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original transaction date? |\n| `RESPONSE_DUE` | By what date must the merchant respond? |\n| `DOCS_REQUESTED` | What documents does the merchant need to provide? |\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** \u671f\u9650\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `due`\u3001`respond`\u3001`within`\u3001`days` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u307e\u3059\u3002**\u300c\u901a\u77e5\u306e\u65e5\u4ed8\u304b\u308910\u65e5\u4ee5\u5185\u300d\u306e\u3088\u3046\u306a\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u306a\u3089\u3001\u305d\u306e\u6587\u3068\u901a\u77e5\u306e\u65e5\u4ed8\u3092\u4e21\u65b9\u8a18\u9332\u3057\u3001\u65e5\u4ed8\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\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**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3001\u901a\u77e5\u306f2\u301c3\u30da\u30fc\u30b8\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002**\n\n**\u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u306e\u4e88\u7d04\u306f\u3001Python \u304c\u8aad\u307f\u307e\u3059\u3002** \u6c7a\u6e08\u4ee3\u884c\u306eCSV\u306f\u6bce\u671d\u53d6\u308a\u8fbc\u307f\u3001PMS\u306f\u9928\u3054\u3068\u306e\u4e88\u7d04\u306e\u51fa\u529b\u3092\u591c\u9593\u306b\u53d6\u308a\u8fbc\u3093\u3067\u304a\u304d\u307e\u3059\u3002**\u751f\u6210AI\u306b\u306f\u3001\u6c7a\u6e08\u306e\u8a18\u9332\u3082PMS\u306e\u30c7\u30fc\u30bf\u3082\u6e21\u3057\u307e\u305b\u3093\u3002**","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u30e1\u30fc\u30eb\u672c\u6587\u306b\u901a\u77e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3082\u306e\u306f\u3001\u672c\u6587\u3092PDF\u306b\u3057\u3066\u5165\u308c\u307e\u3059\n2. **\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\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u901a\u77e5\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\n5. **\u9001\u308a\u5143\u306e\u7279\u5b9a** \u2026 \u9001\u4fe1\u5143\u306e\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u3001\u6c7a\u6e08\u4ee3\u884c\u304bOTA\u304b\u3001\u3069\u306e\u4e8b\u696d\u8005\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002**\u671f\u9650\u306e\u6570\u3048\u65b9\u306e\u65e2\u5b9a\u5024\u3092\u9001\u308a\u5143\u3054\u3068\u306b\u6301\u3064\u305f\u3081\u3067\u3059**\n6. **\u7d9a\u5831\u306e\u5224\u5b9a** \u2026 \u4ef6\u540d\u3084\u672c\u6587\u306e\u30b1\u30fc\u30b9\u756a\u53f7\u304c\u53f0\u5e33\u306b\u3042\u308c\u3070\u3001\u7d9a\u5831\u3068\u3057\u3066\u540c\u3058\u884c\u306b\u4ed8\u3051\u307e\u3059","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u901a\u77e5\u304b\u30898\u3064\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3068\u3001\u65e5\u4ed8\u3084\u91d1\u984d\u306e\u89e3\u91c8\u3092\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\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| \u30b1\u30fc\u30b9\u756a\u53f7\u3068\u9001\u308a\u5143 | \u539f\u6587\u306e\u307e\u307e\u3002\u7167\u4f1a\u304b\u3001\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u304b\u3001\u518d\u7533\u3057\u7acb\u3066\u304b\u306e\u6bb5\u968e\u3082 | \u6bb5\u968e\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| \u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3068\u7406\u7531\u30b3\u30fc\u30c9 | \u30d6\u30e9\u30f3\u30c9\u540d\u3068\u756a\u53f7\u3092\u539f\u6587\u306e\u307e\u307e | \u756a\u53f7\u3060\u3051\u3067\u30d6\u30e9\u30f3\u30c9\u304c\u7121\u3051\u308c\u3070 `ambiguous` |\n| \u91d1\u984d\u3068\u901a\u8ca8 | \u539f\u6587\u3068\u3001\u6570\u5024\u30fbISO \u306e\u901a\u8ca8\u30b3\u30fc\u30c9 | \u8907\u6570\u306e\u91d1\u984d\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u53d6\u5f15\u65e5 | \u539f\u6587\u3068\u3001\u65e5\u4ed8\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | \u6c7a\u6e08\u306e\u65e5\u304b\u5bbf\u6cca\u306e\u65e5\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u65e8\u3092\u8a18\u9332 |\n| \u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u56de\u7b54\u671f\u9650 | \u65e5\u4ed8\u304c\u3042\u308c\u3070\u539f\u6587\u3068\u89e3\u91c8\u3002\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u306a\u3089\u6587\u3092\u305d\u306e\u307e\u307e | \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599 | \u901a\u77e5\u306b\u5217\u6319\u3055\u308c\u305f\u8cc7\u6599\u3092\u539f\u6587\u306e\u307e\u307e\u30011\u3064\u305a\u3064 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u5bbf\u6cca\u5ba2\u306e\u4e3b\u5f35 | \u901a\u77e5\u306b\u6dfb\u4ed8\u3055\u308c\u305f\u7533\u3057\u7acb\u3066\u306e\u6587\u3092\u3001\u77ed\u304f\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n\n**\u56de\u7b54\u671f\u9650\u306e\u539f\u6587\u3092\u6b8b\u3059\u306e\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u9001\u308a\u5143\u3067\u9055\u3046\u305f\u3081\u3067\u3059\u3002** `05\/11\/2026` \u306f5\u670811\u65e5\u306b\u308211\u67085\u65e5\u306b\u3082\u8aad\u3081\u307e\u3059\u3002**1\u9031\u9593\u307b\u3069\u306e\u56de\u7b54\u671f\u9593\u3067\u306f\u3001\u53d6\u308a\u9055\u3048\u306f\u81f4\u547d\u7684\u3067\u3059\u3002** \u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u89e3\u91c8\u3055\u305b\u305a\u3001\u4eba\u306b\u898b\u305b\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u53cd\u8ad6\u3059\u308b\u304b\u53d7\u3051\u5165\u308c\u308b\u304b\u306e\u5224\u65ad | \u7d4c\u7406\u306e\u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u304c\u6c7a\u3081\u308b |\n| \u4e88\u7d04\u306e\u7279\u5b9a | \u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u3092 Python \u304c\u7167\u5408\u3059\u308b |\n| \u7406\u7531\u30b3\u30fc\u30c9\u304b\u3089\u8cc7\u6599\u3078\u306e\u5bfe\u5fdc | \u793e\u5185\u306e\u5bfe\u5fdc\u8868\u3067\u5f15\u304f\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u898f\u5247\u306f\u5909\u308f\u308b |\n| \u76f8\u5bfe\u306e\u671f\u9650\u306e\u8a08\u7b97 | \u9001\u308a\u5143\u3054\u3068\u306e\u6570\u3048\u65b9\u306e\u6c7a\u307e\u308a\u3067 Python \u304c\u884c\u3046 |\n| \u7406\u7531\u30b3\u30fc\u30c9\u306e\u610f\u5473\u306e\u63a8\u6e2c | \u756a\u53f7\u3060\u3051\u306e\u901a\u77e5\u3067\u3001\u4f3c\u305f\u756a\u53f7\u306e\u610f\u5473\u3092\u5f53\u3066\u306f\u3081\u306a\u3044 |","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u30c1\u30a7\u30fc\u30f3\u306e\u7d4c\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\n\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u901a\u77e5\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\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\ncase_id\u3001stage\u3001card_brand\u3001reason_code_raw\u3001amount_raw\u3001amount\u3001currency\u3001\ntransaction_date_raw\u3001transaction_date\u3001transaction_date_kind\u3001card_last4\u3001\nresponse_due_raw\u3001response_due_date\u3001response_due_relative\u3001\ndocuments_requested\uff08\u914d\u5217\uff09\u3001cardholder_claim_raw\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\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u65e5\u4ed8\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6587\u9762\u304b\u3089\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067\n  \u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3001status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u56de\u7b54\u671f\u9650\u304c\u300c\u301c\u65e5\u4ee5\u5185\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306a\u3089\u3001\u65e5\u4ed8\u306b\u76f4\u3055\u305a\u3001\n  \u305d\u306e\u6587\u3092\u305d\u306e\u307e\u307e response_due_relative \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u30b3\u30fc\u30c9\u306f\u66f8\u304b\u308c\u305f\u756a\u53f7\u3060\u3051\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u756a\u53f7\u306e\u610f\u5473\u3092\n  \u66f8\u304d\u6dfb\u3048\u305f\u308a\u3001\u5225\u306e\u30d6\u30e9\u30f3\u30c9\u306e\u756a\u53f7\u306b\u8aad\u307f\u66ff\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u5f15\u65e5\u304c\u6c7a\u6e08\u306e\u65e5\u304b\u5bbf\u6cca\u306e\u65e5\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\n  transaction_date_kind \u3092 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53cd\u8ad6\u3067\u304d\u308b\u304b\u3001\u52dd\u3066\u305d\u3046\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u77e5\u3067\u306a\u3044\u66f8\u985e\uff08\u8acb\u6c42\u66f8\u3001\u5165\u91d1\u660e\u7d30\u3001\u8ca9\u4fc3\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a 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_forms_tables_queries}\n\u3010\u9001\u308a\u5143\u306e\u533a\u5206\u3011{sender_type}\n```\n\n**\u300c\u756a\u53f7\u306e\u610f\u5473\u3092\u66f8\u304d\u6dfb\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u66f8\u304d\u6dfb\u3048\u307e\u3059\u3002** \u7406\u7531\u30b3\u30fc\u30c9\u306e\u756a\u53f7\u3092\u898b\u308b\u3068\u3001\u77e5\u3063\u3066\u3044\u308b\u610f\u5473\u3092\u88dc\u8db3\u3057\u3088\u3046\u3068\u3057\u3001**\u305d\u308c\u304c\u30d6\u30e9\u30f3\u30c9\u9055\u3044\u306e\u610f\u5473\u3067\u3082\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u6587\u306b\u306a\u308a\u307e\u3059\u3002** \u610f\u5473\u306f\u5bfe\u5fdc\u8868\u306e\u5074\u306b\u7f6e\u304d\u3001AI\u306b\u306f\u756a\u53f7\u3060\u3051\u3092\u5199\u3055\u305b\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_type\": \"chargeback_notice\",\n  \"case_id\": \"CB-2026-104233\",\n  \"stage\": \"chargeback\",\n  \"card_brand\": \"Mastercard\",\n  \"reason_code_raw\": \"4853\",\n  \"amount_raw\": \"JPY 48,000\",\n  \"amount\": 48000,\n  \"currency\": \"JPY\",\n  \"transaction_date_raw\": \"09\/14\/2026\",\n  \"transaction_date\": \"2026-09-14\",\n  \"transaction_date_kind\": \"unknown\",\n  \"card_last4\": \"4417\",\n  \"response_due_raw\": \"\",\n  \"response_due_relative\": \"within 10 days of the date of this letter\",\n  \"documents_requested\": [\"Cancellation policy\", \"Proof of disclosure\"],\n  \"items\": [\n    { \"item\": \"response_due\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"p1:L22\" }\n  ],\n  \"request_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3068\u671f\u9650\u306e\u8a08\u7b97\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u3092\u5f15\u304d\u3001\u5bfe\u5fdc\u8868\u304b\u3089\u8cc7\u6599\u3092\u5f15\u3044\u3066\u3001\u6848\u4ef6\u3054\u3068\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u56de\u7b54\u671f\u9650\u304c\u65e5\u4ed8\u3067\u78ba\u5b9a\u3057\u3001\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u304c1\u4ef6\u306b\u7279\u5b9a\u3067\u304d\u3001\u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u3042\u308b |\n| `deadline_unclear` | \u671f\u9650\u306e\u65e5\u4ed8\u304c `ambiguous`\u3001\u307e\u305f\u306f\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u3067\u9001\u308a\u5143\u306e\u6570\u3048\u65b9\u304c\u4e00\u89a7\u306b\u7121\u3044 |\n| `booking_not_found` | \u6c7a\u6e08\u306e\u8a18\u9332\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u4e88\u7d04\u306b\u623b\u308c\u306a\u3044 |\n| `multi_match` | \u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u306e\u7d44\u3067\u8907\u6570\u306e\u6c7a\u6e08\u304c\u5f53\u305f\u308b |\n| `needs_human` | \u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u3001`unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u901a\u77e5\u3067\u306a\u3044\u66f8\u985e |\n\n**2\u3064\u76ee\u306f\u3001\u793e\u5185\u306e\u671f\u9650\u3092\u4e00\u5f8b\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u901a\u77e5\u306e\u671f\u9650\u304b\u30893\u55b6\u696d\u65e5\u524d\u3092\u793e\u5185\u306e\u671f\u9650\u3068\u3057\u3001\u9928\u3078\u306e\u8cc7\u6599\u306e\u4f9d\u983c\u306f\u3055\u3089\u306b\u305d\u306e3\u55b6\u696d\u65e5\u524d\u306b\u7de0\u3081\u307e\u3059\u3002**\u671f\u9650\u304c\u78ba\u5b9a\u3057\u306a\u3044\u6848\u4ef6\u306f\u3001\u305d\u308c\u3060\u3051\u3067\u5370\u304c\u4ed8\u304d\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 | \u901a\u77e5\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 | \u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u9928\u3078\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u6c7a\u6e08\u306e\u8a18\u9332 | \u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u6bce\u65e5\u51fa\u3059CSV | \u53d6\u5f15ID\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u30fb\u6ce8\u6587\u756a\u53f7\u3092\u8aad\u3080 |\n| PMS | \u9928\u3054\u3068\u306e\u4e88\u7d04\u306e\u51fa\u529b | \u4e88\u7d04\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u30fb\u30ce\u30fc\u30b7\u30e7\u30fc\u30fb\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u8a18\u9332\u3092\u8aad\u3080 |\n| \u53f0\u5e33 | \u66f8\u304d\u8fbc\u307f | \u6848\u4ef6\u3054\u3068\u306e\u5370\u3001\u8cc7\u6599\u306e\u4e00\u89a7\u3001\u793e\u5185\u306e\u671f\u9650\u3092\u66f8\u304f |\n\n**\u6c7a\u6e08\u4ee3\u884c\u3078\u306e\u56de\u7b54\u306e\u63d0\u51fa\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u56de\u7b54\u3092\u63d0\u51fa\u3059\u308b\u6a5f\u4f1a\u306f1\u56de\u306e\u307f\u3067\u3001**\u63d0\u51fa\u5f8c\u306f\u56de\u7b54\u3092\u7de8\u96c6\u3057\u305f\u308a\u3001\u8ffd\u52a0\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u9001\u3063\u305f\u308a\u3067\u304d\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6c7a\u6e08\u4ee3\u884c\u306b\u3088\u3063\u3066\u6271\u3044\u306f\u9055\u3044\u307e\u3059\u304c\u3001**\u4e00\u5ea6\u304d\u308a\u306e\u63d0\u51fa\u3092\u81ea\u52d5\u306b\u3059\u308b\u7406\u7531\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u8cc7\u6599\u3092\u307e\u3068\u3081\u3066\u63d0\u51fa\u3059\u308b\u306e\u306f\u3001\u8cac\u4efb\u8005\u306e\u5224\u65ad\u3092\u7d4c\u305f\u62c5\u5f53\u8005\u3067\u3059\u3002","human_review":"**\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u6848\u4ef6\u3067\u3059\u3002** `ok` \u306e\u6848\u4ef6\u306f\u3001\u671f\u9650\u3068\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u4e26\u3079\u305f\u53f0\u5e33\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`deadline_unclear` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u671f\u9650\u304c\u78ba\u5b9a\u3057\u306a\u3044\u6848\u4ef6\u306f\u3001\u901a\u77e5\u306e\u753b\u50cf\u3068\u9001\u308a\u5143\u306e\u6c7a\u307e\u308a\u3067\u671f\u9650\u3092\u78ba\u5b9a\u3055\u305b\u307e\u3059\u3002**\u671f\u9650\u304c\u6c7a\u307e\u3089\u306a\u3044\u3046\u3061\u306f\u3001\u4ed6\u306e\u4f5c\u696d\u306b\u9032\u307f\u307e\u305b\u3093**\n2. **`booking_not_found` \u3068 `multi_match` \u306e\u4e88\u7d04\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6c7a\u6e08\u4ee3\u884c\u306e\u7ba1\u7406\u753b\u9762\u3067\u53d6\u5f15\u3092\u958b\u304d\u3001\u9928\u3068\u4e88\u7d04\u3092\u7279\u5b9a\u3057\u307e\u3059\n3. **\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u78ba\u304b\u3081\u3066\u9928\u306b\u4f9d\u983c\u3059\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u9928\u306e\u30d5\u30ed\u30f3\u30c8\u306b\u9001\u308a\u307e\u3059\n4. **\u53cd\u8ad6\u3059\u308b\u304b\u3092\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u308b** \u2026 \u96c6\u307e\u3063\u305f\u8cc7\u6599\u3068\u5bbf\u6cca\u5ba2\u306e\u4e3b\u5f35\u3092\u4e26\u3079\u3001\u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u306b\u6c7a\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n\n**\u63d0\u51fa\u3059\u308b\u8cc7\u6599\u306e\u307e\u3068\u3081\u65b9\u306b\u3082\u6c7a\u307e\u308a\u304c\u3042\u308a\u307e\u3059\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u53cd\u8a3c\u8cc7\u6599\u30d5\u30a1\u30a4\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u5408\u8a08\u3067\u6700\u59274.5MB\u3001Mastercard \u306e\u53cd\u8a3c\u8cc7\u6599\u306f\u5408\u8a08\u3067\u6700\u592719\u30da\u30fc\u30b8\u307e\u3067\u306b\u5236\u9650\u3057\u3001**\u97f3\u58f0\u3084\u52d5\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3001\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8a73\u7d30\u304c\u8868\u793a\u3055\u308c\u308b\u30ea\u30f3\u30af\u306f\u542b\u3081\u306a\u3044**\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9928\u304b\u3089\u96c6\u3081\u305f\u8cc7\u6599\u3092\u62c5\u5f53\u8005\u304c\u305d\u306e\u307e\u307e\u675f\u306d\u308b\u3068\u3001\u4e0a\u9650\u3092\u8d85\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u901a\u77e5 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u671f\u9650\u304c\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u3067\u3001\u6570\u3048\u65b9\u304c\u4e00\u89a7\u306b\u7121\u3044 | `deadline_unclear`\u3002**\u9001\u308a\u5143\u306b\u78ba\u8a8d\u3057\u3001\u4e00\u89a7\u306b\u8db3\u3059** |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u753b\u50cf\u3068\u9001\u308a\u5143\u306e\u66f8\u5f0f\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| \u6c7a\u6e08\u306e\u8a18\u9332\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `booking_not_found`\u3002OTA\u306e\u6c7a\u6e08\u306e\u660e\u7d30\u3082\u63a2\u3059 |\n| \u540c\u3058\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u306e\u6c7a\u6e08\u304c\u8907\u6570\u3042\u308b | `multi_match`\u3002\u627f\u8a8d\u756a\u53f7\u304b\u53d6\u5f15ID\u3067\u4eba\u304c\u7d5e\u308b |\n| \u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044 | `needs_human`\u3002**\u610f\u5473\u3092\u8abf\u3079\u3066\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u306e\u306f\u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u7d4c\u3066** || \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\u30893\u884c\u76ee\u30684\u884c\u76ee\u304c\u3001\u53d6\u308a\u8fd4\u3057\u306e\u3064\u304b\u306a\u3044\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u56de\u7b54\u671f\u9650\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u554f\u984c\u3067\u3001**\u3053\u3053\u3092\u4eba\u306b\u56de\u3059\u8a2d\u8a08\u3092\u5d29\u3059\u3068\u3001\u53f0\u5e33\u306e\u671f\u9650\u305d\u306e\u3082\u306e\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u901a\u77e5\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u308a\u5143\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\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u5bfe\u5fdc\u8868\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u671f\u9650\u3084\u4e88\u7d04\u306e\u7279\u5b9a\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u5024\u3092\u3001\u3069\u3046\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u304b\u3081\u305f\u304b\n- \u53cd\u8ad6\u304b\u53d7\u3051\u5165\u308c\u304b\u306e\u5224\u65ad\u3068\u3001\u63d0\u51fa\u3057\u305f\u65e5\u3001\u7d50\u679c\u306e\u901a\u77e5\u3068\u306e\u5bfe\u5fdc\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5bfe\u5fdc\u8868\u3092\u80b2\u3066\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u7406\u7531\u30b3\u30fc\u30c9\u3054\u3068\u306b\u3001\u53cd\u8ad6\u3057\u305f\u4ef6\u6570\u3068\u7d50\u679c\u306e\u4ef6\u6570\u3092\u4e26\u3079\u308b\u3068\u3001**\u96c6\u3081\u308b\u8cc7\u6599\u304c\u8db3\u308a\u3066\u3044\u306a\u3044\u7406\u7531\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30ab\u30fc\u30c9\u4fdd\u6709\u8005\u306e\u9280\u884c\u304c\u5185\u5bb9\u3092\u5be9\u67fb\u3057\u3066\u7d50\u679c\u3092\u6c7a\u3081\u3001**\u78ba\u8a8d\u306b\u306f\u6700\u9577\u30673\u304b\u6708\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7d50\u679c\u306e\u901a\u77e5\u306f\u3001\u5143\u306e\u884c\u306b\u4ed8\u3051\u3066\u304a\u304d\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":60,"assumption_workdays":20,"volume_month":60,"before_minutes_per_case":45,"after_minutes_per_case":15,"hourly_cost":3000,"before_hours_month":45,"after_hours_month":15,"saved_hours_month":30,"reduction_rate":67,"saved_hours_year":360,"annual_cost_effect":1080000,"summary":"\u6d77\u5916\u306e\u6c7a\u6e08\u4ee3\u884c\u3084\u30ab\u30fc\u30c9\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u901a\u77e5\u3092\u8aad\u307f\u53d6\u308a\u3001\u4e88\u7d04\u30fb\u6c7a\u6e08\u30fb\u6ede\u5728\u306e\u8a18\u9332\u3068\u7167\u3089\u3057\u307e\u3059\u3002\u6848\u4ef6\u3054\u3068\u306b\u3001\u53cd\u8a3c\u306b\u8981\u308b\u8cc7\u6599\u306e\u4e00\u89a7\u3068\u56de\u7b54\u671f\u9650\u3092\u53f0\u5e33\u306b\u8f09\u305b\u3001\u7d4c\u7406\u3068\u30d5\u30ed\u30f3\u30c8\u3078\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u901a\u77e5\u306ePDF\u3092\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304d\u3001\u30b1\u30fc\u30b9\u756a\u53f7\u3001\u7406\u7531\u30b3\u30fc\u30c9\u3001\u91d1\u984d\u3001\u901a\u8ca8\u3001\u53d6\u5f15\u65e5\u3001\u56de\u7b54\u671f\u9650\u3092\u8aad\u3080\n2. \u6848\u4ef6\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b1\u884c\u8db3\u3057\u3066\u8ee2\u8a18\u3059\u308b\n3. \u6c7a\u6e08\u4ee3\u884c\u306e\u7ba1\u7406\u753b\u9762\u3067\u53d6\u5f15\u3092\u63a2\u3057\u3001\u6c7a\u6e08\u306e\u65e5\u6642\u3001\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841\u3001\u627f\u8a8d\u756a\u53f7\u304b\u3089\u3001\u3069\u306e\u9928\u306e\u3069\u306e\u4e88\u7d04\u304b\u3092\u7279\u5b9a\u3059\u308b\n4. \u9928\u306e\u30d5\u30ed\u30f3\u30c8\u306b\u4e88\u7d04\u756a\u53f7\u3092\u4f1d\u3048\u3001PMS \u304b\u3089\u4e88\u7d04\u306e\u5185\u5bb9\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u306e\u8a18\u9332\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u8a18\u9332\u3001\u5bbf\u6cca\u5ba2\u3068\u306e\u30e1\u30fc\u30eb\u3092\u51fa\u3057\u3066\u3082\u3089\u3046\n5. \u7406\u7531\u30b3\u30fc\u30c9\u3092\u8abf\u3079\u3001\u53cd\u8ad6\u306b\u8981\u308b\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u4f5c\u3063\u3066\u30d5\u30ed\u30f3\u30c8\u306b\u4f9d\u983c\u3059\u308b\n6. \u96c6\u307e\u3063\u305f\u8cc7\u6599\u3092\u78ba\u304b\u3081\u3001\u8cac\u4efb\u8005\u306b\u53cd\u8ad6\u3059\u308b\u304b\u53d7\u3051\u5165\u308c\u308b\u304b\u3092\u76f8\u8ac7\u3059\u308b\n7. \u56de\u7b54\u306e\u6587\u9762\u3092\u66f8\u304d\u3001\u8cc7\u6599\u3092\u307e\u3068\u3081\u3066\u6c7a\u6e08\u4ee3\u884c\u306b\u63d0\u51fa\u3059\u308b\n\n**\uff08a\uff09\u671f\u9650\u3092\u8aad\u307f\u843d\u3068\u3059\u3002** \u671f\u9650\u306e\u66f8\u304d\u65b9\u306f `Response Due Date`\u3001`Reply by`\u3001`must be received within 10 days of the date of this letter` \u306e\u3088\u3046\u306b\u307e\u3061\u307e\u3061\u3067\u3059\u3002**\u6700\u5f8c\u306e\u66f8\u304d\u65b9\u3067\u306f\u65e5\u4ed8\u305d\u306e\u3082\u306e\u304c\u66f8\u304b\u308c\u3066\u304a\u3089\u305a\u3001\u901a\u77e5\u306e\u65e5\u4ed8\u304b\u3089\u6570\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u6570\u3048\u5fd8\u308c\u305f\u6848\u4ef6\u304c\u3001\u63d0\u51fa\u306e\u6e96\u5099\u3092\u3057\u3066\u3044\u308b\u9593\u306b\u671f\u9650\u3092\u904e\u304e\u307e\u3059\u3002\n\n**\uff08b\uff09\u901a\u77e5\u304b\u3089\u4e88\u7d04\u306b\u305f\u3069\u308a\u7740\u304f\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 3\u756a\u76ee\u306e\u4f5c\u696d\u3067\u3001\u6c7a\u6e08\u306e\u65e5\u3068\u5bbf\u6cca\u306e\u65e5\u306e\u3069\u3061\u3089\u3067\u63a2\u3059\u304b\u3092\u9593\u9055\u3048\u308b\u3068\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002**12\u9928\u306e\u3069\u3053\u306e\u4e88\u7d04\u304b\u304c\u5206\u304b\u3089\u306a\u3044\u307e\u307e\u3001\u9928\u306b\u9806\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u7406\u7531\u3054\u3068\u306b\u8981\u308b\u8cc7\u6599\u3092\u77e5\u3063\u3066\u3044\u308b\u306e\u304c1\u4eba\u3060\u3051\u3002** 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\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u901a\u77e5\u306ePDF\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\u901a\u77e5\u306e\u5168\u6587\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** \u30b1\u30fc\u30b9\u756a\u53f7\u3001\u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3001\u7406\u7531\u30b3\u30fc\u30c9\u3001\u91d1\u984d\u3001\u901a\u8ca8\u3001\u53d6\u5f15\u65e5\u3001\u56de\u7b54\u671f\u9650\u3001\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u307e\u307e\u8a18\u9332\u3059\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u306e\u4e88\u7d04\u3092\u7167\u3089\u3057\u3001\u9928\u3068\u4e88\u7d04\u3092\u7279\u5b9a\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7406\u7531\u30b3\u30fc\u30c9\u3092\u793e\u5185\u306e\u5bfe\u5fdc\u8868\u3067\u5f15\u304d\u3001\u53cd\u8a3c\u306b\u8981\u308b\u8cc7\u6599\u306e\u4e00\u89a7\u3068\u793e\u5185\u306e\u671f\u9650\u3092\u6c7a\u3081\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u53f0\u5e33\u306b1\u884c\u3092\u66f8\u304d\u3001\u9928\u306e\u30d5\u30ed\u30f3\u30c8\u3078\u8cc7\u6599\u306e\u4f9d\u983c\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n8. **\u3010\u4eba\u3011** \u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u6848\u4ef6\u3092\u901a\u77e5\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3066\u78ba\u304b\u3081\u308b\n9. **\u3010\u4eba\u3011** \u8cac\u4efb\u8005\u3068\u9928\u306e\u652f\u914d\u4eba\u304c\u3001\u53cd\u8ad6\u3059\u308b\u304b\u53d7\u3051\u5165\u308c\u308b\u304b\u3092\u6c7a\u3081\u3001\u62c5\u5f53\u8005\u304c\u56de\u7b54\u3092\u63d0\u51fa\u3059\u308b\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f60\u4ef6\u306e\u901a\u77e5\u3092\u6700\u521d\u304b\u3089\u8aad\u307f\u76f4\u3059\u306e\u3067\u306f\u306a\u304f\u3001**\u671f\u9650\u3084\u4e88\u7d04\u306e\u7279\u5b9a\u306b\u5370\u306e\u4ed8\u3044\u305f\u6848\u4ef6\u3060\u3051\u3092\u958b\u304d\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u6848\u4ef6\u306f\u3001\u671f\u9650\u3068\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u4e26\u3079\u305f\u53f0\u5e33\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**5\u756a\u76ee\u30686\u756a\u76ee\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u91d1\u984d\u3068\u65e5\u4ed8\u306e\u7167\u5408\u3001\u7406\u7531\u30b3\u30fc\u30c9\u304b\u3089\u8cc7\u6599\u3078\u306e\u5bfe\u5fdc\u3001\u671f\u9650\u306e\u9006\u7b97\u3002**\u3069\u308c\u3082\u898f\u5247\u3067\u6c7a\u307e\u308b\u51e6\u7406\u3067\u3001AI\u306b\u306f\u901a\u77e5\u304b\u3089\u5024\u3092\u53d6\u308a\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u3092\u3055\u305b\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u901a\u77e5\u306ePDF\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\u901a\u77e5\u306e\u5168\u6587\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** \u30b1\u30fc\u30b9\u756a\u53f7\u3001\u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3001\u7406\u7531\u30b3\u30fc\u30c9\u3001\u91d1\u984d\u3001\u901a\u8ca8\u3001\u53d6\u5f15\u65e5\u3001\u56de\u7b54\u671f\u9650\u3001\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u307e\u307e\u8a18\u9332\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u306e\u4e88\u7d04\u3092\u7167\u3089\u3057\u3001\u9928\u3068\u4e88\u7d04\u3092\u7279\u5b9a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u7406\u7531\u30b3\u30fc\u30c9\u3092\u793e\u5185\u306e\u5bfe\u5fdc\u8868\u3067\u5f15\u304d\u3001\u53cd\u8a3c\u306b\u8981\u308b\u8cc7\u6599\u306e\u4e00\u89a7\u3068\u793e\u5185\u306e\u671f\u9650\u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u53f0\u5e33\u306b1\u884c\u3092\u66f8\u304d\u3001\u9928\u306e\u30d5\u30ed\u30f3\u30c8\u3078\u8cc7\u6599\u306e\u4f9d\u983c\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u6848\u4ef6\u3092\u901a\u77e5\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3066\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u8cac\u4efb\u8005\u3068\u9928\u306e\u652f\u914d\u4eba\u304c\u3001\u53cd\u8ad6\u3059\u308b\u304b\u53d7\u3051\u5165\u308c\u308b\u304b\u3092\u6c7a\u3081\u3001\u62c5\u5f53\u8005\u304c\u56de\u7b54\u3092\u63d0\u51fa\u3059\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u901a\u77e5\uff08PDF\u3002\u6c7a\u6e08\u4ee3\u884c\u30fbOTA\u304b\u3089\u306e\u30e1\u30fc\u30eb\u6dfb\u4ed8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aFORMS\uff0fTABLES\uff0fQUERIES\uff09\n   \u2502   \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u901a\u77e5\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u3068\u89e3\u91c8\u3092\u5206\u3051\u3066\u8a18\u9332\u3059\u308b\n   \u2502   \u2460 \u30b1\u30fc\u30b9\u756a\u53f7\u3068\u9001\u308a\u5143  \u2461 \u7406\u7531\u30b3\u30fc\u30c9  \u2462 \u91d1\u984d\u3068\u901a\u8ca8\n   \u2502   \u2463 \u53d6\u5f15\u65e5  \u2464 \u56de\u7b54\u671f\u9650  \u2465 \u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599\n   \u25bc\nPython \u2500\u2500 \u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u306e\u4e88\u7d04\u3092\u7167\u3089\u3057\u3001\u9928\u3068\u4e88\u7d04\u3092\u7279\u5b9a\u3059\u308b\n   \u2502      \u7406\u7531\u30b3\u30fc\u30c9\u3092\u793e\u5185\u306e\u5bfe\u5fdc\u8868\u3067\u5f15\u304d\u3001\u8cc7\u6599\u306e\u4e00\u89a7\u3068\u793e\u5185\u306e\u671f\u9650\u3092\u6c7a\u3081\u308b\n   \u25bc\n\u53f0\u5e33\uff08ok \uff0f deadline_unclear \uff0f booking_not_found \uff0f multi_match \uff0f needs_human\uff09\n   \u25bc\n\u3010\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u6848\u4ef6\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u9928\u306e\u30d5\u30ed\u30f3\u30c8\u3078\u8cc7\u6599\u306e\u4f9d\u983c\uff08\u4e0b\u66f8\u304d\uff09\n   \u2514\u2500\u2500\u25b6 \u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u304c\u53cd\u8ad6\u304b\u53d7\u3051\u5165\u308c\u304b\u3092\u6c7a\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\u901a\u77e5\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u306e\u7167\u5408\u3001\u7406\u7531\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc\u8868\u306e\u53c2\u7167\u3001\u671f\u9650\u306e\u9006\u7b97\uff09 | \u6c7a\u6e08\u4ee3\u884c\u306e\u7ba1\u7406\u753b\u9762\u306e\u691c\u7d22\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\u901a\u77e5\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**PMS\u3068\u6c7a\u6e08\u4ee3\u884c\u306e\u7ba1\u7406\u753b\u9762\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u7406\u7531\u30b3\u30fc\u30c9\u3068\u53cd\u8a3c\u306b\u8981\u308b\u8cc7\u6599\u306e\u5bfe\u5fdc\u8868\u3092\u4f5c\u308b\u3053\u3068**\u3068\u3001**\u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u53d6\u5f15\u306e\u4e00\u89a7\u3092\u6bce\u65e5CSV\u3067\u51fa\u3059\u8a2d\u5b9a\u3092\u3059\u308b\u3053\u3068**\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u901a\u77e5\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\u3084\u4e2d\u56fd\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u901a\u77e5\u306f\u307b\u3068\u3093\u3069\u304c\u82f1\u6587\u3067\u5c4a\u304f\u306e\u3067\u3001\u3053\u306e\u5236\u7d04\u306b\u53ce\u307e\u308a\u307e\u3059\u3002\u9928\u3067\u66f8\u304b\u308c\u305f\u65e5\u672c\u8a9e\u306e\u5bbf\u6cca\u53f0\u5e33\u3084\u30e1\u30e2\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001PMS\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3044\u307e\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u8cea\u554f\uff08`QUERIES`\uff09\u3067\u3059\u3002** \u901a\u77e5\u306f\u30ec\u30bf\u30fc\u306e\u5f62\u304c\u591a\u304f\u3001\u56de\u7b54\u671f\u9650\u304c\u6587\u7ae0\u306e\u4e2d\u306b\u57cb\u307e\u3063\u3066\u3044\u307e\u3059\u3002**\u300c\u56de\u7b54\u306e\u671f\u9650\u306f\u3044\u3064\u304b\u300d\u3068\u8cea\u554f\u306e\u5f62\u3067\u805e\u304f\u3068\u3001\u6587\u7ae0\u306e\u4e2d\u304b\u3089\u7b54\u3048\u306e\u6587\u5b57\u5217\u3068\u4fe1\u983c\u5ea6\u304c\u8fd4\u308a\u307e\u3059\u3002** \u305f\u3060\u3057\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","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u901a\u77e5\u304c\u5c4a\u3044\u305f\u3068\u304d\u3068\u3001\u6bce\u671d\u306e\u5b9a\u6642\u3067\u3059\u3002**\n\n1\u3064\u76ee\u306f\u3001**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u901a\u77e5\u306ePDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068**\u3067\u3059\u3002\u5171\u6709\u53d7\u4fe1\u7bb1\u306e\u30eb\u30fc\u30eb\u3067\u3001\u6c7a\u6e08\u4ee3\u884c\u3068OTA\u306e\u9001\u308a\u5143\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092S3\u3078\u8ee2\u9001\u3057\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**\u5c4a\u3044\u305f\u6642\u70b9\u3067\u8aad\u3080\u306e\u3067\u3001\u671f\u9650\u3092\u6570\u3048\u308b\u8d77\u70b9\u304c\u53d7\u3051\u53d6\u3063\u305f\u65e5\u304b\u3089\u305a\u308c\u307e\u305b\u3093\u3002**\n\n2\u3064\u76ee\u306f\u3001**\u6bce\u671d9\u6642\u306e\u5b9a\u6642**\u3067\u3059\u3002\u53f0\u5e33\u306e\u5168\u6848\u4ef6\u306b\u3064\u3044\u3066\u3001\u793e\u5185\u306e\u671f\u9650\u307e\u30673\u55b6\u696d\u65e5\u3092\u5207\u3063\u305f\u3082\u306e\u3001\u8cc7\u6599\u304c\u96c6\u307e\u3063\u3066\u3044\u306a\u3044\u3082\u306e\u3001\u9928\u304b\u3089\u306e\u8fd4\u4e8b\u304c\u7121\u3044\u3082\u306e\u3092\u4e00\u89a7\u306b\u3057\u3066\u3001\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002**\u671f\u9650\u306e\u7ba1\u7406\u3092\u3001\u62c5\u5f53\u8005\u306e\u8a18\u61b6\u3067\u306f\u306a\u304f\u53f0\u5e33\u306e\u5074\u306b\u7f6e\u304d\u307e\u3059\u3002**\n\n**\u7167\u4f1a\u304b\u3089\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u306b\u9032\u3093\u3060\u901a\u77e5\u3084\u7d50\u679c\u306e\u901a\u77e5\u306a\u3069\u306e\u7d9a\u5831\u3082\u3001\u540c\u3058\u7d4c\u8def\u3067\u5165\u308c\u307e\u3059\u3002** \u30b1\u30fc\u30b9\u756a\u53f7\u304c\u540c\u3058\u3082\u306e\u306f\u540c\u3058\u884c\u306e\u5c65\u6b74\u306b\u8db3\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u901a\u77e5 | PDF\u3002\u30b1\u30fc\u30b9\u756a\u53f7\u3001\u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3001\u7406\u7531\u30b3\u30fc\u30c9\u3001\u91d1\u984d\u3068\u901a\u8ca8\u3001\u53d6\u5f15\u65e5\u3001\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841\u3001\u56de\u7b54\u671f\u9650\u3001\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u6c7a\u6e08\u306e\u8a18\u9332 | \u6c7a\u6e08\u306e\u65e5\u6642\u3001\u91d1\u984d\u3068\u901a\u8ca8\u3001\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841\u3001\u627f\u8a8d\u756a\u53f7\u3001\u6c7a\u6e08\u4ee3\u884c\u306e\u53d6\u5f15ID\u3001\u81ea\u793e\u306e\u6ce8\u6587\u756a\u53f7 | \u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u6bce\u65e5\u51fa\u3059CSV |\n| \u4e88\u7d04\u3068\u6ede\u5728\u306e\u8a18\u9332 | \u4e88\u7d04\u756a\u53f7\u3001\u9928\u3001\u5bbf\u6cca\u65e5\u3001\u6cca\u6570\u3001\u30ad\u30e3\u30f3\u30bb\u30eb\u306e\u65e5\u6642\u3001\u30ce\u30fc\u30b7\u30e7\u30fc\u306e\u8a18\u9332\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u3068\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306e\u6642\u523b\u3001\u5bbf\u6cca\u5ba2\u3068\u306e\u30e1\u30fc\u30eb\u306e\u6709\u7121 | \u9928\u3054\u3068\u306ePMS |\n| \u7406\u7531\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc\u8868 | \u7406\u7531\u30b3\u30fc\u30c9\u3054\u3068\u306e\u5206\u985e\u3068\u3001\u53cd\u8a3c\u306b\u8981\u308b\u8cc7\u6599\u306e\u4e00\u89a7\u3001\u793e\u5185\u306e\u671f\u9650\u306e\u7f6e\u304d\u65b9 | \u7d4c\u7406\u90e8\u3067\u4f5c\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7406\u7531\u30b3\u30fc\u30c9\u306e\u5bfe\u5fdc\u8868\u3067\u3059\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30ab\u30fc\u30c9\u306e\u7406\u7531\u30b3\u30fc\u30c9\u3092\u300c\u672a\u51e6\u7406\u306e\u30af\u30ec\u30b8\u30c3\u30c8\u300d\u300c\u91cd\u8907\u652f\u6255\u3044\u300d\u300c\u4e0d\u6b63\u4f7f\u7528\u300d\u300c\u5546\u54c1\u304c\u5c4a\u304b\u306a\u3044\u300d\u306a\u3069\u306e\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u6574\u7406\u3057\u3066\u304a\u308a\u3001Mastercard \u306e 4853 \u3084 4859 \u306b\u306f**\u30ce\u30fc\u30b7\u30e7\u30fc\u306b\u5bfe\u3059\u308b\u5bbf\u6cca\u6599**\u3001American Express \u306e C18 \u306b\u306f**\u300c\u30ce\u30fc\u30b7\u30e7\u30fc\u300d\u307e\u305f\u306f\u8eca\u4e21\u30c7\u30dd\u30b8\u30c3\u30c8\u306e\u30ad\u30e3\u30f3\u30bb\u30eb**\u3001170 \u306b\u306f**\u5bbf\u6cca\u4e88\u7d04\u65bd\u8a2d\u306e\u30ad\u30e3\u30f3\u30bb\u30eb**\u306e\u9805\u76ee\u304c\u4e26\u3093\u3067\u3044\u307e\u3059\u3002**\u540c\u3058\u30ce\u30fc\u30b7\u30e7\u30fc\u306e\u7533\u3057\u7acb\u3066\u3067\u3082\u3001\u30d6\u30e9\u30f3\u30c9\u3054\u3068\u306b\u756a\u53f7\u304c\u9055\u3044\u307e\u3059\u3002** \u5bfe\u5fdc\u8868\u306f\u30d6\u30e9\u30f3\u30c9\u3068\u756a\u53f7\u306e\u7d44\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u4f5c\u308a\u307e\u3059\u3002\n\n**\u6c7a\u6e08\u306e\u8a18\u9332\u306f\u3001\u901a\u77e5\u3068\u4e88\u7d04\u3092\u3064\u306a\u3050\u552f\u4e00\u306e\u6a4b\u3067\u3059\u3002** \u901a\u77e5\u306b\u4e88\u7d04\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u307e\u308c\u3067\u3001**\u6c7a\u6e08\u4ee3\u884c\u306e\u53d6\u5f15ID\u304b\u3001\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841\u306e\u7d44\u3067\u6c7a\u6e08\u306e\u8a18\u9332\u3092\u5f15\u304d\u3001\u305d\u3053\u306b\u5165\u3063\u3066\u3044\u308b\u81ea\u793e\u306e\u6ce8\u6587\u756a\u53f7\u304b\u3089\u4e88\u7d04\u306b\u623b\u308a\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` | \u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u53d6\u5f15\u306e\u8868\u3001\u6587\u7ae0\u306e\u4e2d\u306e\u671f\u9650 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u671f\u9650\u3084\u30b1\u30fc\u30b9\u756a\u53f7\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u901a\u77e5\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u9001\u308a\u5143\u306e\u533a\u5206 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u9001\u308a\u5143\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `CASE_ID` | What is the case number or dispute reference? |\n| `REASON_CODE` | What is the chargeback reason code? |\n| `DISPUTED_AMOUNT` | What is the disputed amount and currency? |\n| `TRANSACTION_DATE` | What is the original transaction date? |\n| `RESPONSE_DUE` | By what date must the merchant respond? |\n| `DOCS_REQUESTED` | What documents does the merchant need to provide? |\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** \u671f\u9650\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `due`\u3001`respond`\u3001`within`\u3001`days` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u307e\u3059\u3002**\u300c\u901a\u77e5\u306e\u65e5\u4ed8\u304b\u308910\u65e5\u4ee5\u5185\u300d\u306e\u3088\u3046\u306a\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u306a\u3089\u3001\u305d\u306e\u6587\u3068\u901a\u77e5\u306e\u65e5\u4ed8\u3092\u4e21\u65b9\u8a18\u9332\u3057\u3001\u65e5\u4ed8\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u3067\u884c\u3044\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**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3001\u901a\u77e5\u306f2\u301c3\u30da\u30fc\u30b8\u306b\u306a\u308b\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002**\n\n**\u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u306e\u4e88\u7d04\u306f\u3001Python \u304c\u8aad\u307f\u307e\u3059\u3002** \u6c7a\u6e08\u4ee3\u884c\u306eCSV\u306f\u6bce\u671d\u53d6\u308a\u8fbc\u307f\u3001PMS\u306f\u9928\u3054\u3068\u306e\u4e88\u7d04\u306e\u51fa\u529b\u3092\u591c\u9593\u306b\u53d6\u308a\u8fbc\u3093\u3067\u304a\u304d\u307e\u3059\u3002**\u751f\u6210AI\u306b\u306f\u3001\u6c7a\u6e08\u306e\u8a18\u9332\u3082PMS\u306e\u30c7\u30fc\u30bf\u3082\u6e21\u3057\u307e\u305b\u3093\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\u3002\u30e1\u30fc\u30eb\u672c\u6587\u306b\u901a\u77e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3082\u306e\u306f\u3001\u672c\u6587\u3092PDF\u306b\u3057\u3066\u5165\u308c\u307e\u3059\n2. **\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\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u901a\u77e5\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\n5. **\u9001\u308a\u5143\u306e\u7279\u5b9a** \u2026 \u9001\u4fe1\u5143\u306e\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u3001\u6c7a\u6e08\u4ee3\u884c\u304bOTA\u304b\u3001\u3069\u306e\u4e8b\u696d\u8005\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002**\u671f\u9650\u306e\u6570\u3048\u65b9\u306e\u65e2\u5b9a\u5024\u3092\u9001\u308a\u5143\u3054\u3068\u306b\u6301\u3064\u305f\u3081\u3067\u3059**\n6. **\u7d9a\u5831\u306e\u5224\u5b9a** \u2026 \u4ef6\u540d\u3084\u672c\u6587\u306e\u30b1\u30fc\u30b9\u756a\u53f7\u304c\u53f0\u5e33\u306b\u3042\u308c\u3070\u3001\u7d9a\u5831\u3068\u3057\u3066\u540c\u3058\u884c\u306b\u4ed8\u3051\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u901a\u77e5\u304b\u30898\u3064\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3068\u3001\u65e5\u4ed8\u3084\u91d1\u984d\u306e\u89e3\u91c8\u3092\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\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| \u30b1\u30fc\u30b9\u756a\u53f7\u3068\u9001\u308a\u5143 | \u539f\u6587\u306e\u307e\u307e\u3002\u7167\u4f1a\u304b\u3001\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u304b\u3001\u518d\u7533\u3057\u7acb\u3066\u304b\u306e\u6bb5\u968e\u3082 | \u6bb5\u968e\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` |\n| \u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3068\u7406\u7531\u30b3\u30fc\u30c9 | \u30d6\u30e9\u30f3\u30c9\u540d\u3068\u756a\u53f7\u3092\u539f\u6587\u306e\u307e\u307e | \u756a\u53f7\u3060\u3051\u3067\u30d6\u30e9\u30f3\u30c9\u304c\u7121\u3051\u308c\u3070 `ambiguous` |\n| \u91d1\u984d\u3068\u901a\u8ca8 | \u539f\u6587\u3068\u3001\u6570\u5024\u30fbISO \u306e\u901a\u8ca8\u30b3\u30fc\u30c9 | \u8907\u6570\u306e\u91d1\u984d\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u53d6\u5f15\u65e5 | \u539f\u6587\u3068\u3001\u65e5\u4ed8\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | \u6c7a\u6e08\u306e\u65e5\u304b\u5bbf\u6cca\u306e\u65e5\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u305d\u306e\u65e8\u3092\u8a18\u9332 |\n| \u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u56de\u7b54\u671f\u9650 | \u65e5\u4ed8\u304c\u3042\u308c\u3070\u539f\u6587\u3068\u89e3\u91c8\u3002\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u306a\u3089\u6587\u3092\u305d\u306e\u307e\u307e | \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599 | \u901a\u77e5\u306b\u5217\u6319\u3055\u308c\u305f\u8cc7\u6599\u3092\u539f\u6587\u306e\u307e\u307e\u30011\u3064\u305a\u3064 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u5bbf\u6cca\u5ba2\u306e\u4e3b\u5f35 | \u901a\u77e5\u306b\u6dfb\u4ed8\u3055\u308c\u305f\u7533\u3057\u7acb\u3066\u306e\u6587\u3092\u3001\u77ed\u304f\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n\n**\u56de\u7b54\u671f\u9650\u306e\u539f\u6587\u3092\u6b8b\u3059\u306e\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u9001\u308a\u5143\u3067\u9055\u3046\u305f\u3081\u3067\u3059\u3002** `05\/11\/2026` \u306f5\u670811\u65e5\u306b\u308211\u67085\u65e5\u306b\u3082\u8aad\u3081\u307e\u3059\u3002**1\u9031\u9593\u307b\u3069\u306e\u56de\u7b54\u671f\u9593\u3067\u306f\u3001\u53d6\u308a\u9055\u3048\u306f\u81f4\u547d\u7684\u3067\u3059\u3002** \u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u89e3\u91c8\u3055\u305b\u305a\u3001\u4eba\u306b\u898b\u305b\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u53cd\u8ad6\u3059\u308b\u304b\u53d7\u3051\u5165\u308c\u308b\u304b\u306e\u5224\u65ad | \u7d4c\u7406\u306e\u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u304c\u6c7a\u3081\u308b |\n| \u4e88\u7d04\u306e\u7279\u5b9a | \u6c7a\u6e08\u306e\u8a18\u9332\u3068PMS\u3092 Python \u304c\u7167\u5408\u3059\u308b |\n| \u7406\u7531\u30b3\u30fc\u30c9\u304b\u3089\u8cc7\u6599\u3078\u306e\u5bfe\u5fdc | \u793e\u5185\u306e\u5bfe\u5fdc\u8868\u3067\u5f15\u304f\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u898f\u5247\u306f\u5909\u308f\u308b |\n| \u76f8\u5bfe\u306e\u671f\u9650\u306e\u8a08\u7b97 | \u9001\u308a\u5143\u3054\u3068\u306e\u6570\u3048\u65b9\u306e\u6c7a\u307e\u308a\u3067 Python \u304c\u884c\u3046 |\n| \u7406\u7531\u30b3\u30fc\u30c9\u306e\u610f\u5473\u306e\u63a8\u6e2c | \u756a\u53f7\u3060\u3051\u306e\u901a\u77e5\u3067\u3001\u4f3c\u305f\u756a\u53f7\u306e\u610f\u5473\u3092\u5f53\u3066\u306f\u3081\u306a\u3044 |\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\u30c1\u30a7\u30fc\u30f3\u306e\u7d4c\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\n\u30c1\u30e3\u30fc\u30b8\u30d0\u30c3\u30af\u901a\u77e5\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\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\ncase_id\u3001stage\u3001card_brand\u3001reason_code_raw\u3001amount_raw\u3001amount\u3001currency\u3001\ntransaction_date_raw\u3001transaction_date\u3001transaction_date_kind\u3001card_last4\u3001\nresponse_due_raw\u3001response_due_date\u3001response_due_relative\u3001\ndocuments_requested\uff08\u914d\u5217\uff09\u3001cardholder_claim_raw\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\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u65e5\u4ed8\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6587\u9762\u304b\u3089\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067\n  \u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3001status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u56de\u7b54\u671f\u9650\u304c\u300c\u301c\u65e5\u4ee5\u5185\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306a\u3089\u3001\u65e5\u4ed8\u306b\u76f4\u3055\u305a\u3001\n  \u305d\u306e\u6587\u3092\u305d\u306e\u307e\u307e response_due_relative \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7406\u7531\u30b3\u30fc\u30c9\u306f\u66f8\u304b\u308c\u305f\u756a\u53f7\u3060\u3051\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u756a\u53f7\u306e\u610f\u5473\u3092\n  \u66f8\u304d\u6dfb\u3048\u305f\u308a\u3001\u5225\u306e\u30d6\u30e9\u30f3\u30c9\u306e\u756a\u53f7\u306b\u8aad\u307f\u66ff\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u5f15\u65e5\u304c\u6c7a\u6e08\u306e\u65e5\u304b\u5bbf\u6cca\u306e\u65e5\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\n  transaction_date_kind \u3092 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53cd\u8ad6\u3067\u304d\u308b\u304b\u3001\u52dd\u3066\u305d\u3046\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u77e5\u3067\u306a\u3044\u66f8\u985e\uff08\u8acb\u6c42\u66f8\u3001\u5165\u91d1\u660e\u7d30\u3001\u8ca9\u4fc3\u30e1\u30fc\u30eb\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a 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_forms_tables_queries}\n\u3010\u9001\u308a\u5143\u306e\u533a\u5206\u3011{sender_type}\n```\n\n**\u300c\u756a\u53f7\u306e\u610f\u5473\u3092\u66f8\u304d\u6dfb\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u66f8\u304d\u6dfb\u3048\u307e\u3059\u3002** \u7406\u7531\u30b3\u30fc\u30c9\u306e\u756a\u53f7\u3092\u898b\u308b\u3068\u3001\u77e5\u3063\u3066\u3044\u308b\u610f\u5473\u3092\u88dc\u8db3\u3057\u3088\u3046\u3068\u3057\u3001**\u305d\u308c\u304c\u30d6\u30e9\u30f3\u30c9\u9055\u3044\u306e\u610f\u5473\u3067\u3082\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u6587\u306b\u306a\u308a\u307e\u3059\u3002** \u610f\u5473\u306f\u5bfe\u5fdc\u8868\u306e\u5074\u306b\u7f6e\u304d\u3001AI\u306b\u306f\u756a\u53f7\u3060\u3051\u3092\u5199\u3055\u305b\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_type\": \"chargeback_notice\",\n  \"case_id\": \"CB-2026-104233\",\n  \"stage\": \"chargeback\",\n  \"card_brand\": \"Mastercard\",\n  \"reason_code_raw\": \"4853\",\n  \"amount_raw\": \"JPY 48,000\",\n  \"amount\": 48000,\n  \"currency\": \"JPY\",\n  \"transaction_date_raw\": \"09\/14\/2026\",\n  \"transaction_date\": \"2026-09-14\",\n  \"transaction_date_kind\": \"unknown\",\n  \"card_last4\": \"4417\",\n  \"response_due_raw\": \"\",\n  \"response_due_relative\": \"within 10 days of the date of this letter\",\n  \"documents_requested\": [\"Cancellation policy\", \"Proof of disclosure\"],\n  \"items\": [\n    { \"item\": \"response_due\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"p1:L22\" }\n  ],\n  \"request_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3068\u671f\u9650\u306e\u8a08\u7b97\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u3092\u5f15\u304d\u3001\u5bfe\u5fdc\u8868\u304b\u3089\u8cc7\u6599\u3092\u5f15\u3044\u3066\u3001\u6848\u4ef6\u3054\u3068\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u56de\u7b54\u671f\u9650\u304c\u65e5\u4ed8\u3067\u78ba\u5b9a\u3057\u3001\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u304c1\u4ef6\u306b\u7279\u5b9a\u3067\u304d\u3001\u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u3042\u308b |\n| `deadline_unclear` | \u671f\u9650\u306e\u65e5\u4ed8\u304c `ambiguous`\u3001\u307e\u305f\u306f\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u3067\u9001\u308a\u5143\u306e\u6570\u3048\u65b9\u304c\u4e00\u89a7\u306b\u7121\u3044 |\n| `booking_not_found` | \u6c7a\u6e08\u306e\u8a18\u9332\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u4e88\u7d04\u306b\u623b\u308c\u306a\u3044 |\n| `multi_match` | \u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u306e\u7d44\u3067\u8907\u6570\u306e\u6c7a\u6e08\u304c\u5f53\u305f\u308b |\n| `needs_human` | \u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u3001`unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u901a\u77e5\u3067\u306a\u3044\u66f8\u985e |\n\n**2\u3064\u76ee\u306f\u3001\u793e\u5185\u306e\u671f\u9650\u3092\u4e00\u5f8b\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u901a\u77e5\u306e\u671f\u9650\u304b\u30893\u55b6\u696d\u65e5\u524d\u3092\u793e\u5185\u306e\u671f\u9650\u3068\u3057\u3001\u9928\u3078\u306e\u8cc7\u6599\u306e\u4f9d\u983c\u306f\u3055\u3089\u306b\u305d\u306e3\u55b6\u696d\u65e5\u524d\u306b\u7de0\u3081\u307e\u3059\u3002**\u671f\u9650\u304c\u78ba\u5b9a\u3057\u306a\u3044\u6848\u4ef6\u306f\u3001\u305d\u308c\u3060\u3051\u3067\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002**\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 | \u901a\u77e5\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 | \u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u9928\u3078\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u6c7a\u6e08\u306e\u8a18\u9332 | \u6c7a\u6e08\u4ee3\u884c\u304b\u3089\u6bce\u65e5\u51fa\u3059CSV | \u53d6\u5f15ID\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u30fb\u6ce8\u6587\u756a\u53f7\u3092\u8aad\u3080 |\n| PMS | \u9928\u3054\u3068\u306e\u4e88\u7d04\u306e\u51fa\u529b | \u4e88\u7d04\u30fb\u30ad\u30e3\u30f3\u30bb\u30eb\u30fb\u30ce\u30fc\u30b7\u30e7\u30fc\u30fb\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u8a18\u9332\u3092\u8aad\u3080 |\n| \u53f0\u5e33 | \u66f8\u304d\u8fbc\u307f | \u6848\u4ef6\u3054\u3068\u306e\u5370\u3001\u8cc7\u6599\u306e\u4e00\u89a7\u3001\u793e\u5185\u306e\u671f\u9650\u3092\u66f8\u304f |\n\n**\u6c7a\u6e08\u4ee3\u884c\u3078\u306e\u56de\u7b54\u306e\u63d0\u51fa\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u56de\u7b54\u3092\u63d0\u51fa\u3059\u308b\u6a5f\u4f1a\u306f1\u56de\u306e\u307f\u3067\u3001**\u63d0\u51fa\u5f8c\u306f\u56de\u7b54\u3092\u7de8\u96c6\u3057\u305f\u308a\u3001\u8ffd\u52a0\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u9001\u3063\u305f\u308a\u3067\u304d\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6c7a\u6e08\u4ee3\u884c\u306b\u3088\u3063\u3066\u6271\u3044\u306f\u9055\u3044\u307e\u3059\u304c\u3001**\u4e00\u5ea6\u304d\u308a\u306e\u63d0\u51fa\u3092\u81ea\u52d5\u306b\u3059\u308b\u7406\u7531\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u8cc7\u6599\u3092\u307e\u3068\u3081\u3066\u63d0\u51fa\u3059\u308b\u306e\u306f\u3001\u8cac\u4efb\u8005\u306e\u5224\u65ad\u3092\u7d4c\u305f\u62c5\u5f53\u8005\u3067\u3059\u3002\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u6848\u4ef6\u3067\u3059\u3002** `ok` \u306e\u6848\u4ef6\u306f\u3001\u671f\u9650\u3068\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u4e26\u3079\u305f\u53f0\u5e33\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`deadline_unclear` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u671f\u9650\u304c\u78ba\u5b9a\u3057\u306a\u3044\u6848\u4ef6\u306f\u3001\u901a\u77e5\u306e\u753b\u50cf\u3068\u9001\u308a\u5143\u306e\u6c7a\u307e\u308a\u3067\u671f\u9650\u3092\u78ba\u5b9a\u3055\u305b\u307e\u3059\u3002**\u671f\u9650\u304c\u6c7a\u307e\u3089\u306a\u3044\u3046\u3061\u306f\u3001\u4ed6\u306e\u4f5c\u696d\u306b\u9032\u307f\u307e\u305b\u3093**\n2. **`booking_not_found` \u3068 `multi_match` \u306e\u4e88\u7d04\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6c7a\u6e08\u4ee3\u884c\u306e\u7ba1\u7406\u753b\u9762\u3067\u53d6\u5f15\u3092\u958b\u304d\u3001\u9928\u3068\u4e88\u7d04\u3092\u7279\u5b9a\u3057\u307e\u3059\n3. **\u8cc7\u6599\u306e\u4e00\u89a7\u3092\u78ba\u304b\u3081\u3066\u9928\u306b\u4f9d\u983c\u3059\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u9928\u306e\u30d5\u30ed\u30f3\u30c8\u306b\u9001\u308a\u307e\u3059\n4. **\u53cd\u8ad6\u3059\u308b\u304b\u3092\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u308b** \u2026 \u96c6\u307e\u3063\u305f\u8cc7\u6599\u3068\u5bbf\u6cca\u5ba2\u306e\u4e3b\u5f35\u3092\u4e26\u3079\u3001\u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u306b\u6c7a\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n\n**\u63d0\u51fa\u3059\u308b\u8cc7\u6599\u306e\u307e\u3068\u3081\u65b9\u306b\u3082\u6c7a\u307e\u308a\u304c\u3042\u308a\u307e\u3059\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u53cd\u8a3c\u8cc7\u6599\u30d5\u30a1\u30a4\u30eb\u306e\u30b5\u30a4\u30ba\u3092\u5408\u8a08\u3067\u6700\u59274.5MB\u3001Mastercard \u306e\u53cd\u8a3c\u8cc7\u6599\u306f\u5408\u8a08\u3067\u6700\u592719\u30da\u30fc\u30b8\u307e\u3067\u306b\u5236\u9650\u3057\u3001**\u97f3\u58f0\u3084\u52d5\u753b\u306e\u30d5\u30a1\u30a4\u30eb\u3001\u30af\u30ea\u30c3\u30af\u3059\u308b\u3068\u8a73\u7d30\u304c\u8868\u793a\u3055\u308c\u308b\u30ea\u30f3\u30af\u306f\u542b\u3081\u306a\u3044**\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9928\u304b\u3089\u96c6\u3081\u305f\u8cc7\u6599\u3092\u62c5\u5f53\u8005\u304c\u305d\u306e\u307e\u307e\u675f\u306d\u308b\u3068\u3001\u4e0a\u9650\u3092\u8d85\u3048\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u901a\u77e5 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u671f\u9650\u304c\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u3067\u3001\u6570\u3048\u65b9\u304c\u4e00\u89a7\u306b\u7121\u3044 | `deadline_unclear`\u3002**\u9001\u308a\u5143\u306b\u78ba\u8a8d\u3057\u3001\u4e00\u89a7\u306b\u8db3\u3059** |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u753b\u50cf\u3068\u9001\u308a\u5143\u306e\u66f8\u5f0f\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| \u6c7a\u6e08\u306e\u8a18\u9332\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `booking_not_found`\u3002OTA\u306e\u6c7a\u6e08\u306e\u660e\u7d30\u3082\u63a2\u3059 |\n| \u540c\u3058\u91d1\u984d\u30fb\u65e5\u4ed8\u30fb\u4e0b4\u6841\u306e\u6c7a\u6e08\u304c\u8907\u6570\u3042\u308b | `multi_match`\u3002\u627f\u8a8d\u756a\u53f7\u304b\u53d6\u5f15ID\u3067\u4eba\u304c\u7d5e\u308b |\n| \u7406\u7531\u30b3\u30fc\u30c9\u304c\u5bfe\u5fdc\u8868\u306b\u7121\u3044 | `needs_human`\u3002**\u610f\u5473\u3092\u8abf\u3079\u3066\u5bfe\u5fdc\u8868\u306b\u8db3\u3059\u306e\u306f\u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u7d4c\u3066** || \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\u30893\u884c\u76ee\u30684\u884c\u76ee\u304c\u3001\u53d6\u308a\u8fd4\u3057\u306e\u3064\u304b\u306a\u3044\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u56de\u7b54\u671f\u9650\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u554f\u984c\u3067\u3001**\u3053\u3053\u3092\u4eba\u306b\u56de\u3059\u8a2d\u8a08\u3092\u5d29\u3059\u3068\u3001\u53f0\u5e33\u306e\u671f\u9650\u305d\u306e\u3082\u306e\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u901a\u77e5\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u308a\u5143\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\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u5bfe\u5fdc\u8868\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u671f\u9650\u3084\u4e88\u7d04\u306e\u7279\u5b9a\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u5024\u3092\u3001\u3069\u3046\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u304b\u3081\u305f\u304b\n- \u53cd\u8ad6\u304b\u53d7\u3051\u5165\u308c\u304b\u306e\u5224\u65ad\u3068\u3001\u63d0\u51fa\u3057\u305f\u65e5\u3001\u7d50\u679c\u306e\u901a\u77e5\u3068\u306e\u5bfe\u5fdc\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5bfe\u5fdc\u8868\u3092\u80b2\u3066\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u7406\u7531\u30b3\u30fc\u30c9\u3054\u3068\u306b\u3001\u53cd\u8ad6\u3057\u305f\u4ef6\u6570\u3068\u7d50\u679c\u306e\u4ef6\u6570\u3092\u4e26\u3079\u308b\u3068\u3001**\u96c6\u3081\u308b\u8cc7\u6599\u304c\u8db3\u308a\u3066\u3044\u306a\u3044\u7406\u7531\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002** Stripe \u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30ab\u30fc\u30c9\u4fdd\u6709\u8005\u306e\u9280\u884c\u304c\u5185\u5bb9\u3092\u5be9\u67fb\u3057\u3066\u7d50\u679c\u3092\u6c7a\u3081\u3001**\u78ba\u8a8d\u306b\u306f\u6700\u9577\u30673\u304b\u6708\u304b\u304b\u308b\u5834\u5408\u304c\u3042\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7d50\u679c\u306e\u901a\u77e5\u306f\u3001\u5143\u306e\u884c\u306b\u4ed8\u3051\u3066\u304a\u304d\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u307e\u3067\u306b\u5c4a\u3044\u305f\u901a\u77e5\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u671f\u9650\u304c\u76f8\u5bfe\u306e\u66f8\u304d\u65b9\u306e\u3082\u306e\u3001\u65e5\u4ed8\u304c `05\/11\/2026` \u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306e\u3082\u306e\u3001\u756a\u53f7\u3060\u3051\u3067\u8aac\u660e\u306e\u7121\u3044\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u3053\u306e\u901a\u77e5\u306e\u30b1\u30fc\u30b9\u756a\u53f7\u3001\u30ab\u30fc\u30c9\u306e\u30d6\u30e9\u30f3\u30c9\u3001\u7406\u7531\u30b3\u30fc\u30c9\u3001\u91d1\u984d\u3001\u53d6\u5f15\u65e5\u3001\u56de\u7b54\u671f\u9650\u3001\u6c42\u3081\u3089\u308c\u3066\u3044\u308b\u8cc7\u6599\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u300e\u9806\u5e8f\u4e0d\u660e\u300f\u3068\u3057\u3001\u671f\u9650\u304c\u300e\u301c\u65e5\u4ee5\u5185\u300f\u306a\u3089\u6587\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u7406\u7531\u30b3\u30fc\u30c9\u306e\u610f\u5473\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u5f53\u6642\u306e\u53f0\u5e33\u3068\u898b\u6bd4\u3079\u308b\n4. \u5f53\u6642\u306e\u671f\u9650\u306e\u8ee2\u8a18\u306b\u8aa4\u308a\u3084\u7a7a\u6b04\u304c\u3042\u3063\u305f\u6848\u4ef6\u3092\u6570\u3048\u308b\n\n**20\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u671f\u9650\u3092\u52dd\u624b\u306b\u65e5\u4ed8\u3078\u76f4\u3055\u306a\u3044\u304b\u3001\u7406\u7531\u30b3\u30fc\u30c9\u306e\u610f\u5473\u3092\u66f8\u304d\u6dfb\u3048\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u671f\u9650\u3068\u7406\u7531\u30b3\u30fc\u30c9\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u76f8\u5bfe\u306e\u671f\u9650\u3092\u65e5\u4ed8\u306b\u76f4\u3057\u305f | \u6307\u793a\u3067\u7981\u3058\u3001\u6587\u306e\u307e\u307e\u8fd4\u3055\u305b\u308b\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u7406\u7531\u30b3\u30fc\u30c9\u306e\u610f\u5473\u3092\u66f8\u304d\u6dfb\u3048\u305f | \u610f\u5473\u3092\u66f8\u304b\u306a\u3044\u6307\u793a\u3092\u8db3\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u901a\u77e5\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u4ef6\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\u6c7a\u6e08\u306e\u8a18\u9332\u3068\u4e88\u7d04\u3092\u7167\u5408\u3057\u3001\u5bfe\u5fdc\u8868\u304b\u3089\u8cc7\u6599\u306e\u4e00\u89a7\u3068\u793e\u5185\u306e\u671f\u9650\u3092\u53f0\u5e33\u306b\u66f8\u304f \uff0f \u8aad\u307f\u53d6\u308a\u3001\u9805\u76ee\u306e\u8a18\u9332\u3001\u4e88\u7d04\u306e\u7279\u5b9a\u3001\u8cc7\u6599\u306e\u4e00\u89a7\u3001\u671f\u9650\u306e\u7ba1\u7406","full_setup":"\u4e0a\u8a18\uff0b\u9928\u306ePMS\u304b\u3089\u8cc7\u6599\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u81ea\u52d5\u3067\u96c6\u3081\u3001\u4e0a\u9650\u306e\u5927\u304d\u3055\u3068\u30da\u30fc\u30b8\u6570\u306b\u53ce\u307e\u308b\u5f62\u3067\u675f\u306d\u308b\u4e0b\u66f8\u304d\u3092\u4f5c\u308b \uff0f \u8cc7\u6599\u306e\u53ce\u96c6\u3068\u675f\u306d\u65b9\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u7167\u5408\u3068\u671f\u9650\u306e\u7ba1\u7406\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u6848\u4ef6\u3092\u78ba\u304b\u3081\u3066\u9928\u306b\u8cc7\u6599\u3092\u983c\u307f\u307e\u3059\u3002**1\u4ef645\u5206\u304c15\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u8cc7\u6599\u306e\u53ce\u96c6\u3067\u3059\u3002** \u30ad\u30e3\u30f3\u30bb\u30eb\u30dd\u30ea\u30b7\u30fc\u306e\u540c\u610f\u306e\u8a18\u9332\u3001\u30c1\u30a7\u30c3\u30af\u30a4\u30f3\u306e\u8a18\u9332\u3001\u5bbf\u6cca\u5ba2\u3068\u306e\u30e1\u30fc\u30eb\u3092PMS\u304b\u3089\u81ea\u52d5\u3067\u96c6\u3081\u3001**\u9928\u306e\u30d5\u30ed\u30f3\u30c8\u304c\u8a18\u9332\u3092\u63a2\u3059\u4f5c\u696d\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u3069\u306e\u8cc7\u6599\u3092\u51fa\u3059\u304b\u3068\u63d0\u51fa\u306f\u3001\u5f15\u304d\u7d9a\u304d\u4eba\u304c\u6c7a\u3081\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u9593\u306b\u3001`booking_not_found` \u3092\u7e70\u308a\u8fd4\u3059\u9001\u308a\u5143\u3068\u5bfe\u5fdc\u8868\u306b\u7121\u3044\u7406\u7531\u30b3\u30fc\u30c9\u3092\u6d17\u3044\u51fa\u3057\u3066\u304a\u304d\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u76f8\u5bfe\u306e\u671f\u9650\u3092\u65e5\u4ed8\u306b\u76f4\u3057\u3066\u8fd4\u3059 | **\u6587\u306e\u307e\u307e\u8fd4\u3055\u305b\u3001\u8a08\u7b97\u306f\u9001\u308a\u5143\u306e\u6c7a\u307e\u308a\u3067 Python \u304c\u884c\u3046** |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u3092\u53d6\u308a\u9055\u3048\u308b | \u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u89e3\u91c8\u3055\u305b\u305a\u3001\u539f\u6587\u3092\u6b8b\u3059 |\n| \u7406\u7531\u30b3\u30fc\u30c9\u306b\u5225\u306e\u30d6\u30e9\u30f3\u30c9\u306e\u610f\u5473\u3092\u66f8\u304d\u6dfb\u3048\u308b | \u756a\u53f7\u3060\u3051\u3092\u5199\u3055\u305b\u3001\u610f\u5473\u306f\u5bfe\u5fdc\u8868\u304b\u3089\u5f15\u304f |\n| \u53d6\u5f15\u65e5\u3092\u5bbf\u6cca\u306e\u65e5\u3068\u3057\u3066\u63a2\u3057\u3066\u4e88\u7d04\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u6c7a\u6e08\u306e\u8a18\u9332\u3092\u5148\u306b\u5f15\u304d\u3001\u6ce8\u6587\u756a\u53f7\u304b\u3089\u4e88\u7d04\u306b\u623b\u308b |\n| \u540c\u3058\u91d1\u984d\u306e\u6c7a\u6e08\u304c\u8907\u6570\u5f53\u305f\u308b | `multi_match` \u3067\u4eba\u3078\u3002\u627f\u8a8d\u756a\u53f7\u304b\u53d6\u5f15ID\u3067\u7d5e\u308b |\n| \u7d9a\u5831\u3067\u5225\u306e\u884c\u304c\u3067\u304d\u308b | \u30b1\u30fc\u30b9\u756a\u53f7\u3067\u540c\u3058\u884c\u306e\u5c65\u6b74\u306b\u4ed8\u3051\u308b || \u8cc7\u6599\u3092\u675f\u306d\u308b\u3068\u4e0a\u9650\u3092\u8d85\u3048\u308b | \u6c7a\u6e08\u4ee3\u884c\u306e\u4e0a\u9650\u306e\u5927\u304d\u3055\u3068\u30da\u30fc\u30b8\u6570\u3092\u4e00\u89a7\u306b\u6301\u3061\u3001\u675f\u306d\u308b\u524d\u306b\u78ba\u304b\u3081\u308b |\n| \u63d0\u51fa\u3092\u81ea\u52d5\u306b\u3057\u3066\u3057\u307e\u3046 | **\u4e00\u5ea6\u304d\u308a\u306e\u63d0\u51fa\u306f\u4eba\u304c\u884c\u3046** |\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\u56de\u7b54\u671f\u9650\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u8aa4\u308a\u3067\u3001**\u671f\u9650\u304c1\u65e5\u305a\u308c\u308b\u3068\u3001\u53cd\u8ad6\u306e\u6e96\u5099\u305d\u306e\u3082\u306e\u304c\u9593\u306b\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u671f\u9650\u3092\u539f\u6587\u3068\u89e3\u91c8\u306b\u5206\u3051\u3001\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u4eba\u306b\u56de\u3059\u8a2d\u8a08\u3067\u5b88\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u30ab\u30fc\u30c9\u4f1a\u54e1\u306e\u6c0f\u540d\u3001\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u4e0b4\u6841\u3001\u53d6\u5f15\u306e\u91d1\u984d\u3068\u65e5\u4ed8\u3001\u5bbf\u6cca\u5ba2\u306e\u4e88\u7d04\u3068\u6ede\u5728\u306e\u8a18\u9332\u3001\u5bbf\u6cca\u5ba2\u304c\u7533\u3057\u7acb\u3066\u305f\u4e3b\u5f35\u306e\u6587\u3067\u3059\u3002**\u5bbf\u6cca\u5ba2\u306e\u500b\u4eba\u60c5\u5831\u3068\u3001\u30ab\u30fc\u30c9\u306e\u53d6\u5f15\u306e\u60c5\u5831\u3092\u540c\u6642\u306b\u6271\u3044\u307e\u3059\u3002**\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u53d6\u308a\u51fa\u3057\u306b\u5fc5\u8981\u306a\u3082\u306e\u306b\u9650\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u901a\u77e5\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u9001\u308a\u5143\u306e\u533a\u5206\u3060\u3051\u3067\u3059\u3002**PMS\u306e\u4e88\u7d04\u3001\u5bbf\u6cca\u5ba2\u306e\u30e1\u30fc\u30eb\u3001\u6c7a\u6e08\u306e\u8a18\u9332\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u7167\u5408\u306f\u793e\u5185\u306e Python \u3067\u884c\u3044\u307e\u3059\n2. **\u30ab\u30fc\u30c9\u756a\u53f7\u306e\u5168\u6841\u3092\u6271\u308f\u306a\u3044** \u2026 \u901a\u77e5\u306b\u5168\u6841\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u307e\u305a\u3042\u308a\u307e\u305b\u3093\u304c\u3001**\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306b\u6841\u306e\u591a\u3044\u756a\u53f7\u304c\u51fa\u305f\u3089\u3001\u4fdd\u5b58\u306e\u524d\u306b\u4e0b4\u6841\u3092\u6b8b\u3057\u3066\u6d88\u3057\u307e\u3059**\n3. **\u53cd\u8ad6\u3059\u308b\u304b\u3092\u5224\u5b9a\u3055\u305b\u306a\u3044** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u5370\u3068\u8cc7\u6599\u306e\u4e00\u89a7\u307e\u3067\u3067\u3001**\u53d7\u3051\u5165\u308c\u308b\u304b\u53cd\u8ad6\u3059\u308b\u304b\u306f\u8cac\u4efb\u8005\u3068\u652f\u914d\u4eba\u304c\u6c7a\u3081\u307e\u3059**\n4. **\u63d0\u51fa\u3092\u81ea\u52d5\u3067\u884c\u308f\u306a\u3044** \u2026 \u63d0\u51fa\u306f\u4e00\u5ea6\u304d\u308a\u3067\u3001**\u76f4\u3057\u305f\u304f\u3066\u3082\u76f4\u305b\u307e\u305b\u3093\u3002** \u62c5\u5f53\u8005\u304c\u8cc7\u6599\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u9001\u308a\u307e\u3059\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u53cd\u8ad6\u3067\u304d\u305f\u6848\u4ef6\u3092\u671f\u9650\u5207\u308c\u3067\u5931\u3046\u3053\u3068\u3068\u3001\u9055\u3046\u4e88\u7d04\u306e\u8cc7\u6599\u3092\u51fa\u3057\u3066\u53cd\u8ad6\u3092\u5d29\u3059\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** 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