a2\u4fc2\u3001\u6cbb\u7642\u306e\u5fc5\u8981\u6027\u3068\u3044\u3063\u305f\u67fb\u5b9a\u306e\u5224\u65ad\u305d\u306e\u3082\u306e\u3092\u81ea\u52d5\u5316\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u5fc5\u8981\u66f8\u985e\u306e\u8868\u3092\u4f5c\u308b**\n\n\u67fb\u5b9a\u30c1\u30fc\u30e0\u3068\u4e00\u7dd2\u306b\u3001\u6cbb\u7642\u8cbb\u7528\u306e\u8acb\u6c42\u3067**\u3069\u306e\u66f8\u985e\u306e\u3069\u306e\u8a18\u8f09\u304c\u7121\u3044\u3068\u67fb\u5b9a\u306b\u9032\u3081\u306a\u3044\u306e\u304b**\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\u7701\u7565\u3057\u3066\u3088\u3044\u6761\u4ef6\u3082\u8868\u306b\u3057\u307e\u3059\u3002**\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3063\u3066\u3044\u305f\u57fa\u6e96\u304c\u3001\u3053\u3053\u3067\u898b\u3048\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u4ef6\u3067\u8a66\u3059**\n\n\u7b2c8\u7ae0\u306e\u3068\u304a\u308a\u3001\u5148\u6708\u306e\u8acb\u6c42\u304b\u308920\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u5224\u5b9a\u3055\u305b\u307e\u3059\u3002**\u5f53\u6642\u306e\u5dee\u3057\u623b\u3057\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u7db4\u308a\u3092\u76f4\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u91d1\u984d\u3092\u8db3\u3057\u4e0a\u3052\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u8a00\u8a9e\u3068\u64ae\u308a\u65b9\u3092\u6570\u3048\u308b**\n\n\u904e\u53bb1\u304b\u6708\u5206\u306e\u8acb\u6c42\u3067\u3001**\u82f1\u8a9e\u4ee5\u5916\u306e\u66f8\u985e\u3068\u3001\u64ae\u308a\u76f4\u3057\u304c\u8981\u308b\u5199\u771f\u306e\u5272\u5408**\u3092\u6570\u3048\u3001\u7ffb\u8a33\u306e\u624b\u914d\u306e\u6d41\u308c\u3092\u6c7a\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1aTextract \u306e\u8aad\u307f\u53d6\u308a\u304b\u3089\u5224\u5b9a\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u30b9\u30af\u30ea\u30d7\u30c8\u3067\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u3092 Textract \u306b\u6e21\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u30fb\u7f72\u540d\u30fb\u8acb\u6c42\u660e\u7d30\u306e\u7d50\u679c\u304b\u3089\u5224\u5b9a\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f `verdict` \u3092\u51fa\u3055\u305a\u3001`checks` \u3068 `language_check` \u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u8acb\u6c42\u30d5\u30a9\u30fc\u30e0\u3068\u5951\u7d04\u60c5\u5831\u3068\u306e\u7a81\u5408\u3068 `verdict` \u3092\u8db3\u3057\u307e\u3059\u3002`needs_documents` \u3068 `needs_human` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u4ef612\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u56fd\u3068\u533b\u7642\u6a5f\u95a2\u3054\u3068\u306e `unreadable` \u3068 `suspect` \u306e\u767a\u751f\u7387\u3092\u898b\u3066\u3001\u8acb\u6c42\u306e\u6848\u5185\u3092\u66f8\u304d\u76f4\u3057\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0033","UC-0214","UC-0025","UC-0140"],"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":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":3912,"slug":"factcheck-taisei-content-ai","title":"\u8a18\u4e8b\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af5\u5de5\u7a0b\uff5c\u8aa4\u60c5\u5831\u3092\u4e16\u306b\u51fa\u3055\u306a\u3044"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u5bfe\u5fdc\u5f62\u5f0f\u304c JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067 XFA\u5f62\u5f0f\u306b\u975e\u5bfe\u5fdc\u3002\u540c\u671f\u306f10MB\u30fbPDF\/TIFF 1\u30da\u30fc\u30b8\u3001\u975e\u540c\u671f\u306fPDF\/TIFF 500MB\u30fb3,000\u30da\u30fc\u30b8\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u4fdd\u8b77PDF\u4e0d\u53ef\u3002\u753b\u50cf\u306f\u5404\u8fba10,000\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0b\u3002\u554f\u3044\u5408\u308f\u305b\u306f1\u30da\u30fc\u30b8\u540c\u671f15\u4ef6\u30fb\u975e\u540c\u671f30\u4ef6\u3002\u7e26\u66f8\u304d\u975e\u5bfe\u5fdc\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u30fb\u4ecf\u30fb\u72ec\u30fb\u4f0a\u30fb\u8461\u30fb\u897f\u306e6\u3064\u3067\u3001\u691c\u51fa\u8a00\u8a9e\u3092\u8fd4\u3055\u305a\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u307f\u3002\u6587\u5b57\u306e\u6700\u5c0f\u9ad8\u305515\u30d4\u30af\u30bb\u30eb\uff08150DPI\u30678\u30dd\u30a4\u30f3\u30c8\uff09\u3002\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-09-29 |\n| AnalyzeDocument \u306e `FeatureTypes` \u304c `TABLES`\u30fb`FORMS`\u30fb`QUERIES`\u30fb`SIGNATURES`\u30fb`LAYOUT` \u3067\u3042\u308b\u3053\u3068\u3002\u7f72\u540d\u306e\u4f4d\u7f6e\u304c SIGNATURE \u30d6\u30ed\u30c3\u30af\u3067\u8fd4\u308b\u3053\u3068\u3002QUERY_RESULT \u306b\u4fe1\u983c\u5ea6\u304c\u4ed8\u304f\u3053\u3068\u3002AnalyzeDocument \u304c\u540c\u671f\u306e\u64cd\u4f5c\u3067\u3042\u308b\u3053\u3068\u3002\u4eba\u306e\u78ba\u8a8d\u306b\u4f7f\u3046 Amazon Augmented AI \u304c2026\u5e747\u6708\u306b\u4fdd\u5b88\u30e2\u30fc\u30c9\u306b\u5165\u308a\u3001\u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u3053\u3068 | [AWS: AnalyzeDocument](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_AnalyzeDocument.html) | 2026-09-29 |\n| \u554f\u3044\u5408\u308f\u305b\u306e\u5fdc\u7b54\u304c\u3001\u554f\u3044\u3068\u547c\u3073\u540d\u3001\u7b54\u3048\u306e\u4fe1\u983c\u5ea6\u30fb\u4f4d\u7f6e\u30fb\u6587\u5b57\u5217\u3092\u8fd4\u3057\u3001\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u3053\u3068 | [AWS: Queries](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/queryresponse.html) | 2026-09-29 |\n| AnalyzeExpense \u304c\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u304b\u3089\u6a19\u6e96\u306e\u9805\u76ee\uff08`VENDOR_NAME`\u3001`RECEIVER_NAME`\u3001`INVOICE_RECEIPT_DATE`\u3001`INVOICE_RECEIPT_ID`\u3001`TOTAL`\u3001`AMOUNT_PAID`\u3001`AMOUNT_DUE` \u306a\u3069\uff09\u3068\u660e\u7d30\u306e\u884c\uff08`EXPENSE_ROW`\uff09\u3092\u8fd4\u3057\u3001\u9805\u76ee\u3054\u3068\u306b\u4fe1\u983c\u5ea6\u304c\u4ed8\u304f\u3053\u3068\u3002\u547c\u3073\u65b9\u306e\u9055\u3046\u9805\u76ee\u3092\u6a19\u6e96\u306e\u540d\u524d\u306b\u305d\u308d\u3048\u308b\u3053\u3068 | [AWS: Analyzing Invoices and Receipts](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/invoices-receipts.html) | 2026-09-29 |\n| \u8907\u6570\u30da\u30fc\u30b8\u306e\u6587\u66f8\u304c\u975e\u540c\u671f\u51e6\u7406\u306b\u306a\u308b\u3053\u3068\u3002\u975e\u540c\u671f\u306e\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u306e\u5206\u6790\u304c\u5404\u30da\u30fc\u30b8\u3092\u5225\u3005\u306e\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u3068\u3057\u3066\u6271\u3044\u3001\u30da\u30fc\u30b8\u3092\u307e\u305f\u3044\u3060\u6587\u8108\u3092\u4fdd\u305f\u306a\u3044\u3053\u3068 | [AWS: Processing Documents Asynchronously](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/async.html) | 2026-09-29 |\n| \u975e\u540c\u671f\u51e6\u7406\u304c S3 \u306e\u6587\u66f8\u3092\u51e6\u7406\u3057\u3001\u5b8c\u4e86\u3092 SNS \u3078\u901a\u77e5\u3057\u3001SQS \u304b Lambda \u3067\u53d7\u3051\u308b\u3053\u3068\u3002Get \u306e\u7e70\u308a\u8fd4\u3057\u547c\u3073\u51fa\u3057\u304c\u63a8\u5968\u3055\u308c\u306a\u3044\u3053\u3068\u3002\u7d50\u679c\u304c\u65e2\u5b9a\u30677\u65e5\u9593\u4fdd\u5b58\u3055\u308c\u308b\u3053\u3068\u3002\u51fa\u529b\u5148\u3092\u81ea\u793e\u306e S3 \u306b\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [AWS: Calling Amazon Textract Asynchronous Operations](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/api-async.html) | 2026-09-29 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `output_config.format` \u306b `type: \"json_schema\"` \u3068\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3066\u4f7f\u3044\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5f93\u3063\u305fJSON\u3092\u8fd4\u3059\u3053\u3068\u3002\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b `additionalProperties: false` \u304c\u5fc5\u8981\u306a\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-09-29 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