{"id":14597,"date":"2026-10-07T10:04:06","date_gmt":"2026-10-07T01:04:06","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-travel-agent-voucher\/"},"modified":"2026-10-07T10:04:06","modified_gmt":"2026-10-07T01:04:06","slug":"en-travel-agent-voucher","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-travel-agent-voucher\/","title":{"rendered":"\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5bbf\u6cca\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u307f\u53d6\u308a\u3001\u4e88\u7d04\u756a\u53f7\u30fb\u5bbf\u6cca\u8005\u30fb\u6cca\u6570\u30fb\u98df\u4e8b\u6761\u4ef6\u30fb\u652f\u6255\u533a\u5206\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u7a81\u304d\u5408\u308f\u305b\u3066\u3001\u98df\u3044\u9055\u3044\u3092\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5bbf\u6cca\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u307f\u53d6\u308a\u3001\u4e88\u7d04\u756a\u53f7\u30fb\u5bbf\u6cca\u8005\u30fb\u6cca\u6570\u30fb\u98df\u4e8b\u6761\u4ef6\u30fb\u652f\u6255\u533a\u5206\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u767b\u9332\u5185\u5bb9\u3068\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u3001\u5230\u7740\u306e\u524d\u306b\u30d5\u30ed\u30f3\u30c8\u3068\u4e88\u7d04\u8ab2\u3078\u56de\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0677","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u4e88\u7d04\u8ab2\u306e\u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u3001\u65c5\u884c\u4f1a\u793e\u306e\u30c9\u30e1\u30a4\u30f3\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u4fdd\u5b58\u3059\u308b\u4ed5\u7d44\u307f\u3092\u7f6e\u304d\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**\u5c4a\u3044\u305f\u6642\u70b9\u30671\u4ef6\u305a\u3064\u51e6\u7406\u3057\u307e\u3059\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306f\u4e88\u7d04\u306e\u78ba\u5b9a\u5f8c\u306b\u5c4a\u304f\u306e\u3067\u3001**\u5230\u7740\u306e\u6570\u65e5\u524d\u306b\u98df\u3044\u9055\u3044\u304c\u5206\u304b\u308c\u3070\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u6642\u9593\u304c\u6b8b\u308a\u307e\u3059\u3002** \u524d\u65e5\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u3068\u3001\u65c5\u884c\u4f1a\u793e\u306e\u55b6\u696d\u6642\u9593\u304c\u7d42\u308f\u3063\u3066\u3044\u3066\u554f\u3044\u5408\u308f\u305b\u304c\u9593\u306b\u5408\u3044\u307e\u305b\u3093\u3002\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u6bce\u671d\u306e\u5b9a\u6642\u306e\u51e6\u7406\u3067\u3059\u3002** \u7fcc\u65e5\u306b\u5230\u7740\u3059\u308b\u4e88\u7d04\u306e\u3046\u3061\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u7d10\u4ed8\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3068\u3001\u98df\u3044\u9055\u3044\u304c\u89e3\u3051\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u4e00\u89a7\u306b\u3057\u3066\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3057\u307e\u3059\u3002**\u50ac\u4fc3\u306e\u4f5c\u696d\u304c\u3001\u524d\u65e5\u306e\u5915\u65b9\u304b\u3089\u5f53\u65e5\u306e\u671d\u3078\u79fb\u308a\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30d0\u30a6\u30c1\u30e3\u30fc | PDF\u307e\u305f\u306f\u753b\u50cf\u3002\u4e88\u7d04\u756a\u53f7\u3001\u5bbf\u6cca\u8005\u3001\u65e5\u7a0b\u3001\u90e8\u5c4b\u3001\u4eba\u6570\u3001\u98df\u4e8b\u6761\u4ef6\u3001\u652f\u6255\u533a\u5206 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u30ad\u30fc\u3068\u5024\u3001\u8868\u3068\u30bb\u30eb\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u5168\u6587\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u4e88\u7d04\u306e\u767b\u9332\u5185\u5bb9 | \u4e88\u7d04\u756a\u53f73\u7a2e\u3001\u5bbf\u6cca\u8005\u540d\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u90e8\u5c4b\u306e\u7a2e\u985e\u3068\u6570\u3001\u4eba\u6570\u3001\u98df\u4e8b\u30d7\u30e9\u30f3\u3001\u652f\u6255\u533a\u5206 | \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 |\n| \u5bfe\u5fdc\u8868 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u3068\u81ea\u793e\u306e\u98df\u4e8b\u30d7\u30e9\u30f3\u3001\u652f\u6255\u533a\u5206\u306e\u8a00\u3044\u56de\u3057\u3068\u81ea\u793e\u306e\u533a\u5206 | \u4e88\u7d04\u8ab2\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5bfe\u5fdc\u8868\u3067\u3059\u3002** \u540c\u3058 `HB` \u3067\u3082\u3001\u65c5\u884c\u4f1a\u793e\u306b\u3088\u3063\u3066\u671d\u5915\u98df\u304b\u671d\u663c\u98df\u304b\u304c\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u7565\u8a9e\u3084\u8a00\u3044\u56de\u3057\u306f `unclear` \u306b\u3057\u3066\u4eba\u306b\u898b\u305b\u3001\u78ba\u304b\u3081\u305f\u3089\u8868\u306b\u8db3\u3057\u307e\u3059\u3002**","data_source":"\u8aad\u307f\u53d6\u308a\u306f AnalyzeDocument \u306b S3 \u306e\u5834\u6240\uff08`Document` \u306e `S3Object`\uff09\u3068 `FeatureTypes` \u3092\u6e21\u3057\u307e\u3059\u3002**\u540c\u671f\u306e\u51e6\u7406\u306a\u306e\u3067\u3001\u5fdc\u7b54\u306b\u305d\u306e\u307e\u307e\u7d50\u679c\u306e\u30d6\u30ed\u30c3\u30af\u304c\u5165\u3063\u3066\u3044\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u90e8\u5c4b\u306e\u8868\u3001\u6587\u7ae0\u3067\u66f8\u304b\u308c\u305f\u652f\u6255\u533a\u5206 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u7b54\u3048\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `HumanLoopConfig` | \u6307\u5b9a\u3057\u306a\u3044 | \u4eba\u306e\u78ba\u8a8d\u306f\u81ea\u793e\u306e\u4e00\u89a7\u3067\u884c\u3046 |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `AGENT_REF` | What is the agent's booking reference number? |\n| `HOTEL_CONF` | What is the hotel confirmation number? |\n| `LEAD_GUEST` | What is the lead guest's name? |\n| `CHECK_IN` | What is the check-in date? |\n| `CHECK_OUT` | What is the check-out date? |\n| `ROOM_TYPE` | What is the room type? |\n| `MEAL_PLAN` | What is the meal plan or board basis? |\n| `PAYMENT` | Who pays for the accommodation? |\n| `EXTRAS` | Who pays for extras? |\n\n**`HumanLoopConfig` \u3092\u6307\u5b9a\u3057\u306a\u3044\u306e\u306f\u3001\u4eba\u306e\u78ba\u8a8d\u3092 AWS \u306e\u5916\u306e\u4ed5\u7d44\u307f\u3067\u884c\u3046\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306eAPI\u306e\u8aac\u660e\u3067\u3082\u3001\u3053\u306e\u8a2d\u5b9a\u304c\u4f7f\u3046 Amazon Augmented AI \u306f2026\u5e747\u6708\u306b\u4fdd\u5b88\u306e\u6bb5\u968e\u306b\u5165\u308a\u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u3001\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u98df\u3044\u9055\u3044\u306e\u4e00\u89a7\u306f\u3001\u4e88\u7d04\u8ab2\u306e\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u652f\u6255\u533a\u5206\u306e\u7b54\u3048\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `prepaid`\u3001`bill to`\u3001`direct` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002HTML\u306e\u30e1\u30fc\u30eb\u672c\u6587\u3060\u3051\u3067\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306fPDF\u306b\u3057\u307e\u3059\n2. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 1\u30da\u30fc\u30b8\u30fb10MB\u306b\u53ce\u307e\u308c\u3070\u540c\u671f\u3001\u53ce\u307e\u3089\u306a\u3051\u308c\u3070\u975e\u540c\u671f\u306b\u56de\u3057\u307e\u3059\n3. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u7121\u3044\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n4. **\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u5ba2\u304c\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u898b\u305b\u305f\u753b\u9762\u306e\u5199\u771f\u306f\u3001\u3053\u3053\u3067\u4e0b\u56de\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n5. **\u65c5\u884c\u4f1a\u793e\u306e\u7279\u5b9a** \u2026 \u9001\u4fe1\u5143\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u65c5\u884c\u4f1a\u793e\u3092\u5f15\u304d\u3001\u5bfe\u5fdc\u8868\u3092\u9078\u3073\u307e\u3059\n6. **\u91cd\u8907\u306e\u78ba\u8a8d** \u2026 \u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u65e2\u306b\u7d10\u4ed8\u3044\u3066\u3044\u308c\u3070\u3001\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u6271\u3044\u307e\u3059\n\n**4\u756a\u76ee\u306b\u5f53\u305f\u3063\u305f\u3082\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u3092\u8a66\u3055\u305a\u306b\u65c5\u884c\u4f1a\u793e\u3078PDF\u3092\u983c\u307f\u307e\u3059\u3002** \u753b\u9762\u3092\u64ae\u3063\u305f\u5199\u771f\u306f\u6587\u5b57\u304c\u5c0f\u3055\u304f\u3001\u8aad\u3081\u305f\u90e8\u5206\u3060\u3051\u3067\u6bd4\u3079\u308b\u3068\u3001\u8aad\u3081\u306a\u304b\u3063\u305f\u9805\u76ee\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306f\u3001\u65c5\u884c\u4f1a\u793e\u304c\u5909\u66f4\u306e\u305f\u3073\u306b\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u51fa\u3057\u76f4\u3059\u305f\u3081\u306b\u8981\u308a\u307e\u3059\u3002** \u6cca\u6570\u306e\u5909\u66f4\u3084\u540c\u884c\u8005\u306e\u8ffd\u52a0\u3067\u3001\u540c\u3058\u4e88\u7d04\u306b2\u679a\u76ee\u30013\u679a\u76ee\u304c\u5c4a\u304d\u307e\u3059\u3002**\u6700\u65b0\u306e\u7248\u3067\u6bd4\u3079\u3001\u524d\u306e\u7248\u3068\u306e\u5dee\u3082\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3001\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u306e\u539f\u6587\u3092\u629c\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u6bd4\u8f03\u3068\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u9805\u76ee | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u4e88\u7d04\u756a\u53f7 | \u65c5\u884c\u4f1a\u793e\u30fb\u30db\u30fc\u30eb\u30bb\u30e9\u30fc\u30fb\u30db\u30c6\u30eb\u306e3\u7a2e\u3092\u533a\u5225\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u533a\u5225\u304c\u3064\u304b\u306a\u3051\u308c\u3070 `reference_unknown` \u306b\u5165\u308c\u308b |\n| \u5bbf\u6cca\u8005 | \u66f8\u304b\u308c\u305f\u9806\u306e\u307e\u307e\u3001\u59d3\u3068\u540d\u3092\u5206\u3051\u305a\u306b\u539f\u6587\u3067 | \u5206\u3051\u3089\u308c\u308b\u3068\u304d\u3060\u3051\u59d3\u3068\u540d\u3092\u6dfb\u3048\u308b |\n| \u65e5\u7a0b | \u5230\u7740\u65e5\u30fb\u51fa\u767a\u65e5\u30fb\u6cca\u6570\u3092\u539f\u6587\u3068\u89e3\u91c8\u3057\u305f\u5024\u3067 | \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u90e8\u5c4b\u3068\u4eba\u6570 | \u90e8\u5c4b\u306e\u7a2e\u985e\u30fb\u6570\u30fb\u5927\u4eba\u3068\u5b50\u3069\u3082\u306e\u4eba\u6570 | \u8868\u306e\u884c\u3054\u3068\u306b\u5206\u3051\u308b |\n| \u98df\u4e8b\u6761\u4ef6 | \u539f\u6587\u306e\u7565\u8a9e\u3068\u3001\u66f8\u985e\u306e\u4e2d\u306e\u5b9a\u7fa9\u304c\u3042\u308c\u3070\u305d\u306e\u6587 | \u7565\u8a9e\u3060\u3051\u306a\u3089\u539f\u6587\u306e\u307e\u307e |\n| \u652f\u6255\u533a\u5206 | \u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u306e\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u539f\u6587\u306e\u6587 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n\n**\u652f\u6255\u533a\u5206\u306f\u3001\u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u3092\u5206\u3051\u3066\u6301\u3061\u307e\u3059\u3002** `Room and breakfast prepaid. Extras paid direct.` \u306a\u3089\u3001\u5bbf\u6cca\u4ee3\u306f\u65c5\u884c\u4f1a\u793e\u3001\u8ffd\u52a0\u6599\u91d1\u306f\u5ba2\u3067\u3059\u3002**1\u3064\u306e\u5024\u306b\u307e\u3068\u3081\u308b\u3068\u3001\u3069\u3061\u3089\u306e\u8acb\u6c42\u3067\u98df\u3044\u9055\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u65e5\u4ed8\u306f\u3001\u6708\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\uff08`12 Nov 2026`\uff09\u304b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u306e\u6570\u5b57\u304b\u3001\u65e5\u304b\u6708\u306e\u4e00\u65b9\u304c13\u4ee5\u4e0a\u306e\u3068\u304d\u3060\u3051\u89e3\u91c8\u3057\u307e\u3059\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306f\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u306e2\u3064\u304c\u4e26\u3076\u306e\u3067\u3001**\u6cca\u6570\u3068\u7167\u3089\u305b\u3070\u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3053\u3068\u3082\u591a\u3044**\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u63a8\u8ad6\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u6bd4\u8f03\u306e\u7d50\u8ad6 | \u6bd4\u8f03\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3002\u5dee\u306e\u6271\u3044\u306f\u4e88\u7d04\u8ab2\u306e\u898f\u5247 |\n| \u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u306e\u8aad\u307f\u66ff\u3048 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306b\u610f\u5473\u304c\u9055\u3046\u3002\u5bfe\u5fdc\u8868\u3067\u7a81\u304d\u5408\u308f\u305b\u308b |\n| \u652f\u6255\u533a\u5206\u306e\u63a8\u6e2c | \u300c\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3060\u304b\u3089\u524d\u6255\u3044\u3060\u308d\u3046\u300d\u3068\u57cb\u3081\u308b\u3068\u3001\u8acb\u6c42\u3092\u8aa4\u308b |\n| \u6599\u91d1\u306e\u8a08\u7b97\u3001\u8acb\u6c42\u984d\u306e\u78ba\u5b9a | \u5951\u7d04\u6761\u4ef6\u306e\u89e3\u91c8\u306f\u4e88\u7d04\u8ab2 |\n| \u5bbf\u6cca\u8005\u306e\u540d\u524d\u306e\u7db4\u308a\u306e\u4fee\u6b63 | \u5225\u4eba\u3092\u540c\u3058\u4eba\u306b\u3057\u3066\u3057\u307e\u3046 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u652f\u6255\u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u6e21\u3059\u3068\u3001\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3068\u3044\u3046\u6587\u8108\u304b\u3089 `Prepaid` \u3068\u66f8\u304d\u307e\u3059\u3002**\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3057\u3066\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u9805\u76ee\u306b\u3057\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u306e\u4e88\u7d04\u8ab2\u3067\u3001\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u5bbf\u6cca\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\n\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nreferences\uff08agent_ref\u3001wholesaler_ref\u3001hotel_conf\uff09\u3001guests\u3001\ncheck_in\u3001check_out\u3001nights\u3001rooms\uff08room_type\u3001count\u3001adults\u3001children\uff09\u3001\nmeal_plan\u3001payment\uff08room_raw\u3001extras_raw\uff09\u3001issue_date\u3002\n\u5404\u9805\u76ee\u306b raw\uff08\u8aad\u3093\u3060\u6587\u5b57\u5217\u305d\u306e\u307e\u307e\uff09\u3001status\u3001source \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u8cea\u554f\u306e\u7b54\u3048\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- ambiguous .. \u8aad\u307f\u65b9\u304c\u8907\u6570\u3042\u308b\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4e88\u7d04\u756a\u53f7\u306e\u6271\u3044\u3011\n- 3\u7a2e\u985e\u306e\u756a\u53f7\u3092\u533a\u5225\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u3001\u305d\u308c\u305e\u308c\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u533a\u5225\u304c\u3064\u304b\u306a\u3044\u756a\u53f7\u306f reference_unknown \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u306e\u6271\u3044\u3011\n- meal_plan \u306f\u7565\u8a9e\u3092\u8aad\u307f\u66ff\u3048\u305a\u3001raw \u306b\u539f\u6587\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u985e\u306e\u4e2d\u306b\u7565\u8a9e\u306e\u5b9a\u7fa9\u304c\u3042\u308c\u3070 definition_raw \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- payment \u306f\u5bbf\u6cca\u4ee3\uff08room_raw\uff09\u3068\u8ffd\u52a0\u6599\u91d1\uff08extras_raw\uff09\u3092\u5206\u3051\u3001\u539f\u6587\u306e\u6587\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u652f\u6255\u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u524d\u6255\u3044\u3068\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65e5\u4ed8\u306e\u6271\u3044\u3011\n- raw \u306b\u539f\u6587\u3092\u5165\u308c\u3001\u6708\u306e\u540d\u524d\u304c\u3042\u308b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u3067\u3042\u308b\u3001\u65e5\u307e\u305f\u306f\u6708\u306e\n  \u4e00\u65b9\u304c13\u4ee5\u4e0a\u3067\u3042\u308b\u3001\u306e\u3069\u308c\u304b\u306e\u3068\u304d\u3060\u3051 value \u306b YYYY-MM-DD \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u8acb\u6c42\u3092\u3069\u3046\u3059\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bbf\u6cca\u8005\u306e\u540d\u524d\u306e\u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30d0\u30a6\u30c1\u30e3\u30fc\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f document_type \u3092 other \u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- inquiry_draft \u306b\u306f\u3001missing \u3068 ambiguous \u306e\u9805\u76ee\u306b\u3064\u3044\u3066\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\n  \u82f1\u6587\u306e\u6587\u6848\u3092\u3001\u7c21\u6f54\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u65c5\u884c\u4f1a\u793e\u3011{agent_name}\n```\n\n**\u300c\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u524d\u6255\u3044\u3068\u63a8\u6e2c\u3057\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u63a8\u6e2c\u3057\u307e\u3059\u3002** \u5b9f\u969b\u306b\u524d\u6255\u3044\u306e\u4e88\u7d04\u304c\u591a\u3044\u306e\u3067\u3001\u63a8\u6e2c\u306f\u305f\u3044\u3066\u3044\u5f53\u305f\u308a\u307e\u3059\u3002**\u5916\u308c\u305f1\u4ef6\u304c\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u3067\u5ba2\u306b\u8acb\u6c42\u3057\u305d\u3053\u306d\u308b1\u4ef6\u3067\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"agent\": \"\",\n  \"references\": { \"agent_ref\": \"\", \"wholesaler_ref\": \"\", \"hotel_conf\": \"\", \"reference_unknown\": [] },\n  \"guests\": [ { \"raw\": \"\", \"status\": \"\" } ],\n  \"check_in\": { \"raw\": \"\", \"value\": \"\", \"status\": \"\" },\n  \"check_out\": { \"raw\": \"\", \"value\": \"\", \"status\": \"\" },\n  \"rooms\": [ { \"room_type_raw\": \"\", \"count\": 0, \"adults\": 0, \"children\": 0 } ],\n  \"meal_plan\": { \"raw\": \"HB\", \"definition_raw\": \"\", \"status\": \"\" },\n  \"payment\": { \"room_raw\": \"\", \"extras_raw\": \"\", \"status\": \"\" },\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6bd4\u8f03\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u4e88\u7d04\u756a\u53f73\u7a2e\u3068\u540d\u524d\u3067\u4e88\u7d04\u3092\u63a2\u3057\u3001\u9805\u76ee\u3054\u3068\u306b\u6b21\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `match` | \u4e88\u7d04\u304c\u898b\u3064\u304b\u308a\u3001\u65e5\u7a0b\u30fb\u90e8\u5c4b\u30fb\u4eba\u6570\u30fb\u98df\u4e8b\u30fb\u652f\u6255\u533a\u5206\u304c\u3059\u3079\u3066\u4e00\u81f4 |\n| `mismatch` | \u3069\u308c\u304b\u304c\u767b\u9332\u3068\u9055\u3046\u3002**\u652f\u6255\u533a\u5206\u306e\u9055\u3044\u306f\u8d64\u3044\u5370** |\n| `unclear` | \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u7565\u8a9e\u30fb\u8a00\u3044\u56de\u3057\u3001`ambiguous` \u306e\u65e5\u4ed8 |\n| `not_found` | \u4e88\u7d04\u756a\u53f7\u3067\u3082\u540d\u524d\u3067\u3082\u4e88\u7d04\u304c\u898b\u3064\u304b\u3089\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u652f\u6255\u533a\u5206\u3092\u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u306b\u5206\u3051\u3066\u6bd4\u3079\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u652f\u6255\u533a\u5206\u30822\u3064\u306b\u5206\u304b\u308c\u3066\u3044\u308c\u3070\u3001**\u3069\u3061\u3089\u3067\u98df\u3044\u9055\u3063\u305f\u306e\u304b\u304c\u30d5\u30ed\u30f3\u30c8\u306b\u305d\u306e\u307e\u307e\u4f1d\u308f\u308a\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`inquiry_draft` \u3067\u554f\u3044\u5408\u308f\u305b\u304c\u901f\u304f\u306a\u308b\u3053\u3068\u3067\u3059\u3002** \u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u6587\u3067\u3001\u9805\u76ee\u304c\u6c7a\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308b\u3060\u3051\u306b\u306a\u308a\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9 | \u6dfb\u4ed8\u306e\u4fdd\u5b58 | \u65c5\u884c\u4f1a\u793e\u304b\u3089\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u540c\u671f\uff0f\u975e\u540c\u671f\uff09 | \u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u3080 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u9805\u76ee\u306e\u6574\u5f62\u3068\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 | \u8aad\u307f\u53d6\u308a\uff08\u4e88\u7d04\u306e\u691c\u7d22\uff09 | \u4e88\u7d04\u756a\u53f7\u3068\u540d\u524d\u3067\u4e88\u7d04\u3092\u5f15\u304f |\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u8fbc\u307f\uff08\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7d10\u4ed8\u3051\u3068\u78ba\u8a8d\u306e\u5370\uff09 | \u4e00\u81f4\u3057\u305f\u3082\u306e\u3060\u3051\u7d10\u4ed8\u3051\u308b |\n| \u30d5\u30ed\u30f3\u30c8\u306e\u4e00\u89a7 | \u6bce\u671d\u306e\u51fa\u529b | \u7fcc\u65e5\u5230\u7740\u306e\u8981\u78ba\u8a8d\u306e\u4e88\u7d04 |\n\n**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7d10\u4ed8\u3051\u3068\u78ba\u8a8d\u306e\u5370\u3060\u3051\u3067\u3059\u3002** \u65e5\u7a0b\u3084\u652f\u6255\u533a\u5206\u306e\u5024\u306f\u66f8\u304d\u63db\u3048\u307e\u305b\u3093\u3002**\u98df\u3044\u9055\u3044\u3092\u76f4\u3059\u306e\u306f\u8077\u54e1\u3067\u3001\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u3067\u3059\u3002**\n\n**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306bAPI\u304c\u7121\u3044\u5834\u5408\u306f\u3001\u6bce\u671d\u306e\u4e88\u7d04\u306e\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u3067\u4ee3\u3048\u307e\u3059\u3002** \u5230\u7740\u4e88\u5b9a\u306e\u4e88\u7d04\u3092\u51fa\u529b\u3057\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306e\u96a3\u306b\u7f6e\u3044\u3066 Python \u304c\u8aad\u307f\u307e\u3059\u3002**\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u5165\u3063\u305f\u4e88\u7d04\u3068\u306f\u7167\u3089\u305b\u306a\u3044\u306e\u3067\u3001`not_found` \u306f\u7fcc\u671d\u306b\u3082\u3046\u4e00\u5ea6\u6bd4\u3079\u76f4\u3057\u307e\u3059\u3002**","human_review":"**\u4e88\u7d04\u8ab2\u306e\u8077\u54e1\u304c\u958b\u304f\u306e\u306f\u3001`mismatch`\u3001`unclear`\u3001`not_found` \u306e\u4e88\u7d04\u3067\u3059\u3002** `match` \u306e\u4e88\u7d04\u306f\u3001\u7d10\u4ed8\u3044\u305f\u3053\u3068\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n1. **\u652f\u6255\u533a\u5206\u306e `mismatch` \u3092\u5148\u306b\u898b\u308b** \u2026 \u753b\u50cf\u3067\u539f\u6587\u3092\u78ba\u304b\u3081\u3001\u5951\u7d04\u6761\u4ef6\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u307e\u3059\n2. **`not_found` \u3092\u7247\u4ed8\u3051\u308b** \u2026 \u4e88\u7d04\u306e\u767b\u9332\u6f0f\u308c\u304b\u3001\u5225\u306e\u30db\u30c6\u30eb\u5b9b\u3066\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`unclear` \u3092\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u304b\u6c7a\u3081\u308b** \u2026 \u65b0\u3057\u3044\u7565\u8a9e\u3084\u8a00\u3044\u56de\u3057\u306f\u3001\u78ba\u304b\u3081\u3066\u304b\u3089\u8868\u306b\u8db3\u3057\u307e\u3059\n4. **\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u8077\u54e1\u304c\u884c\u3044\u307e\u3059**\n\n**\u30d5\u30ed\u30f3\u30c8\u306f\u3001\u5230\u7740\u524d\u65e5\u306e\u4e00\u89a7\u3092\u898b\u3066\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306b\u81e8\u307f\u307e\u3059\u3002** \u652f\u6255\u533a\u5206\u306b\u98df\u3044\u9055\u3044\u304c\u6b8b\u3063\u3066\u3044\u308b\u5ba2\u306b\u306f\u3001**\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u6642\u70b9\u3067\u300c\u5bbf\u6cca\u4ee3\u306f\u65c5\u884c\u4f1a\u793e\u306b\u304a\u652f\u6255\u3044\u6e08\u307f\u3067\u3059\u304b\u300d\u3068\u78ba\u304b\u3081\u308b**\u3053\u3068\u304c\u3067\u304d\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u5834\u3067\u63c9\u3081\u305a\u306b\u6e08\u307f\u307e\u3059\u3002\n\n**`match` \u306e\u4e88\u7d04\u3092\u958b\u304b\u306a\u3044\u8a2d\u8a08\u3092\u3001\u6761\u4ef6\u4ed8\u304d\u306e\u78ba\u8a8d\u306b\u3057\u3066\u3044\u308b\u7406\u7531\u306f\u3053\u3053\u306b\u3042\u308a\u307e\u3059\u3002** \u5168\u9805\u76ee\u304c\u4e00\u81f4\u3057\u305f\u3082\u306e\u307e\u3067\u958b\u304f\u3068\u30015\u5206\u304c2\u5206\u306b\u306a\u308a\u307e\u305b\u3093\u3002**\u305f\u3060\u3057\u6bce\u6708\u3001`match` \u306e\u4e88\u7d04\u304b\u308920\u4ef6\u3092\u629c\u304d\u51fa\u3057\u3066\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3001\u6bd4\u8f03\u306e\u898f\u5247\u306b\u6f0f\u308c\u304c\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u30d0\u30a6\u30c1\u30e3\u30fc\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u4e88\u7d04\u8ab2\u306e\u624b\u4f5c\u696d\u306e\u5217\u3078 |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u30d0\u30a6\u30c1\u30e3\u30fc | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| 2\u30da\u30fc\u30b8\u4ee5\u4e0a\u30fb10MB\u8d85 | \u975e\u540c\u671f\u306e StartDocumentAnalysis \u306b\u56de\u3059 |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u7121\u3044\u3082\u306e\u3092\u983c\u3080** |\n| 1\u679a\u306b\u8907\u6570\u306e\u90e8\u5c4b\u30fb\u8907\u6570\u306e\u4e88\u7d04 | \u8868\u306e\u884c\u3054\u3068\u306b\u5206\u3051\u3001\u4e88\u7d04\u3054\u3068\u306b\u6bd4\u3079\u308b |\n| \u5225\u306e\u30db\u30c6\u30eb\u5b9b\u3066\u306e\u30d0\u30a6\u30c1\u30e3\u30fc | `not_found`\u3002\u65c5\u884c\u4f1a\u793e\u306b\u77e5\u3089\u305b\u308b |\n| \u540c\u3058\u4e88\u7d04\u306e\u65b0\u3057\u3044\u7248 | \u6700\u65b0\u306e\u7248\u3067\u6bd4\u3079\u3001\u524d\u306e\u7248\u3068\u306e\u5dee\u3092\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u8aad\u307f\u53d6\u308a\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3059\u308b | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3057\u3001\u518d\u8a66\u884c\u3002**\u7d10\u4ed8\u3051\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0b\u304b\u30893\u884c\u76ee\u306f\u3001\u601d\u3063\u305f\u3088\u308a\u8d77\u304d\u307e\u3059\u3002** \u7cfb\u5217\u306e\u30db\u30c6\u30eb\u3084\u8fd1\u96a3\u306e\u540c\u3058\u540d\u524d\u306e\u30db\u30c6\u30eb\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u3001\u9593\u9055\u3063\u3066\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**`not_found` \u3092\u653e\u7f6e\u305b\u305a\u65c5\u884c\u4f1a\u793e\u306b\u77e5\u3089\u305b\u308b\u3068\u3001\u5230\u7740\u3057\u305f\u5ba2\u304c\u5225\u306e\u30db\u30c6\u30eb\u306b\u4e88\u7d04\u3057\u3066\u3044\u305f\u3001\u3068\u3044\u3046\u5834\u9762\u3092\u524d\u3082\u3063\u3066\u9632\u3052\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u4fe1\u5143\u3001\u65c5\u884c\u4f1a\u793e\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\u3068\u3001Python \u306e\u6bd4\u8f03\u306e\u7d50\u679c\n- **\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u5bfe\u5fdc\u8868\u306e\u7248**\n- **\u8077\u54e1\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\u3001\u4e88\u7d04\u306e\u4fee\u6b63\u306e\u8a18\u9332\n\n**\u5bfe\u5fdc\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u65c5\u884c\u4f1a\u793e\u306e\u7565\u8a9e\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u5951\u7d04\u306e\u66f4\u65b0\u3067\u98df\u4e8b\u30d7\u30e9\u30f3\u306e\u540d\u524d\u304c\u5909\u308f\u308b\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u306e\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":4,"assumption_frequency":600,"assumption_workdays":20,"volume_month":600,"before_minutes_per_case":5,"after_minutes_per_case":2,"hourly_cost":2800,"before_hours_month":50,"after_hours_month":20,"saved_hours_month":30,"reduction_rate":60,"saved_hours_year":360,"annual_cost_effect":1008000,"summary":"\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5bbf\u6cca\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u307f\u53d6\u308a\u3001\u4e88\u7d04\u756a\u53f7\u30fb\u5bbf\u6cca\u8005\u30fb\u6cca\u6570\u30fb\u98df\u4e8b\u6761\u4ef6\u30fb\u652f\u6255\u533a\u5206\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u767b\u9332\u5185\u5bb9\u3068\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u3001\u5230\u7740\u306e\u524d\u306b\u30d5\u30ed\u30f3\u30c8\u3068\u4e88\u7d04\u8ab2\u3078\u56de\u3057\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306ePDF\u3092\u958b\u304f\n2. \u4e88\u7d04\u756a\u53f7\u304b\u5ba2\u306e\u540d\u524d\u3067\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u3092\u63a2\u3059\n3. \u5bbf\u6cca\u8005\u306e\u540d\u524d\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u6cca\u6570\u3001\u90e8\u5c4b\u306e\u7a2e\u985e\u3068\u6570\u3001\u4eba\u6570\u3092\u898b\u6bd4\u3079\u308b\n4. \u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u3092\u8aad\u307f\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u767b\u9332\u3068\u898b\u6bd4\u3079\u308b\n5. \u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u304b\u3001\u4e88\u7d04\u3092\u76f4\u3059\n6. \u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u4e88\u7d04\u306b\u7d10\u4ed8\u3051\u3066\u4fdd\u5b58\u3059\u308b\n7. \u5230\u7740\u306e\u524d\u65e5\u306b\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7121\u3044\u4e88\u7d04\u3092\u63a2\u3057\u3066\u65c5\u884c\u4f1a\u793e\u306b\u50ac\u4fc3\u3059\u308b\n\n**\uff08a\uff09\u652f\u6255\u533a\u5206\u306e\u8aad\u307f\u9055\u3048\u304c\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u3067\u898b\u3064\u304b\u308b\u3002** `Prepaid` \u3068\u3042\u308b\u306e\u306b\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u5ba2\u304b\u3089\u53d7\u3051\u53d6\u308b\u8a2d\u5b9a\u306e\u307e\u307e\u3001\u3042\u308b\u3044\u306f\u305d\u306e\u9006\u3002**\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u5834\u3067\u5ba2\u306b\u8acb\u6c42\u3057\u3066\u304b\u3089\u300c\u65c5\u884c\u4f1a\u793e\u306b\u6255\u3063\u3066\u3044\u308b\u300d\u3068\u8a00\u308f\u308c\u308b**\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u898b\u308b\u5834\u6240\u304c\u6c7a\u307e\u3089\u306a\u3044\u3002** \u4e88\u7d04\u756a\u53f7\u304c3\u7a2e\u985e\u3042\u308a\u307e\u3059\u3002\u65c5\u884c\u4f1a\u793e\u306e\u4e88\u7d04\u756a\u53f7\u3001\u30db\u30fc\u30eb\u30bb\u30e9\u30fc\u306e\u4e88\u7d04\u756a\u53f7\u3001\u30db\u30c6\u30eb\u306e\u78ba\u8a8d\u756a\u53f7\u3002**\u3069\u308c\u304c\u66f8\u3044\u3066\u3042\u308b\u304b\u306f\u30d0\u30a6\u30c1\u30e3\u30fc\u3054\u3068\u306b\u9055\u3044\u3001\u4e88\u7d04\u3092\u63a2\u3059\u3068\u3053\u308d\u3067\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u540d\u524d\u306e\u4e26\u3073\u3068\u7db4\u308a\u304c\u9055\u3046\u3002** \u59d3\u3068\u540d\u306e\u9806\u5e8f\u3001\u30df\u30c9\u30eb\u30cd\u30fc\u30e0\u306e\u6709\u7121\u3001\u540c\u884c\u8005\u306e\u540d\u524d\u304c1\u4eba\u5206\u3057\u304b\u66f8\u3044\u3066\u3044\u306a\u3044\u3002**\u540c\u3058\u5ba2\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306b\u8ff7\u3044\u307e\u3059\u3002**\n\n**\uff08d\uff09\u5230\u7740\u306e\u524d\u65e5\u306b\u50ac\u4fc3\u304c\u96c6\u4e2d\u3059\u308b\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7121\u3044\u4e88\u7d04\u3092\u63a2\u3059\u306e\u306f\u5230\u7740\u306e\u524d\u65e5\u306e\u4f5c\u696d\u3067\u3001**\u5915\u65b9\u306e\u5fd9\u3057\u3044\u6642\u9593\u5e2f\u306b\u91cd\u306a\u308b\u3068\u3001\u50ac\u4fc3\u304c\u7fcc\u65e5\u306b\u56de\u308a\u307e\u3059\u3002**\n\n**\uff08e\uff09\u5909\u66f4\u306e\u305f\u3073\u306b\u5c4a\u304f\u65b0\u3057\u3044\u7248\u3092\u898b\u843d\u3068\u3059\u3002** \u6cca\u6570\u306e\u5ef6\u9577\u3084\u540c\u884c\u8005\u306e\u8ffd\u52a0\u304c\u3042\u308b\u3068\u3001\u65c5\u884c\u4f1a\u793e\u306f\u540c\u3058\u4e88\u7d04\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u51fa\u3057\u76f4\u3057\u307e\u3059\u3002**\u53e4\u3044\u7248\u3067\u898b\u6bd4\u3079\u3066\u300c\u4e00\u81f4\u300d\u3068\u3057\u305f\u307e\u307e\u3001\u65b0\u3057\u3044\u7248\u306e\u5909\u66f4\u304c\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306b\u5165\u3063\u3066\u3044\u306a\u3044**\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","before_flow_steps":["\u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306ePDF\u3092\u958b\u304f","\u4e88\u7d04\u756a\u53f7\u304b\u5ba2\u306e\u540d\u524d\u3067\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u3092\u63a2\u3059","\u5bbf\u6cca\u8005\u306e\u540d\u524d\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u6cca\u6570\u3001\u90e8\u5c4b\u306e\u7a2e\u985e\u3068\u6570\u3001\u4eba\u6570\u3092\u898b\u6bd4\u3079\u308b","\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u3092\u8aad\u307f\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u767b\u9332\u3068\u898b\u6bd4\u3079\u308b","\u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u304b\u3001\u4e88\u7d04\u3092\u76f4\u3059","\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u4e88\u7d04\u306b\u7d10\u4ed8\u3051\u3066\u4fdd\u5b58\u3059\u308b","\u5230\u7740\u306e\u524d\u65e5\u306b\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7121\u3044\u4e88\u7d04\u3092\u63a2\u3057\u3066\u65c5\u884c\u4f1a\u793e\u306b\u50ac\u4fc3\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u6dfb\u4ed8\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u307f\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u4e88\u7d04\u756a\u53f7\u30fb\u5bbf\u6cca\u8005\u30fb\u65e5\u7a0b\u30fb\u90e8\u5c4b\u30fb\u4eba\u6570\u30fb\u98df\u4e8b\u6761\u4ef6\u30fb\u652f\u6255\u533a\u5206\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** 3\u7a2e\u985e\u306e\u4e88\u7d04\u756a\u53f7\u3068\u540d\u524d\u3067\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u3092\u63a2\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u767b\u9332\u5185\u5bb9\u3068\u6bd4\u3079\u3001\u9805\u76ee\u3054\u3068\u306b `match` \uff0f `mismatch` \uff0f `unclear` \u3092\u4ed8\u3051\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u4e00\u81f4\u3057\u305f\u3082\u306e\u306f\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u4e88\u7d04\u306b\u7d10\u4ed8\u3051\u308b\u3002\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u3082\u306e\u306f\u4e88\u7d04\u8ab2\u306e\u4e00\u89a7\u306b\u5165\u308b\n8. **\u3010\u4eba\u3011** \u4e88\u7d04\u8ab2\u306e\u8077\u54e1\u304c\u3001\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u304b\u4e88\u7d04\u3092\u76f4\u3059\n9. **\u3010\u81ea\u52d5\u3011** \u5230\u7740\u306e\u524d\u65e5\u306e\u671d\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7121\u3044\u4e88\u7d04\u3068\u3001\u98df\u3044\u9055\u3044\u304c\u89e3\u3051\u3066\u3044\u306a\u3044\u4e88\u7d04\u3092\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3059\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u8077\u54e1\u306f600\u4ef6\u3059\u3079\u3066\u3092\u958b\u304f\u306e\u3067\u306f\u306a\u304f\u3001**\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u958b\u304d\u307e\u3059\u3002** \u3059\u3079\u3066\u306e\u9805\u76ee\u304c\u4e00\u81f4\u3057\u305f\u4e88\u7d04\u306f\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u7d10\u4ed8\u3044\u305f\u3053\u3068\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u308b\u3060\u3051\u3067\u3059\u3002\n\n**9\u756a\u76ee\u3067\u3001\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3059\u3082\u306e\u3092\u7d5e\u308a\u307e\u3059\u3002** \u30d5\u30ed\u30f3\u30c8\u304c\u898b\u308b\u306e\u306f\u300c\u3053\u306e\u5ba2\u306f\u652f\u6255\u533a\u5206\u306b\u98df\u3044\u9055\u3044\u304c\u3042\u308b\u300d\u300c\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u307e\u3060\u7121\u3044\u300d\u3068\u3044\u3046\u77ed\u3044\u4e00\u89a7\u3067\u3001**\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u524d\u306b\u4f55\u3092\u78ba\u304b\u3081\u308c\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u6dfb\u4ed8\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u307f\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u4e88\u7d04\u756a\u53f7\u30fb\u5bbf\u6cca\u8005\u30fb\u65e5\u7a0b\u30fb\u90e8\u5c4b\u30fb\u4eba\u6570\u30fb\u98df\u4e8b\u6761\u4ef6\u30fb\u652f\u6255\u533a\u5206\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** 3\u7a2e\u985e\u306e\u4e88\u7d04\u756a\u53f7\u3068\u540d\u524d\u3067\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u3092\u63a2\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u767b\u9332\u5185\u5bb9\u3068\u6bd4\u3079\u3001\u9805\u76ee\u3054\u3068\u306b `match` \uff0f `mismatch` \uff0f `unclear` \u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u4e00\u81f4\u3057\u305f\u3082\u306e\u306f\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u4e88\u7d04\u306b\u7d10\u4ed8\u3051\u308b\u3002\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u3082\u306e\u306f\u4e88\u7d04\u8ab2\u306e\u4e00\u89a7\u306b\u5165\u308b","**\u3010\u4eba\u3011** \u4e88\u7d04\u8ab2\u306e\u8077\u54e1\u304c\u3001\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u304b\u4e88\u7d04\u3092\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** \u5230\u7740\u306e\u524d\u65e5\u306e\u671d\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7121\u3044\u4e88\u7d04\u3068\u3001\u98df\u3044\u9055\u3044\u304c\u89e3\u3051\u3066\u3044\u306a\u3044\u4e88\u7d04\u3092\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3059"],"architecture":"```\n\u65c5\u884c\u4f1a\u793e\u304b\u3089\u306e\u82f1\u6587\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\uff08\u30e1\u30fc\u30eb\u306ePDF\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08AnalyzeDocument\uff1aFORMS\uff0fTABLES\uff0fQUERIES\u3002\u8907\u6570\u30da\u30fc\u30b8\u306f StartDocumentAnalysis\uff09\n   \u2502   \u30ad\u30fc\u3068\u5024\u3001\u90e8\u5c4b\u306e\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\n   \u2502   \u2460 \u4e88\u7d04\u756a\u53f73\u7a2e   \u2461 \u5bbf\u6cca\u8005   \u2462 \u65e5\u7a0b\u3068\u90e8\u5c4b   \u2463 \u98df\u4e8b\u6761\u4ef6   \u2464 \u652f\u6255\u533a\u5206\n   \u25bc\nPython \u2500\u2500 \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u3092\u63a2\u3057\u3001\u9805\u76ee\u3054\u3068\u306b\u6bd4\u3079\u308b\n   \u25bc\n\u5224\u5b9a\uff08match \uff0f mismatch \uff0f unclear \uff0f not_found\uff09\n   \u25bc\n\u3010\u4e88\u7d04\u8ab2\u304c\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u82f1\u6587\u306e\u4e0b\u66f8\u304d\uff09\n   \u2514\u2500\u2500\u25b6 \u5230\u7740\u524d\u65e5\u306e\u4e00\u89a7\u3092\u30d5\u30ed\u30f3\u30c8\u3078\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08AnalyzeDocument\uff0fStartDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u9805\u76ee\u306e\u6574\u5f62\u3001\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u306e\u539f\u6587\u306e\u629c\u304d\u51fa\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u4e88\u7d04\u306e\u691c\u7d22\u3068\u3001\u767b\u9332\u5185\u5bb9\u3068\u306e\u6bd4\u8f03\uff09 | \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u7167\u5408\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u30d0\u30a6\u30c1\u30e3\u30fc\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u6bd4\u8f03\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u304b\u3089\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u6dfb\u4ed8\u3092\u79fb\u3059\u90e8\u5206\u306f\u3001\u4f7f\u3063\u3066\u3044\u308b\u30e1\u30fc\u30eb\u306e\u4ed5\u7d44\u307f\u306b\u5408\u308f\u305b\u305f\u500b\u5225\u306e\u5b9f\u88c5\u306b\u306a\u308a\u307e\u3059\u3002** \u8ee2\u9001\u306e\u30eb\u30fc\u30eb\u3067\u5c02\u7528\u306e\u53d7\u4fe1\u5148\u3078\u9001\u308b\u304b\u3001\u5b9a\u6642\u306b\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u3092\u8aad\u307f\u306b\u3044\u304f\u304b\u3092\u3001\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u306e\u62c5\u5f53\u3068\u6c7a\u3081\u307e\u3059\u3002\n\n**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u5951\u7d04\u6761\u4ef6\u306e\u4e00\u89a7\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u3068\u81ea\u793e\u306e\u98df\u4e8b\u30d7\u30e9\u30f3\u306e\u5bfe\u5fdc\u8868**\u3068\u3001**\u652f\u6255\u533a\u5206\u306e\u8a00\u3044\u56de\u3057\u306e\u4e00\u89a7**\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u65e5\u672c\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u6b27\u5dde\u306e\u65c5\u884c\u4f1a\u793e\u306e\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3082\u8aad\u3081\u307e\u3059\u3002\n\n**\u30d0\u30a6\u30c1\u30e3\u30fc\u306f1\u30da\u30fc\u30b8\u306e\u3082\u306e\u304c\u307b\u3068\u3093\u3069\u306a\u306e\u3067\u3001\u540c\u671f\u306e AnalyzeDocument \u3067\u8aad\u307f\u307e\u3059\u3002** \u540c\u671f\u306e\u51e6\u7406\u306fJPEG\u3001PNG\u3001PDF\u3001TIFF\u306710MB\u3001PDF\u3068TIFF\u306f1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002**2\u30da\u30fc\u30b8\u4ee5\u4e0a\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3060\u3051\u3001\u975e\u540c\u671f\u306e StartDocumentAnalysis \u306b\u56de\u3057\u307e\u3059\u3002** \u540c\u671f\u306a\u3089\u547c\u3073\u51fa\u3057\u306e\u5fdc\u7b54\u3067\u7d50\u679c\u304c\u8fd4\u308b\u306e\u3067\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u5f85\u3064\u4ed5\u7d44\u307f\u304c\u8981\u308a\u307e\u305b\u3093\u3002\n\n**\u8cea\u554f\uff08Queries\uff09\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u305a\u3001\u540c\u671f\u306e\u51e6\u7406\u3067\u306f1\u30da\u30fc\u30b815\u4ef6\u307e\u3067\u3067\u3059\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u9805\u76ee\u306f\u3053\u308c\u306b\u53ce\u307e\u308a\u307e\u3059\u3002\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3067\u306f\u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u307f\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u4e88\u7d04\u8ab2\u306e\u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9\u306b\u3001\u65c5\u884c\u4f1a\u793e\u306e\u30c9\u30e1\u30a4\u30f3\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u4fdd\u5b58\u3059\u308b\u4ed5\u7d44\u307f\u3092\u7f6e\u304d\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**\u5c4a\u3044\u305f\u6642\u70b9\u30671\u4ef6\u305a\u3064\u51e6\u7406\u3057\u307e\u3059\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306f\u4e88\u7d04\u306e\u78ba\u5b9a\u5f8c\u306b\u5c4a\u304f\u306e\u3067\u3001**\u5230\u7740\u306e\u6570\u65e5\u524d\u306b\u98df\u3044\u9055\u3044\u304c\u5206\u304b\u308c\u3070\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u6642\u9593\u304c\u6b8b\u308a\u307e\u3059\u3002** \u524d\u65e5\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u3068\u3001\u65c5\u884c\u4f1a\u793e\u306e\u55b6\u696d\u6642\u9593\u304c\u7d42\u308f\u3063\u3066\u3044\u3066\u554f\u3044\u5408\u308f\u305b\u304c\u9593\u306b\u5408\u3044\u307e\u305b\u3093\u3002\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u6bce\u671d\u306e\u5b9a\u6642\u306e\u51e6\u7406\u3067\u3059\u3002** \u7fcc\u65e5\u306b\u5230\u7740\u3059\u308b\u4e88\u7d04\u306e\u3046\u3061\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u7d10\u4ed8\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3068\u3001\u98df\u3044\u9055\u3044\u304c\u89e3\u3051\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u4e00\u89a7\u306b\u3057\u3066\u30d5\u30ed\u30f3\u30c8\u3078\u56de\u3057\u307e\u3059\u3002**\u50ac\u4fc3\u306e\u4f5c\u696d\u304c\u3001\u524d\u65e5\u306e\u5915\u65b9\u304b\u3089\u5f53\u65e5\u306e\u671d\u3078\u79fb\u308a\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30d0\u30a6\u30c1\u30e3\u30fc | PDF\u307e\u305f\u306f\u753b\u50cf\u3002\u4e88\u7d04\u756a\u53f7\u3001\u5bbf\u6cca\u8005\u3001\u65e5\u7a0b\u3001\u90e8\u5c4b\u3001\u4eba\u6570\u3001\u98df\u4e8b\u6761\u4ef6\u3001\u652f\u6255\u533a\u5206 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u30ad\u30fc\u3068\u5024\u3001\u8868\u3068\u30bb\u30eb\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u5168\u6587\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u4e88\u7d04\u306e\u767b\u9332\u5185\u5bb9 | \u4e88\u7d04\u756a\u53f73\u7a2e\u3001\u5bbf\u6cca\u8005\u540d\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u90e8\u5c4b\u306e\u7a2e\u985e\u3068\u6570\u3001\u4eba\u6570\u3001\u98df\u4e8b\u30d7\u30e9\u30f3\u3001\u652f\u6255\u533a\u5206 | \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 |\n| \u5bfe\u5fdc\u8868 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u3068\u81ea\u793e\u306e\u98df\u4e8b\u30d7\u30e9\u30f3\u3001\u652f\u6255\u533a\u5206\u306e\u8a00\u3044\u56de\u3057\u3068\u81ea\u793e\u306e\u533a\u5206 | \u4e88\u7d04\u8ab2\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u5bfe\u5fdc\u8868\u3067\u3059\u3002** \u540c\u3058 `HB` \u3067\u3082\u3001\u65c5\u884c\u4f1a\u793e\u306b\u3088\u3063\u3066\u671d\u5915\u98df\u304b\u671d\u663c\u98df\u304b\u304c\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u7565\u8a9e\u3084\u8a00\u3044\u56de\u3057\u306f `unclear` \u306b\u3057\u3066\u4eba\u306b\u898b\u305b\u3001\u78ba\u304b\u3081\u305f\u3089\u8868\u306b\u8db3\u3057\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f AnalyzeDocument \u306b S3 \u306e\u5834\u6240\uff08`Document` \u306e `S3Object`\uff09\u3068 `FeatureTypes` \u3092\u6e21\u3057\u307e\u3059\u3002**\u540c\u671f\u306e\u51e6\u7406\u306a\u306e\u3067\u3001\u5fdc\u7b54\u306b\u305d\u306e\u307e\u307e\u7d50\u679c\u306e\u30d6\u30ed\u30c3\u30af\u304c\u5165\u3063\u3066\u3044\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u90e8\u5c4b\u306e\u8868\u3001\u6587\u7ae0\u3067\u66f8\u304b\u308c\u305f\u652f\u6255\u533a\u5206 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u7b54\u3048\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `HumanLoopConfig` | \u6307\u5b9a\u3057\u306a\u3044 | \u4eba\u306e\u78ba\u8a8d\u306f\u81ea\u793e\u306e\u4e00\u89a7\u3067\u884c\u3046 |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `AGENT_REF` | What is the agent's booking reference number? |\n| `HOTEL_CONF` | What is the hotel confirmation number? |\n| `LEAD_GUEST` | What is the lead guest's name? |\n| `CHECK_IN` | What is the check-in date? |\n| `CHECK_OUT` | What is the check-out date? |\n| `ROOM_TYPE` | What is the room type? |\n| `MEAL_PLAN` | What is the meal plan or board basis? |\n| `PAYMENT` | Who pays for the accommodation? |\n| `EXTRAS` | Who pays for extras? |\n\n**`HumanLoopConfig` \u3092\u6307\u5b9a\u3057\u306a\u3044\u306e\u306f\u3001\u4eba\u306e\u78ba\u8a8d\u3092 AWS \u306e\u5916\u306e\u4ed5\u7d44\u307f\u3067\u884c\u3046\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306eAPI\u306e\u8aac\u660e\u3067\u3082\u3001\u3053\u306e\u8a2d\u5b9a\u304c\u4f7f\u3046 Amazon Augmented AI \u306f2026\u5e747\u6708\u306b\u4fdd\u5b88\u306e\u6bb5\u968e\u306b\u5165\u308a\u65b0\u898f\u306e\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044\u3001\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u98df\u3044\u9055\u3044\u306e\u4e00\u89a7\u306f\u3001\u4e88\u7d04\u8ab2\u306e\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u652f\u6255\u533a\u5206\u306e\u7b54\u3048\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `prepaid`\u3001`bill to`\u3001`direct` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002HTML\u306e\u30e1\u30fc\u30eb\u672c\u6587\u3060\u3051\u3067\u5c4a\u3044\u305f\u30d0\u30a6\u30c1\u30e3\u30fc\u306fPDF\u306b\u3057\u307e\u3059\n2. **\u30da\u30fc\u30b8\u6570\u3068\u30b5\u30a4\u30ba\u306e\u78ba\u8a8d** \u2026 1\u30da\u30fc\u30b8\u30fb10MB\u306b\u53ce\u307e\u308c\u3070\u540c\u671f\u3001\u53ce\u307e\u3089\u306a\u3051\u308c\u3070\u975e\u540c\u671f\u306b\u56de\u3057\u307e\u3059\n3. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u7121\u3044\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n4. **\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u5ba2\u304c\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u898b\u305b\u305f\u753b\u9762\u306e\u5199\u771f\u306f\u3001\u3053\u3053\u3067\u4e0b\u56de\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059**\n5. **\u65c5\u884c\u4f1a\u793e\u306e\u7279\u5b9a** \u2026 \u9001\u4fe1\u5143\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u65c5\u884c\u4f1a\u793e\u3092\u5f15\u304d\u3001\u5bfe\u5fdc\u8868\u3092\u9078\u3073\u307e\u3059\n6. **\u91cd\u8907\u306e\u78ba\u8a8d** \u2026 \u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u65e2\u306b\u7d10\u4ed8\u3044\u3066\u3044\u308c\u3070\u3001\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u6271\u3044\u307e\u3059\n\n**4\u756a\u76ee\u306b\u5f53\u305f\u3063\u305f\u3082\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u3092\u8a66\u3055\u305a\u306b\u65c5\u884c\u4f1a\u793e\u3078PDF\u3092\u983c\u307f\u307e\u3059\u3002** \u753b\u9762\u3092\u64ae\u3063\u305f\u5199\u771f\u306f\u6587\u5b57\u304c\u5c0f\u3055\u304f\u3001\u8aad\u3081\u305f\u90e8\u5206\u3060\u3051\u3067\u6bd4\u3079\u308b\u3068\u3001\u8aad\u3081\u306a\u304b\u3063\u305f\u9805\u76ee\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306f\u3001\u65c5\u884c\u4f1a\u793e\u304c\u5909\u66f4\u306e\u305f\u3073\u306b\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u51fa\u3057\u76f4\u3059\u305f\u3081\u306b\u8981\u308a\u307e\u3059\u3002** \u6cca\u6570\u306e\u5909\u66f4\u3084\u540c\u884c\u8005\u306e\u8ffd\u52a0\u3067\u3001\u540c\u3058\u4e88\u7d04\u306b2\u679a\u76ee\u30013\u679a\u76ee\u304c\u5c4a\u304d\u307e\u3059\u3002**\u6700\u65b0\u306e\u7248\u3067\u6bd4\u3079\u3001\u524d\u306e\u7248\u3068\u306e\u5dee\u3082\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3001\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u306e\u539f\u6587\u3092\u629c\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u6bd4\u8f03\u3068\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u9805\u76ee | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u4e88\u7d04\u756a\u53f7 | \u65c5\u884c\u4f1a\u793e\u30fb\u30db\u30fc\u30eb\u30bb\u30e9\u30fc\u30fb\u30db\u30c6\u30eb\u306e3\u7a2e\u3092\u533a\u5225\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u533a\u5225\u304c\u3064\u304b\u306a\u3051\u308c\u3070 `reference_unknown` \u306b\u5165\u308c\u308b |\n| \u5bbf\u6cca\u8005 | \u66f8\u304b\u308c\u305f\u9806\u306e\u307e\u307e\u3001\u59d3\u3068\u540d\u3092\u5206\u3051\u305a\u306b\u539f\u6587\u3067 | \u5206\u3051\u3089\u308c\u308b\u3068\u304d\u3060\u3051\u59d3\u3068\u540d\u3092\u6dfb\u3048\u308b |\n| \u65e5\u7a0b | \u5230\u7740\u65e5\u30fb\u51fa\u767a\u65e5\u30fb\u6cca\u6570\u3092\u539f\u6587\u3068\u89e3\u91c8\u3057\u305f\u5024\u3067 | \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u90e8\u5c4b\u3068\u4eba\u6570 | \u90e8\u5c4b\u306e\u7a2e\u985e\u30fb\u6570\u30fb\u5927\u4eba\u3068\u5b50\u3069\u3082\u306e\u4eba\u6570 | \u8868\u306e\u884c\u3054\u3068\u306b\u5206\u3051\u308b |\n| \u98df\u4e8b\u6761\u4ef6 | \u539f\u6587\u306e\u7565\u8a9e\u3068\u3001\u66f8\u985e\u306e\u4e2d\u306e\u5b9a\u7fa9\u304c\u3042\u308c\u3070\u305d\u306e\u6587 | \u7565\u8a9e\u3060\u3051\u306a\u3089\u539f\u6587\u306e\u307e\u307e |\n| \u652f\u6255\u533a\u5206 | \u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u306e\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u539f\u6587\u306e\u6587 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n\n**\u652f\u6255\u533a\u5206\u306f\u3001\u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u3092\u5206\u3051\u3066\u6301\u3061\u307e\u3059\u3002** `Room and breakfast prepaid. Extras paid direct.` \u306a\u3089\u3001\u5bbf\u6cca\u4ee3\u306f\u65c5\u884c\u4f1a\u793e\u3001\u8ffd\u52a0\u6599\u91d1\u306f\u5ba2\u3067\u3059\u3002**1\u3064\u306e\u5024\u306b\u307e\u3068\u3081\u308b\u3068\u3001\u3069\u3061\u3089\u306e\u8acb\u6c42\u3067\u98df\u3044\u9055\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u65e5\u4ed8\u306f\u3001\u6708\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\uff08`12 Nov 2026`\uff09\u304b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u306e\u6570\u5b57\u304b\u3001\u65e5\u304b\u6708\u306e\u4e00\u65b9\u304c13\u4ee5\u4e0a\u306e\u3068\u304d\u3060\u3051\u89e3\u91c8\u3057\u307e\u3059\u3002** \u30d0\u30a6\u30c1\u30e3\u30fc\u306f\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u306e2\u3064\u304c\u4e26\u3076\u306e\u3067\u3001**\u6cca\u6570\u3068\u7167\u3089\u305b\u3070\u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3053\u3068\u3082\u591a\u3044**\u306e\u3067\u3059\u304c\u3001\u305d\u306e\u63a8\u8ad6\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u6bd4\u8f03\u306e\u7d50\u8ad6 | \u6bd4\u8f03\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3002\u5dee\u306e\u6271\u3044\u306f\u4e88\u7d04\u8ab2\u306e\u898f\u5247 |\n| \u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u306e\u8aad\u307f\u66ff\u3048 | \u65c5\u884c\u4f1a\u793e\u3054\u3068\u306b\u610f\u5473\u304c\u9055\u3046\u3002\u5bfe\u5fdc\u8868\u3067\u7a81\u304d\u5408\u308f\u305b\u308b |\n| \u652f\u6255\u533a\u5206\u306e\u63a8\u6e2c | \u300c\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3060\u304b\u3089\u524d\u6255\u3044\u3060\u308d\u3046\u300d\u3068\u57cb\u3081\u308b\u3068\u3001\u8acb\u6c42\u3092\u8aa4\u308b |\n| \u6599\u91d1\u306e\u8a08\u7b97\u3001\u8acb\u6c42\u984d\u306e\u78ba\u5b9a | \u5951\u7d04\u6761\u4ef6\u306e\u89e3\u91c8\u306f\u4e88\u7d04\u8ab2 |\n| \u5bbf\u6cca\u8005\u306e\u540d\u524d\u306e\u7db4\u308a\u306e\u4fee\u6b63 | \u5225\u4eba\u3092\u540c\u3058\u4eba\u306b\u3057\u3066\u3057\u307e\u3046 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u652f\u6255\u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u6e21\u3059\u3068\u3001\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3068\u3044\u3046\u6587\u8108\u304b\u3089 `Prepaid` \u3068\u66f8\u304d\u307e\u3059\u3002**\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u306f\u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3057\u3066\u3001\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u9805\u76ee\u306b\u3057\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u306e\u4e88\u7d04\u8ab2\u3067\u3001\u6d77\u5916\u306e\u65c5\u884c\u4f1a\u793e\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u5bbf\u6cca\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\n\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nreferences\uff08agent_ref\u3001wholesaler_ref\u3001hotel_conf\uff09\u3001guests\u3001\ncheck_in\u3001check_out\u3001nights\u3001rooms\uff08room_type\u3001count\u3001adults\u3001children\uff09\u3001\nmeal_plan\u3001payment\uff08room_raw\u3001extras_raw\uff09\u3001issue_date\u3002\n\u5404\u9805\u76ee\u306b raw\uff08\u8aad\u3093\u3060\u6587\u5b57\u5217\u305d\u306e\u307e\u307e\uff09\u3001status\u3001source \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u8cea\u554f\u306e\u7b54\u3048\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- ambiguous .. \u8aad\u307f\u65b9\u304c\u8907\u6570\u3042\u308b\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4e88\u7d04\u756a\u53f7\u306e\u6271\u3044\u3011\n- 3\u7a2e\u985e\u306e\u756a\u53f7\u3092\u533a\u5225\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u3001\u305d\u308c\u305e\u308c\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u533a\u5225\u304c\u3064\u304b\u306a\u3044\u756a\u53f7\u306f reference_unknown \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u98df\u4e8b\u6761\u4ef6\u3068\u652f\u6255\u533a\u5206\u306e\u6271\u3044\u3011\n- meal_plan \u306f\u7565\u8a9e\u3092\u8aad\u307f\u66ff\u3048\u305a\u3001raw \u306b\u539f\u6587\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u985e\u306e\u4e2d\u306b\u7565\u8a9e\u306e\u5b9a\u7fa9\u304c\u3042\u308c\u3070 definition_raw \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- payment \u306f\u5bbf\u6cca\u4ee3\uff08room_raw\uff09\u3068\u8ffd\u52a0\u6599\u91d1\uff08extras_raw\uff09\u3092\u5206\u3051\u3001\u539f\u6587\u306e\u6587\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u652f\u6255\u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u524d\u6255\u3044\u3068\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65e5\u4ed8\u306e\u6271\u3044\u3011\n- raw \u306b\u539f\u6587\u3092\u5165\u308c\u3001\u6708\u306e\u540d\u524d\u304c\u3042\u308b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u3067\u3042\u308b\u3001\u65e5\u307e\u305f\u306f\u6708\u306e\n  \u4e00\u65b9\u304c13\u4ee5\u4e0a\u3067\u3042\u308b\u3001\u306e\u3069\u308c\u304b\u306e\u3068\u304d\u3060\u3051 value \u306b YYYY-MM-DD \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u8acb\u6c42\u3092\u3069\u3046\u3059\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bbf\u6cca\u8005\u306e\u540d\u524d\u306e\u7db4\u308a\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30d0\u30a6\u30c1\u30e3\u30fc\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f document_type \u3092 other \u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- inquiry_draft \u306b\u306f\u3001missing \u3068 ambiguous \u306e\u9805\u76ee\u306b\u3064\u3044\u3066\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\n  \u82f1\u6587\u306e\u6587\u6848\u3092\u3001\u7c21\u6f54\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u65c5\u884c\u4f1a\u793e\u3011{agent_name}\n```\n\n**\u300c\u65c5\u884c\u4f1a\u793e\u7d4c\u7531\u3067\u3042\u308b\u3053\u3068\u304b\u3089\u524d\u6255\u3044\u3068\u63a8\u6e2c\u3057\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u63a8\u6e2c\u3057\u307e\u3059\u3002** \u5b9f\u969b\u306b\u524d\u6255\u3044\u306e\u4e88\u7d04\u304c\u591a\u3044\u306e\u3067\u3001\u63a8\u6e2c\u306f\u305f\u3044\u3066\u3044\u5f53\u305f\u308a\u307e\u3059\u3002**\u5916\u308c\u305f1\u4ef6\u304c\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u3067\u5ba2\u306b\u8acb\u6c42\u3057\u305d\u3053\u306d\u308b1\u4ef6\u3067\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"agent\": \"\",\n  \"references\": { \"agent_ref\": \"\", \"wholesaler_ref\": \"\", \"hotel_conf\": \"\", \"reference_unknown\": [] },\n  \"guests\": [ { \"raw\": \"\", \"status\": \"\" } ],\n  \"check_in\": { \"raw\": \"\", \"value\": \"\", \"status\": \"\" },\n  \"check_out\": { \"raw\": \"\", \"value\": \"\", \"status\": \"\" },\n  \"rooms\": [ { \"room_type_raw\": \"\", \"count\": 0, \"adults\": 0, \"children\": 0 } ],\n  \"meal_plan\": { \"raw\": \"HB\", \"definition_raw\": \"\", \"status\": \"\" },\n  \"payment\": { \"room_raw\": \"\", \"extras_raw\": \"\", \"status\": \"\" },\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u6bd4\u8f03\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u4e88\u7d04\u756a\u53f73\u7a2e\u3068\u540d\u524d\u3067\u4e88\u7d04\u3092\u63a2\u3057\u3001\u9805\u76ee\u3054\u3068\u306b\u6b21\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `match` | \u4e88\u7d04\u304c\u898b\u3064\u304b\u308a\u3001\u65e5\u7a0b\u30fb\u90e8\u5c4b\u30fb\u4eba\u6570\u30fb\u98df\u4e8b\u30fb\u652f\u6255\u533a\u5206\u304c\u3059\u3079\u3066\u4e00\u81f4 |\n| `mismatch` | \u3069\u308c\u304b\u304c\u767b\u9332\u3068\u9055\u3046\u3002**\u652f\u6255\u533a\u5206\u306e\u9055\u3044\u306f\u8d64\u3044\u5370** |\n| `unclear` | \u5bfe\u5fdc\u8868\u306b\u7121\u3044\u7565\u8a9e\u30fb\u8a00\u3044\u56de\u3057\u3001`ambiguous` \u306e\u65e5\u4ed8 |\n| `not_found` | \u4e88\u7d04\u756a\u53f7\u3067\u3082\u540d\u524d\u3067\u3082\u4e88\u7d04\u304c\u898b\u3064\u304b\u3089\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u652f\u6255\u533a\u5206\u3092\u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u306b\u5206\u3051\u3066\u6bd4\u3079\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u652f\u6255\u533a\u5206\u30822\u3064\u306b\u5206\u304b\u308c\u3066\u3044\u308c\u3070\u3001**\u3069\u3061\u3089\u3067\u98df\u3044\u9055\u3063\u305f\u306e\u304b\u304c\u30d5\u30ed\u30f3\u30c8\u306b\u305d\u306e\u307e\u307e\u4f1d\u308f\u308a\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`inquiry_draft` \u3067\u554f\u3044\u5408\u308f\u305b\u304c\u901f\u304f\u306a\u308b\u3053\u3068\u3067\u3059\u3002** \u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u6587\u3067\u3001\u9805\u76ee\u304c\u6c7a\u307e\u3063\u3066\u3044\u307e\u3059\u3002\u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308b\u3060\u3051\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30e1\u30fc\u30eb\u30dc\u30c3\u30af\u30b9 | \u6dfb\u4ed8\u306e\u4fdd\u5b58 | \u65c5\u884c\u4f1a\u793e\u304b\u3089\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u540c\u671f\uff0f\u975e\u540c\u671f\uff09 | \u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u8aad\u3080 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u9805\u76ee\u306e\u6574\u5f62\u3068\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 | \u8aad\u307f\u53d6\u308a\uff08\u4e88\u7d04\u306e\u691c\u7d22\uff09 | \u4e88\u7d04\u756a\u53f7\u3068\u540d\u524d\u3067\u4e88\u7d04\u3092\u5f15\u304f |\n| \u4e88\u7d04\u30b7\u30b9\u30c6\u30e0 | \u66f8\u304d\u8fbc\u307f\uff08\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7d10\u4ed8\u3051\u3068\u78ba\u8a8d\u306e\u5370\uff09 | \u4e00\u81f4\u3057\u305f\u3082\u306e\u3060\u3051\u7d10\u4ed8\u3051\u308b |\n| \u30d5\u30ed\u30f3\u30c8\u306e\u4e00\u89a7 | \u6bce\u671d\u306e\u51fa\u529b | \u7fcc\u65e5\u5230\u7740\u306e\u8981\u78ba\u8a8d\u306e\u4e88\u7d04 |\n\n**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u7d10\u4ed8\u3051\u3068\u78ba\u8a8d\u306e\u5370\u3060\u3051\u3067\u3059\u3002** \u65e5\u7a0b\u3084\u652f\u6255\u533a\u5206\u306e\u5024\u306f\u66f8\u304d\u63db\u3048\u307e\u305b\u3093\u3002**\u98df\u3044\u9055\u3044\u3092\u76f4\u3059\u306e\u306f\u8077\u54e1\u3067\u3001\u65c5\u884c\u4f1a\u793e\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u3067\u3059\u3002**\n\n**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306bAPI\u304c\u7121\u3044\u5834\u5408\u306f\u3001\u6bce\u671d\u306e\u4e88\u7d04\u306e\u51fa\u529b\u30d5\u30a1\u30a4\u30eb\u3067\u4ee3\u3048\u307e\u3059\u3002** \u5230\u7740\u4e88\u5b9a\u306e\u4e88\u7d04\u3092\u51fa\u529b\u3057\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306e\u96a3\u306b\u7f6e\u3044\u3066 Python \u304c\u8aad\u307f\u307e\u3059\u3002**\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u5165\u3063\u305f\u4e88\u7d04\u3068\u306f\u7167\u3089\u305b\u306a\u3044\u306e\u3067\u3001`not_found` \u306f\u7fcc\u671d\u306b\u3082\u3046\u4e00\u5ea6\u6bd4\u3079\u76f4\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4e88\u7d04\u8ab2\u306e\u8077\u54e1\u304c\u958b\u304f\u306e\u306f\u3001`mismatch`\u3001`unclear`\u3001`not_found` \u306e\u4e88\u7d04\u3067\u3059\u3002** `match` \u306e\u4e88\u7d04\u306f\u3001\u7d10\u4ed8\u3044\u305f\u3053\u3068\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\n\n1. **\u652f\u6255\u533a\u5206\u306e `mismatch` \u3092\u5148\u306b\u898b\u308b** \u2026 \u753b\u50cf\u3067\u539f\u6587\u3092\u78ba\u304b\u3081\u3001\u5951\u7d04\u6761\u4ef6\u306e\u4e00\u89a7\u3068\u7167\u3089\u3057\u307e\u3059\n2. **`not_found` \u3092\u7247\u4ed8\u3051\u308b** \u2026 \u4e88\u7d04\u306e\u767b\u9332\u6f0f\u308c\u304b\u3001\u5225\u306e\u30db\u30c6\u30eb\u5b9b\u3066\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`unclear` \u3092\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u304b\u6c7a\u3081\u308b** \u2026 \u65b0\u3057\u3044\u7565\u8a9e\u3084\u8a00\u3044\u56de\u3057\u306f\u3001\u78ba\u304b\u3081\u3066\u304b\u3089\u8868\u306b\u8db3\u3057\u307e\u3059\n4. **\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u8077\u54e1\u304c\u884c\u3044\u307e\u3059**\n\n**\u30d5\u30ed\u30f3\u30c8\u306f\u3001\u5230\u7740\u524d\u65e5\u306e\u4e00\u89a7\u3092\u898b\u3066\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306b\u81e8\u307f\u307e\u3059\u3002** \u652f\u6255\u533a\u5206\u306b\u98df\u3044\u9055\u3044\u304c\u6b8b\u3063\u3066\u3044\u308b\u5ba2\u306b\u306f\u3001**\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u6642\u70b9\u3067\u300c\u5bbf\u6cca\u4ee3\u306f\u65c5\u884c\u4f1a\u793e\u306b\u304a\u652f\u6255\u3044\u6e08\u307f\u3067\u3059\u304b\u300d\u3068\u78ba\u304b\u3081\u308b**\u3053\u3068\u304c\u3067\u304d\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u5834\u3067\u63c9\u3081\u305a\u306b\u6e08\u307f\u307e\u3059\u3002\n\n**`match` \u306e\u4e88\u7d04\u3092\u958b\u304b\u306a\u3044\u8a2d\u8a08\u3092\u3001\u6761\u4ef6\u4ed8\u304d\u306e\u78ba\u8a8d\u306b\u3057\u3066\u3044\u308b\u7406\u7531\u306f\u3053\u3053\u306b\u3042\u308a\u307e\u3059\u3002** \u5168\u9805\u76ee\u304c\u4e00\u81f4\u3057\u305f\u3082\u306e\u307e\u3067\u958b\u304f\u3068\u30015\u5206\u304c2\u5206\u306b\u306a\u308a\u307e\u305b\u3093\u3002**\u305f\u3060\u3057\u6bce\u6708\u3001`match` \u306e\u4e88\u7d04\u304b\u308920\u4ef6\u3092\u629c\u304d\u51fa\u3057\u3066\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3001\u6bd4\u8f03\u306e\u898f\u5247\u306b\u6f0f\u308c\u304c\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u30d0\u30a6\u30c1\u30e3\u30fc\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u4e88\u7d04\u8ab2\u306e\u624b\u4f5c\u696d\u306e\u5217\u3078 |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u30d0\u30a6\u30c1\u30e3\u30fc | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| 2\u30da\u30fc\u30b8\u4ee5\u4e0a\u30fb10MB\u8d85 | \u975e\u540c\u671f\u306e StartDocumentAnalysis \u306b\u56de\u3059 |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u65c5\u884c\u4f1a\u793e\u306b\u4fdd\u8b77\u306e\u7121\u3044\u3082\u306e\u3092\u983c\u3080** |\n| 1\u679a\u306b\u8907\u6570\u306e\u90e8\u5c4b\u30fb\u8907\u6570\u306e\u4e88\u7d04 | \u8868\u306e\u884c\u3054\u3068\u306b\u5206\u3051\u3001\u4e88\u7d04\u3054\u3068\u306b\u6bd4\u3079\u308b |\n| \u5225\u306e\u30db\u30c6\u30eb\u5b9b\u3066\u306e\u30d0\u30a6\u30c1\u30e3\u30fc | `not_found`\u3002\u65c5\u884c\u4f1a\u793e\u306b\u77e5\u3089\u305b\u308b |\n| \u540c\u3058\u4e88\u7d04\u306e\u65b0\u3057\u3044\u7248 | \u6700\u65b0\u306e\u7248\u3067\u6bd4\u3079\u3001\u524d\u306e\u7248\u3068\u306e\u5dee\u3092\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u8aad\u307f\u53d6\u308a\u306e\u547c\u3073\u51fa\u3057\u304c\u5931\u6557\u3059\u308b | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3057\u3001\u518d\u8a66\u884c\u3002**\u7d10\u4ed8\u3051\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0b\u304b\u30893\u884c\u76ee\u306f\u3001\u601d\u3063\u305f\u3088\u308a\u8d77\u304d\u307e\u3059\u3002** \u7cfb\u5217\u306e\u30db\u30c6\u30eb\u3084\u8fd1\u96a3\u306e\u540c\u3058\u540d\u524d\u306e\u30db\u30c6\u30eb\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u3001\u9593\u9055\u3063\u3066\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**`not_found` \u3092\u653e\u7f6e\u305b\u305a\u65c5\u884c\u4f1a\u793e\u306b\u77e5\u3089\u305b\u308b\u3068\u3001\u5230\u7740\u3057\u305f\u5ba2\u304c\u5225\u306e\u30db\u30c6\u30eb\u306b\u4e88\u7d04\u3057\u3066\u3044\u305f\u3001\u3068\u3044\u3046\u5834\u9762\u3092\u524d\u3082\u3063\u3066\u9632\u3052\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u4fe1\u5143\u3001\u65c5\u884c\u4f1a\u793e\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\u3068\u3001Python \u306e\u6bd4\u8f03\u306e\u7d50\u679c\n- **\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u5bfe\u5fdc\u8868\u306e\u7248**\n- **\u8077\u54e1\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\u3001\u4e88\u7d04\u306e\u4fee\u6b63\u306e\u8a18\u9332\n\n**\u5bfe\u5fdc\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u65c5\u884c\u4f1a\u793e\u306e\u7565\u8a9e\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u5951\u7d04\u306e\u66f4\u65b0\u3067\u98df\u4e8b\u30d7\u30e9\u30f3\u306e\u540d\u524d\u304c\u5909\u308f\u308b\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u306e\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u304b\u308930\u679a\u3092\u9078\u3076\uff08**\u652f\u6255\u533a\u5206\u304c\u6587\u7ae0\u3067\u66f8\u304b\u308c\u305f\u3082\u306e\u3001`HB` \u306a\u3069\u306e\u7565\u8a9e\u306e\u3082\u306e\u3001\u4e88\u7d04\u756a\u53f7\u304c3\u7a2e\u985e\u3042\u308b\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u5ba2\u306e\u540d\u524d\u3068\u4e88\u7d04\u756a\u53f7\u3092\u4e00\u90e8\u4f0f\u305b\u305f\u30b3\u30d4\u30fc\u3092\u4f5c\u308b\n3. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b1\u679a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u4e88\u7d04\u756a\u53f7\u3001\u5bbf\u6cca\u8005\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u90e8\u5c4b\u3001\u4eba\u6570\u3001\u98df\u4e8b\u6761\u4ef6\u3001\u652f\u6255\u533a\u5206\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u98df\u4e8b\u6761\u4ef6\u306e\u7565\u8a9e\u306f\u8aad\u307f\u66ff\u3048\u305a\u306b\u305d\u306e\u307e\u307e\u66f8\u304d\u3001\u652f\u6255\u533a\u5206\u306f\u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u3092\u5206\u3051\u3066\u539f\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f\u300e\u8a18\u8f09\u306a\u3057\u300f\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u51fa\u3066\u304d\u305f\u7d50\u679c\u3092\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u767b\u9332\u3068\u898b\u6bd4\u3079\u308b\n\n**30\u679a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u652f\u6255\u533a\u5206\u3092\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u652f\u6255\u533a\u5206\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u6bd4\u8f03\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u652f\u6255\u533a\u5206\u3092\u300c\u524d\u6255\u3044\u300d\u3068\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u7565\u8a9e\u3092\u52dd\u624b\u306b\u8aad\u307f\u66ff\u3048\u305f | \u6307\u793a\u3067\u76f4\u308b\u3002\u5bfe\u5fdc\u8868\u3092\u5148\u306b\u4f5c\u308b |\n\n**2\u884c\u76ee\u304c\u51fa\u305f\u3089\u300130\u679a\u306e\u3046\u3061\u652f\u6255\u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30d0\u30a6\u30c1\u30e3\u30fc\u304c\u4f55\u679a\u3042\u3063\u305f\u304b\u3082\u6570\u3048\u3066\u304f\u3060\u3055\u3044\u3002** \u305d\u306e\u5272\u5408\u304c\u3001\u672c\u756a\u3067\u65c5\u884c\u4f1a\u793e\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u4ef6\u6570\u306e\u76ee\u5b89\u306b\u306a\u308a\u307e\u3059\u3002**\u591a\u3044\u65c5\u884c\u4f1a\u793e\u306b\u306f\u3001\u66f8\u5f0f\u305d\u306e\u3082\u306e\u306b\u652f\u6255\u533a\u5206\u306e\u6b04\u3092\u5165\u308c\u3066\u3082\u3089\u3046\u76f8\u8ac7\u3092\u5148\u306b\u59cb\u3081\u307e\u3059\u3002**","minimal_setup_short":"\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305b\u308b \uff0f 1\u679a\u3054\u3068\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u3068\u6bd4\u3079\u3066\u98df\u3044\u9055\u3044\u306e\u4e00\u89a7\u3068\u30d5\u30ed\u30f3\u30c8\u5411\u3051\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3001\u6574\u5f62\u3001\u6bd4\u8f03\u3001\u7d10\u4ed8\u3051\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u98df\u3044\u9055\u3044\u306e\u96c6\u8a08\u3001\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u672a\u7740\u306e\u81ea\u52d5\u306e\u50ac\u4fc3 \uff0f \u53d7\u9818\u304b\u3089\u65c5\u884c\u4f1a\u793e\u306e\u7ba1\u7406\u306e\u6750\u6599\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u6bd4\u8f03\u3068\u7d10\u4ed8\u3051\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u8077\u54e1\u306f\u98df\u3044\u9055\u3044\u306e\u3042\u308b\u4e88\u7d04\u3060\u3051\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**1\u4ef65\u5206\u304c2\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u65c5\u884c\u4f1a\u793e\u306e\u5074\u306e\u7ba1\u7406\u3067\u3059\u3002** \u652f\u6255\u533a\u5206\u306e\u98df\u3044\u9055\u3044\u304c\u591a\u3044\u65c5\u884c\u4f1a\u793e\u3092\u96c6\u8a08\u3057\u3001**\u5951\u7d04\u306e\u898b\u76f4\u3057\u306e\u3068\u304d\u306b\u793a\u3059\u6750\u6599**\u306b\u3057\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30921\u301c2\u304b\u6708\u56de\u3059\u3068\u3001`unclear` \u306e\u591a\u3044\u65c5\u884c\u4f1a\u793e\u3068\u3001\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u8a00\u3044\u56de\u3057\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3067\u5bfe\u5fdc\u8868\u3092\u80b2\u3066\u3066\u304b\u3089\u81ea\u52d5\u306e\u7d10\u4ed8\u3051\u3092\u5e83\u3052\u308b\u307b\u3046\u304c\u3001\u8aa4\u3063\u305f\u7d10\u4ed8\u3051\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u652f\u6255\u533a\u5206\u3092\u300c\u524d\u6255\u3044\u300d\u3067\u57cb\u3081\u308b | **\u63a8\u6e2c\u3092\u7981\u3058\u3001`missing` \u3092\u65c5\u884c\u4f1a\u793e\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u9805\u76ee\u306b\u3059\u308b** |\n| \u5bbf\u6cca\u4ee3\u3068\u8ffd\u52a0\u6599\u91d1\u306e\u652f\u6255\u533a\u5206\u30921\u3064\u306b\u307e\u3068\u3081\u308b | 2\u3064\u306b\u5206\u3051\u3066\u6301\u3061\u3001\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u5074\u30822\u3064\u306b\u3059\u308b |\n| `HB` \u306a\u3069\u306e\u7565\u8a9e\u3092\u52dd\u624b\u306b\u8aad\u307f\u66ff\u3048\u308b | \u539f\u6587\u3092\u6b8b\u3057\u3001\u65c5\u884c\u4f1a\u793e\u3054\u3068\u306e\u5bfe\u5fdc\u8868\u3067\u7a81\u304d\u5408\u308f\u305b\u308b |\n| \u4e88\u7d04\u756a\u53f7\u306e\u7a2e\u985e\u3092\u53d6\u308a\u9055\u3048\u308b | 3\u7a2e\u3092\u533a\u5225\u3057\u3001\u533a\u5225\u3067\u304d\u306a\u3044\u3082\u306e\u306f `reference_unknown` |\n| \u540d\u524d\u306e\u4e26\u3073\u3067\u4e88\u7d04\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u59d3\u3068\u540d\u306e\u9806\u3092\u5165\u308c\u66ff\u3048\u305f\u691c\u7d22\u3082\u8a66\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070\u4eba\u3078 |\n| \u65b0\u3057\u3044\u7248\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u898b\u843d\u3068\u3059 | \u540c\u3058\u4e88\u7d04\u756a\u53f7\u306f\u7248\u3068\u3057\u3066\u6271\u3044\u3001\u5dee\u3092\u51fa\u3059 |\n| \u5225\u306e\u30db\u30c6\u30eb\u5b9b\u3066\u306e\u30d0\u30a6\u30c1\u30e3\u30fc\u3092\u653e\u7f6e\u3059\u308b | `not_found` \u3092\u65c5\u884c\u4f1a\u793e\u306b\u77e5\u3089\u305b\u308b |\n| `match` \u306e\u4e88\u7d04\u3092\u4e00\u5ea6\u3082\u898b\u76f4\u3055\u306a\u3044 | \u6bce\u670820\u4ef6\u3092\u629c\u304d\u51fa\u3057\u3066\u753b\u50cf\u3068\u898b\u6bd4\u3079\u308b |\n| \u5ba2\u304c\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u3067\u898b\u305b\u305f\u753b\u9762\u304c\u8aad\u3081\u306a\u3044 | \u65c5\u884c\u4f1a\u793e\u304b\u3089PDF\u3092\u9001\u3063\u3066\u3082\u3089\u3046\u3002**\u305d\u306e\u5834\u3067\u306f\u8077\u54e1\u304c\u76ee\u3067\u78ba\u304b\u3081\u308b** |\n| \u540c\u884c\u8005\u306e\u540d\u524d\u304c1\u4eba\u5206\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 | \u4eba\u6570\u3067\u6bd4\u3079\u3001\u540d\u524d\u306e\u4e0d\u8db3\u306f `mismatch` \u306b\u305b\u305a\u6ce8\u8a18\u306b\u3068\u3069\u3081\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u652f\u6255\u533a\u5206\u306e\u6271\u3044\u3067\u3001**\u8aa4\u308b\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u5834\u3067\u5ba2\u3068\u5411\u304d\u5408\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u539f\u6587\u3092\u6b8b\u3057\u3001\u5206\u3051\u3066\u6301\u3061\u3001\u63a8\u6e2c\u3055\u305b\u306a\u3044\u3001\u306e3\u3064\u3092\u5b88\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5bbf\u6cca\u8005\u306e\u540d\u524d\u3001\u5230\u7740\u65e5\u3068\u51fa\u767a\u65e5\u3001\u90e8\u5c4b\u3068\u4eba\u6570\u3001\u65c5\u884c\u4f1a\u793e\u3068\u306e\u4e88\u7d04\u756a\u53f7\u3001\u305d\u3057\u3066**\u652f\u6255\u533a\u5206\u3068\u3001\u65c5\u884c\u4f1a\u793e\u3068\u306e\u53d6\u5f15\u306e\u6761\u4ef6**\u3067\u3059\u3002\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u9650\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u30d0\u30a6\u30c1\u30e3\u30fc\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3067\u3001**\u4e88\u7d04\u30b7\u30b9\u30c6\u30e0\u306e\u4e88\u7d04\u30c7\u30fc\u30bf\u3084\u65c5\u884c\u4f1a\u793e\u3068\u306e\u5951\u7d04\u306e\u6599\u91d1\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u6bd4\u8f03\u306f\u793e\u5185\u306e Python \u3067\u884c\u3044\u307e\u3059\n2. **\u4e88\u7d04\u306e\u5024\u3092\u81ea\u52d5\u3067\u66f8\u304d\u63db\u3048\u306a\u3044** \u2026 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Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-07 |\n| AnalyzeDocument \u304c\u540c\u671f\u306e\u51e6\u7406\u3067\u3042\u308b\u3053\u3068\u3002`Document` \u306b S3 \u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304b\u30d0\u30a4\u30c8\u5217\u3092\u6e21\u3059\u3053\u3068\u3002`FeatureTypes`\uff08TABLES\uff0fFORMS\uff0fQUERIES\uff0fSIGNATURES\uff0fLAYOUT\uff09\u3068 `QueriesConfig`\u3002`HumanLoopConfig` \u304c\u4f7f\u3046 Amazon Augmented AI \u304c2026\u5e747\u6708\u306b\u4fdd\u5b88\u306e\u6bb5\u968e\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) | 2026-10-07 |\n| \u975e\u540c\u671f\u306e StartDocumentAnalysis \u304c S3 \u306e\u6587\u66f8\u3092\u8aad\u307f\u3001\u5b8c\u4e86\u3092 Amazon SNS \u306b\u901a\u77e5\u3059\u308b\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-07 |\n| \u8cea\u554f\u306e\u5fdc\u7b54\u304c QUERY \u3068 QUERY_RESULT \u306e\u30d6\u30ed\u30c3\u30af\u3067\u8fd4\u308a\u3001\u5225\u540d\uff08Alias\uff09\u3068\u4fe1\u983c\u5ea6\u3092\u6301\u3064\u3053\u3068\u3002\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) | 2026-10-07 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066\u53d7\u3051\u53d6\u308c\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-07 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