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certified taxpayer? |\n| `RESIDENCE_COUNTRY` | Of which country is the taxpayer a resident? |\n| `TAX_PERIOD` | For which tax year or period is residence certified? |\n| `ISSUE_DATE` | On what date was this certificate issued? |\n| `ISSUING_AUTHORITY` | Which authority issued this certificate? |\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** \u4f5c\u6210\u65e5\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `Date`\u3001`Issued`\u3001`Dated` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\u4f5c\u6210\u65e5\u306e\u7121\u3044\u8a3c\u660e\u66f8\u3092\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u3084PDF\u306e\u4f5c\u6210\u65e5\u3067\u57cb\u3081\u307e\u305b\u3093\u3002**\n\n**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002** 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DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u90f5\u9001\u306e\u539f\u672c\u3092\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u3068\u304d\u306f\u3001\u5370\u5f71\u3084\u900f\u304b\u3057\u306b\u91cd\u306a\u3063\u305f\u65e5\u4ed8\u304c\u4e0b\u56de\u308a\u3084\u3059\u3044\u7b87\u6240\u3067\u3059**\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\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. **\u652f\u6255\u5148\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u306e\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3092\u53f0\u5e33\u3067\u5f15\u304d\u3001\u6761\u7d04\u3068\u69d8\u5f0f\u3001\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\n\n**5\u756a\u76ee\u306f\u3001\u53d7\u4ed8\u306e\u6642\u70b9\u3067\u652f\u6255\u5148\u53f0\u5e33\u306e\u6240\u5728\u56fd\u304b\u3089\u5148\u306b\u5206\u3051\u3066\u304a\u3051\u307e\u3059\u3002** \u6240\u5728\u56fd\u304c6\u8a00\u8a9e\u306e\u56fd\u3067\u306a\u304f\u3066\u3082\u82f1\u8a9e\u306e\u8a3c\u660e\u66f8\u304c\u51fa\u308b\u3053\u3068\u306f\u3042\u308b\u306e\u3067\u3001**\u56fd\u3067\u5f3e\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u8aad\u307f\u53d6\u3063\u3066\u82f1\u5b57\u304c\u307b\u3068\u3093\u3069\u51fa\u306a\u3044\u3082\u306e\u3092\u4eba\u306b\u56de\u3057\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8a3c\u660e\u66f8\u304b\u30896\u3064\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3068\u3001\u65e5\u4ed8\u3084\u56fd\u540d\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| \u540d\u7fa9 | \u539f\u6587\u306e\u307e\u307e\u3002\u6cd5\u4eba\u306e\u7a2e\u985e\u306e\u7565\u8a18\uff08Inc.\u3001Ltd. \u306a\u3069\uff09\u3082\u6b8b\u3059 | \u8907\u6570\u306e\u540d\u7fa9\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u4f4f\u6240 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u5c45\u4f4f\u56fd | \u539f\u6587\u3068\u3001ISO \u306e\u56fd\u30b3\u30fc\u30c9\u3078\u306e\u5bfe\u5fdc | \u767a\u884c\u6a5f\u95a2\u306e\u56fd\u3068\u98df\u3044\u9055\u3048\u3070 `ambiguous` |\n| \u5bfe\u8c61\u306e\u5e74\u30fb\u671f\u9593 | \u539f\u6587\u3068\u3001\u958b\u59cb\u65e5\u30fb\u7d42\u4e86\u65e5 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u4f5c\u6210\u65e5 | \u539f\u6587\u3068\u3001\u65e5\u4ed8\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | `03\/04\/2026` \u306e\u3088\u3046\u306b\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u767a\u884c\u6a5f\u95a2\u30fb\u7f72\u540d | \u767a\u884c\u6a5f\u95a2\u306e\u540d\u79f0\u3068\u3001\u7f72\u540d\u3084\u5370\u5f71\u306e\u6709\u7121 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**\u4f5c\u6210\u65e5\u306e\u539f\u6587\u3092\u6b8b\u3059\u306e\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u56fd\u3067\u9055\u3046\u305f\u3081\u3067\u3059\u3002** `03\/04\/2026` \u306f3\u67084\u65e5\u306b\u30824\u67083\u65e5\u306b\u3082\u8aad\u3081\u307e\u3059\u3002**1\u5e74\u306e\u5224\u5b9a\u306f1\u304b\u6708\u306e\u9055\u3044\u3067\u7d50\u679c\u304c\u5909\u308f\u308b\u306e\u3067\u3001\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u89e3\u91c8\u3055\u305b\u305a\u4eba\u306b\u898b\u305b\u307e\u3059\u3002** \u767a\u884c\u6a5f\u95a2\u306e\u56fd\u306e\u6163\u884c\u304b\u3089\u63a8\u6e2c\u3059\u308b\u3053\u3068\u3082\u3055\u305b\u307e\u305b\u3093\u3002\n\n**\u5bfe\u8c61\u306e\u5e74\u3068\u4f5c\u6210\u65e5\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u3053\u3068\u3082\u5927\u4e8b\u3067\u3059\u3002** \u300c2025\u5e74\u306e\u8ab2\u7a0e\u5e74\u5ea6\u306b\u3064\u3044\u3066\u5c45\u4f4f\u8005\u3067\u3042\u308b\u3053\u3068\u3092\u8a3c\u660e\u3059\u308b\u300d\u8a3c\u660e\u66f8\u304c2026\u5e74\u306b\u4f5c\u6210\u3055\u308c\u308b\u3053\u3068\u306f\u666e\u901a\u306b\u3042\u308a\u307e\u3059\u3002**1\u5e74\u306e\u5224\u5b9a\u306b\u4f7f\u3046\u306e\u306f\u4f5c\u6210\u65e5\u3067\u3001\u5bfe\u8c61\u306e\u5e74\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u8efd\u6e1b\u3057\u3066\u3088\u3044\u304b\u306e\u5224\u65ad\u3001\u6761\u7d04\u306e\u6761\u9805\u306e\u5f53\u3066\u306f\u3081 | \u9867\u554f\u7a0e\u7406\u58eb\u3068\u7d4c\u7406\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u308b |\n| \u540d\u7fa9\u304c\u540c\u3058\u8005\u304b\u306e\u5224\u65ad | \u5225\u540d\u306e\u4e00\u89a7\u306b\u3082\u3068\u3065\u3044\u3066 Python \u304c\u7167\u5408\u3059\u308b |\n| \u4f5c\u6210\u65e5\u304b\u3089\u306e\u671f\u9593\u306e\u8a08\u7b97 | \u898f\u5247\u3067\u6c7a\u307e\u308b\u6bd4\u8f03\u3002Python \u304c\u884c\u3046 |\n| \u9806\u5e8f\u306e\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306e\u89e3\u91c8 | 1\u304b\u6708\u9055\u3046\u3068\u7d50\u679c\u304c\u5909\u308f\u308b |\n| \u4f5c\u6210\u65e5\u304c\u7121\u3044\u8a3c\u660e\u66f8\u306e\u65e5\u4ed8\u306e\u88dc\u5b8c | \u53d7\u3051\u53d6\u3063\u305f\u65e5\u3084\u30d5\u30a1\u30a4\u30eb\u306e\u65e5\u4ed8\u3067\u57cb\u3081\u308b\u3068\u3001\u53e4\u3044\u8a3c\u660e\u66f8\u304c\u901a\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u4f5c\u6210\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3001\u307e\u305f\u306f\u8aad\u3081\u306a\u3044\u8a3c\u660e\u66f8\u3067\u3001\u30e1\u30fc\u30eb\u306e\u53d7\u4fe1\u65e5\u3084PDF\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u65e5\u4ed8\u3092\u4f5c\u6210\u65e5\u3068\u3057\u3066\u57cb\u3081\u308b\u3068\u3001**\u4f55\u5e74\u3082\u524d\u306e\u8a3c\u660e\u66f8\u304c\u300c\u4f5c\u6210\u304b\u30891\u304b\u6708\u300d\u306b\u898b\u3048\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u5546\u793e\u306e\u7d4c\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u652f\u6255\u5148\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u306e\n\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\ntaxpayer_name_raw\u3001taxpayer_address_raw\u3001residence_country_raw\u3001\nresidence_country_code\u3001tax_period_raw\u3001tax_period_start\u3001tax_period_end\u3001\nissue_date_raw\u3001issue_date\u3001issuing_authority_raw\u3001signature_or_seal\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- not_stated ... \u5bfe\u8c61\u306e\u5e74\u30fb\u671f\u9593\u304c\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- \u540d\u7fa9\u306f\u66f8\u304b\u308c\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u7565\u8a18\u3092\u88dc\u3063\u305f\u308a\u3001\n  \u53f0\u5e33\u306e\u540d\u79f0\u306b\u66f8\u304d\u63db\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- issue_date \u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6587\u9762\u304b\u3089\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\n  YYYY-MM-DD \u3067\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3001\n  status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u6210\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u30e1\u30fc\u30eb\u306e\u65e5\u4ed8\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u65e5\u4ed8\u3001\u5bfe\u8c61\u306e\u5e74\u304b\u3089\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bfe\u8c61\u306e\u5e74\uff08tax year\uff09\u3068\u4f5c\u6210\u65e5\uff08date of issue\uff09\u3092\u6df7\u540c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8efd\u6e1b\u3092\u53d7\u3051\u3089\u308c\u308b\u304b\u3001\u6761\u7d04\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u3067\u306a\u3044\u66f8\u985e\uff08\u9001\u4ed8\u72b6\u3001\u7ffb\u8a33\u3001\u8acb\u6c42\u66f8\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_and_queries}\n\u3010\u3053\u306e\u652f\u6255\u5148\u306e\u53f0\u5e33\u4e0a\u306e\u6240\u5728\u56fd\u3011{ledger_country}\n```\n\n**\u300c\u53f0\u5e33\u306e\u540d\u79f0\u306b\u66f8\u304d\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u66f8\u304d\u63db\u3048\u307e\u3059\u3002** \u53f0\u5e33\u306e\u6240\u5728\u56fd\u3084\u540d\u79f0\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001\u8fd1\u3044\u540d\u7fa9\u3092\u53f0\u5e33\u306e\u8868\u8a18\u306b\u305d\u308d\u3048\u3066\u8fd4\u3057\u3001**\u305d\u306e\u77ac\u9593\u306b\u540d\u7fa9\u306e\u98df\u3044\u9055\u3044\u304c\u898b\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u53f0\u5e33\u306e\u540d\u79f0\u305d\u306e\u3082\u306e\u306f\u6e21\u3055\u305a\u3001\u6240\u5728\u56fd\u3060\u3051\u3092\u6e21\u3057\u3066\u3044\u308b\u306e\u3082\u305d\u306e\u305f\u3081\u3067\u3059\u3002","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"payee_code\": \"\",\n  \"document_type\": \"residence_certificate\",\n  \"taxpayer_name_raw\": \"ABC Brands, Incorporated\",\n  \"residence_country_raw\": \"United States of America\",\n  \"residence_country_code\": \"US\",\n  \"tax_period_raw\": \"calendar year 2025\",\n  \"issue_date_raw\": \"March 4, 2026\",\n  \"issue_date\": \"2026-03-04\",\n  \"issuing_authority_raw\": \"\",\n  \"signature_or_seal\": \"present\",\n  \"items\": [\n    { \"item\": \"issue_date\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"p1:L12\" }\n  ],\n  \"request_draft\": \"\"\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\u652f\u6255\u4e88\u5b9a\u8868\u306e\u652f\u6255\u3054\u3068\u306b\u3001\u53f0\u5e33\u3068\u3053\u306e\u8a18\u9332\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u304c\u652f\u6255\u65e5\u306e\u524d\u65e5\u3088\u308a\u524d\u3067\u3001\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u306a\u3089\u8a3c\u660e\u66f8\u304c\u3042\u308a\u3001\u540d\u7fa9\u30fb\u5c45\u4f4f\u56fd\u304c\u4e00\u81f4\u3057\u3001\u4f5c\u6210\u65e5\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059 |\n| `cert_stale` | \u63d0\u793a\u306e\u6271\u3044\u3067\u3001\u4f5c\u6210\u65e5\u304c\u63d0\u793a\u306e\u65e5\u306e1\u5e74\u3088\u308a\u524d\u3002\u307e\u305f\u306f\u6708\u521d\u306e\u4e00\u89a7\u3067\u4f5c\u6210\u304b\u308910\u304b\u6708\u3092\u904e\u304e\u305f |\n| `name_mismatch` | \u8a3c\u660e\u66f8\u306e\u540d\u7fa9\u304c\u3001\u53f0\u5e33\u306e\u6b63\u5f0f\u540d\u79f0\u306b\u3082\u5225\u540d\u306e\u4e00\u89a7\u306b\u3082\u5f53\u305f\u3089\u306a\u3044 |\n| `country_mismatch` | \u8a3c\u660e\u66f8\u306e\u5c45\u4f4f\u56fd\u304c\u3001\u53f0\u5e33\u306e\u9069\u7528\u3059\u308b\u6761\u7d04\u306e\u76f8\u624b\u56fd\u3068\u9055\u3046 |\n| `no_form` | \u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u304c\u7a7a\u3001\u307e\u305f\u306f\u652f\u6255\u65e5\u306e\u524d\u65e5\u3088\u308a\u5f8c |\n| `needs_human` | `ambiguous`\u3001`unreadable`\u3001`missing` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u8a3c\u660e\u66f8\u304c\u672a\u7740 |\n\n**2\u3064\u76ee\u306f\u3001\u539f\u6587\u3068\u89e3\u91c8\u3092\u5206\u3051\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** `issue_date_raw` \u3068 `issue_date` \u3092\u4e26\u3079\u3066\u304a\u3051\u3070\u3001\u62c5\u5f53\u8005\u306f\u89e3\u91c8\u304c\u6b63\u3057\u3044\u304b\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002**\u89e3\u91c8\u304c\u7a7a\u306a\u3089\u3001\u305d\u308c\u3060\u3051\u3067\u4eba\u304c\u898b\u308b\u5370\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `p1:L12` \u306a\u30891\u30da\u30fc\u30b8\u76ee\u306e12\u884c\u76ee\u3067\u3001\u62c5\u5f53\u8005\u306f\u753b\u50cf\u306e\u305d\u306e\u884c\u3060\u3051\u3092\u898b\u308c\u3070\u6e08\u307f\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 | \u8a3c\u660e\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 | \u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u652f\u6255\u4e88\u5b9a\u8868 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306eCSV\u51fa\u529b | \u652f\u6255\u3054\u3068\u306e\u652f\u6255\u5148\u30fb\u652f\u6255\u65e5\u30fb\u7a2e\u985e\u3092\u8aad\u3080 |\n| \u652f\u6255\u5148\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a | \u6761\u7d04\u30fb\u69d8\u5f0f\u30fb\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u30fb\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3092\u5f15\u304f |\n| \u7167\u5408\u7d50\u679c\u306e\u4e00\u89a7 | \u66f8\u304d\u8fbc\u307f | \u652f\u6255\u3054\u3068\u306e\u5370\u3068\u6839\u62e0\u3092\u66f8\u304f |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u6e90\u6cc9\u5fb4\u53ce\u306e\u7a0e\u7387\u3092\u6c7a\u3081\u3066\u9001\u91d1\u306e\u624b\u7d9a\u304d\u306b\u9032\u3080\u306e\u306f\u3001\u8cac\u4efb\u8005\u304c\u4e00\u89a7\u3092\u78ba\u304b\u3081\u305f\u3042\u3068\u3067\u3059\u3002**\u652f\u6255\u5148\u53f0\u5e33\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5\u3084\u540d\u7fa9\u3092\u53f0\u5e33\u306b\u5199\u3059\u306e\u306f\u3001\u62c5\u5f53\u8005\u304c\u753b\u50cf\u3067\u78ba\u304b\u3081\u305f\u3042\u3068\u306b\u4eba\u304c\u884c\u3044\u307e\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\u652f\u6255\u3067\u3059\u3002** `ok` \u306e\u652f\u6255\u306f\u3001\u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3001\u8aad\u3081\u306a\u3044\u3082\u306e\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u3001\u4f5c\u6210\u65e5\u3092\u78ba\u5b9a\u3055\u305b\u307e\u3059\n2. **`name_mismatch` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u65e7\u793e\u540d\u3084\u8868\u8a18\u306e\u9055\u3044\u306a\u3089\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3057\u3001\u89aa\u4f1a\u793e\u540d\u7fa9\u306a\u3089\u8a3c\u660e\u66f8\u306e\u53d6\u308a\u76f4\u3057\u3092\u4f9d\u983c\u3057\u307e\u3059\n3. **`cert_stale` \u3068 `no_form` \u3092\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u308b** \u2026 \u652f\u6255\u65e5\u307e\u3067\u306b\u53d6\u308a\u76f4\u3057\u304c\u9593\u306b\u5408\u3046\u304b\u3092\u898b\u3066\u3001\u6e90\u6cc9\u5fb4\u53ce\u306e\u6271\u3044\u3092\u6c7a\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n4. **\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059\n\n**2\u756a\u76ee\u3067\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3059\u304b\u3092\u3001\u62c5\u5f53\u80051\u4eba\u3067\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540d\u7fa9\u304c\u540c\u3058\u8005\u304b\u306f\u3001\u8efd\u6e1b\u306e\u524d\u63d0\u306b\u95a2\u308f\u308a\u307e\u3059\u3002**\u8db3\u3059\u3068\u304d\u306f\u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u53d6\u308a\u3001\u8db3\u3057\u305f\u7406\u7531\u3092\u4e00\u89a7\u306b\u6b8b\u3057\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**\u652f\u6255\u5148\u306b\u89e3\u9664\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8 | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u4f5c\u6210\u65e5\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u8aad\u3081\u306a\u3044 | `missing` \u304b `unreadable`\u3002**\u65e5\u4ed8\u3092\u88dc\u308f\u305a\u3001\u4eba\u3078** |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u753b\u50cf\u3068\u767a\u884c\u6a5f\u95a2\u306e\u66f8\u5f0f\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| 1\u901a\u306b\u8907\u6570\u306e\u6cd5\u4eba\u306e\u540d\u7fa9 | `ambiguous`\u3002\u3069\u306e\u6cd5\u4eba\u306e\u8a3c\u660e\u304b\u3092\u4eba\u304c\u6c7a\u3081\u308b |\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| \u652f\u6255\u4e88\u5b9a\u306b\u8a3c\u660e\u66f8\u304c\u672a\u7740\u306e\u652f\u6255\u5148 | `needs_human`\u3002\u652f\u6255\u65e5\u304b\u3089\u9006\u7b97\u3057\u3066\u53d6\u308a\u76f4\u3057\u3092\u6025\u3050 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u304c\u3001\u7167\u5408\u306e\u8aa4\u308a\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u4f5c\u6210\u65e5\u300d\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u554f\u984c\u3067\u3001**\u3053\u3053\u3092\u4eba\u306b\u56de\u3059\u8a2d\u8a08\u3092\u5d29\u3059\u3068\u30011\u5e74\u306e\u5224\u5b9a\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3001**\u539f\u672c\u306e\u6dfb\u4ed8\u304b\u63d0\u793a\u304b**\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- \u652f\u6255\u3054\u3068\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u652f\u6255\u5148\u53f0\u5e33\u3068\u5225\u540d\u306e\u4e00\u89a7\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u5370\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u8a8d\u3057\u305f\u304b\n- \u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3068\u3001\u65b0\u3057\u3044\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u63d0\u793a\u3092\u53d7\u3051\u305f\u5834\u5408\u306e\u5199\u3057\u306e\u4fdd\u5b58\u306f\u3001\u3053\u306e\u8a18\u9332\u3068\u306f\u5225\u306b\u6271\u3044\u307e\u3059\u3002** \u56fd\u7a0e\u5e81\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u63d0\u793a\u3092\u53d7\u3051\u305f\u65e5\u304b\u30895\u5e74\u9593\u3001\u56fd\u5185\u306b\u3042\u308b\u4e8b\u52d9\u6240\u7b49\u306b\u5199\u3057\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**S3 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**\u3010\u4eba\u3011** \u652f\u6255\u5148\u304b\u3089\u5c4a\u3044\u305f\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u306ePDF\u3092\u3001\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3092\u4ed8\u3051\u3066\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\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\u8a3c\u660e\u66f8\u306e\u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u540d\u7fa9\u30fb\u4f4f\u6240\u30fb\u5c45\u4f4f\u56fd\u30fb\u5bfe\u8c61\u306e\u5e74\u30fb\u4f5c\u6210\u65e5\u30fb\u767a\u884c\u6a5f\u95a2\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u307e\u307e\u8a18\u9332\u3059\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u652f\u6255\u4e88\u5b9a\u8868\u304c\u56fa\u307e\u3063\u305f\u6642\u70b9\u3067\u3001\u652f\u6255\u3054\u3068\u306b\u53f0\u5e33\u3068\u8a3c\u660e\u66f8\u306e\u8a18\u9332\u3092\u7167\u3089\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u540d\u7fa9\u30fb\u5c45\u4f4f\u56fd\u30fb\u4f5c\u6210\u65e5\u304b\u3089\u306e\u671f\u9593\u30fb\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3092\u898f\u5247\u3067\u5224\u5b9a\u3057\u3001\u5370\u3092\u4ed8\u3051\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u53d6\u308a\u76f4\u3057\u304c\u8981\u308b\u652f\u6255\u5148\u306b\u306f\u3001\u82f1\u6587\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\n8. **\u3010\u4eba\u3011** \u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u3060\u3051\u3092\u8a3c\u660e\u66f8\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u308b\n9. **\u3010\u4eba\u3011** \u8cac\u4efb\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u306e\u6e90\u6cc9\u5fb4\u53ce\u306e\u6271\u3044\u3092\u6c7a\u3081\u3001\u9001\u91d1\u306e\u624b\u7d9a\u304d\u306b\u9032\u3080\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f180\u4ef6\u306e\u8a3c\u660e\u66f8\u3092\u6bce\u6708\u958b\u304f\u306e\u3067\u306f\u306a\u304f\u3001**\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u3060\u3051\u3092\u958b\u304d\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u652f\u6255\u306f\u3001\u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306e\u5224\u5b9a\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u4f5c\u6210\u65e5\u304b\u30891\u5e74\u3001\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3068\u652f\u6255\u65e5\u306e\u524d\u5f8c\u3001\u53f0\u5e33\u306e\u540d\u7fa9\u3068\u306e\u4e00\u81f4\u3002**\u3069\u308c\u3082\u898f\u5247\u3067\u6c7a\u307e\u308b\u6bd4\u8f03\u3067\u3001AI\u306b\u306f\u8a3c\u660e\u66f8\u304b\u3089\u5024\u3092\u53d6\u308a\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u3092\u3055\u305b\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u652f\u6255\u5148\u304b\u3089\u5c4a\u3044\u305f\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u306ePDF\u3092\u3001\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3092\u4ed8\u3051\u3066\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\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\u8a3c\u660e\u66f8\u306e\u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u540d\u7fa9\u30fb\u4f4f\u6240\u30fb\u5c45\u4f4f\u56fd\u30fb\u5bfe\u8c61\u306e\u5e74\u30fb\u4f5c\u6210\u65e5\u30fb\u767a\u884c\u6a5f\u95a2\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u307e\u307e\u8a18\u9332\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u652f\u6255\u4e88\u5b9a\u8868\u304c\u56fa\u307e\u3063\u305f\u6642\u70b9\u3067\u3001\u652f\u6255\u3054\u3068\u306b\u53f0\u5e33\u3068\u8a3c\u660e\u66f8\u306e\u8a18\u9332\u3092\u7167\u3089\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u540d\u7fa9\u30fb\u5c45\u4f4f\u56fd\u30fb\u4f5c\u6210\u65e5\u304b\u3089\u306e\u671f\u9593\u30fb\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3092\u898f\u5247\u3067\u5224\u5b9a\u3057\u3001\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u53d6\u308a\u76f4\u3057\u304c\u8981\u308b\u652f\u6255\u5148\u306b\u306f\u3001\u82f1\u6587\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u3060\u3051\u3092\u8a3c\u660e\u66f8\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u308b","**\u3010\u4eba\u3011** \u8cac\u4efb\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u306e\u6e90\u6cc9\u5fb4\u53ce\u306e\u6271\u3044\u3092\u6c7a\u3081\u3001\u9001\u91d1\u306e\u624b\u7d9a\u304d\u306b\u9032\u3080"],"architecture":"```\n\u82f1\u6587\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\uff08PDF\u3002\u652f\u6255\u5148\u304b\u3089\u306e\u30e1\u30fc\u30eb\u307e\u305f\u306f\u90f5\u9001\u3092\u30b9\u30ad\u30e3\u30f3\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\uff0fQUERIES\uff09\n   \u2502   \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u8a3c\u660e\u66f8\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 \u540d\u7fa9\u3068\u4f4f\u6240   \u2461 \u5c45\u4f4f\u56fd\u3068\u767a\u884c\u6a5f\u95a2   \u2462 \u5bfe\u8c61\u306e\u5e74   \u2463 \u4f5c\u6210\u65e5\n   \u25bc\n\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6708\u306e\u652f\u6255\u4e88\u5b9a\u8868\u306e\u78ba\u5b9a\nPython \u2500\u2500 \u652f\u6255\u3054\u3068\u306b\u53f0\u5e33\u30fb\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u30fb\u8a3c\u660e\u66f8\u306e\u8a18\u9332\u3092\u7167\u3089\u3059\n   \u25bc\n\u5224\u5b9a\uff08ok \uff0f cert_stale \uff0f name_mismatch \uff0f country_mismatch \uff0f no_form \uff0f needs_human\uff09\n   \u25bc\n\u3010\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u8cac\u4efb\u8005\u304c\u6e90\u6cc9\u5fb4\u53ce\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b\n   \u2514\u2500\u2500\u25b6 \u652f\u6255\u5148\u3078\u306e\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\uff08\u82f1\u6587\u306e\u4e0b\u66f8\u304d\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fGetDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u8a3c\u660e\u66f8\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\u4f5c\u6210\u65e5\u304b\u3089\u306e\u671f\u9593\u3001\u540d\u7fa9\u3068\u5c45\u4f4f\u56fd\u3001\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u306e\u7167\u5408\uff09 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u652f\u6255\u524d\u30c1\u30a7\u30c3\u30af\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3001\u652f\u6255\u4e88\u5b9a\u8868\u306e\u78ba\u5b9a\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u8a3c\u660e\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**\u652f\u6255\u5148\u53f0\u5e33\u3068\u652f\u6255\u4e88\u5b9a\u8868\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u652f\u6255\u5148\u53f0\u5e33\u306b\u300c\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u300d\u300c\u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5\u300d\u300c\u8a3c\u660e\u66f8\u306e\u540d\u7fa9\u300d\u300c\u540d\u7fa9\u306e\u5225\u540d\u300d\u306e\u5217\u3092\u8db3\u3059\u3053\u3068**\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u8a3c\u660e\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\u3001**\u65e5\u672c\u8a9e\u3084\u4e2d\u56fd\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u6b27\u5dde\u306e\u5f53\u5c40\u304c\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30c9\u30a4\u30c4\u8a9e\u3067\u51fa\u3059\u8a3c\u660e\u66f8\u3082\u8aad\u3081\u307e\u3059\u304c\u3001\u624b\u66f8\u304d\u306e\u6587\u5b57\u304c\u8aad\u3081\u308b\u306e\u306f\u82f1\u8a9e\u3060\u3051\u3067\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u8cea\u554f\uff08`QUERIES`\uff09\u3067\u3059\u3002** \u8a3c\u660e\u66f8\u306f\u30ec\u30bf\u30fc\u306e\u5f62\u304c\u591a\u304f\u3001\u8868\u3084\u30ad\u30fc\u3068\u5024\u306e\u5f62\u306b\u53ce\u307e\u3089\u306a\u3044\u6587\u7ae0\u306e\u4e2d\u306b\u540d\u7fa9\u3084\u5bfe\u8c61\u306e\u5e74\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002**\u300c\u3053\u306e\u8a3c\u660e\u66f8\u306f\u8ab0\u304c\u5c45\u4f4f\u8005\u3067\u3042\u308b\u3053\u3068\u3092\u8a3c\u660e\u3057\u3066\u3044\u308b\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\u306a\u3044\u306e\u3067\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8\u3067\u306f\u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u307f\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u8a3c\u660e\u66f8\u304c\u5c4a\u3044\u305f\u3068\u304d\u3068\u3001\u652f\u6255\u4e88\u5b9a\u8868\u304c\u56fa\u307e\u3063\u305f\u3068\u304d\u3067\u3059\u3002**\n\n1\u3064\u76ee\u306f\u3001**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068**\u3067\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u3068\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u307e\u3067\u3092\u6e08\u307e\u305b\u3066\u3001\u652f\u6255\u5148\u53f0\u5e33\u3068\u306f\u5225\u306e\u300c\u8a3c\u660e\u66f8\u306e\u8a18\u9332\u300d\u306b\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002**\u5c4a\u3044\u305f\u6642\u70b9\u3067\u8aad\u3093\u3067\u304a\u304f\u306e\u3067\u3001\u652f\u6255\u306e\u76f4\u524d\u306b\u8aad\u307f\u53d6\u308a\u304c\u96c6\u4e2d\u3057\u307e\u305b\u3093\u3002**\n\n2\u3064\u76ee\u306f\u3001**\u6bce\u6708\u306e\u652f\u6255\u4e88\u5b9a\u8868\u304c\u56fa\u307e\u3063\u305f\u3053\u3068**\u3067\u3059\u3002\u652f\u6255\u65e5\u306e10\u55b6\u696d\u65e5\u524d\u306b\u652f\u6255\u4e88\u5b9a\u8868\u3092\u78ba\u5b9a\u3057\u3001\u305d\u306e\u78ba\u5b9a\u306e\u901a\u77e5\u3067\u7167\u5408\u304c\u52d5\u304d\u307e\u3059\u3002**10\u55b6\u696d\u65e5\u524d\u306b\u3059\u308b\u306e\u306f\u3001\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u306b\u76f8\u624b\u56fd\u306e\u5f53\u5c40\u306e\u767a\u884c\u306e\u6642\u9593\u3092\u6b8b\u3059\u305f\u3081\u3067\u3059\u3002** \u5c4a\u51fa\u66f8\u7b49\u3092\u652f\u6255\u3092\u53d7\u3051\u308b\u65e5\u306e\u524d\u65e5\u307e\u3067\u306b\u51fa\u3057\u3066\u3044\u306a\u3051\u308c\u3070\u56fd\u5185\u6cd5\u306e\u7a0e\u7387\u3067\u6e90\u6cc9\u5fb4\u53ce\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u306e\u3067\u3001\u7167\u5408\u306f\u652f\u6255\u65e5\u304b\u3089\u9006\u7b97\u3057\u3066\u65e9\u3081\u306b\u7f6e\u304d\u307e\u3059\u3002\n\n**\u3055\u3089\u306b\u3001\u6708\u521d\u306b\u300c\u4f5c\u6210\u65e5\u304b\u308910\u304b\u6708\u3092\u904e\u304e\u305f\u8a3c\u660e\u66f8\u300d\u306e\u4e00\u89a7\u3092\u51fa\u3057\u307e\u3059\u3002** \u652f\u6255\u304c\u7121\u3044\u6708\u3067\u3082\u3001\u6b21\u306e\u63d0\u793a\u306b\u5099\u3048\u3066\u53d6\u308a\u76f4\u3057\u3092\u65e9\u3081\u306b\u983c\u3081\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5c45\u4f4f\u8005\u8a3c\u660e\u66f8 | PDF\u3002\u540d\u7fa9\u3001\u4f4f\u6240\u3001\u5c45\u4f4f\u56fd\u3001\u5bfe\u8c61\u306e\u5e74\u3001\u4f5c\u6210\u65e5\u3001\u767a\u884c\u6a5f\u95a2\u3001\u7f72\u540d\u3084\u5370\u5f71 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u652f\u6255\u4e88\u5b9a\u8868 | \u652f\u6255\u5148\u30b3\u30fc\u30c9\u3001\u652f\u6255\u65e5\u3001\u652f\u6255\u306e\u7a2e\u985e\uff08\u4f7f\u7528\u6599\u30fb\u5831\u916c\u306a\u3069\uff09\u3001\u91d1\u984d | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u51fa\u529b |\n| \u652f\u6255\u5148\u53f0\u5e33 | \u6b63\u5f0f\u540d\u79f0\u3001\u6240\u5728\u56fd\u3001\u9069\u7528\u3059\u308b\u6761\u7d04\u3068\u69d8\u5f0f\u3001\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u3001\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3001\u539f\u672c\u306e\u6dfb\u4ed8\u304b\u63d0\u793a\u304b | \u7d4c\u7406\u90e8\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u540d\u7fa9\u306e\u5225\u540d\u306e\u4e00\u89a7 | \u652f\u6255\u5148\u3054\u3068\u306b\u3001\u8a3c\u660e\u66f8\u3084\u5951\u7d04\u66f8\u306b\u51fa\u3066\u304f\u308b\u540d\u7fa9\u306e\u66f8\u304d\u65b9 | \u7d4c\u7406\u90e8\u3067\u7528\u610f\u3059\u308b\u4e00\u89a7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u540d\u7fa9\u306e\u5225\u540d\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4e00\u89a7\u304c\u7121\u3044\u3068\u3001`ABC Brands Inc.` \u3068 `ABC Brands, Incorporated` \u3092\u5225\u4eba\u3068\u5224\u5b9a\u3059\u308b\u304b\u3001\u9006\u306b `ABC Holdings Inc.` \u307e\u3067\u540c\u3058\u8005\u3068\u5bc4\u305b\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\u4e00\u89a7\u306b\u3042\u308b\u66f8\u304d\u65b9\u3060\u3051\u3092\u540c\u3058\u8005\u3068\u3057\u3001\u7121\u3044\u3082\u306e\u306f\u4eba\u306b\u898b\u305b\u307e\u3059\u3002**\n\n**\u53f0\u5e33\u306e\u300c\u539f\u672c\u306e\u6dfb\u4ed8\u304b\u63d0\u793a\u304b\u300d\u306e\u5217\u3082\u6b20\u304b\u305b\u307e\u305b\u3093\u3002** \u63d0\u793a\u3092\u53d7\u3051\u305f\u5834\u5408\u306f\u3001\u78ba\u8a8d\u3057\u305f\u65e8\u30fb\u78ba\u8a8d\u8005\u30fb\u78ba\u8a8d\u65e5\u30fb\u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u5e74\u6708\u65e5\u3092\u5c4a\u51fa\u66f8\u306b\u8a18\u8f09\u3057\u3001\u5199\u3057\u30925\u5e74\u9593\u4fdd\u5b58\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3069\u3061\u3089\u306e\u6271\u3044\u304b\u3067\u3001\u5f8c\u6bb5\u306e\u7167\u5408\u3068\u4fdd\u5b58\u306e\u624b\u9806\u304c\u5909\u308f\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`QUERIES`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u898b\u51fa\u3057\u306e\u30ad\u30fc\u3068\u5024\u3001\u6587\u7ae0\u306e\u4e2d\u306e\u540d\u7fa9\u3068\u65e5\u4ed8 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u540d\u7fa9\u3084\u4f5c\u6210\u65e5\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u652f\u6255\u5148\u30b3\u30fc\u30c9\u3068\u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u8a3c\u660e\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u652f\u6255\u5148\u30b3\u30fc\u30c9 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u652f\u6255\u5148\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `TAXPAYER_NAME` | Whose residence is certified by this document? |\n| `TAXPAYER_ADDRESS` | What is the address of the certified taxpayer? |\n| `RESIDENCE_COUNTRY` | Of which country is the taxpayer a resident? |\n| `TAX_PERIOD` | For which tax year or period is residence certified? |\n| `ISSUE_DATE` | On what date was this certificate issued? |\n| `ISSUING_AUTHORITY` | Which authority issued this certificate? |\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** \u4f5c\u6210\u65e5\u304c\u7a7a\u306a\u3089\u3001\u5168\u6587\u304b\u3089 `Date`\u3001`Issued`\u3001`Dated` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\u4f5c\u6210\u65e5\u306e\u7121\u3044\u8a3c\u660e\u66f8\u3092\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u3084PDF\u306e\u4f5c\u6210\u65e5\u3067\u57cb\u3081\u307e\u305b\u3093\u3002**\n\n**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002** \u8a3c\u660e\u66f8\u306e\u672c\u4f53\u306f1\u30da\u30fc\u30b8\u3067\u3082\u3001\u9001\u4ed8\u72b6\u3084\u7ffb\u8a33\u304c\u4ed8\u3044\u3066\u6570\u30da\u30fc\u30b8\u306b\u306a\u308b\u306e\u3067\u3001\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002\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\n\n**\u652f\u6255\u4e88\u5b9a\u8868\u306f\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089CSV\u3067\u51fa\u3057\u3001\u652f\u6255\u5148\u53f0\u5e33\u3068\u3042\u308f\u305b\u3066 Python \u304c\u8aad\u307f\u307e\u3059\u3002** \u751f\u6210AI\u306b\u306f\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\u8cbc\u3089\u308c\u305f\u753b\u50cf\u306f\u3001PDF\u306b\u3057\u3066\u5165\u308c\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 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DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u90f5\u9001\u306e\u539f\u672c\u3092\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u3068\u304d\u306f\u3001\u5370\u5f71\u3084\u900f\u304b\u3057\u306b\u91cd\u306a\u3063\u305f\u65e5\u4ed8\u304c\u4e0b\u56de\u308a\u3084\u3059\u3044\u7b87\u6240\u3067\u3059**\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\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. **\u652f\u6255\u5148\u306e\u7279\u5b9a** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u306e\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3092\u53f0\u5e33\u3067\u5f15\u304d\u3001\u6761\u7d04\u3068\u69d8\u5f0f\u3001\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\n\n**5\u756a\u76ee\u306f\u3001\u53d7\u4ed8\u306e\u6642\u70b9\u3067\u652f\u6255\u5148\u53f0\u5e33\u306e\u6240\u5728\u56fd\u304b\u3089\u5148\u306b\u5206\u3051\u3066\u304a\u3051\u307e\u3059\u3002** \u6240\u5728\u56fd\u304c6\u8a00\u8a9e\u306e\u56fd\u3067\u306a\u304f\u3066\u3082\u82f1\u8a9e\u306e\u8a3c\u660e\u66f8\u304c\u51fa\u308b\u3053\u3068\u306f\u3042\u308b\u306e\u3067\u3001**\u56fd\u3067\u5f3e\u304f\u306e\u3067\u306f\u306a\u304f\u3001\u8aad\u307f\u53d6\u3063\u3066\u82f1\u5b57\u304c\u307b\u3068\u3093\u3069\u51fa\u306a\u3044\u3082\u306e\u3092\u4eba\u306b\u56de\u3057\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8a3c\u660e\u66f8\u304b\u30896\u3064\u306e\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3057\u3001\u539f\u6587\u306e\u6587\u5b57\u5217\u3068\u3001\u65e5\u4ed8\u3084\u56fd\u540d\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| \u540d\u7fa9 | \u539f\u6587\u306e\u307e\u307e\u3002\u6cd5\u4eba\u306e\u7a2e\u985e\u306e\u7565\u8a18\uff08Inc.\u3001Ltd. \u306a\u3069\uff09\u3082\u6b8b\u3059 | \u8907\u6570\u306e\u540d\u7fa9\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u4f4f\u6240 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u5c45\u4f4f\u56fd | \u539f\u6587\u3068\u3001ISO \u306e\u56fd\u30b3\u30fc\u30c9\u3078\u306e\u5bfe\u5fdc | \u767a\u884c\u6a5f\u95a2\u306e\u56fd\u3068\u98df\u3044\u9055\u3048\u3070 `ambiguous` |\n| \u5bfe\u8c61\u306e\u5e74\u30fb\u671f\u9593 | \u539f\u6587\u3068\u3001\u958b\u59cb\u65e5\u30fb\u7d42\u4e86\u65e5 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u4f5c\u6210\u65e5 | \u539f\u6587\u3068\u3001\u65e5\u4ed8\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\u89e3\u91c8 | `03\/04\/2026` \u306e\u3088\u3046\u306b\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u767a\u884c\u6a5f\u95a2\u30fb\u7f72\u540d | \u767a\u884c\u6a5f\u95a2\u306e\u540d\u79f0\u3068\u3001\u7f72\u540d\u3084\u5370\u5f71\u306e\u6709\u7121 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**\u4f5c\u6210\u65e5\u306e\u539f\u6587\u3092\u6b8b\u3059\u306e\u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u56fd\u3067\u9055\u3046\u305f\u3081\u3067\u3059\u3002** `03\/04\/2026` \u306f3\u67084\u65e5\u306b\u30824\u67083\u65e5\u306b\u3082\u8aad\u3081\u307e\u3059\u3002**1\u5e74\u306e\u5224\u5b9a\u306f1\u304b\u6708\u306e\u9055\u3044\u3067\u7d50\u679c\u304c\u5909\u308f\u308b\u306e\u3067\u3001\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306f\u89e3\u91c8\u3055\u305b\u305a\u4eba\u306b\u898b\u305b\u307e\u3059\u3002** \u767a\u884c\u6a5f\u95a2\u306e\u56fd\u306e\u6163\u884c\u304b\u3089\u63a8\u6e2c\u3059\u308b\u3053\u3068\u3082\u3055\u305b\u307e\u305b\u3093\u3002\n\n**\u5bfe\u8c61\u306e\u5e74\u3068\u4f5c\u6210\u65e5\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u3053\u3068\u3082\u5927\u4e8b\u3067\u3059\u3002** \u300c2025\u5e74\u306e\u8ab2\u7a0e\u5e74\u5ea6\u306b\u3064\u3044\u3066\u5c45\u4f4f\u8005\u3067\u3042\u308b\u3053\u3068\u3092\u8a3c\u660e\u3059\u308b\u300d\u8a3c\u660e\u66f8\u304c2026\u5e74\u306b\u4f5c\u6210\u3055\u308c\u308b\u3053\u3068\u306f\u666e\u901a\u306b\u3042\u308a\u307e\u3059\u3002**1\u5e74\u306e\u5224\u5b9a\u306b\u4f7f\u3046\u306e\u306f\u4f5c\u6210\u65e5\u3067\u3001\u5bfe\u8c61\u306e\u5e74\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u8efd\u6e1b\u3057\u3066\u3088\u3044\u304b\u306e\u5224\u65ad\u3001\u6761\u7d04\u306e\u6761\u9805\u306e\u5f53\u3066\u306f\u3081 | \u9867\u554f\u7a0e\u7406\u58eb\u3068\u7d4c\u7406\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u308b |\n| \u540d\u7fa9\u304c\u540c\u3058\u8005\u304b\u306e\u5224\u65ad | \u5225\u540d\u306e\u4e00\u89a7\u306b\u3082\u3068\u3065\u3044\u3066 Python \u304c\u7167\u5408\u3059\u308b |\n| \u4f5c\u6210\u65e5\u304b\u3089\u306e\u671f\u9593\u306e\u8a08\u7b97 | \u898f\u5247\u3067\u6c7a\u307e\u308b\u6bd4\u8f03\u3002Python \u304c\u884c\u3046 |\n| \u9806\u5e8f\u306e\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u306e\u89e3\u91c8 | 1\u304b\u6708\u9055\u3046\u3068\u7d50\u679c\u304c\u5909\u308f\u308b |\n| \u4f5c\u6210\u65e5\u304c\u7121\u3044\u8a3c\u660e\u66f8\u306e\u65e5\u4ed8\u306e\u88dc\u5b8c | \u53d7\u3051\u53d6\u3063\u305f\u65e5\u3084\u30d5\u30a1\u30a4\u30eb\u306e\u65e5\u4ed8\u3067\u57cb\u3081\u308b\u3068\u3001\u53e4\u3044\u8a3c\u660e\u66f8\u304c\u901a\u308b |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u4f5c\u6210\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3001\u307e\u305f\u306f\u8aad\u3081\u306a\u3044\u8a3c\u660e\u66f8\u3067\u3001\u30e1\u30fc\u30eb\u306e\u53d7\u4fe1\u65e5\u3084PDF\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u65e5\u4ed8\u3092\u4f5c\u6210\u65e5\u3068\u3057\u3066\u57cb\u3081\u308b\u3068\u3001**\u4f55\u5e74\u3082\u524d\u306e\u8a3c\u660e\u66f8\u304c\u300c\u4f5c\u6210\u304b\u30891\u304b\u6708\u300d\u306b\u898b\u3048\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\u5546\u793e\u306e\u7d4c\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u652f\u6255\u5148\u304b\u3089\u5c4a\u3044\u305f\u82f1\u6587\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u306e\n\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\ntaxpayer_name_raw\u3001taxpayer_address_raw\u3001residence_country_raw\u3001\nresidence_country_code\u3001tax_period_raw\u3001tax_period_start\u3001tax_period_end\u3001\nissue_date_raw\u3001issue_date\u3001issuing_authority_raw\u3001signature_or_seal\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- not_stated ... \u5bfe\u8c61\u306e\u5e74\u30fb\u671f\u9593\u304c\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- \u540d\u7fa9\u306f\u66f8\u304b\u308c\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u7565\u8a18\u3092\u88dc\u3063\u305f\u308a\u3001\n  \u53f0\u5e33\u306e\u540d\u79f0\u306b\u66f8\u304d\u63db\u3048\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- issue_date \u306f\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6587\u9762\u304b\u3089\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\n  YYYY-MM-DD \u3067\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3001\n  status \u3092 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4f5c\u6210\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u30e1\u30fc\u30eb\u306e\u65e5\u4ed8\u3001\u30d5\u30a1\u30a4\u30eb\u306e\u65e5\u4ed8\u3001\u5bfe\u8c61\u306e\u5e74\u304b\u3089\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bfe\u8c61\u306e\u5e74\uff08tax year\uff09\u3068\u4f5c\u6210\u65e5\uff08date of issue\uff09\u3092\u6df7\u540c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8efd\u6e1b\u3092\u53d7\u3051\u3089\u308c\u308b\u304b\u3001\u6761\u7d04\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u3067\u306a\u3044\u66f8\u985e\uff08\u9001\u4ed8\u72b6\u3001\u7ffb\u8a33\u3001\u8acb\u6c42\u66f8\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_and_queries}\n\u3010\u3053\u306e\u652f\u6255\u5148\u306e\u53f0\u5e33\u4e0a\u306e\u6240\u5728\u56fd\u3011{ledger_country}\n```\n\n**\u300c\u53f0\u5e33\u306e\u540d\u79f0\u306b\u66f8\u304d\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u66f8\u304d\u63db\u3048\u307e\u3059\u3002** \u53f0\u5e33\u306e\u6240\u5728\u56fd\u3084\u540d\u79f0\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001\u8fd1\u3044\u540d\u7fa9\u3092\u53f0\u5e33\u306e\u8868\u8a18\u306b\u305d\u308d\u3048\u3066\u8fd4\u3057\u3001**\u305d\u306e\u77ac\u9593\u306b\u540d\u7fa9\u306e\u98df\u3044\u9055\u3044\u304c\u898b\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u53f0\u5e33\u306e\u540d\u79f0\u305d\u306e\u3082\u306e\u306f\u6e21\u3055\u305a\u3001\u6240\u5728\u56fd\u3060\u3051\u3092\u6e21\u3057\u3066\u3044\u308b\u306e\u3082\u305d\u306e\u305f\u3081\u3067\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"payee_code\": \"\",\n  \"document_type\": \"residence_certificate\",\n  \"taxpayer_name_raw\": \"ABC Brands, Incorporated\",\n  \"residence_country_raw\": \"United States of America\",\n  \"residence_country_code\": \"US\",\n  \"tax_period_raw\": \"calendar year 2025\",\n  \"issue_date_raw\": \"March 4, 2026\",\n  \"issue_date\": \"2026-03-04\",\n  \"issuing_authority_raw\": \"\",\n  \"signature_or_seal\": \"present\",\n  \"items\": [\n    { \"item\": \"issue_date\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"p1:L12\" }\n  ],\n  \"request_draft\": \"\"\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\u652f\u6255\u4e88\u5b9a\u8868\u306e\u652f\u6255\u3054\u3068\u306b\u3001\u53f0\u5e33\u3068\u3053\u306e\u8a18\u9332\u3092\u7a81\u304d\u5408\u308f\u305b\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u304c\u652f\u6255\u65e5\u306e\u524d\u65e5\u3088\u308a\u524d\u3067\u3001\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u306a\u3089\u8a3c\u660e\u66f8\u304c\u3042\u308a\u3001\u540d\u7fa9\u30fb\u5c45\u4f4f\u56fd\u304c\u4e00\u81f4\u3057\u3001\u4f5c\u6210\u65e5\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059 |\n| `cert_stale` | \u63d0\u793a\u306e\u6271\u3044\u3067\u3001\u4f5c\u6210\u65e5\u304c\u63d0\u793a\u306e\u65e5\u306e1\u5e74\u3088\u308a\u524d\u3002\u307e\u305f\u306f\u6708\u521d\u306e\u4e00\u89a7\u3067\u4f5c\u6210\u304b\u308910\u304b\u6708\u3092\u904e\u304e\u305f |\n| `name_mismatch` | \u8a3c\u660e\u66f8\u306e\u540d\u7fa9\u304c\u3001\u53f0\u5e33\u306e\u6b63\u5f0f\u540d\u79f0\u306b\u3082\u5225\u540d\u306e\u4e00\u89a7\u306b\u3082\u5f53\u305f\u3089\u306a\u3044 |\n| `country_mismatch` | \u8a3c\u660e\u66f8\u306e\u5c45\u4f4f\u56fd\u304c\u3001\u53f0\u5e33\u306e\u9069\u7528\u3059\u308b\u6761\u7d04\u306e\u76f8\u624b\u56fd\u3068\u9055\u3046 |\n| `no_form` | \u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u304c\u7a7a\u3001\u307e\u305f\u306f\u652f\u6255\u65e5\u306e\u524d\u65e5\u3088\u308a\u5f8c |\n| `needs_human` | `ambiguous`\u3001`unreadable`\u3001`missing` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u8a3c\u660e\u66f8\u304c\u672a\u7740 |\n\n**2\u3064\u76ee\u306f\u3001\u539f\u6587\u3068\u89e3\u91c8\u3092\u5206\u3051\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** `issue_date_raw` \u3068 `issue_date` \u3092\u4e26\u3079\u3066\u304a\u3051\u3070\u3001\u62c5\u5f53\u8005\u306f\u89e3\u91c8\u304c\u6b63\u3057\u3044\u304b\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u3089\u308c\u307e\u3059\u3002**\u89e3\u91c8\u304c\u7a7a\u306a\u3089\u3001\u305d\u308c\u3060\u3051\u3067\u4eba\u304c\u898b\u308b\u5370\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `p1:L12` \u306a\u30891\u30da\u30fc\u30b8\u76ee\u306e12\u884c\u76ee\u3067\u3001\u62c5\u5f53\u8005\u306f\u753b\u50cf\u306e\u305d\u306e\u884c\u3060\u3051\u3092\u898b\u308c\u3070\u6e08\u307f\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 | \u8a3c\u660e\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 | \u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3001\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d |\n| \u652f\u6255\u4e88\u5b9a\u8868 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u306eCSV\u51fa\u529b | \u652f\u6255\u3054\u3068\u306e\u652f\u6255\u5148\u30fb\u652f\u6255\u65e5\u30fb\u7a2e\u985e\u3092\u8aad\u3080 |\n| \u652f\u6255\u5148\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a | \u6761\u7d04\u30fb\u69d8\u5f0f\u30fb\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u30fb\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3092\u5f15\u304f |\n| \u7167\u5408\u7d50\u679c\u306e\u4e00\u89a7 | \u66f8\u304d\u8fbc\u307f | \u652f\u6255\u3054\u3068\u306e\u5370\u3068\u6839\u62e0\u3092\u66f8\u304f |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u6e90\u6cc9\u5fb4\u53ce\u306e\u7a0e\u7387\u3092\u6c7a\u3081\u3066\u9001\u91d1\u306e\u624b\u7d9a\u304d\u306b\u9032\u3080\u306e\u306f\u3001\u8cac\u4efb\u8005\u304c\u4e00\u89a7\u3092\u78ba\u304b\u3081\u305f\u3042\u3068\u3067\u3059\u3002**\u652f\u6255\u5148\u53f0\u5e33\u306b\u3082\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5\u3084\u540d\u7fa9\u3092\u53f0\u5e33\u306b\u5199\u3059\u306e\u306f\u3001\u62c5\u5f53\u8005\u304c\u753b\u50cf\u3067\u78ba\u304b\u3081\u305f\u3042\u3068\u306b\u4eba\u304c\u884c\u3044\u307e\u3059\u3002\n\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\u652f\u6255\u3067\u3059\u3002** `ok` \u306e\u652f\u6255\u306f\u3001\u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u3001\u8aad\u3081\u306a\u3044\u3082\u306e\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u3001\u4f5c\u6210\u65e5\u3092\u78ba\u5b9a\u3055\u305b\u307e\u3059\n2. **`name_mismatch` \u306e\u7406\u7531\u3092\u78ba\u304b\u3081\u308b** \u2026 \u65e7\u793e\u540d\u3084\u8868\u8a18\u306e\u9055\u3044\u306a\u3089\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3057\u3001\u89aa\u4f1a\u793e\u540d\u7fa9\u306a\u3089\u8a3c\u660e\u66f8\u306e\u53d6\u308a\u76f4\u3057\u3092\u4f9d\u983c\u3057\u307e\u3059\n3. **`cert_stale` \u3068 `no_form` \u3092\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u308b** \u2026 \u652f\u6255\u65e5\u307e\u3067\u306b\u53d6\u308a\u76f4\u3057\u304c\u9593\u306b\u5408\u3046\u304b\u3092\u898b\u3066\u3001\u6e90\u6cc9\u5fb4\u53ce\u306e\u6271\u3044\u3092\u6c7a\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n4. **\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3092\u9001\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u3001\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059\n\n**2\u756a\u76ee\u3067\u5225\u540d\u306e\u4e00\u89a7\u306b\u8db3\u3059\u304b\u3092\u3001\u62c5\u5f53\u80051\u4eba\u3067\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u540d\u7fa9\u304c\u540c\u3058\u8005\u304b\u306f\u3001\u8efd\u6e1b\u306e\u524d\u63d0\u306b\u95a2\u308f\u308a\u307e\u3059\u3002**\u8db3\u3059\u3068\u304d\u306f\u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u53d6\u308a\u3001\u8db3\u3057\u305f\u7406\u7531\u3092\u4e00\u89a7\u306b\u6b8b\u3057\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**\u652f\u6255\u5148\u306b\u89e3\u9664\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u306e\u8a3c\u660e\u66f8 | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u4f5c\u6210\u65e5\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u8aad\u3081\u306a\u3044 | `missing` \u304b `unreadable`\u3002**\u65e5\u4ed8\u3092\u88dc\u308f\u305a\u3001\u4eba\u3078** |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u753b\u50cf\u3068\u767a\u884c\u6a5f\u95a2\u306e\u66f8\u5f0f\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| 1\u901a\u306b\u8907\u6570\u306e\u6cd5\u4eba\u306e\u540d\u7fa9 | `ambiguous`\u3002\u3069\u306e\u6cd5\u4eba\u306e\u8a3c\u660e\u304b\u3092\u4eba\u304c\u6c7a\u3081\u308b |\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| \u652f\u6255\u4e88\u5b9a\u306b\u8a3c\u660e\u66f8\u304c\u672a\u7740\u306e\u652f\u6255\u5148 | `needs_human`\u3002\u652f\u6255\u65e5\u304b\u3089\u9006\u7b97\u3057\u3066\u53d6\u308a\u76f4\u3057\u3092\u6025\u3050 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u304c\u3001\u7167\u5408\u306e\u8aa4\u308a\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u4f5c\u6210\u65e5\u300d\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u554f\u984c\u3067\u3001**\u3053\u3053\u3092\u4eba\u306b\u56de\u3059\u8a2d\u8a08\u3092\u5d29\u3059\u3068\u30011\u5e74\u306e\u5224\u5b9a\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u652f\u6255\u5148\u30b3\u30fc\u30c9\u3001**\u539f\u672c\u306e\u6dfb\u4ed8\u304b\u63d0\u793a\u304b**\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- \u652f\u6255\u3054\u3068\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u652f\u6255\u5148\u53f0\u5e33\u3068\u5225\u540d\u306e\u4e00\u89a7\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u7d50\u679c\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u5370\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u8a8d\u3057\u305f\u304b\n- \u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3068\u3001\u65b0\u3057\u3044\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u63d0\u793a\u3092\u53d7\u3051\u305f\u5834\u5408\u306e\u5199\u3057\u306e\u4fdd\u5b58\u306f\u3001\u3053\u306e\u8a18\u9332\u3068\u306f\u5225\u306b\u6271\u3044\u307e\u3059\u3002** \u56fd\u7a0e\u5e81\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u63d0\u793a\u3092\u53d7\u3051\u305f\u65e5\u304b\u30895\u5e74\u9593\u3001\u56fd\u5185\u306b\u3042\u308b\u4e8b\u52d9\u6240\u7b49\u306b\u5199\u3057\u3092\u4fdd\u5b58\u3057\u3066\u304a\u304f\u5fc5\u8981\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**S3 \u306b\u7f6e\u304f\u306e\u306f\u7167\u5408\u306e\u8a18\u9332\u3067\u3001\u6cd5\u5b9a\u306e\u4fdd\u5b58\u3092\u517c\u306d\u308b\u304b\u306f\u7d4c\u7406\u306e\u8cac\u4efb\u8005\u3068\u9867\u554f\u7a0e\u7406\u58eb\u3067\u6c7a\u3081\u307e\u3059\u3002**","minimal_setup":"1. \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u304b\u308920\u901a\u3092\u9078\u3076\uff08**\u4f5c\u6210\u65e5\u304c1\u5e74\u8fd1\u304f\u524d\u306e\u3082\u306e\u3001\u540d\u7fa9\u306e\u8868\u8a18\u304c\u53f0\u5e33\u3068\u9055\u3046\u3082\u306e\u3001\u65e5\u4ed8\u304c `03\/04\/2026` \u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306e\u3082\u306e**\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\u8a3c\u660e\u66f8\u306e\u540d\u7fa9\u3001\u4f4f\u6240\u3001\u5c45\u4f4f\u56fd\u3001\u5bfe\u8c61\u306e\u5e74\u3001\u4f5c\u6210\u65e5\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\u4f5c\u6210\u65e5\u304c\u7121\u3051\u308c\u3070\u300e\u8a18\u8f09\u306a\u3057\u300f\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8efd\u6e1b\u304c\u53d7\u3051\u3089\u308c\u308b\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u652f\u6255\u5148\u53f0\u5e33\u3068\u624b\u3067\u898b\u6bd4\u3079\u308b\n4. \u5f53\u6642\u306e\u78ba\u8a8d\u306e\u8a18\u9332\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**20\u901a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u5bfe\u8c61\u306e\u5e74\u3068\u4f5c\u6210\u65e5\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b\u3001\u540d\u7fa9\u3092\u66f8\u304d\u63db\u3048\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u5bfe\u8c61\u306e\u5e74\u3092\u4f5c\u6210\u65e5\u3068\u3057\u3066\u53d6\u308a\u51fa\u3057\u305f | \u6307\u793a\u30672\u3064\u3092\u5206\u3051\u3066\u805e\u304f\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u540d\u7fa9\u3092\u53f0\u5e33\u306e\u8868\u8a18\u306b\u5bc4\u305b\u3066\u66f8\u3044\u305f | \u53f0\u5e33\u306e\u540d\u79f0\u3092\u6e21\u3055\u306a\u3044\u8a2d\u8a08\u306b\u3059\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n\n**2\u884c\u76ee\u304c\u51fa\u305f\u3089\u3001\u305d\u306e\u8a3c\u660e\u66f8\u306e\u6587\u9762\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002** \u300cfor the year 2025\u300d\u3068\u4f5c\u6210\u65e5\u304c\u8fd1\u304f\u306b\u4e26\u3076\u30ec\u30bf\u30fc\u306e\u5f62\u3067\u8d77\u304d\u3084\u3059\u3044\u8aa4\u308a\u3067\u3059\u3002","minimal_setup_short":"\u8a3c\u660e\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u901a\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\u652f\u6255\u4e88\u5b9a\u8868\u306e\u78ba\u5b9a\u3067\u53f0\u5e33\u3068\u7167\u5408\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3001\u9805\u76ee\u306e\u8a18\u9332\u3001\u652f\u6255\u3054\u3068\u306e\u7167\u5408\u3001\u4f9d\u983c\u6587\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u4f5c\u6210\u304b\u308910\u304b\u6708\u306e\u53d6\u308a\u76f4\u3057\u306e\u81ea\u52d5\u306e\u50ac\u4fc3\u3001\u5c4a\u51fa\u66f8\u306e\u7570\u52d5\u306e\u691c\u77e5\u3001\u652f\u6255\u5148\u3054\u3068\u306e\u53d6\u308a\u76f4\u3057\u306e\u5c65\u6b74\u306e\u96c6\u8a08 \uff0f \u8a3c\u660e\u66f8\u306e\u53d7\u9818\u304b\u3089\u53d6\u308a\u76f4\u3057\u306e\u7ba1\u7406\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\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u652f\u6255\u3092\u78ba\u304b\u3081\u3066\u8cac\u4efb\u8005\u306b\u4e0a\u3052\u307e\u3059\u3002**1\u4ef620\u5206\u304c6\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u5148\u56de\u308a\u306e\u7ba1\u7406\u3067\u3059\u3002** \u4f5c\u6210\u304b\u308910\u304b\u6708\u3092\u904e\u304e\u305f\u8a3c\u660e\u66f8\u306e\u652f\u6255\u5148\u3078\u3001\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3092\u6bce\u6708\u81ea\u52d5\u3067\u4e0b\u66f8\u304d\u3057\u3001**\u652f\u6255\u306e\u76f4\u524d\u306b\u6c17\u3065\u304f\u5834\u9762\u3092\u306a\u304f\u3057\u307e\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30922\u301c3\u304b\u6708\u56de\u3059\u3068\u3001`name_mismatch` \u3092\u7e70\u308a\u8fd4\u3059\u652f\u6255\u5148\u3068\u3001\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u3067 `ambiguous` \u306b\u306a\u308b\u56fd\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3067\u5225\u540d\u306e\u4e00\u89a7\u3068\u56fd\u3054\u3068\u306e\u8cea\u554f\u306e\u6587\u3092\u6574\u3048\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u50ac\u4fc3\u306e\u7a7a\u632f\u308a\u304c\u6e1b\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5bfe\u8c61\u306e\u5e74\u3092\u4f5c\u6210\u65e5\u3068\u3057\u3066\u8aad\u3080 | **\u6307\u793a\u30672\u3064\u3092\u5206\u3051\u3066\u805e\u304d\u30011\u5e74\u306e\u5224\u5b9a\u306b\u306f\u4f5c\u6210\u65e5\u3060\u3051\u3092\u4f7f\u3046** |\n| \u4f5c\u6210\u65e5\u304c\u7121\u3044\u8a3c\u660e\u66f8\u3092\u53d7\u4fe1\u65e5\u3067\u57cb\u3081\u308b | \u88dc\u5b8c\u3092\u7981\u3058\u3001`missing` \u3067\u4eba\u3078 |\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| \u540d\u7fa9\u3092\u53f0\u5e33\u306e\u8868\u8a18\u306b\u5bc4\u305b\u308b | \u53f0\u5e33\u306e\u540d\u79f0\u3092AI\u306b\u6e21\u3055\u305a\u3001\u7167\u5408\u306f\u5225\u540d\u306e\u4e00\u89a7\u3067 Python \u304c\u884c\u3046 |\n| \u89aa\u4f1a\u793e\u540d\u7fa9\u306e\u8a3c\u660e\u66f8\u3067\u5b50\u4f1a\u793e\u3078\u306e\u652f\u6255\u3092\u901a\u3059 | **\u540d\u7fa9\u304c\u4e00\u89a7\u306b\u5f53\u305f\u3089\u306a\u3051\u308c\u3070 `name_mismatch`** |\n| \u7167\u5408\u304c\u652f\u6255\u306e\u76f4\u524d\u306b\u52d5\u304f | \u652f\u6255\u4e88\u5b9a\u8868\u3092\u652f\u6255\u65e5\u306e10\u55b6\u696d\u65e5\u524d\u306b\u78ba\u5b9a\u3057\u3001\u305d\u3053\u3067\u7167\u5408\u3059\u308b |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u8a3c\u660e\u66f8\u3067\u8cea\u554f\u304c\u52b9\u304b\u306a\u3044 | \u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3002\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u4e2d\u56fd\u8a9e\u306e\u8a3c\u660e\u66f8\u3092\u8aad\u307e\u305b\u3066\u5931\u6557\u3059\u308b | 6\u8a00\u8a9e\u4ee5\u5916\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u306a\u3044 |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u3067\u6b62\u307e\u308b | \u652f\u6255\u5148\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080 |\n| \u5225\u540d\u306e\u4e00\u89a7\u3092\u62c5\u5f53\u80051\u4eba\u3067\u8db3\u3059 | \u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u53d6\u308a\u3001\u7406\u7531\u3092\u6b8b\u3059 |\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\u4f5c\u6210\u65e5\u3068\u3044\u30461\u3064\u306e\u5024\u306e\u8aa4\u308a\u3067\u3001**1\u5e74\u306e\u5224\u5b9a\u304c\u305d\u306e\u307e\u307e\u8aa4\u3063\u305f\u300c\u8efd\u6e1b\u53ef\u300d\u306b\u306a\u308a\u307e\u3059\u3002** \u4f5c\u6210\u65e5\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** \u652f\u6255\u5148\u306e\u6b63\u5f0f\u540d\u79f0\u3001\u4f4f\u6240\u3001\u5c45\u4f4f\u56fd\u3001\u76f8\u624b\u56fd\u306e\u7d0d\u7a0e\u8005\u756a\u53f7\u304c\u66f8\u304b\u308c\u305f\u8a3c\u660e\u66f8\u3001\u652f\u6255\u306e\u91d1\u984d\u3068\u7a2e\u985e\u3067\u3059\u3002**\u500b\u4eba\u306e\u696d\u52d9\u59d4\u8a17\u5148\u306a\u3089\u3001\u500b\u4eba\u306e\u6c0f\u540d\u3068\u4f4f\u6240\u3082\u542b\u307f\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\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u53f0\u5e33\u4e0a\u306e\u6240\u5728\u56fd\u3060\u3051\u3067\u3059\u3002**\u652f\u6255\u306e\u91d1\u984d\u3001\u53f0\u5e33\u306e\u6b63\u5f0f\u540d\u79f0\u3001\u4ed6\u306e\u652f\u6255\u5148\u306e\u60c5\u5831\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u8efd\u6e1b\u3057\u3066\u3088\u3044\u304b\u3092\u5224\u5b9a\u3055\u305b\u306a\u3044** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u7167\u5408\u306e\u5370\u307e\u3067\u3067\u3001**\u6761\u7d04\u306e\u5f53\u3066\u306f\u3081\u3068\u6e90\u6cc9\u5fb4\u53ce\u306e\u7a0e\u7387\u306f\u9867\u554f\u7a0e\u7406\u58eb\u3068\u7d4c\u7406\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u307e\u3059**\n3. **\u53d6\u308a\u76f4\u3057\u306e\u4f9d\u983c\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u4f9d\u983c\u306f\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3001**\u7d4c\u7406\u306e\u62c5\u5f53\u8005\u304c\u9001\u308a\u307e\u3059\u3002** \u652f\u6255\u5148\u3068\u306e\u5951\u7d04\u306e\u95a2\u4fc2\u306b\u95a2\u308f\u308a\u307e\u3059\n4. **\u6cd5\u5b9a\u306e\u4fdd\u5b58\u3068\u7167\u5408\u306e\u8a18\u9332\u3092\u5206\u3051\u3066\u8003\u3048\u308b** \u2026 \u5199\u3057\u306e\u4fdd\u5b58\u3084\u5c4a\u51fa\u66f8\u3078\u306e\u8a18\u8f09\u306f\u56fd\u7a0e\u5e81\u306e\u30da\u30fc\u30b8\u306b\u6cbf\u3063\u3066\u7d4c\u7406\u304c\u884c\u3044\u3001**\u3053\u306e\u69cb\u6210\u306e\u8a18\u9332\u304c\u305d\u308c\u3092\u517c\u306d\u308b\u304b\u306f\u5225\u306b\u6c7a\u3081\u307e\u3059**\n5. **\u5225\u540d\u306e\u4e00\u89a7\u3092\u66f8\u304d\u63db\u3048\u308b\u6a29\u9650\u3092\u9650\u308b** \u2026 \u4e00\u89a7\u306b1\u884c\u8db3\u3059\u3068\u3001\u305d\u306e\u540d\u7fa9\u306e\u8a3c\u660e\u66f8\u304c\u901a\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002**\u5909\u66f4\u306f\u8cac\u4efb\u8005\u306e\u78ba\u8a8d\u3092\u7d4c\u3066\u3001\u7248\u3092\u6b8b\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8efd\u6e1b\u306e\u524d\u63d0\u3092\u6b20\u3044\u305f\u652f\u6255\u306b\u8efd\u6e1b\u7a0e\u7387\u3092\u9069\u7528\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u3067\u3059\u3002** \u591a\u304f\u306f\u4f5c\u6210\u65e5\u306e\u8aad\u307f\u9055\u3044\u3068\u540d\u7fa9\u306e\u5bc4\u305b\u304b\u3089\u8d77\u304d\u308b\u306e\u3067\u3001**\u5024\u3092\u539f\u6587\u306e\u307e\u307e\u6b8b\u3057\u3001\u6bd4\u3079\u308b\u306e\u306f\u898f\u5247\u3068\u3044\u3046\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u6d77\u5916\u306e\u30d6\u30e9\u30f3\u30c9\u306e\u4f7f\u7528\u6599\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u306e\u4f7f\u7528\u6599\u3001\u6d77\u5916\u306e\u696d\u52d9\u59d4\u8a17\u5148\u3078\u306e\u5831\u916c\u306a\u3069\u3092\u6bce\u6708\u652f\u6255\u3044\u3001\u79df\u7a0e\u6761\u7d04\u306b\u3088\u308b\u6e90\u6cc9\u5fb4\u53ce\u306e\u8efd\u6e1b\u30fb\u514d\u9664\u3092\u53d7\u3051\u3066\u3044\u308b\u652f\u6255\u5148\u304c\u6570\u5341\u304b\u3089\u6570\u767e\u3042\u308b\u5546\u793e\u30fbIT\u4f01\u696d\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u5e83\u544a\u4f1a\u793e\u3002\u7279\u5178\u6761\u9805\u306e\u3042\u308b\u6761\u7d04\u306e\u76f8\u624b\u56fd\u306e\u652f\u6255\u5148\u304c\u591a\u304f\u3001\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5\u3068\u540d\u7fa9\u306e\u78ba\u8a8d\u304c\u62c5\u5f53\u8005\u306e\u76ee\u8996\u306b\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u652f\u6255\u5148\u53f0\u5e33\u306f\u3042\u308b\u304c\u3001\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\u65e5\u3084\u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5\u304c\u53f0\u5e33\u3068\u5225\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u6563\u3089\u3070\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u5c45\u4f4f\u8005\u8a3c\u660e\u66f8\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u65e5\u672c\u8a9e\u306a\u3069\uff09\u3067\u5c4a\u304f\u652f\u6255\u5148\u304c\u4e2d\u5fc3\u306e\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\u305a\u3001\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3059\uff09\u3002\u6d77\u5916\u3078\u306e\u652f\u6255\u304c\u5e74\u306b\u6570\u4ef6\u306e\u5834\u5408\u3002\u306a\u304a\u3001\u3069\u306e\u6761\u7d04\u306e\u3069\u306e\u6761\u9805\u304c\u9069\u7528\u3055\u308c\u308b\u304b\u3001\u8efd\u6e1b\u7a0e\u7387\u3092\u9069\u7528\u3057\u3066\u3088\u3044\u304b\u3001\u7279\u5178\u6761\u9805\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u304b\u306e\u5224\u65ad\u306f\u3001\u9867\u554f\u7a0e\u7406\u58eb\u3068\u7d4c\u7406\u306e\u8cac\u4efb\u8005\u304c\u884c\u3046\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u652f\u6255\u5148\u53f0\u5e33\u306b4\u3064\u306e\u5217\u3092\u8db3\u3059**\n\n\u652f\u6255\u5148\u53f0\u5e33\u306b\u3001**\u7279\u5178\u6761\u9805\u306e\u5bfe\u8c61\u304b\u3001\u539f\u672c\u306e\u6dfb\u4ed8\u304b\u63d0\u793a\u304b\u3001\u8a3c\u660e\u66f8\u306e\u540d\u7fa9\u3001\u8a3c\u660e\u66f8\u306e\u4f5c\u6210\u65e5**\u306e\u5217\u3092\u8db3\u3057\u307e\u3059\u3002\u652f\u6255\u306e\u591a\u3044\u4e0a\u4f4d30\u793e\u304b\u3089\u57cb\u3081\u307e\u3059\u3002**\u3053\u306e\u4f5c\u696d\u3060\u3051\u3067\u3001\u4f5c\u6210\u65e5\u304c\u53e4\u304f\u306a\u3063\u3066\u3044\u308b\u652f\u6255\u5148\u304c\u898b\u3064\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u901a\u3067\u8a66\u3059**\n\n\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8a3c\u660e\u66f8\u304b\u308920\u901a\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067\u540d\u7fa9\u3068\u4f5c\u6210\u65e5\u3092\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u5bfe\u8c61\u306e\u5e74\u3068\u4f5c\u6210\u65e5\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u304b\u3001\u540d\u7fa9\u3092\u66f8\u304d\u63db\u3048\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u540d\u7fa9\u306e\u5225\u540d\u306e\u4e00\u89a7\u3068\u7167\u5408\u306e\u898f\u5247\u3092\u6c7a\u3081\u308b**\n\n\u4e0a\u4f4d30\u793e\u306b\u3064\u3044\u3066\u3001\u8a3c\u660e\u66f8\u3084\u5951\u7d04\u66f8\u306b\u51fa\u3066\u304f\u308b\u540d\u7fa9\u306e\u66f8\u304d\u65b9\u3092\u96c6\u3081\u307e\u3059\u3002**\u4f5c\u6210\u65e5\u306e\u6761\u4ef6\u3092\u3069\u3046\u7f6e\u304f\u304b\u3092\u3001\u9867\u554f\u7a0e\u7406\u58eb\u3068\u6c7a\u3081\u307e\u3059\u3002** \u63d0\u793a\u306e\u6271\u3044\u306e\u652f\u6255\u5148\u3068\u3001\u6dfb\u4ed8\u306e\u6271\u3044\u306e\u652f\u6255\u5148\u3067\u898f\u5247\u3092\u5206\u3051\u308b\u304b\u3082\u3001\u3053\u3053\u3067\u6c7a\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u7167\u5408\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u652f\u6255\u4e88\u5b9a\u8868\u306e\u78ba\u5b9a\u3067\u7167\u5408\u7d50\u679c\u306e\u4e00\u89a7\u3092\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u4e0a\u4f4d30\u793e\u306e\u652f\u6255\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u5168\u652f\u6255\u5148\u306b\u5e83\u3052\u3001`needs_human` \u3068 `name_mismatch` 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| [\u56fd\u7a0e\u5e81: No.2888 \u79df\u7a0e\u6761\u7d04\u306b\u95a2\u3059\u308b\u5c4a\u51fa\u66f8\u306e\u63d0\u51fa\uff08\u6e90\u6cc9\u5fb4\u53ce\u95a2\u4fc2\uff09](https:\/\/www.nta.go.jp\/taxes\/shiraberu\/taxanswer\/gensen\/2888.htm) | 2026-10-07 |\n| 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