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|\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u793e\u54e1\u306e\u4e00\u89a7\u306e\u30ed\u30fc\u30de\u5b57\u306e\u8868\u8a18\u3067\u3059\u3002** \u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u540d\u524d\u306f\u30d1\u30b9\u30dd\u30fc\u30c8\u306e\u8868\u8a18\u3067\u3001**\u59d3\u3068\u540d\u306e\u9806\u3001\u30df\u30c9\u30eb\u30cd\u30fc\u30e0\u306e\u6709\u7121\u3001\u9577\u97f3\u306e\u66f8\u304d\u65b9\u304c\u63c3\u3044\u307e\u305b\u3093\u3002** \u4e00\u89a7\u306e\u8868\u8a18\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u3001\u5019\u88dc\u3068\u3057\u3066\u62c5\u5f53\u8005\u306b\u898b\u305b\u307e\u3059\u3002","data_source":"\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES` | \u4e88\u7d04\u756a\u53f7\u306a\u3069\u306e\u30ad\u30fc\u3068\u5024\u3001\u65c5\u7a0b\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u66f8\u5f0f\u306e\u9055\u3046\u78ba\u8a8d\u66f8\u304b\u3089\u540c\u3058\u9805\u76ee\u3092\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u78ba\u8a8d\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u53f0\u5e33\u306e\u884c\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `BOOKING_REF` | What is the booking reference or confirmation number? |\n| `TRAVELER` | What is the passenger or guest name? |\n| `HOTEL` | What is the hotel name and city? |\n| `CHECK_IN` | What is the check-in date? |\n| `CHECK_OUT` | What is the check-out date? |\n| `RATE` | What is the room rate and currency? |\n| `TOTAL` | What is the total amount and currency? |\n| `TAX` | Are taxes and fees included? |\n| `CANCEL` | What is the cancellation deadline or policy? |\n\n**\u4fbf\u306f\u8868\u304b\u3089\u53d6\u308a\u307e\u3059\u3002** \u65c5\u7a0b\u8868\u3084e\u30c1\u30b1\u30c3\u30c8\u306e\u63a7\u3048\u3067\u306f\u3001\u4fbf\u540d\u3001\u533a\u9593\u3001\u65e5\u4ed8\u3001\u6642\u523b\u3001\u7b49\u7d1a\u304c\u8868\u306e\u884c\u306b\u4e26\u3076\u306e\u3067\u3001**\u8868\u306e\u884c\u3054\u3068\u306b1\u533a\u9593\u3068\u3057\u3066\u8aad\u307f\u307e\u3059\u3002** \u8cea\u554f\u306e\u7b54\u3048\u306f\u3001\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u306e\u3067\u3001\u7a7a\u306e\u9805\u76ee\u306f\u5168\u6587\u304b\u3089\u6b04\u306e\u898b\u51fa\u3057\u306e\u8a9e\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\u51fa\u5f35\u7533\u8acb\u3001\u898f\u7a0b\u306e\u8868\u3001\u63db\u7b97\u30ec\u30fc\u30c8\u3001\u793e\u54e1\u306e\u4e00\u89a7\u306f Python \u304c\u8aad\u307f\u3001\u751f\u6210AI\u306b\u306f\u6e21\u3057\u307e\u305b\u3093\u3002**","preprocessing":"1. **\u30e1\u30fc\u30eb\u672c\u6587\u306ePDF\u5316** \u2026 \u30db\u30c6\u30eb\u3084\u4e88\u7d04\u30b5\u30a4\u30c8\u306e\u78ba\u8a8d\u306f\u30e1\u30fc\u30eb\u672c\u6587\u3060\u3051\u3067\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u672c\u6587\u3092PDF\u306b\u3057\u3066\u304b\u3089\u5165\u308c\u307e\u3059\n2. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\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**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u51fa\u5f35\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n4. **\u8ee2\u9001\u306e\u6587\u306e\u9664\u53bb** \u2026 \u51fa\u5f35\u8005\u304c\u8ee2\u9001\u306e\u3068\u304d\u306b\u66f8\u3044\u305f\u6587\u3068\u3001\u8ee2\u9001\u306e\u898b\u51fa\u3057\u3092PDF\u306b\u3059\u308b\u524d\u306b\u5916\u3057\u307e\u3059\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u78ba\u8a8d\u66f8\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\n6. **\u53d6\u308a\u76f4\u3057\u306e\u5224\u5b9a\u306e\u6e96\u5099** \u2026 \u4ef6\u540d\u306e `Change`\u3001`Modified`\u3001`Cancellation` \u306e\u8a9e\u3092\u8a18\u9332\u3057\u3001\u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u78ba\u8a8d\u66f8\u304c\u524d\u306b\u3042\u308b\u304b\u3092\u8abf\u3079\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304f\u3068\u3001\u8ee2\u9001\u306e\u6587\u306b\u66f8\u304b\u308c\u305f\u65e5\u4ed8\u3084\u91d1\u984d\u3092\u8aad\u307f\u53d6\u308a\u307e\u3059\u3002** \u51fa\u5f35\u8005\u304c\u300c\u524d\u306e\u4fbf\u306f\u3007\u65e5\u3067\u3057\u305f\u300d\u3068\u66f8\u304d\u6dfb\u3048\u3066\u3044\u308b\u3068\u3001\u305d\u306e\u65e5\u4ed8\u3092\u4fbf\u306e\u65e5\u4ed8\u3068\u3057\u3066\u53d6\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u4e88\u7d04\u78ba\u8a8d\u66f8\u304b\u3089\u4fbf\u3068\u5bbf\u6cca\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u6599\u91d1\u304c\u4f55\u306e\u984d\u304b\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u63db\u7b97\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u4e88\u7d04\u756a\u53f7\u3068\u51fa\u5f35\u8005\u540d | \u539f\u6587\u306e\u307e\u307e | \u540d\u524d\u304c\u8907\u6570\u3042\u308c\u3070\u5168\u54e1\u3092\u914d\u5217\u3067 |\n| \u4fbf | \u533a\u9593\u3054\u3068\u306b\u4fbf\u540d\u3001\u51fa\u767a\u5730\u3001\u5230\u7740\u5730\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u7b49\u7d1a | \u5230\u7740\u304c\u7fcc\u65e5\u306a\u3089\u5230\u7740\u306e\u65e5\u4ed8\u3092\u305d\u306e\u307e\u307e |\n| \u30db\u30c6\u30eb | \u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5 | \u90fd\u5e02\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u4f4f\u6240\u304b\u3089\u90fd\u5e02\u540d\u3060\u3051 |\n| \u5bbf\u6cca\u306e\u6599\u91d1 | \u984d\u3001\u901a\u8ca8\u3001\u7a2e\u985e\uff081\u6cca\uff0f\u6ede\u5728\u5168\u4f53\uff09\u3001\u7a0e\u306e\u6271\u3044\uff08\u8fbc\u307f\uff0f\u5225\uff0f\u4e0d\u660e\uff09 | \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u822a\u7a7a\u5238\u306e\u904b\u8cc3 | \u984d\u3001\u901a\u8ca8\u3001\u7a0e\u30fb\u71c3\u6cb9\u306e\u6271\u3044 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u53d6\u6d88\u671f\u9650 | \u539f\u6587\u306e\u307e\u307e\u3001\u65e5\u4ed8\u304c\u78ba\u5b9a\u3059\u308c\u3070\u65e5\u4ed8 | \u6761\u4ef6\u3060\u3051\u306a\u3089\u539f\u6587\u306e\u307e\u307e |\n| \u78ba\u8a8d\u66f8\u306e\u7a2e\u985e | \u65b0\u898f\uff0f\u5909\u66f4\uff0f\u53d6\u6d88 | \u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `unknown` |\n\n**\u6599\u91d1\u306e\u300c1\u6cca\u304b\u6ede\u5728\u5168\u4f53\u304b\u300d\u3068\u300c\u7a0e\u8fbc\u307f\u304b\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u540c\u3058\u30db\u30c6\u30eb\u306e\u540c\u3058\u4e88\u7d04\u3067\u3082\u3001\u78ba\u8a8d\u66f8\u306b\u3088\u3063\u3066\u66f8\u304b\u308c\u65b9\u304c\u9055\u3044\u3001**\u7a2e\u985e\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u4e0a\u9650\u8d85\u3048\u3092\u898b\u9003\u3059\u304b\u3001\u8d85\u3048\u3066\u3044\u306a\u3044\u4e88\u7d04\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u898f\u7a0b\u306e\u8868\u3068\u63db\u7b97\u30ec\u30fc\u30c8\u3067 Python \u304c\u884c\u3046 |\n| \u901a\u8ca8\u306e\u63db\u7b97\u3068\u6cca\u6570\u3067\u306e\u5272\u308a\u7b97 | \u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u3068\u6cca\u6570\u3067 Python \u304c\u8a08\u7b97\u3059\u308b |\n| \u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u304d\u306e\u63a8\u6e2c | \u63a8\u3057\u3066\u8fbc\u307f\u3068\u3059\u308b\u3068\u3001\u4e0a\u9650\u8d85\u3048\u304c\u898b\u3048\u306a\u304f\u306a\u308b |\n| \u51fa\u5f35\u8005\u540d\u306e\u88dc\u6b63 | \u8868\u8a18\u306e\u9055\u3044\u3092\u76f4\u3059\u3068\u3001\u5225\u4eba\u306e\u4e88\u7d04\u3092\u53d6\u308a\u9055\u3048\u308b |\n| \u898f\u7a0b\u306e\u4f8b\u5916\u3092\u8a8d\u3081\u3066\u3088\u3044\u304b\u306e\u610f\u898b | \u4e0a\u9577\u3068\u7dcf\u52d9\u304c\u5224\u65ad\u3059\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u78ba\u8a8d\u66f8\u3067\u3001\u4e00\u822c\u7684\u306a\u66f8\u304d\u65b9\u304b\u3089\u300c\u7a0e\u8fbc\u307f\u300d\u3068\u63a8\u3059\u3068\u3001**\u7a0e\u5225\u306e\u6599\u91d1\u304c\u4e0a\u9650\u306e\u5185\u306b\u898b\u3048\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u3067\u8fd4\u3055\u305b\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u4f1a\u793e\u306e\u7dcf\u52d9\u90e8\u3067\u3001\u6d77\u5916\u51fa\u5f35\u306e\u82f1\u6587\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u8a18\u8f09\u3092\n\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002OCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ndocument_kind\uff08new \/ change \/ cancellation \/ unknown\uff09\u3001\nbooking_ref\u3001traveler_names\uff08\u914d\u5217\uff09\u3001\nflights\uff08\u914d\u5217\uff1aflight_no\u3001from_raw\u3001to_raw\u3001\n  depart_raw\u3001depart\u3001arrive_raw\u3001arrive\u3001cabin_raw\uff09\u3001\nhotels\uff08\u914d\u5217\uff1aname_raw\u3001city_raw\u3001check_in\u3001check_out\u3001\n  rate_amount\u3001rate_currency\u3001rate_kind\uff08per_night \/ total \/ unknown\uff09\u3001\n  tax\uff08included \/ excluded \/ unknown\uff09\uff09\u3001\nfare\uff08amount\u3001currency\u3001tax_raw\uff09\u3001\ncancel_deadline_raw\u3001cancel_deadline\u3001\n\u5404\u9805\u76ee\u306e status \u3068 source\uff08\u30da\u30fc\u30b8\u3068\u884c\uff09\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 .... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous .. \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u7a2e\u985e\u3084\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5bbf\u6cca\u306e\u6599\u91d1\u304c1\u6cca\u306e\u984d\u304b\u6ede\u5728\u5168\u4f53\u306e\u984d\u304b\u3092 rate_kind \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6587\u9762\u304b\u3089\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a0e\u3084\u30b5\u30fc\u30d3\u30b9\u6599\u304c\u542b\u307e\u308c\u308b\u304b\u3092 tax \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u3057\u3066\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u306f\u66f8\u304b\u308c\u305f\u901a\u8ca8\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u63db\u7b97\u3084\u6cca\u6570\u3067\u306e\u5272\u308a\u7b97\u3092\n  \u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u6708\u304c\u82f1\u8a9e\u306e\u540d\u524d\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3001\u6587\u9762\u304b\u3089\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\n  \u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u8868\u8a18\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u898f\u7a0b\u306e\u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u308b\u304b\u3001\u4e88\u7d04\u3092\u53d6\u308a\u76f4\u3059\u3079\u304d\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e88\u7d04\u78ba\u8a8d\u66f8\u3067\u306a\u3044\u66f8\u985e\uff08\u8acb\u6c42\u66f8\u3001\u9818\u53ce\u66f8\u3001\u6848\u5185\u306e\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3068\n  \u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a document_kind \u3092 unknown \u306b\u3057\u3001\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u7a0e\u306e\u6271\u3044\u3092\u63a8\u3057\u3066\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u63a8\u3057\u307e\u3059\u3002** \u78ba\u8a8d\u66f8\u306b\u7a0e\u306e\u8a18\u8f09\u304c\u7121\u3044\u3068\u304d\u3001\u300cRoom rate\u300d\u3068\u3044\u3046\u8a9e\u3060\u3051\u304b\u3089\u8fbc\u307f\u3068\u5224\u65ad\u3057\u3066\u8fd4\u3057\u3001**\u5f8c\u6bb5\u306e\u7167\u5408\u3067\u4e0a\u9650\u306e\u5185\u306b\u5165\u3063\u3066\u3057\u307e\u3044\u307e\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  \"document_kind\": \"new\",\n  \"booking_ref\": \"\",\n  \"traveler_names\": [\"YAMADA\/TARO MR\"],\n  \"flights\": [\n    { \"flight_no\": \"XX101\", \"from_raw\": \"NRT\", \"to_raw\": \"SIN\",\n      \"depart\": \"2026-10-20T10:30\", \"arrive\": \"2026-10-20T16:45\",\n      \"cabin_raw\": \"ECONOMY\" }\n  ],\n  \"hotels\": [\n    { \"name_raw\": \"\", \"city_raw\": \"SINGAPORE\",\n      \"check_in\": \"2026-10-20\", \"check_out\": \"2026-10-23\",\n      \"rate_amount\": 0, \"rate_currency\": \"SGD\",\n      \"rate_kind\": \"per_night\", \"tax\": \"unknown\" }\n  ],\n  \"cancel_deadline\": \"2026-10-18\",\n  \"items\": [\n    { \"item\": \"hotels[0].tax\", \"status\": \"missing\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u7533\u8acb\u756a\u53f7\u3068\u51fa\u5f35\u8005\u540d\u3067\u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u3001\u7533\u8acb\u306e\u65e5\u7a0b\u3068\u898f\u7a0b\u306e\u8868\u3001\u63db\u7b97\u30ec\u30fc\u30c8\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u65e5\u7a0b\u3068\u90fd\u5e02\u304c\u7533\u8acb\u306b\u5408\u3044\u30011\u6cca\u3042\u305f\u308a\u306e\u6599\u91d1\u3068\u5ea7\u5e2d\u306e\u7b49\u7d1a\u304c\u898f\u7a0b\u306e\u5185 |\n| `date_mismatch` | \u4fbf\u3084\u30db\u30c6\u30eb\u306e\u65e5\u4ed8\u30fb\u90fd\u5e02\u304c\u3001\u7533\u8acb\u306e\u51fa\u767a\u30fb\u5e30\u56fd\u306e\u65e5\u3084\u884c\u304d\u5148\u3068\u9055\u3046 |\n| `over_limit` | 1\u6cca\u3042\u305f\u308a\u306e\u6599\u91d1\u3092\u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u3067\u5186\u306b\u3057\u3066\u3001\u90fd\u5e02\u306e\u533a\u5206\u306e\u4e0a\u9650\u3092\u8d85\u3048\u308b |\n| `class_mismatch` | \u5ea7\u5e2d\u306e\u7b49\u7d1a\u304c\u3001\u5f79\u8077\u3068\u98db\u884c\u6642\u9593\u3067\u6c7a\u307e\u308b\u7b49\u7d1a\u3088\u308a\u4e0a |\n| `needs_human` | `rate_kind` \u304b `tax` \u304c `unknown`\u3001\u540d\u524d\u304c\u793e\u54e1\u306e\u4e00\u89a7\u3068\u4e00\u81f4\u3057\u306a\u3044\u3001`ambiguous` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u5909\u66f4\u306e\u78ba\u8a8d\u66f8\u3092\u5c65\u6b74\u3068\u3057\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** `document_kind` \u304c `change` \u306a\u3089\u3001**\u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u524d\u306e\u5024\u3092\u6b8b\u3057\u305f\u307e\u307e\u65b0\u3057\u3044\u5024\u3092\u8db3\u3057\u307e\u3059\u3002** \u53f0\u5e33\u306e\u65e5\u7a0b\u306f\u3044\u3064\u3082\u6700\u65b0\u306b\u306a\u308a\u3001\u4f55\u304c\u3044\u3064\u5909\u308f\u3063\u305f\u304b\u3082\u5f15\u3051\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u78ba\u8a8d\u66f8\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u4fbf\u30fb\u5bbf\u6cca\u30fb\u6599\u91d1\u306e\u53d6\u308a\u51fa\u3057 |\n| \u51fa\u5f35\u7533\u8acb\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc | \u8aad\u307f\u53d6\u308a | \u7533\u8acb\u306e\u65e5\u7a0b\u30fb\u884c\u304d\u5148\u30fb\u51fa\u5f35\u8005\u3092\u5f15\u304f |\n| \u51fa\u5f35\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u884c\u306b\u5024\u3092\u66f8\u304d\u3001\u5370\u3068\u5909\u66f4\u306e\u5c65\u6b74\u3092\u6b8b\u3059 |\n| \u901a\u77e5 | \u30e1\u30fc\u30eb | \u6bce\u671d\u306e\u4e00\u89a7\u3092\u62c5\u5f53\u8005\u306b\u9001\u308b |\n\n**\u4e88\u7d04\u306e\u5909\u66f4\u3084\u53d6\u6d88\u3001\u51fa\u5f35\u7533\u8acb\u306e\u627f\u8a8d\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u898f\u7a0b\u3092\u8d85\u3048\u308b\u4e88\u7d04\u3092\u53d6\u308a\u76f4\u3059\u304b\u3001\u4f8b\u5916\u3068\u3057\u3066\u8a8d\u3081\u308b\u304b\u306f\u3001**\u51fa\u5f35\u8005\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u3001\u627f\u8a8d\u306f\u3044\u307e\u306e\u51fa\u5f35\u7533\u8acb\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u884c\u3044\u307e\u3059\u3002**","human_review":"**\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u3082\u306e\u3067\u3059\u3002**\n\n1. **`date_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u7533\u8acb\u3068\u9055\u3046\u65e5\u7a0b\u306f\u3001\u51fa\u5f35\u306e\u4e88\u5b9a\u305d\u306e\u3082\u306e\u304c\u5909\u308f\u3063\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001\u51fa\u5f35\u8005\u306b\u78ba\u304b\u3081\u3066\u7533\u8acb\u3092\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059\n2. **`over_limit` \u3068 `class_mismatch` \u3092\u4e0a\u9577\u306b\u56de\u3059** \u2026 \u4f8b\u5916\u3068\u3057\u3066\u8a8d\u3081\u308b\u304b\u3092\u4e0a\u9577\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u51fa\u767a\u524d\u306b\u6c7a\u3081\u308c\u3070\u3001\u53d6\u308a\u76f4\u3059\u6642\u9593\u304c\u6b8b\u308a\u307e\u3059**\n3. **`needs_human` \u3092\u78ba\u8a8d\u66f8\u306e\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 \u6599\u91d1\u306e\u7a2e\u985e\u3001\u7a0e\u306e\u6271\u3044\u3001\u540d\u524d\u306e\u8868\u8a18\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304f\u4ef6\u304c\u5897\u3048\u305f\u6708\u306f\u3001\u898f\u7a0b\u306e\u8868\u306b\u7121\u3044\u90fd\u5e02\u304c\u5897\u3048\u3066\u3044\u306a\u3044\u304b\u3001\u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u306a\u3044\u4e88\u7d04\u30b5\u30a4\u30c8\u304c\u5897\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u51fa\u5f35\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u78ba\u8a8d\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| 1\u901a\u306b\u8907\u6570\u306e\u51fa\u5f35\u8005\u306e\u4e88\u7d04 | \u540d\u524d\u3054\u3068\u306b\u53f0\u5e33\u306e\u884c\u3092\u5206\u3051\u308b\u3002\u793e\u54e1\u306e\u4e00\u89a7\u306b\u7121\u3044\u540d\u524d\u306f\u4eba\u3078 |\n| \u898f\u7a0b\u306e\u8868\u306b\u7121\u3044\u90fd\u5e02 | \u533a\u5206\u3092\u6c7a\u3081\u305a\u306b `needs_human`\u3002\u7dcf\u52d9\u304c\u533a\u5206\u3092\u6c7a\u3081\u3066\u8868\u306b\u8db3\u3059 |\n| \u63db\u7b97\u30ec\u30fc\u30c8\u306e\u8868\u306b\u305d\u306e\u6708\u306e\u901a\u8ca8\u304c\u7121\u3044 | \u63db\u7b97\u305b\u305a\u306b `needs_human` |\n| \u53d6\u6d88\u306e\u78ba\u8a8d\u66f8 | \u53f0\u5e33\u306e\u4e88\u7d04\u3092\u53d6\u6d88\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u51fa\u5f35\u81ea\u4f53\u304c\u53d6\u308a\u3084\u3081\u304b\u3092\u78ba\u304b\u3081\u308b |\n| \u7533\u8acb\u756a\u53f7\u304c\u4ef6\u540d\u306b\u7121\u304f\u3001\u5019\u88dc\u306e\u884c\u304c\u8907\u6570\u3042\u308b | \u5019\u88dc\u3092\u4e26\u3079\u3066\u4eba\u304c\u9078\u3076 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u898f\u7a0b\u306e\u5224\u5b9a\u304c\u8aa4\u308a\u307e\u3059\u3002** \u8868\u306b\u7121\u3044\u3082\u306e\u306f\u8868\u306b\u8db3\u3057\u3066\u304b\u3089\u7167\u5408\u3057\u76f4\u3059\u3001\u3068\u3044\u3046\u9806\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002","log_storage":"- \u5143\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u8ee2\u9001\u3057\u305f\u51fa\u5f35\u8005\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\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\uff08\u539f\u6587\u3068\u3001\u6599\u91d1\u306e\u7a2e\u985e\u30fb\u7a0e\u306e\u6271\u3044\u306e\u89e3\u91c8\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u898f\u7a0b\u306e\u8868\u3068\u63db\u7b97\u30ec\u30fc\u30c8\u306e\u7248**\n- **\u4e88\u7d04\u306e\u5909\u66f4\u306e\u5c65\u6b74** \u2026 \u3044\u3064\u3001\u3069\u306e\u4fbf\u3084\u30db\u30c6\u30eb\u304c\u3001\u4f55\u304b\u3089\u4f55\u306b\u5909\u308f\u3063\u305f\u304b\n- \u4e0a\u9577\u304c\u4f8b\u5916\u3092\u8a8d\u3081\u305f\u8a18\u9332\u3068\u3001\u305d\u306e\u7406\u7531\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u898f\u7a0b\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u90fd\u5e02\u3067\u4f8b\u5916\u304c\u7d9a\u304f\u306a\u3089\u3001**\u4e0a\u9650\u305d\u306e\u3082\u306e\u304c\u5b9f\u614b\u306b\u5408\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u5206\u304b\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":3,"assumption_frequency":160,"assumption_workdays":20,"volume_month":160,"before_minutes_per_case":12,"after_minutes_per_case":3,"hourly_cost":2800,"before_hours_month":32,"after_hours_month":8,"saved_hours_month":24,"reduction_rate":75,"saved_hours_year":288,"annual_cost_effect":806400,"summary":"\u6d77\u5916\u51fa\u5f35\u3067\u5c4a\u304f\u82f1\u6587\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u65e5\u7a0b\u30fb\u4fbf\u540d\u30fb\u5bbf\u6cca\u5148\u30fb\u6599\u91d1\u3092\u51fa\u5f35\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u51fa\u5f35\u7533\u8acb\u306e\u5185\u5bb9\u3068\u51fa\u5f35\u898f\u7a0b\u306e\u4e0a\u9650\u306b\u7167\u3089\u3057\u3001\u98df\u3044\u9055\u3044\u3068\u4e0a\u9650\u8d85\u3048\u3092\u51fa\u767a\u306e\u524d\u306b\u62fe\u3044\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u8ee2\u9001\u3055\u308c\u305f\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f\n2. \u4fbf\u540d\u3001\u533a\u9593\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3001\u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5\u3001\u6599\u91d1\u3068\u901a\u8ca8\u3001\u53d6\u6d88\u671f\u9650\u3092\u8aad\u3080\n3. \u51fa\u5f35\u53f0\u5e33\u3067\u7533\u8acb\u756a\u53f7\u306e\u884c\u3092\u63a2\u3057\u3001\u8ee2\u8a18\u3059\u308b\n4. \u51fa\u5f35\u7533\u8acb\u306e\u65e5\u7a0b\u30fb\u884c\u304d\u5148\u3068\u898b\u6bd4\u3079\u3001\u51fa\u5f35\u898f\u7a0b\u306e\u4e0a\u9650\u306e\u4e00\u89a7\u3067\u5bbf\u6cca\u6599\u3068\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3092\u78ba\u304b\u3081\u308b\n5. \u98df\u3044\u9055\u3044\u3084\u4e0a\u9650\u8d85\u3048\u304c\u3042\u308c\u3070\u3001\u51fa\u5f35\u8005\u306b\u78ba\u304b\u3081\u308b\n\n**\uff08a\uff09\u4e0a\u9650\u8d85\u3048\u306b\u7cbe\u7b97\u306e\u6bb5\u3067\u6c17\u3065\u304f\u3002** 4\u756a\u76ee\u306e\u78ba\u304b\u3081\u306f\u3001\u51fa\u767a\u304c\u91cd\u306a\u308b\u9031\u307b\u3069\u7701\u304b\u308c\u307e\u3059\u3002**\u5e30\u56fd\u5f8c\u306e\u7cbe\u7b97\u3067\u4e0a\u9650\u8d85\u3048\u304c\u5206\u304b\u3063\u3066\u3082\u3001\u3059\u3067\u306b\u6cca\u307e\u3063\u305f\u5f8c\u3067\u3059\u3002** \u4f8b\u5916\u3068\u3057\u3066\u8a8d\u3081\u308b\u304b\u306e\u5224\u65ad\u304c\u3001\u4e8b\u5f8c\u306e\u624b\u7d9a\u304d\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u6599\u91d1\u306e\u6bd4\u3079\u65b9\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u3002** \u6ede\u5728\u5168\u4f53\u306e\u984d\u3092\u6cca\u6570\u3067\u5272\u308b\u306e\u304b\u3001\u7a0e\u3092\u9664\u304f\u306e\u304b\u3002**\u540c\u3058\u78ba\u8a8d\u66f8\u3067\u3082\u3001\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u4e0a\u9650\u3092\u8d85\u3048\u305f\u308a\u8d85\u3048\u306a\u304b\u3063\u305f\u308a\u3057\u307e\u3059\u3002**\n\n**\uff08c\uff09\u65e5\u7a0b\u306e\u5909\u66f4\u304c\u53f0\u5e33\u306b\u5165\u3089\u306a\u3044\u3002** \u51fa\u5f35\u8005\u304c\u4fbf\u3092\u53d6\u308a\u76f4\u3057\u3066\u3082\u3001\u65b0\u3057\u3044\u78ba\u8a8d\u66f8\u3092\u8ee2\u9001\u3057\u5fd8\u308c\u308b\u3068\u3001**\u53f0\u5e33\u306e\u65e5\u7a0b\u306f\u53e4\u3044\u307e\u307e\u3067\u3059\u3002** \u73fe\u5730\u3067\u4f55\u304b\u3042\u3063\u305f\u3068\u304d\u3001\u53f0\u5e33\u3092\u898b\u3066\u3082\u51fa\u5f35\u8005\u306e\u5c45\u5834\u6240\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002","before_flow_steps":["\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u8ee2\u9001\u3055\u308c\u305f\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f","\u4fbf\u540d\u3001\u533a\u9593\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3001\u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5\u3001\u6599\u91d1\u3068\u901a\u8ca8\u3001\u53d6\u6d88\u671f\u9650\u3092\u8aad\u3080","\u51fa\u5f35\u53f0\u5e33\u3067\u7533\u8acb\u756a\u53f7\u306e\u884c\u3092\u63a2\u3057\u3001\u8ee2\u8a18\u3059\u308b","\u51fa\u5f35\u7533\u8acb\u306e\u65e5\u7a0b\u30fb\u884c\u304d\u5148\u3068\u898b\u6bd4\u3079\u3001\u51fa\u5f35\u898f\u7a0b\u306e\u4e0a\u9650\u306e\u4e00\u89a7\u3067\u5bbf\u6cca\u6599\u3068\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3092\u78ba\u304b\u3081\u308b","\u98df\u3044\u9055\u3044\u3084\u4e0a\u9650\u8d85\u3048\u304c\u3042\u308c\u3070\u3001\u51fa\u5f35\u8005\u306b\u78ba\u304b\u3081\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u8ee2\u9001\u3055\u308c\u305f\u4e88\u7d04\u78ba\u8a8d\u66f8\uff08\u6dfb\u4ed8\u306ePDF\u3001\u307e\u305f\u306f\u30e1\u30fc\u30eb\u672c\u6587\u3092PDF\u306b\u3057\u305f\u3082\u306e\uff09\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\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\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u4fbf\u30fb\u5bbf\u6cca\u30fb\u6599\u91d1\u30fb\u53d6\u6d88\u671f\u9650\u3092\u3001\u539f\u6587\u3068\u6599\u91d1\u306e\u7a2e\u985e\u30fb\u901a\u8ca8\u3092\u6b8b\u3057\u3066\u53d6\u308a\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7\u3068\u51fa\u5f35\u8005\u3067\u53f0\u5e33\u306e\u884c\u306b\u66f8\u304d\u3001\u7533\u8acb\u306e\u65e5\u7a0b\u3068\u898f\u7a0b\u306e\u4e0a\u9650\u306b\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\n6. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u3001\u51fa\u5f35\u8005\u3068\u4e0a\u9577\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u6bce\u671d\u3001\u51fa\u767a\u306e\u8fd1\u3044\u51fa\u5f35\u306e\u6240\u5728\u306e\u4e00\u89a7\u3068\u3001\u305f\u3073\u30ec\u30b8\u306e\u767b\u9332\u304c\u78ba\u304b\u3081\u3089\u308c\u3066\u3044\u306a\u3044\u51fa\u5f35\u306e\u4e00\u89a7\u3092\u4f5c\u308b\n\n**6\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f160\u4ef6\u306e\u78ba\u8a8d\u66f8\u3092\u958b\u304b\u305a\u3001**\u98df\u3044\u9055\u3044\u3068\u4e0a\u9650\u8d85\u3048\u3001\u8aad\u307f\u53d6\u308c\u306a\u304b\u3063\u305f\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3060\u3051\u3092\u898b\u307e\u3059\u3002** `human_check` \u3092\u300c\u6761\u4ef6\u4ed8\u304d\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002\n\n**5\u756a\u76ee\u306e\u7167\u5408\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u901a\u8ca8\u306e\u63db\u7b97\u3001\u6cca\u6570\u3067\u306e\u5272\u308a\u7b97\u3001\u7a0e\u306e\u6271\u3044\u3001\u5ea7\u5e2d\u306e\u7b49\u7d1a\u306e\u6bd4\u8f03\u306f\u3001**\u898f\u7a0b\u3068\u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u3067\u6c7a\u307e\u308b\u51e6\u7406\u3068\u3057\u3066 Python \u306b\u7f6e\u304d\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u8ee2\u9001\u3055\u308c\u305f\u4e88\u7d04\u78ba\u8a8d\u66f8\uff08\u6dfb\u4ed8\u306ePDF\u3001\u307e\u305f\u306f\u30e1\u30fc\u30eb\u672c\u6587\u3092PDF\u306b\u3057\u305f\u3082\u306e\uff09\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\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\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u4fbf\u30fb\u5bbf\u6cca\u30fb\u6599\u91d1\u30fb\u53d6\u6d88\u671f\u9650\u3092\u3001\u539f\u6587\u3068\u6599\u91d1\u306e\u7a2e\u985e\u30fb\u901a\u8ca8\u3092\u6b8b\u3057\u3066\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7\u3068\u51fa\u5f35\u8005\u3067\u53f0\u5e33\u306e\u884c\u306b\u66f8\u304d\u3001\u7533\u8acb\u306e\u65e5\u7a0b\u3068\u898f\u7a0b\u306e\u4e0a\u9650\u306b\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u3001\u51fa\u5f35\u8005\u3068\u4e0a\u9577\u306b\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u81ea\u52d5\u3011** \u6bce\u671d\u3001\u51fa\u767a\u306e\u8fd1\u3044\u51fa\u5f35\u306e\u6240\u5728\u306e\u4e00\u89a7\u3068\u3001\u305f\u3073\u30ec\u30b8\u306e\u767b\u9332\u304c\u78ba\u304b\u3081\u3089\u308c\u3066\u3044\u306a\u3044\u51fa\u5f35\u306e\u4e00\u89a7\u3092\u4f5c\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\uff08\u65c5\u884c\u4f1a\u793e\u306e\u65c5\u7a0b\u8868\u3001\u822a\u7a7a\u5238\u306e\u63a7\u3048\u3001\u30db\u30c6\u30eb\u306e\u78ba\u8a8d\u30e1\u30fc\u30eb\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\u3001\u30e1\u30fc\u30eb\u672c\u6587\u306ePDF\u5316\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aFORMS\uff0fTABLES\uff0fQUERIES\uff09\n   \u2502   \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u65c5\u7a0b\u306e\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u4fbf\u30fb\u5bbf\u6cca\u30fb\u6599\u91d1\u3092\u539f\u6587\u3068\u7a2e\u985e\u3064\u304d\u3067\u53d6\u308a\u51fa\u3059\n   \u2502   \u2460 \u4e88\u7d04\u756a\u53f7\u3068\u51fa\u5f35\u8005\u540d  \u2461 \u4fbf\u540d\u30fb\u533a\u9593\u30fb\u65e5\u6642\u30fb\u7b49\u7d1a  \u2462 \u30db\u30c6\u30eb\u540d\u30fb\u90fd\u5e02\u30fb\u65e5\u4ed8\n   \u2502   \u2463 \u6599\u91d1\u306e\u984d\u30fb\u7a2e\u985e\u30fb\u901a\u8ca8\u30fb\u7a0e\u306e\u6271\u3044  \u2464 \u53d6\u6d88\u671f\u9650\n   \u25bc\nPython \u2500\u2500 \u53f0\u5e33\u306b\u66f8\u304d\u3001\u7533\u8acb\u306e\u65e5\u7a0b\u3068\u898f\u7a0b\u306e\u4e0a\u9650\u306b\u7167\u3089\u3059\n   \u25bc\n\u53f0\u5e33\uff08ok \uff0f date_mismatch \uff0f over_limit \uff0f class_mismatch \uff0f needs_human\uff09\n   \u25bc\n\u3010\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u51fa\u5f35\u8005\u3068\u4e0a\u9577\u306b\u78ba\u304b\u3081\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fGetDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff081\u6cca\u3042\u305f\u308a\u306e\u6599\u91d1\u306e\u8a08\u7b97\u3001\u901a\u8ca8\u306e\u63db\u7b97\u3001\u7533\u8acb\u3068\u898f\u7a0b\u3068\u306e\u7167\u5408\uff09 | \u51fa\u5f35\u7ba1\u7406\u30b5\u30fc\u30d3\u30b9\u306e\u898f\u7a0b\u30c1\u30a7\u30c3\u30af\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u4e88\u7d04\u78ba\u8a8d\u66f8\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u51fa\u5f35\u53f0\u5e33\u3068\u51fa\u5f35\u898f\u7a0b\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u51fa\u5f35\u898f\u7a0b\u306e\u4e0a\u9650\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8aad\u3081\u308b\u8868\u306b\u3059\u308b\u3053\u3068**\u3067\u3059\u3002\u90fd\u5e02\u306e\u533a\u5206\u3054\u3068\u306e1\u6cca\u306e\u4e0a\u9650\u3068\u3001\u7a0e\u3092\u542b\u3081\u3066\u6bd4\u3079\u308b\u304b\u3001\u5f79\u8077\u3068\u98db\u884c\u6642\u9593\u3054\u3068\u306e\u5ea7\u5e2d\u306e\u7b49\u7d1a\u30921\u884c\u305a\u3064\u6301\u305f\u305b\u307e\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u4e88\u7d04\u78ba\u8a8d\u66f8\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\u3066\u3044\u307e\u3059\u3002**\u65e5\u672c\u306e\u65c5\u884c\u4f1a\u793e\u306e\u65e5\u672c\u8a9e\u306e\u65c5\u7a0b\u8868\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3057\u307e\u305b\u3093\u3002**\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u8cea\u554f\uff08`QUERIES`\uff09\u3067\u3059\u3002** \u4e88\u7d04\u78ba\u8a8d\u66f8\u306f\u66f8\u5f0f\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u540c\u3058\u9805\u76ee\u304c\u300cCheck-in\u300d\u300cArrival\u300d\u300cFrom\u300d\u3068\u9055\u3046\u540d\u524d\u3067\u66f8\u304b\u308c\u307e\u3059\u3002**\u9805\u76ee\u3092\u82f1\u8a9e\u306e\u8cea\u554f\u3067\u5c0b\u306d\u308c\u3070\u3001\u66f8\u5f0f\u306e\u9055\u3044\u3092\u5438\u53ce\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002** \u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u305a\u30011\u30da\u30fc\u30b8\u3042\u305f\u308a\u975e\u540c\u671f\u306730\u500b\u307e\u3067\u3067\u3059\u3002\n\n**\u6240\u5728\u306e\u628a\u63e1\u306b\u306f\u3001\u5916\u52d9\u7701\u306e\u300c\u305f\u3073\u30ec\u30b8\u300d\u3092\u5408\u308f\u305b\u3066\u4f7f\u3044\u307e\u3059\u3002** \u305f\u3073\u30ec\u30b8\u306f\u3001\u6e21\u822a\u5148\u3001\u6e21\u822a\u671f\u9593\u3001\u540d\u524d\u30fb\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u30fb\u96fb\u8a71\u756a\u53f7\u306a\u3069\u3092\u767b\u9332\u3059\u308b\u3068\u3001**\u65c5\u5148\u306e\u5927\u4f7f\u9928\u3084\u7dcf\u9818\u4e8b\u9928\u304b\u3089\u5b89\u5168\u60c5\u5831\u3092\u53d7\u3051\u53d6\u308c\u3001\u7dca\u6025\u4e8b\u614b\u306e\u969b\u306e\u5b89\u5426\u78ba\u8a8d\u3084\u652f\u63f4\u3092\u53d7\u3051\u3089\u308c\u308b**\u4ed5\u7d44\u307f\u3067\u3059\u3002**\u4f01\u696d\u5411\u3051\u306b\u306f\u3001\u793e\u54e1\u306e\u51fa\u5f35\u60c5\u5831\u306a\u3069\u3092\u81ea\u52d5\u7684\u306b\u767b\u9332\u3067\u304d\u308b\u5229\u7528\u4f8b\u304c\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u3067\u306f\u3001\u53f0\u5e33\u306b\u767b\u9332\u306e\u78ba\u8a8d\u306e\u5217\u3092\u6301\u305f\u305b\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u6271\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4e88\u7d04\u78ba\u8a8d\u66f8\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3067\u3059\u3002** \u5171\u6709\u53d7\u4fe1\u7bb1\u306e\u30eb\u30fc\u30eb\u3067\u3001\u8ee2\u9001\u3055\u308c\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u306ePDF\u3068\u3001\u672c\u6587\u3060\u3051\u306e\u30e1\u30fc\u30eb\u3092PDF\u306b\u3057\u305f\u3082\u306e\u3092S3\u3078\u5165\u308c\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u304b\u3089\u53f0\u5e33\u3078\u306e\u8a18\u9332\u307e\u3067\u3092\u6e08\u307e\u305b\u307e\u3059\u3002\n\n**\u8ee2\u9001\u306e\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u306b\u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7\u3092\u66f8\u304f\u6c7a\u307e\u308a\u306b\u3057\u307e\u3059\u3002** \u756a\u53f7\u304c\u3042\u308c\u3070\u53f0\u5e33\u306e\u884c\u304c\u3059\u3050\u6c7a\u307e\u308a\u3001**\u7121\u3051\u308c\u3070\u51fa\u5f35\u8005\u540d\u3068\u65e5\u7a0b\u304b\u3089\u5019\u88dc\u306e\u884c\u3092\u63a2\u3057\u3066\u3001\u62c5\u5f53\u8005\u306b\u78ba\u304b\u3081\u3055\u305b\u307e\u3059\u3002** \u756a\u53f7\u306e\u7121\u3044\u8ee2\u9001\u304c\u591a\u3044\u51fa\u5f35\u8005\u306b\u306f\u3001\u6c7a\u307e\u308a\u3092\u4f1d\u3048\u76f4\u3057\u307e\u3059\u3002\n\n**\u6bce\u671d8\u6642\u306b\u3082\u52d5\u304b\u3057\u307e\u3059\u3002** 7\u65e5\u4ee5\u5185\u306b\u51fa\u767a\u3059\u308b\u51fa\u5f35\u306e\u3046\u3061\u3001\u822a\u7a7a\u5238\u304b\u30db\u30c6\u30eb\u306e\u78ba\u8a8d\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3001\u305f\u3073\u30ec\u30b8\u306e\u767b\u9332\u304c\u78ba\u304b\u3081\u3089\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u3001\u53d6\u6d88\u671f\u9650\u304c3\u65e5\u4ee5\u5185\u306b\u8feb\u3063\u305f\u4e88\u7d04\u3092\u4e00\u89a7\u306b\u3057\u3066\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002**\u53d6\u6d88\u671f\u9650\u3092\u4e00\u89a7\u306b\u51fa\u3059\u306e\u306f\u3001\u51fa\u5f35\u304c\u53d6\u308a\u3084\u3081\u3084\u5ef6\u671f\u306b\u306a\u3063\u305f\u3068\u304d\u306b\u3001\u53d6\u6d88\u6599\u306e\u304b\u304b\u3089\u306a\u3044\u3046\u3061\u306b\u624b\u3092\u6253\u3064\u305f\u3081\u3067\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u4e88\u7d04\u78ba\u8a8d\u66f8 | PDF\u3002\u4e88\u7d04\u756a\u53f7\u3001\u51fa\u5f35\u8005\u540d\uff08\u30ed\u30fc\u30de\u5b57\uff09\u3001\u4fbf\u540d\u3001\u533a\u9593\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3001\u904b\u8cc3\u3001\u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5\u3001\u6599\u91d1\u3068\u901a\u8ca8\u3001\u7a0e\u306e\u6271\u3044\u3001\u53d6\u6d88\u671f\u9650 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u65c5\u7a0b\u306e\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u51fa\u5f35\u7533\u8acb | \u7533\u8acb\u756a\u53f7\u3001\u51fa\u5f35\u8005\u3001\u884c\u304d\u5148\u306e\u90fd\u5e02\u3001\u51fa\u767a\u3068\u5e30\u56fd\u306e\u65e5\u3001\u76ee\u7684\u3001\u6982\u7b97\u306e\u8cbb\u7528 | \u51fa\u5f35\u7533\u8acb\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc |\n| \u51fa\u5f35\u898f\u7a0b\u306e\u4e0a\u9650\u306e\u8868 | \u90fd\u5e02\u306e\u533a\u5206\u3054\u3068\u306e1\u6cca\u306e\u4e0a\u9650\u3068\u7a0e\u306e\u6271\u3044\u3001\u5f79\u8077\u3068\u98db\u884c\u6642\u9593\u3054\u3068\u306e\u5ea7\u5e2d\u306e\u7b49\u7d1a | \u51fa\u5f35\u898f\u7a0b\u3092\u8868\u306b\u3057\u305f\u3082\u306e |\n| \u63db\u7b97\u30ec\u30fc\u30c8\u306e\u8868 | \u6708\u3054\u3068\u306e\u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8 | \u7d4c\u7406\u90e8\u306e\u8868 |\n| \u793e\u54e1\u306e\u4e00\u89a7 | \u793e\u54e1\u756a\u53f7\u3001\u6c0f\u540d\u306e\u30ed\u30fc\u30de\u5b57\u306e\u8868\u8a18\u3001\u5f79\u8077 | \u4eba\u4e8b\u306e\u793e\u54e1\u306e\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u793e\u54e1\u306e\u4e00\u89a7\u306e\u30ed\u30fc\u30de\u5b57\u306e\u8868\u8a18\u3067\u3059\u3002** \u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u540d\u524d\u306f\u30d1\u30b9\u30dd\u30fc\u30c8\u306e\u8868\u8a18\u3067\u3001**\u59d3\u3068\u540d\u306e\u9806\u3001\u30df\u30c9\u30eb\u30cd\u30fc\u30e0\u306e\u6709\u7121\u3001\u9577\u97f3\u306e\u66f8\u304d\u65b9\u304c\u63c3\u3044\u307e\u305b\u3093\u3002** \u4e00\u89a7\u306e\u8868\u8a18\u3068\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u3001\u5019\u88dc\u3068\u3057\u3066\u62c5\u5f53\u8005\u306b\u898b\u305b\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES` | \u4e88\u7d04\u756a\u53f7\u306a\u3069\u306e\u30ad\u30fc\u3068\u5024\u3001\u65c5\u7a0b\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u66f8\u5f0f\u306e\u9055\u3046\u78ba\u8a8d\u66f8\u304b\u3089\u540c\u3058\u9805\u76ee\u3092\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u78ba\u8a8d\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u53f0\u5e33\u306e\u884c\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `BOOKING_REF` | What is the booking reference or confirmation number? |\n| `TRAVELER` | What is the passenger or guest name? |\n| `HOTEL` | What is the hotel name and city? |\n| `CHECK_IN` | What is the check-in date? |\n| `CHECK_OUT` | What is the check-out date? |\n| `RATE` | What is the room rate and currency? |\n| `TOTAL` | What is the total amount and currency? |\n| `TAX` | Are taxes and fees included? |\n| `CANCEL` | What is the cancellation deadline or policy? |\n\n**\u4fbf\u306f\u8868\u304b\u3089\u53d6\u308a\u307e\u3059\u3002** \u65c5\u7a0b\u8868\u3084e\u30c1\u30b1\u30c3\u30c8\u306e\u63a7\u3048\u3067\u306f\u3001\u4fbf\u540d\u3001\u533a\u9593\u3001\u65e5\u4ed8\u3001\u6642\u523b\u3001\u7b49\u7d1a\u304c\u8868\u306e\u884c\u306b\u4e26\u3076\u306e\u3067\u3001**\u8868\u306e\u884c\u3054\u3068\u306b1\u533a\u9593\u3068\u3057\u3066\u8aad\u307f\u307e\u3059\u3002** \u8cea\u554f\u306e\u7b54\u3048\u306f\u3001\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u306e\u3067\u3001\u7a7a\u306e\u9805\u76ee\u306f\u5168\u6587\u304b\u3089\u6b04\u306e\u898b\u51fa\u3057\u306e\u8a9e\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\u51fa\u5f35\u7533\u8acb\u3001\u898f\u7a0b\u306e\u8868\u3001\u63db\u7b97\u30ec\u30fc\u30c8\u3001\u793e\u54e1\u306e\u4e00\u89a7\u306f Python \u304c\u8aad\u307f\u3001\u751f\u6210AI\u306b\u306f\u6e21\u3057\u307e\u305b\u3093\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u30e1\u30fc\u30eb\u672c\u6587\u306ePDF\u5316** \u2026 \u30db\u30c6\u30eb\u3084\u4e88\u7d04\u30b5\u30a4\u30c8\u306e\u78ba\u8a8d\u306f\u30e1\u30fc\u30eb\u672c\u6587\u3060\u3051\u3067\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u672c\u6587\u3092PDF\u306b\u3057\u3066\u304b\u3089\u5165\u308c\u307e\u3059\n2. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\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**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u51fa\u5f35\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n4. **\u8ee2\u9001\u306e\u6587\u306e\u9664\u53bb** \u2026 \u51fa\u5f35\u8005\u304c\u8ee2\u9001\u306e\u3068\u304d\u306b\u66f8\u3044\u305f\u6587\u3068\u3001\u8ee2\u9001\u306e\u898b\u51fa\u3057\u3092PDF\u306b\u3059\u308b\u524d\u306b\u5916\u3057\u307e\u3059\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u78ba\u8a8d\u66f8\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\n6. **\u53d6\u308a\u76f4\u3057\u306e\u5224\u5b9a\u306e\u6e96\u5099** \u2026 \u4ef6\u540d\u306e `Change`\u3001`Modified`\u3001`Cancellation` \u306e\u8a9e\u3092\u8a18\u9332\u3057\u3001\u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u78ba\u8a8d\u66f8\u304c\u524d\u306b\u3042\u308b\u304b\u3092\u8abf\u3079\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304f\u3068\u3001\u8ee2\u9001\u306e\u6587\u306b\u66f8\u304b\u308c\u305f\u65e5\u4ed8\u3084\u91d1\u984d\u3092\u8aad\u307f\u53d6\u308a\u307e\u3059\u3002** \u51fa\u5f35\u8005\u304c\u300c\u524d\u306e\u4fbf\u306f\u3007\u65e5\u3067\u3057\u305f\u300d\u3068\u66f8\u304d\u6dfb\u3048\u3066\u3044\u308b\u3068\u3001\u305d\u306e\u65e5\u4ed8\u3092\u4fbf\u306e\u65e5\u4ed8\u3068\u3057\u3066\u53d6\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u4e88\u7d04\u78ba\u8a8d\u66f8\u304b\u3089\u4fbf\u3068\u5bbf\u6cca\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u6599\u91d1\u304c\u4f55\u306e\u984d\u304b\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u63db\u7b97\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u4e88\u7d04\u756a\u53f7\u3068\u51fa\u5f35\u8005\u540d | \u539f\u6587\u306e\u307e\u307e | \u540d\u524d\u304c\u8907\u6570\u3042\u308c\u3070\u5168\u54e1\u3092\u914d\u5217\u3067 |\n| \u4fbf | \u533a\u9593\u3054\u3068\u306b\u4fbf\u540d\u3001\u51fa\u767a\u5730\u3001\u5230\u7740\u5730\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u7b49\u7d1a | \u5230\u7740\u304c\u7fcc\u65e5\u306a\u3089\u5230\u7740\u306e\u65e5\u4ed8\u3092\u305d\u306e\u307e\u307e |\n| \u30db\u30c6\u30eb | \u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5 | \u90fd\u5e02\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u4f4f\u6240\u304b\u3089\u90fd\u5e02\u540d\u3060\u3051 |\n| \u5bbf\u6cca\u306e\u6599\u91d1 | \u984d\u3001\u901a\u8ca8\u3001\u7a2e\u985e\uff081\u6cca\uff0f\u6ede\u5728\u5168\u4f53\uff09\u3001\u7a0e\u306e\u6271\u3044\uff08\u8fbc\u307f\uff0f\u5225\uff0f\u4e0d\u660e\uff09 | \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u822a\u7a7a\u5238\u306e\u904b\u8cc3 | \u984d\u3001\u901a\u8ca8\u3001\u7a0e\u30fb\u71c3\u6cb9\u306e\u6271\u3044 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u53d6\u6d88\u671f\u9650 | \u539f\u6587\u306e\u307e\u307e\u3001\u65e5\u4ed8\u304c\u78ba\u5b9a\u3059\u308c\u3070\u65e5\u4ed8 | \u6761\u4ef6\u3060\u3051\u306a\u3089\u539f\u6587\u306e\u307e\u307e |\n| \u78ba\u8a8d\u66f8\u306e\u7a2e\u985e | \u65b0\u898f\uff0f\u5909\u66f4\uff0f\u53d6\u6d88 | \u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `unknown` |\n\n**\u6599\u91d1\u306e\u300c1\u6cca\u304b\u6ede\u5728\u5168\u4f53\u304b\u300d\u3068\u300c\u7a0e\u8fbc\u307f\u304b\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u540c\u3058\u30db\u30c6\u30eb\u306e\u540c\u3058\u4e88\u7d04\u3067\u3082\u3001\u78ba\u8a8d\u66f8\u306b\u3088\u3063\u3066\u66f8\u304b\u308c\u65b9\u304c\u9055\u3044\u3001**\u7a2e\u985e\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u4e0a\u9650\u8d85\u3048\u3092\u898b\u9003\u3059\u304b\u3001\u8d85\u3048\u3066\u3044\u306a\u3044\u4e88\u7d04\u3092\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u898f\u7a0b\u306e\u8868\u3068\u63db\u7b97\u30ec\u30fc\u30c8\u3067 Python \u304c\u884c\u3046 |\n| \u901a\u8ca8\u306e\u63db\u7b97\u3068\u6cca\u6570\u3067\u306e\u5272\u308a\u7b97 | \u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u3068\u6cca\u6570\u3067 Python \u304c\u8a08\u7b97\u3059\u308b |\n| \u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u304d\u306e\u63a8\u6e2c | \u63a8\u3057\u3066\u8fbc\u307f\u3068\u3059\u308b\u3068\u3001\u4e0a\u9650\u8d85\u3048\u304c\u898b\u3048\u306a\u304f\u306a\u308b |\n| \u51fa\u5f35\u8005\u540d\u306e\u88dc\u6b63 | \u8868\u8a18\u306e\u9055\u3044\u3092\u76f4\u3059\u3068\u3001\u5225\u4eba\u306e\u4e88\u7d04\u3092\u53d6\u308a\u9055\u3048\u308b |\n| \u898f\u7a0b\u306e\u4f8b\u5916\u3092\u8a8d\u3081\u3066\u3088\u3044\u304b\u306e\u610f\u898b | \u4e0a\u9577\u3068\u7dcf\u52d9\u304c\u5224\u65ad\u3059\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u78ba\u8a8d\u66f8\u3067\u3001\u4e00\u822c\u7684\u306a\u66f8\u304d\u65b9\u304b\u3089\u300c\u7a0e\u8fbc\u307f\u300d\u3068\u63a8\u3059\u3068\u3001**\u7a0e\u5225\u306e\u6599\u91d1\u304c\u4e0a\u9650\u306e\u5185\u306b\u898b\u3048\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u3067\u8fd4\u3055\u305b\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\u4f1a\u793e\u306e\u7dcf\u52d9\u90e8\u3067\u3001\u6d77\u5916\u51fa\u5f35\u306e\u82f1\u6587\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u8a18\u8f09\u3092\n\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002OCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ndocument_kind\uff08new \/ change \/ cancellation \/ unknown\uff09\u3001\nbooking_ref\u3001traveler_names\uff08\u914d\u5217\uff09\u3001\nflights\uff08\u914d\u5217\uff1aflight_no\u3001from_raw\u3001to_raw\u3001\n  depart_raw\u3001depart\u3001arrive_raw\u3001arrive\u3001cabin_raw\uff09\u3001\nhotels\uff08\u914d\u5217\uff1aname_raw\u3001city_raw\u3001check_in\u3001check_out\u3001\n  rate_amount\u3001rate_currency\u3001rate_kind\uff08per_night \/ total \/ unknown\uff09\u3001\n  tax\uff08included \/ excluded \/ unknown\uff09\uff09\u3001\nfare\uff08amount\u3001currency\u3001tax_raw\uff09\u3001\ncancel_deadline_raw\u3001cancel_deadline\u3001\n\u5404\u9805\u76ee\u306e status \u3068 source\uff08\u30da\u30fc\u30b8\u3068\u884c\uff09\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 .... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous .. \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u7a2e\u985e\u3084\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5bbf\u6cca\u306e\u6599\u91d1\u304c1\u6cca\u306e\u984d\u304b\u6ede\u5728\u5168\u4f53\u306e\u984d\u304b\u3092 rate_kind \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6587\u9762\u304b\u3089\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a0e\u3084\u30b5\u30fc\u30d3\u30b9\u6599\u304c\u542b\u307e\u308c\u308b\u304b\u3092 tax \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u3057\u3066\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u306f\u66f8\u304b\u308c\u305f\u901a\u8ca8\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u63db\u7b97\u3084\u6cca\u6570\u3067\u306e\u5272\u308a\u7b97\u3092\n  \u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u6708\u304c\u82f1\u8a9e\u306e\u540d\u524d\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3001\u6587\u9762\u304b\u3089\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\n  \u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u540d\u524d\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u8868\u8a18\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u898f\u7a0b\u306e\u4e0a\u9650\u3092\u8d85\u3048\u3066\u3044\u308b\u304b\u3001\u4e88\u7d04\u3092\u53d6\u308a\u76f4\u3059\u3079\u304d\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e88\u7d04\u78ba\u8a8d\u66f8\u3067\u306a\u3044\u66f8\u985e\uff08\u8acb\u6c42\u66f8\u3001\u9818\u53ce\u66f8\u3001\u6848\u5185\u306e\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3068\n  \u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a document_kind \u3092 unknown \u306b\u3057\u3001\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u7a0e\u306e\u6271\u3044\u3092\u63a8\u3057\u3066\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u63a8\u3057\u307e\u3059\u3002** \u78ba\u8a8d\u66f8\u306b\u7a0e\u306e\u8a18\u8f09\u304c\u7121\u3044\u3068\u304d\u3001\u300cRoom rate\u300d\u3068\u3044\u3046\u8a9e\u3060\u3051\u304b\u3089\u8fbc\u307f\u3068\u5224\u65ad\u3057\u3066\u8fd4\u3057\u3001**\u5f8c\u6bb5\u306e\u7167\u5408\u3067\u4e0a\u9650\u306e\u5185\u306b\u5165\u3063\u3066\u3057\u307e\u3044\u307e\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  \"document_kind\": \"new\",\n  \"booking_ref\": \"\",\n  \"traveler_names\": [\"YAMADA\/TARO MR\"],\n  \"flights\": [\n    { \"flight_no\": \"XX101\", \"from_raw\": \"NRT\", \"to_raw\": \"SIN\",\n      \"depart\": \"2026-10-20T10:30\", \"arrive\": \"2026-10-20T16:45\",\n      \"cabin_raw\": \"ECONOMY\" }\n  ],\n  \"hotels\": [\n    { \"name_raw\": \"\", \"city_raw\": \"SINGAPORE\",\n      \"check_in\": \"2026-10-20\", \"check_out\": \"2026-10-23\",\n      \"rate_amount\": 0, \"rate_currency\": \"SGD\",\n      \"rate_kind\": \"per_night\", \"tax\": \"unknown\" }\n  ],\n  \"cancel_deadline\": \"2026-10-18\",\n  \"items\": [\n    { \"item\": \"hotels[0].tax\", \"status\": \"missing\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u7533\u8acb\u756a\u53f7\u3068\u51fa\u5f35\u8005\u540d\u3067\u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u3001\u7533\u8acb\u306e\u65e5\u7a0b\u3068\u898f\u7a0b\u306e\u8868\u3001\u63db\u7b97\u30ec\u30fc\u30c8\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u65e5\u7a0b\u3068\u90fd\u5e02\u304c\u7533\u8acb\u306b\u5408\u3044\u30011\u6cca\u3042\u305f\u308a\u306e\u6599\u91d1\u3068\u5ea7\u5e2d\u306e\u7b49\u7d1a\u304c\u898f\u7a0b\u306e\u5185 |\n| `date_mismatch` | \u4fbf\u3084\u30db\u30c6\u30eb\u306e\u65e5\u4ed8\u30fb\u90fd\u5e02\u304c\u3001\u7533\u8acb\u306e\u51fa\u767a\u30fb\u5e30\u56fd\u306e\u65e5\u3084\u884c\u304d\u5148\u3068\u9055\u3046 |\n| `over_limit` | 1\u6cca\u3042\u305f\u308a\u306e\u6599\u91d1\u3092\u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u3067\u5186\u306b\u3057\u3066\u3001\u90fd\u5e02\u306e\u533a\u5206\u306e\u4e0a\u9650\u3092\u8d85\u3048\u308b |\n| `class_mismatch` | \u5ea7\u5e2d\u306e\u7b49\u7d1a\u304c\u3001\u5f79\u8077\u3068\u98db\u884c\u6642\u9593\u3067\u6c7a\u307e\u308b\u7b49\u7d1a\u3088\u308a\u4e0a |\n| `needs_human` | `rate_kind` \u304b `tax` \u304c `unknown`\u3001\u540d\u524d\u304c\u793e\u54e1\u306e\u4e00\u89a7\u3068\u4e00\u81f4\u3057\u306a\u3044\u3001`ambiguous` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u5909\u66f4\u306e\u78ba\u8a8d\u66f8\u3092\u5c65\u6b74\u3068\u3057\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** `document_kind` \u304c `change` \u306a\u3089\u3001**\u540c\u3058\u4e88\u7d04\u756a\u53f7\u306e\u524d\u306e\u5024\u3092\u6b8b\u3057\u305f\u307e\u307e\u65b0\u3057\u3044\u5024\u3092\u8db3\u3057\u307e\u3059\u3002** \u53f0\u5e33\u306e\u65e5\u7a0b\u306f\u3044\u3064\u3082\u6700\u65b0\u306b\u306a\u308a\u3001\u4f55\u304c\u3044\u3064\u5909\u308f\u3063\u305f\u304b\u3082\u5f15\u3051\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u78ba\u8a8d\u66f8\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u4fbf\u30fb\u5bbf\u6cca\u30fb\u6599\u91d1\u306e\u53d6\u308a\u51fa\u3057 |\n| \u51fa\u5f35\u7533\u8acb\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc | \u8aad\u307f\u53d6\u308a | \u7533\u8acb\u306e\u65e5\u7a0b\u30fb\u884c\u304d\u5148\u30fb\u51fa\u5f35\u8005\u3092\u5f15\u304f |\n| \u51fa\u5f35\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u884c\u306b\u5024\u3092\u66f8\u304d\u3001\u5370\u3068\u5909\u66f4\u306e\u5c65\u6b74\u3092\u6b8b\u3059 |\n| \u901a\u77e5 | \u30e1\u30fc\u30eb | \u6bce\u671d\u306e\u4e00\u89a7\u3092\u62c5\u5f53\u8005\u306b\u9001\u308b |\n\n**\u4e88\u7d04\u306e\u5909\u66f4\u3084\u53d6\u6d88\u3001\u51fa\u5f35\u7533\u8acb\u306e\u627f\u8a8d\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u898f\u7a0b\u3092\u8d85\u3048\u308b\u4e88\u7d04\u3092\u53d6\u308a\u76f4\u3059\u304b\u3001\u4f8b\u5916\u3068\u3057\u3066\u8a8d\u3081\u308b\u304b\u306f\u3001**\u51fa\u5f35\u8005\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u3001\u627f\u8a8d\u306f\u3044\u307e\u306e\u51fa\u5f35\u7533\u8acb\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u884c\u3044\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u3082\u306e\u3067\u3059\u3002**\n\n1. **`date_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u7533\u8acb\u3068\u9055\u3046\u65e5\u7a0b\u306f\u3001\u51fa\u5f35\u306e\u4e88\u5b9a\u305d\u306e\u3082\u306e\u304c\u5909\u308f\u3063\u305f\u53ef\u80fd\u6027\u304c\u3042\u308b\u306e\u3067\u3001\u51fa\u5f35\u8005\u306b\u78ba\u304b\u3081\u3066\u7533\u8acb\u3092\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059\n2. **`over_limit` \u3068 `class_mismatch` \u3092\u4e0a\u9577\u306b\u56de\u3059** \u2026 \u4f8b\u5916\u3068\u3057\u3066\u8a8d\u3081\u308b\u304b\u3092\u4e0a\u9577\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u51fa\u767a\u524d\u306b\u6c7a\u3081\u308c\u3070\u3001\u53d6\u308a\u76f4\u3059\u6642\u9593\u304c\u6b8b\u308a\u307e\u3059**\n3. **`needs_human` \u3092\u78ba\u8a8d\u66f8\u306e\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 \u6599\u91d1\u306e\u7a2e\u985e\u3001\u7a0e\u306e\u6271\u3044\u3001\u540d\u524d\u306e\u8868\u8a18\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef63\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304f\u4ef6\u304c\u5897\u3048\u305f\u6708\u306f\u3001\u898f\u7a0b\u306e\u8868\u306b\u7121\u3044\u90fd\u5e02\u304c\u5897\u3048\u3066\u3044\u306a\u3044\u304b\u3001\u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u306a\u3044\u4e88\u7d04\u30b5\u30a4\u30c8\u304c\u5897\u3048\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u51fa\u5f35\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u78ba\u8a8d\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| 1\u901a\u306b\u8907\u6570\u306e\u51fa\u5f35\u8005\u306e\u4e88\u7d04 | \u540d\u524d\u3054\u3068\u306b\u53f0\u5e33\u306e\u884c\u3092\u5206\u3051\u308b\u3002\u793e\u54e1\u306e\u4e00\u89a7\u306b\u7121\u3044\u540d\u524d\u306f\u4eba\u3078 |\n| \u898f\u7a0b\u306e\u8868\u306b\u7121\u3044\u90fd\u5e02 | \u533a\u5206\u3092\u6c7a\u3081\u305a\u306b `needs_human`\u3002\u7dcf\u52d9\u304c\u533a\u5206\u3092\u6c7a\u3081\u3066\u8868\u306b\u8db3\u3059 |\n| \u63db\u7b97\u30ec\u30fc\u30c8\u306e\u8868\u306b\u305d\u306e\u6708\u306e\u901a\u8ca8\u304c\u7121\u3044 | \u63db\u7b97\u305b\u305a\u306b `needs_human` |\n| \u53d6\u6d88\u306e\u78ba\u8a8d\u66f8 | \u53f0\u5e33\u306e\u4e88\u7d04\u3092\u53d6\u6d88\u3068\u3057\u3066\u8a18\u9332\u3057\u3001\u51fa\u5f35\u81ea\u4f53\u304c\u53d6\u308a\u3084\u3081\u304b\u3092\u78ba\u304b\u3081\u308b |\n| \u7533\u8acb\u756a\u53f7\u304c\u4ef6\u540d\u306b\u7121\u304f\u3001\u5019\u88dc\u306e\u884c\u304c\u8907\u6570\u3042\u308b | \u5019\u88dc\u3092\u4e26\u3079\u3066\u4eba\u304c\u9078\u3076 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u898f\u7a0b\u306e\u5224\u5b9a\u304c\u8aa4\u308a\u307e\u3059\u3002** \u8868\u306b\u7121\u3044\u3082\u306e\u306f\u8868\u306b\u8db3\u3057\u3066\u304b\u3089\u7167\u5408\u3057\u76f4\u3059\u3001\u3068\u3044\u3046\u9806\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u8ee2\u9001\u3057\u305f\u51fa\u5f35\u8005\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\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\uff08\u539f\u6587\u3068\u3001\u6599\u91d1\u306e\u7a2e\u985e\u30fb\u7a0e\u306e\u6271\u3044\u306e\u89e3\u91c8\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u898f\u7a0b\u306e\u8868\u3068\u63db\u7b97\u30ec\u30fc\u30c8\u306e\u7248**\n- **\u4e88\u7d04\u306e\u5909\u66f4\u306e\u5c65\u6b74** \u2026 \u3044\u3064\u3001\u3069\u306e\u4fbf\u3084\u30db\u30c6\u30eb\u304c\u3001\u4f55\u304b\u3089\u4f55\u306b\u5909\u308f\u3063\u305f\u304b\n- \u4e0a\u9577\u304c\u4f8b\u5916\u3092\u8a8d\u3081\u305f\u8a18\u9332\u3068\u3001\u305d\u306e\u7406\u7531\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u898f\u7a0b\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u90fd\u5e02\u3067\u4f8b\u5916\u304c\u7d9a\u304f\u306a\u3089\u3001**\u4e0a\u9650\u305d\u306e\u3082\u306e\u304c\u5b9f\u614b\u306b\u5408\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u6d77\u5916\u51fa\u5f35\u304b\u308930\u4ef6\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u9078\u3076\uff08**1\u6cca\u306e\u984d\u3068\u6ede\u5728\u5168\u4f53\u306e\u984d\u304c\u4e21\u65b9\u66f8\u304b\u308c\u305f\u3082\u306e\u3001\u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u3001\u5909\u66f4\u306e\u78ba\u8a8d\u66f8\u3001\u5230\u7740\u304c\u7fcc\u65e5\u306b\u306a\u308b\u4fbf**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b1\u901a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u3053\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u4fbf\u540d\u3001\u533a\u9593\u3001\u51fa\u767a\u3068\u5230\u7740\u306e\u65e5\u6642\u3001\u30db\u30c6\u30eb\u540d\u3001\u90fd\u5e02\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u65e5\u3001\u5bbf\u6cca\u306e\u6599\u91d1\uff081\u6cca\u304b\u6ede\u5728\u5168\u4f53\u304b\u3001\u7a0e\u8fbc\u307f\u304b\uff09\u3068\u901a\u8ca8\u3001\u53d6\u6d88\u671f\u9650\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7a0e\u306e\u6271\u3044\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u300e\u8a18\u8f09\u306a\u3057\u300f\u3068\u3057\u3001\u63a8\u3057\u3066\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u63db\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u5f53\u6642\u306e\u51fa\u5f35\u53f0\u5e33\u306e\u5024\u3068\u3001\u7cbe\u7b97\u3067\u5206\u304b\u3063\u305f\u4e0a\u9650\u8d85\u3048\u306e\u8a18\u9332\u3068\u898b\u6bd4\u3079\u308b\n\n**30\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u6599\u91d1\u306e\u7a2e\u985e\u3092\u5206\u3051\u3089\u308c\u308b\u304b\u3001\u7a0e\u306e\u6271\u3044\u3092\u63a8\u3055\u306a\u3044\u304b\u3001\u7fcc\u65e5\u306e\u5230\u7740\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u6599\u91d1\u306e\u7a2e\u985e\u3068\u7a0e\u306e\u6271\u3044\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u5206\u3051\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7a0e\u306e\u6271\u3044\u3092\u63a8\u3057\u305f | \u63a8\u6e2c\u3092\u7981\u3058\u308b\u6307\u793a\u3092\u8db3\u3059\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u5230\u7740\u304c\u7fcc\u65e5\u306e\u4fbf\u3067\u65e5\u4ed8\u3092\u53d6\u308a\u9055\u3048\u305f | \u5230\u7740\u306e\u65e5\u4ed8\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u3089\u305b\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u901a\u3054\u3068\u306e\u9805\u76ee\u306e\u8aad\u307f\u53d6\u308a","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u53f0\u5e33\u306b\u66f8\u304d\u3001\u7533\u8acb\u3068\u898f\u7a0b\u306b\u7167\u3089\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3001\u8ee2\u8a18\u3001\u7167\u5408\u3001\u6240\u5728\u306e\u4e00\u89a7","full_setup":"\u4e0a\u8a18\uff0b\u51fa\u5f35\u53f0\u5e33\u306e\u60c5\u5831\u3092\u305f\u3073\u30ec\u30b8\u3078\u9023\u643a\u3057\u3001\u5e30\u56fd\u5f8c\u306e\u7cbe\u7b97\u306e\u660e\u7d30\u3068\u3082\u7167\u3089\u3059 \uff0f \u51fa\u767a\u524d\u306e\u7167\u5408\u304b\u3089\u6240\u5728\u306e\u767b\u9332\u3068\u7cbe\u7b97\u306e\u7167\u5408\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8ee2\u8a18\u3068\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**1\u4ef612\u5206\u304c3\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u305f\u3073\u30ec\u30b8\u3068\u306e\u9023\u643a\u3068\u7cbe\u7b97\u3068\u306e\u7167\u5408\u3067\u3059\u3002** \u305f\u3073\u30ec\u30b8\u306b\u306f\u4f01\u696d\u5411\u3051\u306b\u51fa\u5f35\u60c5\u5831\u3092\u4e00\u62ec\u3067\u767b\u9332\u3067\u304d\u308b\u9023\u643a\u306e\u4ed5\u7d44\u307f\u304c\u6848\u5185\u3055\u308c\u3066\u304a\u308a\u3001**\u5229\u7528\u306b\u306f\u5916\u52d9\u7701\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u8981\u308a\u307e\u3059\u3002** \u7cbe\u7b97\u3068\u306e\u7167\u5408\u3067\u306f\u3001\u4e88\u7d04\u306e\u6599\u91d1\u3068\u9818\u53ce\u66f8\u306e\u91d1\u984d\u3092\u6bd4\u3079\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u6ede\u5728\u5168\u4f53\u306e\u984d\u30921\u6cca\u306e\u984d\u3068\u3057\u3066\u6bd4\u3079\u308b | **\u6599\u91d1\u306e\u7a2e\u985e\u3092\u53d6\u308a\u51fa\u3055\u305b\u3001\u5272\u308a\u7b97\u306f Python \u3067\u884c\u3046** |\n| \u7a0e\u306e\u6271\u3044\u3092\u63a8\u3057\u3066\u8fbc\u307f\u3068\u3059\u308b | \u63a8\u6e2c\u3092\u7981\u3058\u3001`unknown` \u306f\u4eba\u3078 |\n| \u5230\u7740\u304c\u7fcc\u65e5\u306e\u4fbf\u3067\u65e5\u4ed8\u304c\u305a\u308c\u308b | \u5230\u7740\u306e\u65e5\u4ed8\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u3001\u30db\u30c6\u30eb\u306e\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u6bd4\u3079\u308b |\n| \u8ee2\u9001\u306e\u6587\u306e\u65e5\u4ed8\u3092\u8aad\u307f\u53d6\u308b | PDF\u306b\u3059\u308b\u524d\u306b\u8ee2\u9001\u306e\u6587\u3092\u5916\u3059 |\n| \u5909\u66f4\u306e\u78ba\u8a8d\u66f8\u3067\u53e4\u3044\u65e5\u7a0b\u304c\u4e0a\u66f8\u304d\u3055\u308c\u306a\u3044 | \u4e88\u7d04\u756a\u53f7\u3067\u524d\u306e\u5024\u3092\u5f15\u304d\u3001\u5c65\u6b74\u3068\u3057\u3066\u8db3\u3059 |\n| \u540d\u524d\u306e\u8868\u8a18\u306e\u9055\u3044\u3067\u5225\u4eba\u3068\u3059\u308b | \u793e\u54e1\u306e\u4e00\u89a7\u306e\u30ed\u30fc\u30de\u5b57\u3068\u7167\u3089\u3057\u3001\u4e00\u81f4\u3057\u306a\u3051\u308c\u3070\u5019\u88dc\u3068\u3057\u3066\u4eba\u3078 |\n| \u898f\u7a0b\u306e\u8868\u306b\u7121\u3044\u90fd\u5e02\u3067\u7167\u5408\u304c\u6b62\u307e\u308b | \u533a\u5206\u3092\u6c7a\u3081\u305a\u306b\u4eba\u3078\u56de\u3057\u3001\u8868\u306b\u8db3\u3059 |\n| \u63db\u7b97\u3092\u6708\u3054\u3068\u306e\u30ec\u30fc\u30c8\u3067\u3057\u306a\u3044 | \u793e\u5185\u306e\u63db\u7b97\u30ec\u30fc\u30c8\u306e\u8868\u3092 Python \u304c\u5f15\u304f |\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\u6599\u91d1\u306e\u6bd4\u3079\u65b9\u306e\u8aa4\u308a\u3067\u3001**\u5370\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u7d50\u5c40\u3059\u3079\u3066\u306e\u78ba\u8a8d\u66f8\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3057\u76f4\u3059\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u51fa\u5f35\u8005\u306e\u6c0f\u540d\u3001\u65e5\u7a0b\u3001\u4fbf\u3001\u5bbf\u6cca\u5148\u3001\u6599\u91d1\u3067\u3059\u3002**\u500b\u4eba\u304c\u3044\u3064\u3069\u3053\u306b\u3044\u308b\u304b\u304c\u5206\u304b\u308b\u60c5\u5831\u3067\u3001\u5916\u306b\u51fa\u305b\u3070\u672c\u4eba\u306e\u5b89\u5168\u306b\u95a2\u308f\u308a\u307e\u3059\u3002**\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u8aad\u307f\u53d6\u308a\u306b\u5fc5\u8981\u306a\u3082\u306e\u306b\u9650\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002**\u51fa\u5f35\u7533\u8acb\u306e\u76ee\u7684\u3001\u793e\u54e1\u306e\u4e00\u89a7\u3001\u4ed6\u306e\u51fa\u5f35\u8005\u306e\u60c5\u5831\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u6240\u5728\u306e\u4e00\u89a7\u306e\u95b2\u89a7\u8005\u3092\u7d5e\u308b** \u2026 \u51fa\u5f35\u8005\u306e\u6240\u5728\u306e\u4e00\u89a7\u306f\u3001\u7dcf\u52d9\u306e\u62c5\u5f53\u8005\u3068\u7dca\u6025\u6642\u306e\u5bfe\u5fdc\u306e\u62c5\u5f53\u8005\u3060\u3051\u304c\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n3. **\u4f8b\u5916\u306e\u5224\u65ad\u3092\u51fa\u3055\u306a\u3044** \u2026 \u4e00\u89a7\u306b\u51fa\u3059\u306e\u306f\u98df\u3044\u9055\u3044\u3068\u4e0a\u9650\u8d85\u3048\u306e\u4e8b\u5b9f\u3060\u3051\u3067\u3059\u3002**\u8a8d\u3081\u308b\u304b\u3069\u3046\u304b\u306f\u4e0a\u9577\u304c\u6c7a\u3081\u307e\u3059**\n4. **\u4e88\u7d04\u78ba\u8a8d\u66f8\u306e\u4fdd\u7ba1\u671f\u9593\u3092\u6c7a\u3081\u308b** \u2026 \u7cbe\u7b97\u3068\u76e3\u67fb\u306b\u8981\u308b\u671f\u9593\u3092\u904e\u304e\u305f\u3089\u6d88\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u4e0a\u9650\u8d85\u3048\u3092\u898b\u9003\u3057\u3066\u7cbe\u7b97\u306e\u6bb5\u3067\u63c9\u3081\u308b\u3053\u3068\u3068\u3001\u6240\u5728\u306e\u4e00\u89a7\u304c\u53e4\u304f\u3066\u7dca\u6025\u6642\u306b\u51fa\u5f35\u8005\u3092\u63a2\u305b\u306a\u3044\u3053\u3068\u3067\u3059\u3002** **\u6599\u91d1\u306e\u7a2e\u985e\u3068\u5909\u66f4\u306e\u5c65\u6b74\u3092\u539f\u6587\u306e\u307e\u307e\u6b8b\u3059\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u6d77\u5916\u51fa\u5f35\u304c\u6708\u306b\u767e\u4ef6\u4ee5\u4e0a\u3042\u308b\u5546\u793e\u30fb\u30e1\u30fc\u30ab\u30fc\u30fbIT\u4f01\u696d\u30fb\u5efa\u8a2d\u4f1a\u793e\u306e\u7dcf\u52d9\u3068\u7d4c\u7406\u3002\u51fa\u5f35\u8005\u304c\u81ea\u5206\u3067\u3001\u307e\u305f\u306f\u65c5\u884c\u4f1a\u793e\u3092\u901a\u3058\u3066\u822a\u7a7a\u5238\u3068\u30db\u30c6\u30eb\u3092\u4e88\u7d04\u3057\u3001\u82f1\u6587\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u304cPDF\u3084\u30e1\u30fc\u30eb\u3067\u5c4a\u304f\u305f\u3081\u3001\u7dcf\u52d9\u306e\u62c5\u5f53\u8005\u304c\u65e5\u7a0b\u30fb\u4fbf\u540d\u30fb\u5bbf\u6cca\u5148\u30fb\u6599\u91d1\u3092\u51fa\u5f35\u53f0\u5e33\u306b\u624b\u3067\u5199\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u5bbf\u6cca\u6599\u306e\u4e0a\u9650\u8d85\u3048\u3084\u3001\u7533\u8acb\u3068\u9055\u3046\u65e5\u7a0b\u306e\u4e88\u7d04\u306b\u3001\u7cbe\u7b97\u306e\u6bb5\u3067\u6c17\u3065\u304f\u3053\u3068\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u6d77\u5916\u51fa\u5f35\u304c\u6708\u306b\u6570\u4ef6\u306e\u4f01\u696d\u3002\u51fa\u5f35\u306e\u4e88\u7d04\u3092\u51fa\u5f35\u7ba1\u7406\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u307e\u3068\u3081\u3066\u304a\u308a\u3001\u4e88\u7d04\u306e\u5185\u5bb9\u3092\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u3066\u3044\u308b\u5834\u5408\u3002\u4e88\u7d04\u78ba\u8a8d\u66f8\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u65e5\u672c\u8a9e\u306a\u3069\uff09\u3067\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306eOCR\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3057\u304b\u8aad\u3081\u307e\u305b\u3093\uff09\u3002\u306a\u304a\u3001\u898f\u7a0b\u306e\u4f8b\u5916\u3092\u8a8d\u3081\u308b\u304b\u3069\u3046\u304b\u3001\u4e88\u7d04\u3092\u53d6\u308a\u76f4\u3059\u304b\u3069\u3046\u304b\u306f\u3001\u51fa\u5f35\u8005\u306e\u4e0a\u9577\u3068\u7dcf\u52d9\u304c\u5224\u65ad\u3059\u308b\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u51fa\u5f35\u898f\u7a0b\u3092\u8868\u306b\u3059\u308b**\n\n\u90fd\u5e02\u306e\u533a\u5206\u3054\u3068\u306e1\u6cca\u306e\u4e0a\u9650\u3001\u7a0e\u8fbc\u307f\u3067\u6bd4\u3079\u308b\u304b\u3001\u5f79\u8077\u3068\u98db\u884c\u6642\u9593\u3054\u3068\u306e\u5ea7\u5e2d\u306e\u7b49\u7d1a\u3092\u8868\u306b\u3057\u307e\u3059\u3002**\u51fa\u5f35\u306e\u591a\u3044\u4e0a\u4f4d20\u90fd\u5e02\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u3042\u308f\u305b\u3066\u3001\u793e\u54e1\u306e\u4e00\u89a7\u306b\u30ed\u30fc\u30de\u5b57\u306e\u8868\u8a18\u306e\u5217\u3092\u8db3\u3057\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u4e88\u7d04\u78ba\u8a8d\u66f8\u304b\u308930\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u6599\u91d1\u306e\u7a2e\u985e\u3092\u5206\u3051\u3089\u308c\u308b\u304b\u3001\u7a0e\u306e\u6271\u3044\u3092\u63a8\u3055\u306a\u3044\u304b\u3001\u7fcc\u65e5\u306e\u5230\u7740\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u8ee2\u9001\u306e\u6c7a\u307e\u308a\u3092\u6574\u3048\u308b**\n\n\u4e88\u7d04\u78ba\u8a8d\u66f8\u3092\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u8ee2\u9001\u3059\u308b\u3068\u304d\u3001**\u4ef6\u540d\u306b\u51fa\u5f35\u7533\u8acb\u306e\u756a\u53f7\u3092\u66f8\u304f\u6c7a\u307e\u308a**\u3092\u51fa\u5f35\u8005\u306b\u4f1d\u3048\u307e\u3059\u3002\u3053\u3053\u304c\u6574\u3046\u3068\u3001\u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u308b\u51e6\u7406\u304c\u307b\u307c\u4e0d\u8981\u306b\u306a\u308a\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u53f0\u5e33\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u53f0\u5e33\u306b\u5024\u3068\u5370\u3092\u66f8\u304f\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u5229\u7528\u306e\u591a\u30442\u793e\u306e\u65c5\u884c\u4f1a\u793e\u306e\u78ba\u8a8d\u66f8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u81ea\u5206\u3067\u4e88\u7d04\u3057\u305f\u51fa\u5f35\u306e\u78ba\u8a8d\u66f8\u306b\u5e83\u3052\u3001`over_limit` \u3068 `needs_human` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u898f\u7a0b\u306e\u8868\u3092\u76f4\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u6bce\u671d\u306e\u6240\u5728\u306e\u4e00\u89a7\u3092\u904b\u7528\u306b\u4e57\u305b\u30011\u4ef612\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u4e0a\u9650\u8d85\u3048\u3068\u65e5\u7a0b\u306e\u9055\u3044\u304c\u51fa\u767a\u524d\u306b\u62fe\u308f\u308c\u3001\u51fa\u5f35\u8005\u306e\u6240\u5728\u3092\u53f0\u5e33\u304b\u3089\u3044\u3064\u3067\u3082\u7b54\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0084","UC-0508","UC-0005","UC-0454"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":5223,"slug":"kaigai-kokoku-shohizei","title":"\u6d77\u5916\u306e\u5e83\u544a\u8cbb\u306f\u6d88\u8cbb\u7a0e\u304c\u9055\u3046\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"},{"id":5903,"slug":"site-seisakuhi-kaikei","title":"\u30b5\u30a4\u30c8\u306e\u5236\u4f5c\u8cbb\u306f\u8cbb\u7528\u304b\u8cc7\u7523\u304b\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u305f\u3073\u30ec\u30b8\u304c\u3001\u6e21\u822a\u56fd\u30fb\u5730\u57df\u3001\u6e21\u822a\u671f\u9593\u3001\u540d\u524d\u30fb\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u30fb\u96fb\u8a71\u756a\u53f7\u306a\u3069\u3092\u767b\u9332\u3059\u308b\u3068\u3001\u65c5\u5148\u306e\u5927\u4f7f\u9928\u3084\u7dcf\u9818\u4e8b\u9928\u304b\u3089\u5b89\u5168\u60c5\u5831\u3092\u53d7\u3051\u53d6\u308c\u3001\u7dca\u6025\u4e8b\u614b\u306e\u969b\u306b\u5b89\u5426\u78ba\u8a8d\u3084\u652f\u63f4\u3092\u53d7\u3051\u3089\u308c\u308b\u4ed5\u7d44\u307f\u3067\u3042\u308b\u3053\u3068 | [\u5916\u52d9\u7701: \u305f\u3073\u30ec\u30b8](https:\/\/www.ezairyu.mofa.go.jp\/tabireg\/index.html) | 2026-10-08 |\n| 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