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|\n\n**\u7a7a\u6b04\u306e\u898b\u5206\u3051\u306f\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3060\u3051\u306b\u983c\u308a\u307e\u305b\u3093\u3002** \u300c\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u756a\u53f7\u300d\u3068\u3044\u3046\u9805\u76ee\u540d\u304c\u3042\u3063\u3066\u5024\u304c\u53d6\u308c\u306a\u3044\u3068\u304d\u3001**\u5168\u6587\u306e\u4e2d\u3067\u9805\u76ee\u540d\u306e\u8fd1\u304f\u306b\u6570\u5b57\u304c\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304b**\u3092\u898b\u307e\u3059\u3002\u4f55\u3082\u691c\u51fa\u3055\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u6b04\u3001\u691c\u51fa\u3055\u308c\u3066\u3044\u3066\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070\u8aad\u3081\u306a\u3044\u6b04\u3067\u3059\u3002\n\n**\u652f\u6255\u5148\u30de\u30b9\u30bf\u306f\u3001\u53e3\u5ea7\u756a\u53f7\u3068\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3092\u6587\u5b57\u5217\u306e\u307e\u307e\u8aad\u307f\u307e\u3059\u3002** 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\u30de\u30b9\u30bf\u306e\u540d\u79f0\u306e\u30ab\u30ca\u3092\u3001\u5168\u89d2\u30fb\u534a\u89d2\u3001\u6cd5\u4eba\u306e\u7565\u79f0\uff08\u300c\u30ab\uff09\u300d\u300c\uff08\u30ab\u300d\u306a\u3069\uff09\u3092\u305d\u308d\u3048\u305f\u5f62\u306b\u3057\u3066\u304a\u304d\u307e\u3059\n5. **\u91cd\u8907\u306e\u78ba\u8a8d** \u2026 \u540c\u3058\u53d6\u5f15\u5148\u306e\u5c4a\u51fa\u304c\u77ed\u3044\u9593\u9694\u30672\u901a\u3042\u308c\u3070\u3001\u4e21\u65b9\u3092\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001AI\u3067\u306f\u306a\u304f Python \u3067\u884c\u3044\u307e\u3059\u3002** \u540d\u7fa9\u306e\u7565\u79f0\u306e\u4ed8\u3051\u65b9\u306b\u306f\u6c7a\u307e\u3063\u305f\u5f62\u304c\u3042\u308b\u306e\u3067\u3001**\u898f\u5247\u3067\u66f8\u3051\u308b\u3082\u306e\u306f\u898f\u5247\u3067\u66f8\u304d\u307e\u3059\u3002** AI\u306b\u8aad\u307f\u66ff\u3048\u3055\u305b\u308b\u3068\u3001**\u300c\u4f3c\u3066\u3044\u308b\u300d\u3092\u300c\u540c\u3058\u300d\u3068\u3057\u3066\u6271\u3046**\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**5\u756a\u76ee\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u306e\u5c4a\u51fa\u306e\u5f8c\u306b\u672c\u7269\u306e\u53d6\u5f15\u5148\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u304c\u6765\u308b\u3001\u3068\u3044\u3046\u9806\u306b\u3082\u5099\u3048\u308b\u305f\u3081\u3067\u3059\u3002** 2\u901a\u304c\u4e26\u3076\u3068\u3001\u3069\u3061\u3089\u304b\u304c\u672c\u7269\u3067\u306a\u3044\u3053\u3068\u304c\u3059\u3050\u306b\u5206\u304b\u308a\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3059\u3053\u3068\u3068\u3001\u62bc\u5370\u306e\u6b04\u306b\u5370\u5f71\u304c\u3042\u308b\u304b\u3092\u62fe\u3046\u3053\u3068\u3067\u3059\u3002** \u30de\u30b9\u30bf\u3068\u306e\u7167\u5408\u306f\u3001Python \u306e\u898f\u5247\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u53d6\u5f15\u5148\u306e\u5199\u3057 | \u540d\u79f0\u3001\u4f4f\u6240\u3001\u4ee3\u8868\u8005\u3001\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3001\u62c5\u5f53\u8005\u3001\u96fb\u8a71\u3001\u30e1\u30fc\u30eb | \u7a7a\u6b04\u306a\u3089 `blank`\u3001\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u7a2e\u5225\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9\uff08\u30ab\u30ca\uff09 | \u540c\u4e0a |\n| \u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u7a2e\u5225\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9\uff08\u30ab\u30ca\uff09 | \u540c\u4e0a |\n| \u901a\u5e33\u306e\u5199\u3057\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9 | \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3051\u308c\u3070 `absent` |\n| \u62bc\u5370\u306e\u6b04 | \u5370\u5f71\u304c\u3042\u308b\u304b | \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 `unclear` |\n| \u5c4a\u51fa\u306e\u65e5\u4ed8\u3068\u9069\u7528\u306e\u958b\u59cb\u65e5 | \u66f8\u304b\u308c\u305f\u3068\u304a\u308a | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u66f8\u5f0f\u306e\u5225 | \u81ea\u793e\u306e\u69d8\u5f0f\u304b\u3001\u5225\u306e\u66f8\u5f0f\u304b | \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 `unclear` |\n\n**\u62bc\u5370\u306f\u300c\u3042\u308b\u304b\u3069\u3046\u304b\u300d\u3060\u3051\u3092\u62fe\u3044\u307e\u3059\u3002** \u5c4a\u51fa\u5370\u304c\u767b\u9332\u306e\u5370\u3068\u540c\u3058\u304b\u3069\u3046\u304b\u306f\u3001**\u753b\u50cf\u306e\u898b\u305f\u76ee\u3067\u5224\u65ad\u3067\u304d\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5370\u5f71\u306e\u6bd4\u3079\u5408\u308f\u305b\u306f\u3001\u62c5\u5f53\u304c\u904e\u53bb\u306e\u5c4a\u51fa\u306e\u539f\u672c\u3068\u4e26\u3079\u3066\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5c4a\u51fa\u304c\u672c\u7269\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u78ba\u304b\u3081\u306e\u96fb\u8a71\u3067\u4eba\u304c\u6c7a\u3081\u308b |\n| \u540d\u7fa9\u3068\u53d6\u5f15\u5148\u540d\u304c\u300c\u540c\u3058\u300d\u304b\u306e\u5224\u65ad | Python \u306e\u6b63\u898f\u5316\u3068\u5b8c\u5168\u4e00\u81f4\u3067\u898b\u308b\u3002\u4f3c\u3066\u3044\u308b\u306f\u540c\u3058\u3067\u306f\u306a\u3044 |\n| \u53e3\u5ea7\u756a\u53f7\u306e\u88dc\u6b63 | \u8aad\u3081\u306a\u3044\u6841\u3092\u63a8\u6e2c\u3059\u308b\u3068\u3001\u7167\u5408\u304c\u610f\u5473\u3092\u5931\u3046 |\n| \u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u3092\u78ba\u304b\u3081\u306e\u9023\u7d61\u5148\u3068\u3057\u3066\u51fa\u3059\u3053\u3068 | \u78ba\u304b\u3081\u306b\u306f\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3092\u4f7f\u3046 |\n| \u652f\u6255\u3092\u6b62\u3081\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u62c5\u5f53\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u3092\u3001AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068\u306e\u8868\u306b\u308f\u3056\u308f\u3056\u66f8\u3044\u3066\u3044\u307e\u3059\u3002** \u78ba\u8a8d\u7968\u3092\u4f5c\u308b\u3068\u304d\u306b\u3001\u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u304c\u300c\u9023\u7d61\u5148\u300d\u3068\u3057\u3066\u76ee\u7acb\u3064\u5834\u6240\u306b\u51fa\u308b\u3068\u3001**\u62c5\u5f53\u306f\u305d\u306e\u756a\u53f7\u306b\u304b\u3051\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u78ba\u8a8d\u7968\u306e\u9023\u7d61\u5148\u306e\u6b04\u306b\u306f\u3001**\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3060\u3051\u3092\u51fa\u3057\u307e\u3059\u3002** \u5c4a\u51fa\u306e\u756a\u53f7\u306f\u7167\u5408\u306e\u7d50\u679c\u306e\u6b04\u306b\u3001\u98df\u3044\u9055\u3044\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u7d4c\u7406\u90e8\u3067\u3001\u53d6\u5f15\u5148\u304b\u3089\u5c4a\u3044\u305f\u632f\u8fbc\u5148\u306e\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\n\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u5199\u3059\u7acb\u5834\u3067\u3059\u3002OCR\u304c\u8fd4\u3057\u305f\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u3001\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5199\u3059\u9805\u76ee\u3011\n\u53d6\u5f15\u5148\uff1avendor_name\u3001vendor_code\u3001address\u3001representative\u3001\ncontact_person\u3001phone\u3001email\n\u5909\u66f4\u524d\u306e\u53e3\u5ea7\uff1aold_bank\u3001old_branch\u3001old_type\u3001old_number\u3001old_holder_kana\n\u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\uff1anew_bank\u3001new_branch\u3001new_type\u3001new_number\u3001new_holder_kana\n\u901a\u5e33\u306e\u5199\u3057\uff1apassbook_bank\u3001passbook_branch\u3001passbook_number\u3001passbook_holder\n\u305d\u306e\u4ed6\uff1afiled_date\uff08\u5c4a\u51fa\u65e5\uff09\u3001effective_date\uff08\u9069\u7528\u306e\u958b\u59cb\u65e5\uff09\u3001\nseal\uff08\u5c4a\u51fa\u5370\u306e\u6b04\u306e\u5370\u5f71\u306e\u6709\u7121\uff09\u3001form_type\uff08\u81ea\u793e\u306e\u69d8\u5f0f\u304b\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u53e3\u5ea7\u756a\u53f7\u30fb\u96fb\u8a71\u756a\u53f7\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306e\u6587\u5b57\u5217\u3067\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u3092\u88dc\u3046\u3001\u8aad\u3081\u306a\u3044\u6841\u3092\u305d\u308c\u3089\u3057\u3044\u6570\u5b57\u306b\u3059\u308b\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u540d\u7fa9\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6f22\u5b57\u306b\u76f4\u3057\u305f\u308a\u3001\n  \u7565\u79f0\u3092\u88dc\u3063\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6b04\u304c\u7a7a\u6b04\u306a\u3089 status \u3092 blank\u3001\u6587\u5b57\u306f\u3042\u308b\u304c\u8aad\u3081\u306a\u3051\u308c\u3070 unreadable \u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u3068\u8aad\u3081\u306a\u3044\u6b04\u3092\u6df7\u305c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3051\u308c\u3070\u3001\u901a\u5e33\u306e\u9805\u76ee\u306e status \u3092 absent \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5c4a\u51fa\u5370\u306e\u6b04\u306f\u3001\u5370\u5f71\u304c\u3042\u308c\u3070 present\u3001\u7121\u3051\u308c\u3070 absent\u3001\n  \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 unclear \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5370\u304c\u6b63\u3057\u3044\u304b\u306f\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5c4a\u51fa\u304c\u672c\u7269\u304b\u3001\u602a\u3057\u3044\u304b\u3001\u652f\u6255\u3063\u3066\u3088\u3044\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5909\u66f4\u5c4a\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{ocr_result}\n```\n\n**AI\u306b\u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u6e21\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3001\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u3044\u3061\u3070\u3093\u306e\u5de5\u592b\u3067\u3059\u3002** \u30de\u30b9\u30bf\u3092\u898b\u305b\u308b\u3068\u3001\u8aad\u3081\u306a\u3044\u6841\u3092\u30de\u30b9\u30bf\u306e\u756a\u53f7\u306b\u5408\u308f\u305b\u3066\u5199\u3057\u307e\u3059\u3002**\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c\u30de\u30b9\u30bf\u3068\u5408\u3046\u304b\u3069\u3046\u304b\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7167\u5408\u306e1\u3064\u3067\u3059\u3002** \u7167\u3089\u3059\u76f8\u624b\u3092\u898b\u305b\u306a\u3051\u308c\u3070\u3001\u5408\u308f\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u305b\u3093\u3002\n\n**\u300c\u602a\u3057\u3044\u304b\u3092\u66f8\u304b\u306a\u3044\u300d\u3068\u660e\u8a18\u3057\u3066\u3044\u308b\u306e\u306f\u3001AI\u306e\u898b\u7acb\u3066\u304c\u62c5\u5f53\u306e\u5224\u65ad\u306b\u5f71\u97ff\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u554f\u984c\u306a\u3055\u305d\u3046\u3067\u3059\u300d\u3068\u66f8\u304b\u308c\u305f\u78ba\u8a8d\u7968\u3092\u898b\u308b\u3068\u3001**\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u304c\u6d45\u304f\u306a\u308a\u307e\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u65b9\u5f0f\uff09\u3092\u4f7f\u3044\u3001\u5f62\u3092\u56fa\u5b9a\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"document_type\": \"payee_change_form\",\n  \"form_type\": \"own | other | unclear\",\n  \"seal\": \"present | absent | unclear\",\n  \"fields\": [\n    { \"item\": \"vendor_name | vendor_code | address | representative | phone | email | old_bank | old_branch | old_type | old_number | old_holder_kana | new_bank | new_branch | new_type | new_number | new_holder_kana | filed_date | effective_date\",\n      \"value\": \"\", \"status\": \"read | blank | unreadable\" }\n  ],\n  \"passbook\": {\n    \"status\": \"read | absent | unreadable\",\n    \"bank\": \"\", \"branch\": \"\", \"number\": \"\", \"holder\": \"\"\n  }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u9805\u76ee\u3054\u3068\u306b `status` \u3092\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c `blank` \u306a\u306e\u304b `unreadable` \u306a\u306e\u304b\u3067\u3001**\u78ba\u304b\u3081\u306e\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u7167\u5408\u3092 Python \u306e\u898f\u5247\u3067\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | \u6271\u3044 |\n|:--|:--|\n| \u53d6\u5f15\u5148\u304c\u30de\u30b9\u30bf\u3067\u7279\u5b9a\u3067\u304d\u306a\u3044 | `vendor_unknown` |\n| \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c\u30de\u30b9\u30bf\u306e\u53e3\u5ea7\u3068\u9055\u3046\u3001\u307e\u305f\u306f `blank` | `old_account_mismatch` |\n| \u5909\u66f4\u5f8c\u306e\u540d\u7fa9\uff08\u6b63\u898f\u5316\u5f8c\uff09\u304c\u30de\u30b9\u30bf\u306e\u540d\u79f0\u306e\u30ab\u30ca\u3068\u9055\u3046 | `holder_mismatch` |\n| \u901a\u5e33\u306e\u5199\u3057\u306e\u540d\u7fa9\u30fb\u53e3\u5ea7\u756a\u53f7\u304c\u3001\u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\u3068\u9055\u3046 | `passbook_mismatch` |\n| \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3044 | `passbook_absent` |\n| \u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u30fb\u4f4f\u6240\u30fb\u4ee3\u8868\u8005\u304c\u30de\u30b9\u30bf\u3068\u9055\u3046 | `contact_mismatch` |\n| \u5c4a\u51fa\u5370\u306e\u6b04\u304c `absent` \u307e\u305f\u306f `unclear` | `seal_check` |\n| \u81ea\u793e\u306e\u69d8\u5f0f\u3067\u306a\u3044 | `other_form` |\n| \u524d\u56de\u306e\u53e3\u5ea7\u306e\u5909\u66f4\u304b\u3089\u77ed\u3044\u671f\u9593\u3067\u306e\u5909\u66f4 | `recent_change` |\n| \u9069\u7528\u306e\u958b\u59cb\u65e5\u304c\u76f4\u8fd1\u306e\u652f\u6255\u65e5\u3088\u308a\u524d\u3001\u307e\u305f\u306f\u8fd1\u3044 | `payment_due` |\n\n**`payment_due` \u306f\u3001\u4ed6\u306e\u5370\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4e26\u3079\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002** \u9069\u7528\u306e\u958b\u59cb\u65e5\u304c\u8fd1\u304f\u3001`old_account_mismatch` \u3084 `contact_mismatch` \u3082\u4ed8\u3044\u3066\u3044\u308b\u5c4a\u51fa\u3092\u3001**\u78ba\u8a8d\u7968\u306e\u4e00\u89a7\u306e\u4e00\u756a\u4e0a\u306b\u51fa\u3057\u307e\u3059\u3002** \u78ba\u304b\u3081\u306b\u4f7f\u3048\u308b\u6642\u9593\u304c\u5c11\u306a\u3044\u3082\u306e\u304b\u3089\u898b\u307e\u3059\u3002\n\n**`contact_mismatch` \u3092\u300c\u7591\u3044\u306e\u5370\u300d\u3068\u547c\u3070\u306a\u3044\u306e\u306f\u3001\u6b63\u5f53\u306a\u79fb\u8ee2\u3082\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u672c\u793e\u304c\u79fb\u8ee2\u3057\u3066\u5c4a\u51fa\u306e\u4f4f\u6240\u304c\u65b0\u3057\u3044\u3001\u3068\u3044\u3046\u306e\u306f\u3088\u304f\u3042\u308b\u3053\u3068\u3067\u3059\u3002**\u5370\u306f\u4e8b\u5b9f\u3092\u793a\u3059\u3060\u3051\u3067\u3001\u610f\u5473\u3065\u3051\u306f\u78ba\u304b\u3081\u306e\u96fb\u8a71\u306e\u5f8c\u306b\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059\u3002**\n\n\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u5217\u6319\u306e\u5024\u306e\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u307e\u3067\u306f\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001`status` \u306a\u3069\u306f Python \u3067\u5c0f\u6587\u5b57\u306b\u305d\u308d\u3048\u3066\u304b\u3089\u4f7f\u3044\u307e\u3059\u3002**`stop_reason` \u304c `max_tokens` \u306e\u3068\u304d\u306f\u51fa\u529b\u304c\u9014\u4e2d\u3067\u5207\u308c\u3066\u3044\u308b**\u306e\u3067\u3001\u78ba\u8a8d\u7968\u306b\u8f09\u305b\u305a\u306b\u547c\u3073\u76f4\u3057\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0 | Python \u3067\u6570\u5206\u304a\u304d\u306b\u78ba\u8a8d | \u65b0\u3057\u3044\u5c4a\u51fa\u3092\u53d6\u308a\u51fa\u3059 |\n| Google Document AI | API\u547c\u3073\u51fa\u3057 | \u6b04\u3001\u5168\u6587\u3001\u4fe1\u983c\u5ea6 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u9805\u76ee\u306b\u5199\u3059 |\n| \u652f\u6255\u5148\u30de\u30b9\u30bf\u30fb\u652f\u6255\u4e88\u5b9a | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f | \u7167\u5408\u3068\u3001\u76f4\u8fd1\u306e\u652f\u6255\u65e5\u30fb\u91d1\u984d\u306e\u5f15\u304d\u5f53\u3066 |\n| \u78ba\u8a8d\u7968 | \u7d4c\u7406\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868 | \u5370\u3001\u7167\u5408\u306e\u7d50\u679c\u3001\u652f\u6255\u4e88\u5b9a\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332\u306e\u6b04 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u652f\u6255\u5148\u30de\u30b9\u30bf\u306e\u66f8\u304d\u63db\u3048\u306f\u3001\u78ba\u304b\u3081\u3068\u4e0a\u9577\u306e\u627f\u8a8d\u306e\u5f8c\u306b\u3001\u62c5\u5f53\u304c\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u3081\u308b\u3088\u3046\u306b\u3059\u308b\u3068\u3001\u78ba\u304b\u3081\u3092\u98db\u3070\u3059\u8fd1\u9053\u304c\u3067\u304d\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**\u78ba\u8a8d\u7968\u306f\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332\u3092\u517c\u306d\u307e\u3059\u3002** \u78ba\u304b\u3081\u305f\u65e5\u6642\u3001\u304b\u3051\u305f\u756a\u53f7\uff08\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3067\u3042\u308b\u3053\u3068\uff09\u3001\u8a71\u3057\u305f\u76f8\u624b\u3001\u78ba\u304b\u3081\u305f\u5185\u5bb9\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u306e\u6b04\u3092\u6301\u305f\u305b\u307e\u3059\u3002","human_review":"**\u62c5\u5f53\u306f\u3001\u5168\u4ef6\u306b\u3064\u3044\u3066\u78ba\u8a8d\u7968\u3092\u898b\u3066\u3001\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u96fb\u8a71\u756a\u53f7\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002** \u5370\u306e\u6709\u7121\u3067\u5909\u308f\u308b\u306e\u306f\u3001\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u3068\u3001\u78ba\u304b\u3081\u306e\u9806\u756a\u3067\u3059\u3002\n\n1. **`payment_due` \u306e\u4ed8\u3044\u305f\u3082\u306e\u304b\u3089\u898b\u308b** \u2026 \u652f\u6255\u65e5\u307e\u3067\u306b\u78ba\u304b\u3081\u304c\u6e08\u3080\u3088\u3046\u3001\u5148\u306b\u96fb\u8a71\u3057\u307e\u3059\n2. **\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u3001\u96fb\u8a71\u3067\u5177\u4f53\u7684\u306b\u805e\u304f** \u2026 \u300c\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u306e\u756a\u53f7\u306e\u672b\u5c3e\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u306e\u3088\u3046\u306b\u3001**\u5c4a\u51fa\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u3067\u78ba\u304b\u3081\u307e\u3059**\n3. **`seal_check` \u306f\u539f\u672c\u3068\u904e\u53bb\u306e\u5c4a\u51fa\u3092\u4e26\u3079\u308b** \u2026 \u5c4a\u51fa\u5370\u306e\u5370\u5f71\u3092\u62c5\u5f53\u304c\u898b\u6bd4\u3079\u307e\u3059\n4. **\u78ba\u304b\u3081\u304c\u6e08\u307e\u306a\u3044\u3082\u306e\u306f\u3001\u652f\u6255\u3092\u4fdd\u7559\u3059\u308b\u304b\u3092\u4e0a\u9577\u3068\u6c7a\u3081\u308b** \u2026 \u53e4\u3044\u53e3\u5ea7\u3067\u652f\u6255\u3046\u304b\u3001\u652f\u6255\u305d\u306e\u3082\u306e\u3092\u5f85\u3064\u304b\u306f\u3001**\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u305f\u3046\u3048\u3067**\u6c7a\u3081\u307e\u3059\n5. **\u78ba\u8a8d\u7968\u306b\u8a18\u9332\u3057\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u3092\u53d7\u3051\u3066\u30de\u30b9\u30bf\u3092\u66f8\u304d\u63db\u3048\u308b**\n\n**2\u756a\u76ee\u306e\u805e\u304d\u65b9\u304c\u3001\u78ba\u304b\u3081\u306e\u8cea\u3092\u6c7a\u3081\u307e\u3059\u3002** \u300c\u5909\u66f4\u5c4a\u3092\u51fa\u3055\u308c\u307e\u3057\u305f\u304b\u300d\u3068\u805e\u304f\u3060\u3051\u3067\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u306e\u76f8\u624b\u306b\u78ba\u304b\u3081\u3066\u3044\u3066\u3082\u300c\u306f\u3044\u300d\u3068\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002**\u30de\u30b9\u30bf\u306e\u756a\u53f7\u306b\u304b\u3051\u3001\u5c4a\u51fa\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u805e\u304f\u306e\u304c\u57fa\u672c\u3067\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef66\u5206\u3067\u3059\u3002** \u96fb\u8a71\u306e\u6642\u9593\u306f\u542b\u307f\u307e\u305b\u3093\u3002**\u898b\u6bd4\u3079\u3068\u8a18\u9332\u306e\u6642\u9593\u304c\u6e1b\u308a\u3001\u96fb\u8a71\u3067\u4f55\u3092\u805e\u304f\u304b\u304c\u78ba\u8a8d\u7968\u306b\u4e26\u3093\u3067\u3044\u308b\u72b6\u614b**\u3092\u76ee\u6307\u3057\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u53d6\u5f15\u5148\u304c\u30de\u30b9\u30bf\u3067\u898b\u3064\u304b\u3089\u306a\u3044 | `vendor_unknown`\u3002\u793e\u540d\u5909\u66f4\u30fb\u5408\u4f75\u3092\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b |\n| \u53e3\u5ea7\u756a\u53f7\u306e\u6841\u304c\u8aad\u3081\u306a\u3044 | `unreadable`\u3002**\u539f\u672c\u3067\u78ba\u304b\u3081\u3001\u63a8\u6e2c\u3057\u306a\u3044** |\n| \u901a\u5e33\u306e\u5199\u3057\u304c\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u306a\u3044 | `passbook_absent`\u3002\u53d6\u5f15\u5148\u306b\u9001\u3063\u3066\u3082\u3089\u3046 |\n| \u81ea\u793e\u306e\u69d8\u5f0f\u3067\u306a\u3044 | `other_form`\u3002\u9805\u76ee\u304c\u305d\u308d\u3063\u3066\u3044\u308c\u3070\u7167\u5408\u3059\u308b\u3002\u8db3\u308a\u306a\u3051\u308c\u3070\u69d8\u5f0f\u3067\u306e\u518d\u63d0\u51fa\u3092\u983c\u3080 |\n| \u540c\u3058\u53d6\u5f15\u5148\u306e\u5c4a\u51fa\u304c2\u901a\u5c4a\u304f | \u4e21\u65b9\u3092\u62c5\u5f53\u3078\u3002**\u3069\u3061\u3089\u304b\u3092\u81ea\u52d5\u3067\u7121\u52b9\u306b\u3057\u306a\u3044** |\n| \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u304c\u53e4\u3044 | \u78ba\u304b\u3081\u304c\u3067\u304d\u306a\u3044\u3002**\u5225\u306e\u767b\u9332\u6e08\u307f\u306e\u9023\u7d61\u5148\u3092\u4f7f\u3044\u3001\u30de\u30b9\u30bf\u306e\u66f4\u65b0\u306f\u5225\u306b\u78ba\u304b\u3081\u308b** |\n| OCR\u30fbAI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u30d5\u30a1\u30a4\u30eb\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u7de0\u3081\u304c\u8fd1\u3051\u308c\u3070\u5f93\u6765\u306e\u76ee\u8996\u3067\u78ba\u304b\u3081\u308b** |\n\n**6\u884c\u76ee\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u5f31\u70b9\u3067\u3059\u3002** \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u304c\u53e4\u3044\u3068\u3001\u78ba\u304b\u3081\u306e\u96fb\u8a71\u304c\u304b\u3051\u3089\u308c\u307e\u305b\u3093\u3002**\u5c4a\u51fa\u306e\u756a\u53f7\u3092\u4ee3\u308f\u308a\u306b\u4f7f\u3046\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u55b6\u696d\u306e\u62c5\u5f53\u304c\u6301\u3064\u540d\u523a\u3084\u904e\u53bb\u306e\u53d6\u5f15\u306e\u66f8\u985e\u306a\u3069\u3001**\u767b\u9332\u6e08\u307f\u306e\u5225\u306e\u9023\u7d61\u5148\u3092\u4f7f\u3044\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u3001\u53d7\u4ed8\u65e5\u3001\u7d4c\u8def\u3001\u30e1\u30fc\u30eb\u306e\u9001\u4fe1\u5143\n- OCR\u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001Claude API \u306e\u5fdc\u7b54\u306e\u5168\u6587\n- \u7167\u5408\u306b\u4f7f\u3063\u305f\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u652f\u6255\u4e88\u5b9a\u306e\u66f8\u304d\u51fa\u3057\u65e5\u6642\n- 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**\u3010\u4eba\u3011** \u90f5\u9001\u306e\u7d19\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3001FAX\u3068PDF\u3068\u540c\u3058\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** Python \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u78ba\u304b\u3081\u3001\u65b0\u3057\u3044\u5c4a\u51fa\u3092\u53d6\u308a\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** Google Document AI \u306e Form Parser \u304c\u3001\u5c4a\u51fa\u306e\u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u901a\u5e33\u306e\u5199\u3057\u306e\u5168\u6587\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u5199\u3057\u3001\u62bc\u5370\u306e\u6b04\u306b\u5370\u5f71\u304c\u3042\u308b\u304b\u3092\u62fe\u3046\n5. **\u3010\u81ea\u52d5\u3011** Python \u304c\u3001\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u9805\u76ee\u3054\u3068\u306b\u7167\u3089\u3057\u3001\u98df\u3044\u9055\u3044\u306e\u5370\u3092\u4ed8\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u305d\u306e\u53d6\u5f15\u5148\u306e\u76f4\u8fd1\u306e\u652f\u6255\u4e88\u5b9a\u3092\u5f15\u304d\u3001\u5c4a\u51fa\u3068\u4e26\u3079\u305f\u78ba\u8a8d\u7968\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u78ba\u8a8d\u7968\u3092\u898b\u3066\u3001**\u652f\u6255\u5148\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u96fb\u8a71\u756a\u53f7**\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u308b\n8. **\u3010\u4eba\u3011** \u78ba\u304b\u3081\u306e\u7d50\u679c\u3092\u78ba\u8a8d\u7968\u306b\u8a18\u9332\u3057\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u3092\u53d7\u3051\u3066\u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u66f8\u304d\u63db\u3048\u308b\n\n**7\u756a\u76ee\u306f\u3001\u5370\u304c\u4ed8\u304b\u306a\u304b\u3063\u305f\u5c4a\u51fa\u3067\u3082\u884c\u3044\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u5c4a\u51fa\u306f\u3001\u98df\u3044\u9055\u3044\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3060\u3051\u3067\u3001**\u672c\u7269\u3060\u3068\u78ba\u304b\u3081\u3089\u308c\u305f\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u96fb\u8a71\u306f\u5168\u4ef6\u306b\u304b\u3051\u307e\u3059\u3002**\u6e1b\u308b\u306e\u306f\u3001\u96fb\u8a71\u3092\u304b\u3051\u308b\u524d\u306e\u898b\u6bd4\u3079\u3068\u3001\u96fb\u8a71\u3067\u4f55\u3092\u805e\u304f\u304b\u3092\u8003\u3048\u308b\u6642\u9593**\u3067\u3059\u3002\n\n**\u652f\u6255\u5148\u30de\u30b9\u30bf\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u3001\u4eba\u304c\u884c\u3044\u307e\u3059\u3002** \u3053\u306e\u69cb\u6210\u306f\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002**\u78ba\u304b\u3081\u306e\u6e08\u3093\u3067\u3044\u306a\u3044\u53e3\u5ea7\u304c\u3001\u652f\u6255\u30c7\u30fc\u30bf\u306b\u5165\u308b\u7d4c\u8def\u3092\u4f5c\u3089\u306a\u3044\u305f\u3081\u3067\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u90f5\u9001\u306e\u7d19\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3001FAX\u3068PDF\u3068\u540c\u3058\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","**\u3010\u81ea\u52d5\u3011** Python \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u78ba\u304b\u3081\u3001\u65b0\u3057\u3044\u5c4a\u51fa\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Google Document AI \u306e Form Parser \u304c\u3001\u5c4a\u51fa\u306e\u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u901a\u5e33\u306e\u5199\u3057\u306e\u5168\u6587\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u5199\u3057\u3001\u62bc\u5370\u306e\u6b04\u306b\u5370\u5f71\u304c\u3042\u308b\u304b\u3092\u62fe\u3046","**\u3010\u81ea\u52d5\u3011** Python \u304c\u3001\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u9805\u76ee\u3054\u3068\u306b\u7167\u3089\u3057\u3001\u98df\u3044\u9055\u3044\u306e\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u305d\u306e\u53d6\u5f15\u5148\u306e\u76f4\u8fd1\u306e\u652f\u6255\u4e88\u5b9a\u3092\u5f15\u304d\u3001\u5c4a\u51fa\u3068\u4e26\u3079\u305f\u78ba\u8a8d\u7968\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u78ba\u8a8d\u7968\u3092\u898b\u3066\u3001**\u652f\u6255\u5148\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u96fb\u8a71\u756a\u53f7**\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u78ba\u304b\u3081\u306e\u7d50\u679c\u3092\u78ba\u8a8d\u7968\u306b\u8a18\u9332\u3057\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u3092\u53d7\u3051\u3066\u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u66f8\u304d\u63db\u3048\u308b"],"architecture":"```\n\u632f\u8fbc\u5148\u306e\u5909\u66f4\u5c4a\uff0b\u901a\u5e33\u306e\u5199\u3057\uff08\u90f5\u9001\u30fbFAX\u30fbPDF\uff09\n   \u2502  \u90f5\u9001\u306e\u7d19\u306f\u53d7\u4ed8\u3067\u30b9\u30ad\u30e3\u30f3\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u4fdd\u5b58\nPython \u2500\u2500 \u5c4a\u51fa\u3054\u3068\u306b\u53d6\u308a\u51fa\u3057\u3001\u5f62\u5f0f\u3068\u30da\u30fc\u30b8\u3092\u78ba\u8a8d\n   \u25bc\nGoogle Document AI\uff08Form Parser\uff09\n   \u2502   \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u5168\u6587\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u53d6\u5f15\u5148\u30fb\u5909\u66f4\u524d\u5f8c\u306e\u53e3\u5ea7\u30fb\u540d\u7fa9\u30fb\u9023\u7d61\u5148\u30fb\u62bc\u5370\u306e\u6709\u7121\u3092\u5199\u3059\n   \u25bc\nPython \u2500\u2500 \u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u306e\u7167\u5408\uff0f\u540d\u7fa9\u306e\u8868\u8a18\u306e\u6b63\u898f\u5316\uff0f\u652f\u6255\u4e88\u5b9a\u306e\u5f15\u304d\u5f53\u3066\n   \u25bc\n\u78ba\u8a8d\u7968\uff08\u5370\u30fb\u7167\u5408\u306e\u7d50\u679c\u30fb\u76f4\u8fd1\u306e\u652f\u6255\u4e88\u5b9a\u30fb\u5c4a\u51fa\u306e\u5199\u3057\uff09\n   \u25bc\n\u3010\u62c5\u5f53\u304c\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u96fb\u8a71\u756a\u53f7\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u308b\u3011\n   \u25bc\n\u3010\u4e0a\u9577\u306e\u627f\u8a8d\u3011\u2192 \u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u4eba\u304c\u66f8\u304d\u63db\u3048\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | Google Document AI\uff08Form Parser\uff09 | Azure AI Document Intelligence |\n| \u751f\u6210AI | Claude API\uff08\u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u9805\u76ee\u306b\u5199\u3059\uff09 | OpenAI API\u3001Gemini API |\n| \u9023\u643a | Python\uff08\u30d5\u30a9\u30eb\u30c0\u306e\u78ba\u8a8d\u3001\u30de\u30b9\u30bf\u3068\u652f\u6255\u4e88\u5b9a\u306e\u8aad\u307f\u8fbc\u307f\u3001\u78ba\u8a8d\u7968\u306e\u4f5c\u6210\uff09 | Google Apps Script |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u306e\u7167\u5408\u3068\u540d\u7fa9\u306e\u6b63\u898f\u5316\uff09 | Google Apps Script |\n| \u4fdd\u7ba1 | \u7d4c\u7406\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\uff08\u5c4a\u51fa\u3068\u78ba\u8a8d\u7968\uff09 | \u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u65b0\u3057\u304f\u8db3\u3059\u306e\u306f\u3001\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u652f\u6255\u4e88\u5b9a\u306e\u66f8\u304d\u51fa\u3057\u3068\u3001\u78ba\u8a8d\u7968\u306e\u69d8\u5f0f\u306e2\u3064\u3067\u3059\u3002** \u30de\u30b9\u30bf\u306f\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u30fb\u540d\u79f0\u30fb\u4f4f\u6240\u30fb\u4ee3\u8868\u8005\u30fb\u96fb\u8a71\u30fb\u53e3\u5ea7\u306e\u4e00\u5f0f\u3092\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002**\u66f8\u304d\u51fa\u3057\u306f\u8aad\u307f\u53d6\u308a\u3060\u3051\u3067\u3001\u66f8\u304d\u8fbc\u307f\u306e\u7d4c\u8def\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n**\u571f\u53f0\u306f Document AI \u306e Form Parser \u3067\u3059\u3002** 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`eu`\u3001\u30b7\u30f3\u30ac\u30dd\u30fc\u30eb\uff08`asia-southeast1`\uff09\u306a\u3069\u306e\u5358\u4e00\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u3042\u308a\u3001**\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5909\u66f4\u5c4a\u306b\u306f\u53d6\u5f15\u5148\u306e\u53e3\u5ea7\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u306e\u6c7a\u307e\u308a\u306b\u7167\u3089\u3057\u3066\u3001\u56fd\u5916\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u3092\u5c0e\u5165\u524d\u306b\u6c7a\u3081\u307e\u3059**\uff08\u7b2c13\u7ae0\uff09\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5c4a\u51fa\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** Python \u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u6570\u5206\u304a\u304d\u306b\u52d5\u304b\u3057\u3001\u65b0\u3057\u3044\u30d5\u30a1\u30a4\u30eb\u3092\u63a2\u3057\u307e\u3059\u3002**\u5909\u66f4\u5c4a\u306f1\u4ef6\u305a\u3064\u51e6\u7406**\u3057\u3001\u652f\u6255\u306e\u7de0\u3081\u306e\u524d\u306b\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u5f62\u306b\u306f\u3057\u307e\u305b\u3093\u3002\u5c4a\u3044\u305f\u65e5\u306b\u78ba\u8a8d\u7968\u304c\u3067\u304d\u3066\u3044\u308c\u3070\u3001\u78ba\u304b\u3081\u306e\u96fb\u8a71\u306b\u4f7f\u3048\u308b\u65e5\u304c\u5897\u3048\u307e\u3059\u3002\n\n**FAX\u3068PDF\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u7d4c\u8def\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u5165\u308c\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002** \u30e1\u30fc\u30eb\u3067\u5c4a\u3044\u305fPDF\u306f\u3001**\u9001\u3063\u3066\u304d\u305f\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3082\u8a18\u9332\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u9001\u4fe1\u5143\u306e\u30a2\u30c9\u30ec\u30b9\u304c\u30de\u30b9\u30bf\u306e\u53d6\u5f15\u5148\u306e\u62c5\u5f53\u8005\u3068\u9055\u3046\u3053\u3068\u3082\u3001\u78ba\u304b\u3081\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u652f\u6255\u306e\u7de0\u3081\u306e3\u55b6\u696d\u65e5\u524d\u304b\u3089\u306f\u3001\u672a\u51e6\u7406\u306e\u5c4a\u51fa\u30921\u6642\u9593\u3054\u3068\u306b\u6570\u3048\u3066\u62c5\u5f53\u306b\u77e5\u3089\u305b\u307e\u3059\u3002** \u7de0\u3081\u306e\u76f4\u524d\u306b\u5c4a\u3044\u305f\u5c4a\u51fa\u304c\u3001\u78ba\u304b\u3081\u304c\u6e08\u307e\u306a\u3044\u307e\u307e\u57cb\u3082\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057 | PDF\u3002\u53d7\u4ed8\u65e5\u3001\u7d4c\u8def\u3001\u30e1\u30fc\u30eb\u306e\u9001\u4fe1\u5143 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u5168\u6587\u3001\u4fe1\u983c\u5ea6 | Google Document AI |\n| \u652f\u6255\u5148\u30de\u30b9\u30bf | \u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3001\u540d\u79f0\u3001\u540d\u79f0\u306e\u30ab\u30ca\u3001\u4f4f\u6240\u3001\u4ee3\u8868\u8005\u3001\u96fb\u8a71\u3001\u53e3\u5ea7\u306e\u4e00\u5f0f\u3001\u767b\u9332\u65e5 | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb |\n| \u652f\u6255\u4e88\u5b9a | \u53d6\u5f15\u5148\u3054\u3068\u306e\u76f4\u8fd1\u306e\u652f\u6255\u65e5\u3068\u91d1\u984d | \u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb |\n| \u904e\u53bb\u306e\u5909\u66f4\u306e\u5c65\u6b74 | \u53d6\u5f15\u5148\u3054\u3068\u306e\u53e3\u5ea7\u306e\u5909\u66f4\u65e5\u3068\u3001\u78ba\u304b\u3081\u305f\u62c5\u5f53 | \u78ba\u8a8d\u7968\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u652f\u6255\u5148\u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u3067\u3059\u3002** \u78ba\u304b\u3081\u306e\u96fb\u8a71\u306f\u3001\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u756a\u53f7\u306b\u304b\u3051\u307e\u3059\u3002**\u3053\u306e\u756a\u53f7\u304c\u53e4\u3044\u3068\u3001\u78ba\u304b\u3081\u305d\u306e\u3082\u306e\u304c\u3067\u304d\u307e\u305b\u3093\u3002** \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u306e\u6700\u7d42\u306e\u78ba\u8a8d\u65e5\u3082\u3001\u3042\u308f\u305b\u3066\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002\n\n**\u904e\u53bb\u306e\u5909\u66f4\u306e\u5c65\u6b74\u306f\u3001\u77ed\u3044\u9593\u9694\u3067\u306e\u5909\u66f4\u3092\u62fe\u3046\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002** \u6570\u304b\u6708\u524d\u306b\u5909\u308f\u3063\u305f\u3070\u304b\u308a\u306e\u53e3\u5ea7\u304c\u3001\u307e\u305f\u5909\u308f\u308b\u3068\u3044\u3046\u5c4a\u51fa\u306f\u3001**\u6b63\u5f53\u306a\u7406\u7531\u304c\u3042\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u304c\u3001\u78ba\u304b\u3081\u308b\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f\u3001Python \u304b\u3089 Form Parser \u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u547c\u3076\u3060\u3051\u3067\u3059\u3002**\u30aa\u30f3\u30e9\u30a4\u30f3\u306e\u51e6\u7406\u306f1\u56de\u306e\u8981\u6c42\u3067\u6700\u592715\u30da\u30fc\u30b8**\u306a\u306e\u3067\u3001\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u306f1\u56de\u3067\u8db3\u308a\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5c4a\u51fa\u306e\u6b04 | \u5404\u30da\u30fc\u30b8\u306e `formFields`\uff08`fieldName`\uff0f`fieldValue`\uff09 | \u53d6\u5f15\u5148\u3001\u5909\u66f4\u524d\u5f8c\u306e\u53e3\u5ea7\u3001\u540d\u7fa9\u3001\u9023\u7d61\u5148\u3001\u9069\u7528\u306e\u958b\u59cb\u65e5 |\n| \u9810\u91d1\u306e\u7a2e\u5225\u306e\u5370 | `fieldValue` \u306e `valueType`\uff08`filled_checkbox`\uff0f`unfilled_checkbox`\uff09 | \u666e\u901a\u30fb\u5f53\u5ea7\u306e\u5225 |\n| \u5168\u6587 | \u5fdc\u7b54\u306e `text` | \u901a\u5e33\u306e\u5199\u3057\u306e\u540d\u7fa9\u3068\u53e3\u5ea7\u756a\u53f7\u3001\u6b04\u3068\u3057\u3066\u53d6\u308c\u306a\u304b\u3063\u305f\u5024 |\n| \u4fe1\u983c\u5ea6 | \u5404\u8981\u7d20\u306e `layout` \u306e `confidence` | \u53e3\u5ea7\u756a\u53f7\u306e\u8aad\u3081\u306a\u3044\u6841\u306e\u898b\u5206\u3051 |\n| \u4f4d\u7f6e | `layout` \u306e `boundingPoly` | \u78ba\u8a8d\u7968\u3067\u3001\u5c4a\u51fa\u306e\u5199\u3057\u306e\u8a72\u5f53\u6b04\u3092\u793a\u3059 |\n\n**\u7a7a\u6b04\u306e\u898b\u5206\u3051\u306f\u3001\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3060\u3051\u306b\u983c\u308a\u307e\u305b\u3093\u3002** \u300c\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u756a\u53f7\u300d\u3068\u3044\u3046\u9805\u76ee\u540d\u304c\u3042\u3063\u3066\u5024\u304c\u53d6\u308c\u306a\u3044\u3068\u304d\u3001**\u5168\u6587\u306e\u4e2d\u3067\u9805\u76ee\u540d\u306e\u8fd1\u304f\u306b\u6570\u5b57\u304c\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304b**\u3092\u898b\u307e\u3059\u3002\u4f55\u3082\u691c\u51fa\u3055\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u6b04\u3001\u691c\u51fa\u3055\u308c\u3066\u3044\u3066\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070\u8aad\u3081\u306a\u3044\u6b04\u3067\u3059\u3002\n\n**\u652f\u6255\u5148\u30de\u30b9\u30bf\u306f\u3001\u53e3\u5ea7\u756a\u53f7\u3068\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3092\u6587\u5b57\u5217\u306e\u307e\u307e\u8aad\u307f\u307e\u3059\u3002** \u5148\u982d\u306e\u30bc\u30ed\u3092\u843d\u3068\u3059\u3068\u3001\u7167\u5408\u304c\u5408\u308f\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 PDF\u304b\u753b\u50cf\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u8907\u5408\u6a5f\u306e\u4fdd\u5b58\u306fPDF\u306b\u3057\u307e\u3059\n2. **\u30da\u30fc\u30b8\u306e\u5206\u3051\u65b9\u306e\u78ba\u8a8d** \u2026 \u5909\u66f4\u5c4a\u306e\u30da\u30fc\u30b8\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u30da\u30fc\u30b8\u3092\u5206\u3051\u307e\u3059\n3. **\u9001\u308a\u72b6\u306e\u9664\u5916** \u2026 FAX\u306e\u9001\u308a\u72b6\u306f\u8aad\u307f\u53d6\u308a\u306e\u5bfe\u8c61\u304b\u3089\u5916\u3057\u307e\u3059\n4. **\u540d\u7fa9\u306e\u6b63\u898f\u5316\u306e\u6e96\u5099** \u2026 \u30de\u30b9\u30bf\u306e\u540d\u79f0\u306e\u30ab\u30ca\u3092\u3001\u5168\u89d2\u30fb\u534a\u89d2\u3001\u6cd5\u4eba\u306e\u7565\u79f0\uff08\u300c\u30ab\uff09\u300d\u300c\uff08\u30ab\u300d\u306a\u3069\uff09\u3092\u305d\u308d\u3048\u305f\u5f62\u306b\u3057\u3066\u304a\u304d\u307e\u3059\n5. **\u91cd\u8907\u306e\u78ba\u8a8d** \u2026 \u540c\u3058\u53d6\u5f15\u5148\u306e\u5c4a\u51fa\u304c\u77ed\u3044\u9593\u9694\u30672\u901a\u3042\u308c\u3070\u3001\u4e21\u65b9\u3092\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001AI\u3067\u306f\u306a\u304f Python \u3067\u884c\u3044\u307e\u3059\u3002** \u540d\u7fa9\u306e\u7565\u79f0\u306e\u4ed8\u3051\u65b9\u306b\u306f\u6c7a\u307e\u3063\u305f\u5f62\u304c\u3042\u308b\u306e\u3067\u3001**\u898f\u5247\u3067\u66f8\u3051\u308b\u3082\u306e\u306f\u898f\u5247\u3067\u66f8\u304d\u307e\u3059\u3002** AI\u306b\u8aad\u307f\u66ff\u3048\u3055\u305b\u308b\u3068\u3001**\u300c\u4f3c\u3066\u3044\u308b\u300d\u3092\u300c\u540c\u3058\u300d\u3068\u3057\u3066\u6271\u3046**\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**5\u756a\u76ee\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u306e\u5c4a\u51fa\u306e\u5f8c\u306b\u672c\u7269\u306e\u53d6\u5f15\u5148\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u304c\u6765\u308b\u3001\u3068\u3044\u3046\u9806\u306b\u3082\u5099\u3048\u308b\u305f\u3081\u3067\u3059\u3002** 2\u901a\u304c\u4e26\u3076\u3068\u3001\u3069\u3061\u3089\u304b\u304c\u672c\u7269\u3067\u306a\u3044\u3053\u3068\u304c\u3059\u3050\u306b\u5206\u304b\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3059\u3053\u3068\u3068\u3001\u62bc\u5370\u306e\u6b04\u306b\u5370\u5f71\u304c\u3042\u308b\u304b\u3092\u62fe\u3046\u3053\u3068\u3067\u3059\u3002** \u30de\u30b9\u30bf\u3068\u306e\u7167\u5408\u306f\u3001Python \u306e\u898f\u5247\u3067\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u53d6\u5f15\u5148\u306e\u5199\u3057 | \u540d\u79f0\u3001\u4f4f\u6240\u3001\u4ee3\u8868\u8005\u3001\u53d6\u5f15\u5148\u30b3\u30fc\u30c9\u3001\u62c5\u5f53\u8005\u3001\u96fb\u8a71\u3001\u30e1\u30fc\u30eb | \u7a7a\u6b04\u306a\u3089 `blank`\u3001\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u7a2e\u5225\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9\uff08\u30ab\u30ca\uff09 | \u540c\u4e0a |\n| \u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u7a2e\u5225\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9\uff08\u30ab\u30ca\uff09 | \u540c\u4e0a |\n| \u901a\u5e33\u306e\u5199\u3057\u306e\u5199\u3057 | \u9280\u884c\u3001\u652f\u5e97\u3001\u53e3\u5ea7\u756a\u53f7\u3001\u540d\u7fa9 | \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3051\u308c\u3070 `absent` |\n| \u62bc\u5370\u306e\u6b04 | \u5370\u5f71\u304c\u3042\u308b\u304b | \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 `unclear` |\n| \u5c4a\u51fa\u306e\u65e5\u4ed8\u3068\u9069\u7528\u306e\u958b\u59cb\u65e5 | \u66f8\u304b\u308c\u305f\u3068\u304a\u308a | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u66f8\u5f0f\u306e\u5225 | \u81ea\u793e\u306e\u69d8\u5f0f\u304b\u3001\u5225\u306e\u66f8\u5f0f\u304b | \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 `unclear` |\n\n**\u62bc\u5370\u306f\u300c\u3042\u308b\u304b\u3069\u3046\u304b\u300d\u3060\u3051\u3092\u62fe\u3044\u307e\u3059\u3002** \u5c4a\u51fa\u5370\u304c\u767b\u9332\u306e\u5370\u3068\u540c\u3058\u304b\u3069\u3046\u304b\u306f\u3001**\u753b\u50cf\u306e\u898b\u305f\u76ee\u3067\u5224\u65ad\u3067\u304d\u308b\u3053\u3068\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u5370\u5f71\u306e\u6bd4\u3079\u5408\u308f\u305b\u306f\u3001\u62c5\u5f53\u304c\u904e\u53bb\u306e\u5c4a\u51fa\u306e\u539f\u672c\u3068\u4e26\u3079\u3066\u884c\u3044\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5c4a\u51fa\u304c\u672c\u7269\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u78ba\u304b\u3081\u306e\u96fb\u8a71\u3067\u4eba\u304c\u6c7a\u3081\u308b |\n| \u540d\u7fa9\u3068\u53d6\u5f15\u5148\u540d\u304c\u300c\u540c\u3058\u300d\u304b\u306e\u5224\u65ad | Python \u306e\u6b63\u898f\u5316\u3068\u5b8c\u5168\u4e00\u81f4\u3067\u898b\u308b\u3002\u4f3c\u3066\u3044\u308b\u306f\u540c\u3058\u3067\u306f\u306a\u3044 |\n| \u53e3\u5ea7\u756a\u53f7\u306e\u88dc\u6b63 | \u8aad\u3081\u306a\u3044\u6841\u3092\u63a8\u6e2c\u3059\u308b\u3068\u3001\u7167\u5408\u304c\u610f\u5473\u3092\u5931\u3046 |\n| \u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u3092\u78ba\u304b\u3081\u306e\u9023\u7d61\u5148\u3068\u3057\u3066\u51fa\u3059\u3053\u3068 | \u78ba\u304b\u3081\u306b\u306f\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3092\u4f7f\u3046 |\n| \u652f\u6255\u3092\u6b62\u3081\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u62c5\u5f53\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u3092\u3001AI\u306b\u3055\u305b\u306a\u3044\u3053\u3068\u306e\u8868\u306b\u308f\u3056\u308f\u3056\u66f8\u3044\u3066\u3044\u307e\u3059\u3002** \u78ba\u8a8d\u7968\u3092\u4f5c\u308b\u3068\u304d\u306b\u3001\u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u304c\u300c\u9023\u7d61\u5148\u300d\u3068\u3057\u3066\u76ee\u7acb\u3064\u5834\u6240\u306b\u51fa\u308b\u3068\u3001**\u62c5\u5f53\u306f\u305d\u306e\u756a\u53f7\u306b\u304b\u3051\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u78ba\u8a8d\u7968\u306e\u9023\u7d61\u5148\u306e\u6b04\u306b\u306f\u3001**\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3060\u3051\u3092\u51fa\u3057\u307e\u3059\u3002** \u5c4a\u51fa\u306e\u756a\u53f7\u306f\u7167\u5408\u306e\u7d50\u679c\u306e\u6b04\u306b\u3001\u98df\u3044\u9055\u3044\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u7d4c\u7406\u90e8\u3067\u3001\u53d6\u5f15\u5148\u304b\u3089\u5c4a\u3044\u305f\u632f\u8fbc\u5148\u306e\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\n\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u5199\u3059\u7acb\u5834\u3067\u3059\u3002OCR\u304c\u8fd4\u3057\u305f\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u3001\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5199\u3059\u9805\u76ee\u3011\n\u53d6\u5f15\u5148\uff1avendor_name\u3001vendor_code\u3001address\u3001representative\u3001\ncontact_person\u3001phone\u3001email\n\u5909\u66f4\u524d\u306e\u53e3\u5ea7\uff1aold_bank\u3001old_branch\u3001old_type\u3001old_number\u3001old_holder_kana\n\u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\uff1anew_bank\u3001new_branch\u3001new_type\u3001new_number\u3001new_holder_kana\n\u901a\u5e33\u306e\u5199\u3057\uff1apassbook_bank\u3001passbook_branch\u3001passbook_number\u3001passbook_holder\n\u305d\u306e\u4ed6\uff1afiled_date\uff08\u5c4a\u51fa\u65e5\uff09\u3001effective_date\uff08\u9069\u7528\u306e\u958b\u59cb\u65e5\uff09\u3001\nseal\uff08\u5c4a\u51fa\u5370\u306e\u6b04\u306e\u5370\u5f71\u306e\u6709\u7121\uff09\u3001form_type\uff08\u81ea\u793e\u306e\u69d8\u5f0f\u304b\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u53e3\u5ea7\u756a\u53f7\u30fb\u96fb\u8a71\u756a\u53f7\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306e\u6587\u5b57\u5217\u3067\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u3092\u88dc\u3046\u3001\u8aad\u3081\u306a\u3044\u6841\u3092\u305d\u308c\u3089\u3057\u3044\u6570\u5b57\u306b\u3059\u308b\u3001\u3068\u3044\u3046\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u540d\u7fa9\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6f22\u5b57\u306b\u76f4\u3057\u305f\u308a\u3001\n  \u7565\u79f0\u3092\u88dc\u3063\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6b04\u304c\u7a7a\u6b04\u306a\u3089 status \u3092 blank\u3001\u6587\u5b57\u306f\u3042\u308b\u304c\u8aad\u3081\u306a\u3051\u308c\u3070 unreadable \u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u3068\u8aad\u3081\u306a\u3044\u6b04\u3092\u6df7\u305c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3051\u308c\u3070\u3001\u901a\u5e33\u306e\u9805\u76ee\u306e status \u3092 absent \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5c4a\u51fa\u5370\u306e\u6b04\u306f\u3001\u5370\u5f71\u304c\u3042\u308c\u3070 present\u3001\u7121\u3051\u308c\u3070 absent\u3001\n  \u5224\u65ad\u3067\u304d\u306a\u3051\u308c\u3070 unclear \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5370\u304c\u6b63\u3057\u3044\u304b\u306f\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5c4a\u51fa\u304c\u672c\u7269\u304b\u3001\u602a\u3057\u3044\u304b\u3001\u652f\u6255\u3063\u3066\u3088\u3044\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5909\u66f4\u5c4a\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{ocr_result}\n```\n\n**AI\u306b\u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u6e21\u3057\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u3001\u3053\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u3044\u3061\u3070\u3093\u306e\u5de5\u592b\u3067\u3059\u3002** \u30de\u30b9\u30bf\u3092\u898b\u305b\u308b\u3068\u3001\u8aad\u3081\u306a\u3044\u6841\u3092\u30de\u30b9\u30bf\u306e\u756a\u53f7\u306b\u5408\u308f\u305b\u3066\u5199\u3057\u307e\u3059\u3002**\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c\u30de\u30b9\u30bf\u3068\u5408\u3046\u304b\u3069\u3046\u304b\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7167\u5408\u306e1\u3064\u3067\u3059\u3002** \u7167\u3089\u3059\u76f8\u624b\u3092\u898b\u305b\u306a\u3051\u308c\u3070\u3001\u5408\u308f\u305b\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u305b\u3093\u3002\n\n**\u300c\u602a\u3057\u3044\u304b\u3092\u66f8\u304b\u306a\u3044\u300d\u3068\u660e\u8a18\u3057\u3066\u3044\u308b\u306e\u306f\u3001AI\u306e\u898b\u7acb\u3066\u304c\u62c5\u5f53\u306e\u5224\u65ad\u306b\u5f71\u97ff\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u554f\u984c\u306a\u3055\u305d\u3046\u3067\u3059\u300d\u3068\u66f8\u304b\u308c\u305f\u78ba\u8a8d\u7968\u3092\u898b\u308b\u3068\u3001**\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u304c\u6d45\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u65b9\u5f0f\uff09\u3092\u4f7f\u3044\u3001\u5f62\u3092\u56fa\u5b9a\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"document_type\": \"payee_change_form\",\n  \"form_type\": \"own | other | unclear\",\n  \"seal\": \"present | absent | unclear\",\n  \"fields\": [\n    { \"item\": \"vendor_name | vendor_code | address | representative | phone | email | old_bank | old_branch | old_type | old_number | old_holder_kana | new_bank | new_branch | new_type | new_number | new_holder_kana | filed_date | effective_date\",\n      \"value\": \"\", \"status\": \"read | blank | unreadable\" }\n  ],\n  \"passbook\": {\n    \"status\": \"read | absent | unreadable\",\n    \"bank\": \"\", \"branch\": \"\", \"number\": \"\", \"holder\": \"\"\n  }\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u9805\u76ee\u3054\u3068\u306b `status` \u3092\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c `blank` \u306a\u306e\u304b `unreadable` \u306a\u306e\u304b\u3067\u3001**\u78ba\u304b\u3081\u306e\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u7167\u5408\u3092 Python \u306e\u898f\u5247\u3067\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | \u6271\u3044 |\n|:--|:--|\n| \u53d6\u5f15\u5148\u304c\u30de\u30b9\u30bf\u3067\u7279\u5b9a\u3067\u304d\u306a\u3044 | `vendor_unknown` |\n| \u5909\u66f4\u524d\u306e\u53e3\u5ea7\u304c\u30de\u30b9\u30bf\u306e\u53e3\u5ea7\u3068\u9055\u3046\u3001\u307e\u305f\u306f `blank` | `old_account_mismatch` |\n| \u5909\u66f4\u5f8c\u306e\u540d\u7fa9\uff08\u6b63\u898f\u5316\u5f8c\uff09\u304c\u30de\u30b9\u30bf\u306e\u540d\u79f0\u306e\u30ab\u30ca\u3068\u9055\u3046 | `holder_mismatch` |\n| \u901a\u5e33\u306e\u5199\u3057\u306e\u540d\u7fa9\u30fb\u53e3\u5ea7\u756a\u53f7\u304c\u3001\u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\u3068\u9055\u3046 | `passbook_mismatch` |\n| \u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u3044 | `passbook_absent` |\n| \u5c4a\u51fa\u306e\u96fb\u8a71\u756a\u53f7\u30fb\u4f4f\u6240\u30fb\u4ee3\u8868\u8005\u304c\u30de\u30b9\u30bf\u3068\u9055\u3046 | `contact_mismatch` |\n| \u5c4a\u51fa\u5370\u306e\u6b04\u304c `absent` \u307e\u305f\u306f `unclear` | `seal_check` |\n| \u81ea\u793e\u306e\u69d8\u5f0f\u3067\u306a\u3044 | `other_form` |\n| \u524d\u56de\u306e\u53e3\u5ea7\u306e\u5909\u66f4\u304b\u3089\u77ed\u3044\u671f\u9593\u3067\u306e\u5909\u66f4 | `recent_change` |\n| \u9069\u7528\u306e\u958b\u59cb\u65e5\u304c\u76f4\u8fd1\u306e\u652f\u6255\u65e5\u3088\u308a\u524d\u3001\u307e\u305f\u306f\u8fd1\u3044 | `payment_due` |\n\n**`payment_due` \u306f\u3001\u4ed6\u306e\u5370\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u4e26\u3079\u65b9\u3092\u6c7a\u3081\u307e\u3059\u3002** \u9069\u7528\u306e\u958b\u59cb\u65e5\u304c\u8fd1\u304f\u3001`old_account_mismatch` \u3084 `contact_mismatch` \u3082\u4ed8\u3044\u3066\u3044\u308b\u5c4a\u51fa\u3092\u3001**\u78ba\u8a8d\u7968\u306e\u4e00\u89a7\u306e\u4e00\u756a\u4e0a\u306b\u51fa\u3057\u307e\u3059\u3002** \u78ba\u304b\u3081\u306b\u4f7f\u3048\u308b\u6642\u9593\u304c\u5c11\u306a\u3044\u3082\u306e\u304b\u3089\u898b\u307e\u3059\u3002\n\n**`contact_mismatch` \u3092\u300c\u7591\u3044\u306e\u5370\u300d\u3068\u547c\u3070\u306a\u3044\u306e\u306f\u3001\u6b63\u5f53\u306a\u79fb\u8ee2\u3082\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u672c\u793e\u304c\u79fb\u8ee2\u3057\u3066\u5c4a\u51fa\u306e\u4f4f\u6240\u304c\u65b0\u3057\u3044\u3001\u3068\u3044\u3046\u306e\u306f\u3088\u304f\u3042\u308b\u3053\u3068\u3067\u3059\u3002**\u5370\u306f\u4e8b\u5b9f\u3092\u793a\u3059\u3060\u3051\u3067\u3001\u610f\u5473\u3065\u3051\u306f\u78ba\u304b\u3081\u306e\u96fb\u8a71\u306e\u5f8c\u306b\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059\u3002**\n\n\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u5217\u6319\u306e\u5024\u306e\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u307e\u3067\u306f\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001`status` \u306a\u3069\u306f Python \u3067\u5c0f\u6587\u5b57\u306b\u305d\u308d\u3048\u3066\u304b\u3089\u4f7f\u3044\u307e\u3059\u3002**`stop_reason` \u304c `max_tokens` \u306e\u3068\u304d\u306f\u51fa\u529b\u304c\u9014\u4e2d\u3067\u5207\u308c\u3066\u3044\u308b**\u306e\u3067\u3001\u78ba\u8a8d\u7968\u306b\u8f09\u305b\u305a\u306b\u547c\u3073\u76f4\u3057\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 | Python \u3067\u6570\u5206\u304a\u304d\u306b\u78ba\u8a8d | \u65b0\u3057\u3044\u5c4a\u51fa\u3092\u53d6\u308a\u51fa\u3059 |\n| Google Document AI | API\u547c\u3073\u51fa\u3057 | \u6b04\u3001\u5168\u6587\u3001\u4fe1\u983c\u5ea6 |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5c4a\u51fa\u3068\u901a\u5e33\u306e\u5199\u3057\u306e\u6b04\u3092\u9805\u76ee\u306b\u5199\u3059 |\n| \u652f\u6255\u5148\u30de\u30b9\u30bf\u30fb\u652f\u6255\u4e88\u5b9a | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u306e\u8aad\u307f\u8fbc\u307f | \u7167\u5408\u3068\u3001\u76f4\u8fd1\u306e\u652f\u6255\u65e5\u30fb\u91d1\u984d\u306e\u5f15\u304d\u5f53\u3066 |\n| \u78ba\u8a8d\u7968 | \u7d4c\u7406\u90e8\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u8868 | \u5370\u3001\u7167\u5408\u306e\u7d50\u679c\u3001\u652f\u6255\u4e88\u5b9a\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332\u306e\u6b04 |\n\n**\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u652f\u6255\u5148\u30de\u30b9\u30bf\u306e\u66f8\u304d\u63db\u3048\u306f\u3001\u78ba\u304b\u3081\u3068\u4e0a\u9577\u306e\u627f\u8a8d\u306e\u5f8c\u306b\u3001\u62c5\u5f53\u304c\u4f1a\u8a08\u30b7\u30b9\u30c6\u30e0\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u3081\u308b\u3088\u3046\u306b\u3059\u308b\u3068\u3001\u78ba\u304b\u3081\u3092\u98db\u3070\u3059\u8fd1\u9053\u304c\u3067\u304d\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**\u78ba\u8a8d\u7968\u306f\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332\u3092\u517c\u306d\u307e\u3059\u3002** \u78ba\u304b\u3081\u305f\u65e5\u6642\u3001\u304b\u3051\u305f\u756a\u53f7\uff08\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3067\u3042\u308b\u3053\u3068\uff09\u3001\u8a71\u3057\u305f\u76f8\u624b\u3001\u78ba\u304b\u3081\u305f\u5185\u5bb9\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u306e\u6b04\u3092\u6301\u305f\u305b\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u62c5\u5f53\u306f\u3001\u5168\u4ef6\u306b\u3064\u3044\u3066\u78ba\u8a8d\u7968\u3092\u898b\u3066\u3001\u30de\u30b9\u30bf\u306b\u767b\u9332\u6e08\u307f\u306e\u96fb\u8a71\u756a\u53f7\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002** \u5370\u306e\u6709\u7121\u3067\u5909\u308f\u308b\u306e\u306f\u3001\u96fb\u8a71\u3067\u805e\u304f\u4e2d\u8eab\u3068\u3001\u78ba\u304b\u3081\u306e\u9806\u756a\u3067\u3059\u3002\n\n1. **`payment_due` \u306e\u4ed8\u3044\u305f\u3082\u306e\u304b\u3089\u898b\u308b** \u2026 \u652f\u6255\u65e5\u307e\u3067\u306b\u78ba\u304b\u3081\u304c\u6e08\u3080\u3088\u3046\u3001\u5148\u306b\u96fb\u8a71\u3057\u307e\u3059\n2. **\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u3001\u96fb\u8a71\u3067\u5177\u4f53\u7684\u306b\u805e\u304f** \u2026 \u300c\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u306e\u756a\u53f7\u306e\u672b\u5c3e\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u300d\u306e\u3088\u3046\u306b\u3001**\u5c4a\u51fa\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u60c5\u5831\u3067\u78ba\u304b\u3081\u307e\u3059**\n3. **`seal_check` \u306f\u539f\u672c\u3068\u904e\u53bb\u306e\u5c4a\u51fa\u3092\u4e26\u3079\u308b** \u2026 \u5c4a\u51fa\u5370\u306e\u5370\u5f71\u3092\u62c5\u5f53\u304c\u898b\u6bd4\u3079\u307e\u3059\n4. **\u78ba\u304b\u3081\u304c\u6e08\u307e\u306a\u3044\u3082\u306e\u306f\u3001\u652f\u6255\u3092\u4fdd\u7559\u3059\u308b\u304b\u3092\u4e0a\u9577\u3068\u6c7a\u3081\u308b** \u2026 \u53e4\u3044\u53e3\u5ea7\u3067\u652f\u6255\u3046\u304b\u3001\u652f\u6255\u305d\u306e\u3082\u306e\u3092\u5f85\u3064\u304b\u306f\u3001**\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u305f\u3046\u3048\u3067**\u6c7a\u3081\u307e\u3059\n5. **\u78ba\u8a8d\u7968\u306b\u8a18\u9332\u3057\u3001\u4e0a\u9577\u306e\u627f\u8a8d\u3092\u53d7\u3051\u3066\u30de\u30b9\u30bf\u3092\u66f8\u304d\u63db\u3048\u308b**\n\n**2\u756a\u76ee\u306e\u805e\u304d\u65b9\u304c\u3001\u78ba\u304b\u3081\u306e\u8cea\u3092\u6c7a\u3081\u307e\u3059\u3002** \u300c\u5909\u66f4\u5c4a\u3092\u51fa\u3055\u308c\u307e\u3057\u305f\u304b\u300d\u3068\u805e\u304f\u3060\u3051\u3067\u306f\u3001\u306a\u308a\u3059\u307e\u3057\u306e\u76f8\u624b\u306b\u78ba\u304b\u3081\u3066\u3044\u3066\u3082\u300c\u306f\u3044\u300d\u3068\u8fd4\u3063\u3066\u304d\u307e\u3059\u3002**\u30de\u30b9\u30bf\u306e\u756a\u53f7\u306b\u304b\u3051\u3001\u5c4a\u51fa\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u805e\u304f\u306e\u304c\u57fa\u672c\u3067\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u3001120\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef66\u5206\u3067\u3059\u3002** \u96fb\u8a71\u306e\u6642\u9593\u306f\u542b\u307f\u307e\u305b\u3093\u3002**\u898b\u6bd4\u3079\u3068\u8a18\u9332\u306e\u6642\u9593\u304c\u6e1b\u308a\u3001\u96fb\u8a71\u3067\u4f55\u3092\u805e\u304f\u304b\u304c\u78ba\u8a8d\u7968\u306b\u4e26\u3093\u3067\u3044\u308b\u72b6\u614b**\u3092\u76ee\u6307\u3057\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u53d6\u5f15\u5148\u304c\u30de\u30b9\u30bf\u3067\u898b\u3064\u304b\u3089\u306a\u3044 | `vendor_unknown`\u3002\u793e\u540d\u5909\u66f4\u30fb\u5408\u4f75\u3092\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b |\n| \u53e3\u5ea7\u756a\u53f7\u306e\u6841\u304c\u8aad\u3081\u306a\u3044 | `unreadable`\u3002**\u539f\u672c\u3067\u78ba\u304b\u3081\u3001\u63a8\u6e2c\u3057\u306a\u3044** |\n| \u901a\u5e33\u306e\u5199\u3057\u304c\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u306a\u3044 | `passbook_absent`\u3002\u53d6\u5f15\u5148\u306b\u9001\u3063\u3066\u3082\u3089\u3046 |\n| \u81ea\u793e\u306e\u69d8\u5f0f\u3067\u306a\u3044 | `other_form`\u3002\u9805\u76ee\u304c\u305d\u308d\u3063\u3066\u3044\u308c\u3070\u7167\u5408\u3059\u308b\u3002\u8db3\u308a\u306a\u3051\u308c\u3070\u69d8\u5f0f\u3067\u306e\u518d\u63d0\u51fa\u3092\u983c\u3080 |\n| \u540c\u3058\u53d6\u5f15\u5148\u306e\u5c4a\u51fa\u304c2\u901a\u5c4a\u304f | \u4e21\u65b9\u3092\u62c5\u5f53\u3078\u3002**\u3069\u3061\u3089\u304b\u3092\u81ea\u52d5\u3067\u7121\u52b9\u306b\u3057\u306a\u3044** |\n| \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u304c\u53e4\u3044 | \u78ba\u304b\u3081\u304c\u3067\u304d\u306a\u3044\u3002**\u5225\u306e\u767b\u9332\u6e08\u307f\u306e\u9023\u7d61\u5148\u3092\u4f7f\u3044\u3001\u30de\u30b9\u30bf\u306e\u66f4\u65b0\u306f\u5225\u306b\u78ba\u304b\u3081\u308b** |\n| OCR\u30fbAI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u30d5\u30a1\u30a4\u30eb\u3092\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u7de0\u3081\u304c\u8fd1\u3051\u308c\u3070\u5f93\u6765\u306e\u76ee\u8996\u3067\u78ba\u304b\u3081\u308b** |\n\n**6\u884c\u76ee\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u5f31\u70b9\u3067\u3059\u3002** \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u304c\u53e4\u3044\u3068\u3001\u78ba\u304b\u3081\u306e\u96fb\u8a71\u304c\u304b\u3051\u3089\u308c\u307e\u305b\u3093\u3002**\u5c4a\u51fa\u306e\u756a\u53f7\u3092\u4ee3\u308f\u308a\u306b\u4f7f\u3046\u3053\u3068\u306f\u3057\u307e\u305b\u3093\u3002** \u55b6\u696d\u306e\u62c5\u5f53\u304c\u6301\u3064\u540d\u523a\u3084\u904e\u53bb\u306e\u53d6\u5f15\u306e\u66f8\u985e\u306a\u3069\u3001**\u767b\u9332\u6e08\u307f\u306e\u5225\u306e\u9023\u7d61\u5148\u3092\u4f7f\u3044\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u3001\u53d7\u4ed8\u65e5\u3001\u7d4c\u8def\u3001\u30e1\u30fc\u30eb\u306e\u9001\u4fe1\u5143\n- OCR\u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001Claude API \u306e\u5fdc\u7b54\u306e\u5168\u6587\n- \u7167\u5408\u306b\u4f7f\u3063\u305f\u652f\u6255\u5148\u30de\u30b9\u30bf\u3068\u652f\u6255\u4e88\u5b9a\u306e\u66f8\u304d\u51fa\u3057\u65e5\u6642\n- \u78ba\u8a8d\u7968\u306e\u5185\u5bb9\u3068\u3001**\u78ba\u304b\u3081\u305f\u65e5\u6642\u30fb\u304b\u3051\u305f\u756a\u53f7\u30fb\u8a71\u3057\u305f\u76f8\u624b\u30fb\u805e\u3044\u305f\u5185\u5bb9\u30fb\u4e0a\u9577\u306e\u627f\u8a8d**\n- \u652f\u6255\u5148\u30de\u30b9\u30bf\u3092\u66f8\u304d\u63db\u3048\u305f\u65e5\u6642\u3068\u62c5\u5f53\n- **\u78ba\u304b\u3081\u306e\u7d50\u679c\u3001\u5c4a\u51fa\u304c\u672c\u7269\u3067\u306a\u304b\u3063\u305f\u4ef6\u6570\u3068\u3001\u305d\u306e\u3068\u304d\u4ed8\u3044\u3066\u3044\u305f\u5370**\n\n**4\u3064\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u5927\u4e8b\u306a\u8a18\u9332\u3067\u3059\u3002** \u5f8c\u304b\u3089\u652f\u6255\u306e\u8aa4\u308a\u304c\u5206\u304b\u3063\u305f\u3068\u304d\u3001**\u3069\u306e\u5c4a\u51fa\u3092\u3001\u8ab0\u304c\u3001\u3069\u306e\u756a\u53f7\u306b\u96fb\u8a71\u3057\u3066\u3001\u4f55\u3092\u78ba\u304b\u3081\u305f\u304b**\u3092\u305f\u3069\u308c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u898f\u5247\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u672c\u7269\u3067\u306a\u304b\u3063\u305f\u5c4a\u51fa\u306b\u3001\u3069\u306e\u5370\u304c\u4ed8\u3044\u3066\u3044\u305f\u304b\u3092\u6570\u3048\u3066\u304a\u304f\u3068\u3001**\u78ba\u8a8d\u7968\u306e\u4e26\u3079\u65b9\u3092\u898b\u76f4\u3059\u6839\u62e0**\u306b\u306a\u308a\u307e\u3059\u3002","minimal_setup":"1. \u904e\u53bb\u306e\u5909\u66f4\u5c4a\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u793e\u540d\u5909\u66f4\u30fb\u5408\u4f75\u306b\u3088\u308b\u3082\u306e\u3001\u901a\u5e33\u306e\u5199\u3057\u304c\u7121\u304b\u3063\u305f\u3082\u306e\u3001\u624b\u66f8\u304d\u306e\u3082\u306e\u3092\u5fc5\u305a\u5165\u308c\u308b**\uff09\n2. \u305d\u306e20\u4ef6\u306b\u3064\u3044\u3066\u3001\u5f53\u6642\u306e\u652f\u6255\u5148\u30de\u30b9\u30bf\u306e\u5185\u5bb9\u3068\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332\u3092\u7528\u610f\u3059\u308b\n3. \u5909\u66f4\u5c4a\u306ePDF\u3092\u3001\u81ea\u793e\u306e\u6c7a\u307e\u308a\u3067\u8a8d\u3081\u3089\u308c\u305f\u74b0\u5883\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u753b\u9762\u306b1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\n4. \u300c\u3053\u306e\u632f\u8fbc\u5148\u306e\u5909\u66f4\u5c4a\u3068\u901a\u5e33\u306e\u5199\u3057\u304b\u3089\u3001\u53d6\u5f15\u5148\u306e\u540d\u79f0\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u3001\u5909\u66f4\u524d\u3068\u5909\u66f4\u5f8c\u306e\u9280\u884c\u30fb\u652f\u5e97\u30fb\u7a2e\u5225\u30fb\u53e3\u5ea7\u756a\u53f7\u30fb\u540d\u7fa9\u3001\u901a\u5e33\u306e\u540d\u7fa9\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8aad\u3081\u306a\u3044\u6841\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u3068\u8aad\u3081\u306a\u3044\u6b04\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u5c4a\u51fa\u304c\u672c\u7269\u304b\u3069\u3046\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u5199\u3055\u308c\u305f\u5024\u3092\u5f53\u6642\u306e\u30de\u30b9\u30bf\u3068\u624b\u3067\u7167\u3089\u3057\u3001\u5f53\u6642\u306e\u78ba\u304b\u3081\u306e\u8a18\u9332\u3068\u6bd4\u3079\u308b\n\n**\u5909\u66f4\u5c4a\u306f\u53d6\u5f15\u5148\u306e\u53e3\u5ea7\u60c5\u5831\u3092\u542b\u3080\u305f\u3081\u3001\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u306e\u6c7a\u307e\u308a\u3067\u8a8d\u3081\u3089\u308c\u305f\u74b0\u5883\u3067\u3060\u3051\u6271\u3063\u3066\u304f\u3060\u3055\u3044\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u78ba\u304b\u3081\u3068\u540c\u3058\u98df\u3044\u9055\u3044\u304c\u898b\u3064\u304b\u3063\u305f | **OCR\u3068\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u9023\u643a\u306b\u9032\u3080** |\n| \u8aad\u3081\u306a\u3044\u6841\u3092\u305d\u308c\u3089\u3057\u304f\u88dc\u3063\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u540d\u7fa9\u3092\u6f22\u5b57\u306b\u76f4\u3057\u3066\u5199\u3057\u305f | \u6307\u793a\u3092\u76f4\u3059\u3002\u540d\u7fa9\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b |\n| \u300c\u554f\u984c\u306a\u3055\u305d\u3046\u300d\u3068\u66f8\u304d\u6dfb\u3048\u305f | \u6307\u793a\u3092\u76f4\u3059\u3002**\u898b\u7acb\u3066\u3092\u66f8\u304b\u305b\u306a\u3044** |","minimal_setup_short":"\u5c4a\u51fa\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u6b04\u3092\u5199\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u8aad\u307f\u53d6\u308a","semi_auto_setup":"\u4e0a\u8a18\uff0bOCR\u306eAPI\u3092\u547c\u3073\u3001\u5199\u3057\u305f\u5024\u3092\u30de\u30b9\u30bf\u306e\u5024\u3068\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3068\u4e26\u3079\u66ff\u3048","full_setup":"\u4e0a\u8a18\uff0b\u7167\u5408\u306e\u898f\u5247\u3067\u5370\u3092\u4ed8\u3051\u3001\u652f\u6255\u4e88\u5b9a\u3092\u5f15\u304d\u5f53\u3066\u305f\u78ba\u8a8d\u7968\u3092\u4f5c\u308b \uff0f \u898b\u6bd4\u3079\u306e\u5168\u4f53\u3068\u3001\u78ba\u304b\u3081\u306e\u8a18\u9332","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002** 1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\u306e\u3067\u3001\u6708120\u4ef6\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef620\u5206\u304c12\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u5c4a\u51fa\u3068\u30de\u30b9\u30bf\u304c\u540c\u3058\u8868\u306b\u4e26\u3076\u306e\u3067\u898b\u6bd4\u3079\u306f\u901f\u304f\u306a\u308a\u307e\u3059\u304c\u3001**\u540d\u7fa9\u306e\u8aad\u307f\u66ff\u3048\u3068\u3001\u3069\u3053\u304c\u9055\u3046\u304b\u3092\u63a2\u3059\u4f5c\u696d\u306f\u6b8b\u308a\u307e\u3059\u3002** **\u672c\u683c\u69cb\u6210\u30676\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u540d\u7fa9\u306e\u6b63\u898f\u5316\u3068\u9805\u76ee\u3054\u3068\u306e\u7167\u5408\u304c\u898f\u5247\u306b\u79fb\u308a\u3001\u78ba\u8a8d\u7968\u306b\u300c\u4f55\u3092\u805e\u304f\u304b\u300d\u304c\u4e26\u3076\u305f\u3081\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u8868\u30921\u304b\u6708\u898b\u308b\u3068\u3001**\u540d\u7fa9\u306e\u7565\u79f0\u306e\u3069\u306e\u66f8\u304d\u65b9\u3067\u6b63\u898f\u5316\u304c\u5916\u308c\u308b\u304b**\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u3053\u3092\u898f\u5247\u306b\u8db3\u3057\u3066\u304b\u3089 `holder_mismatch` \u306e\u5370\u3092\u51fa\u3059\u307b\u3046\u304c\u3001\u7a7a\u632f\u308a\u306e\u5370\u306b\u62c5\u5f53\u304c\u6163\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u9632\u3052\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u78ba\u8a8d\u7968\u306e\u9023\u7d61\u5148\u306b\u5c4a\u51fa\u306e\u756a\u53f7\u304c\u51fa\u308b | **\u9023\u7d61\u5148\u306e\u6b04\u306f\u30de\u30b9\u30bf\u306e\u756a\u53f7\u3060\u3051\u3002** \u5c4a\u51fa\u306e\u756a\u53f7\u306f\u98df\u3044\u9055\u3044\u306e\u6b04\u3078 |\n| \u8aad\u3081\u306a\u3044\u6841\u3092\u30de\u30b9\u30bf\u306b\u5408\u308f\u305b\u3066\u5199\u3059 | **\u30de\u30b9\u30bf\u3092AI\u306b\u898b\u305b\u306a\u3044** |\n| \u540d\u7fa9\u306e\u300c\u4f3c\u3066\u3044\u308b\u300d\u3092\u300c\u540c\u3058\u300d\u306b\u3059\u308b | **\u6b63\u898f\u5316\u306f Python \u306e\u898f\u5247\u3001\u7167\u5408\u306f\u5b8c\u5168\u4e00\u81f4** |\n| \u5370\u304c\u7121\u3044\u5c4a\u51fa\u3092\u96fb\u8a71\u305b\u305a\u306b\u901a\u3059 | **\u96fb\u8a71\u306f\u5168\u4ef6\u3002** \u5370\u306f\u805e\u304f\u4e2d\u8eab\u3068\u9806\u756a\u3092\u6c7a\u3081\u308b\u3082\u306e |\n| AI\u304c\u300c\u554f\u984c\u306a\u3055\u305d\u3046\u300d\u3068\u66f8\u304d\u6dfb\u3048\u308b | **\u898b\u7acb\u3066\u3092\u66f8\u304b\u305b\u306a\u3044** |\n| \u30de\u30b9\u30bf\u306e\u96fb\u8a71\u756a\u53f7\u304c\u53e4\u3044 | \u5c4a\u51fa\u306e\u756a\u53f7\u3092\u4f7f\u308f\u305a\u3001**\u767b\u9332\u6e08\u307f\u306e\u5225\u306e\u9023\u7d61\u5148\u3067\u78ba\u304b\u3081\u308b** |\n| \u7a7a\u6b04\u3068\u8aad\u3081\u306a\u3044\u6b04\u304c\u6df7\u3056\u308b | \u5024\u304c\u7a7a\u306e\u30ad\u30fc\u3068\u5024\u306f\u78ba\u5b9f\u306b\u8aad\u3081\u306a\u3044\u3002**\u5168\u6587\u3068\u4fe1\u983c\u5ea6\u3067\u5206\u3051\u308b** |\n| \u652f\u6255\u306e\u7de0\u3081\u76f4\u524d\u306e\u5c4a\u51fa\u304c\u57cb\u3082\u308c\u308b | **\u7de0\u3081\u306e\u524d\u306f\u672a\u51e6\u7406\u306e\u4ef6\u6570\u3092\u77e5\u3089\u305b\u308b** |\n| \u56fd\u5916\u3067\u306e\u51e6\u7406\u3092\u78ba\u304b\u3081\u3066\u3044\u306a\u3044 | \u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u7121\u3044\u3002**\u6c7a\u307e\u308a\u306e\u78ba\u8a8d\u3092\u5148\u306b** |\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\u3001**\u78ba\u304b\u3081\u304c\u300c\u306a\u308a\u3059\u307e\u3057\u305f\u76f8\u624b\u306b\u78ba\u304b\u3081\u308b\u300d\u5f62\u306b\u623b\u3063\u3066\u3057\u307e\u3046**\u3068\u3044\u3046\u540c\u3058\u578b\u306e\u5931\u6557\u3067\u3059\u3002\n\n**4\u884c\u76ee\u3082\u540c\u3058\u304f\u3089\u3044\u5927\u4e8b\u3067\u3059\u3002** \u5370\u306e\u7121\u3044\u5c4a\u51fa\u3092\u901a\u3059\u3088\u3046\u306b\u306a\u308b\u3068\u3001**\u5370\u3092\u907f\u3051\u3066\u66f8\u304b\u308c\u305f\u5c4a\u51fa\u304c\u305d\u306e\u307e\u307e\u901a\u308a\u307e\u3059\u3002** \u306a\u308a\u3059\u307e\u3057\u3092\u3059\u308b\u5074\u306f\u3001\u5909\u66f4\u524d\u306e\u53e3\u5ea7\u3082\u540d\u7fa9\u3082\u6b63\u3057\u304f\u66f8\u3044\u3066\u304f\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u53d6\u5f15\u5148\u306e\u540d\u79f0\u30fb\u4f4f\u6240\u30fb\u4ee3\u8868\u8005\u30fb\u96fb\u8a71\u3001**\u5909\u66f4\u524d\u3068\u5909\u66f4\u5f8c\u306e\u53e3\u5ea7\u756a\u53f7\u3068\u540d\u7fa9**\u3001\u901a\u5e33\u306e\u5199\u3057\u3067\u3059\u3002\u6f0f\u308c\u308c\u3070\u3001\u305d\u308c\u81ea\u4f53\u304c\u306a\u308a\u3059\u307e\u3057\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n1. **\u56fd\u5916\u3067\u51e6\u7406\u3059\u308b\u3053\u3068\u3092\u6c7a\u307e\u308a\u306b\u7167\u3089\u3057\u3066\u6c7a\u3081\u308b** \u2026 Document AI \u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u306e\u4e00\u89a7\u306b\u65e5\u672c\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\u53d6\u5f15\u5148\u306e\u53e3\u5ea7\u60c5\u5831\u3092\u56fd\u5916\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b**\u3092\u3001\u81ea\u793e\u306e\u60c5\u5831\u7ba1\u7406\u306e\u6c7a\u307e\u308a\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\u8a8d\u3081\u3089\u308c\u306a\u3044\u5834\u5408\u306f\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u51e6\u7406\u3067\u304d\u308b\u88fd\u54c1\u3092\u691c\u8a0e\u3057\u307e\u3059\n2. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 AI\u306b\u6e21\u3059\u306e\u306f\u5c4a\u51fa\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002**\u652f\u6255\u5148\u30de\u30b9\u30bf\u3084\u652f\u6255\u4e88\u5b9a\u306fAI\u306b\u6e21\u3055\u305a\u3001\u7167\u5408\u306f\u793e\u5185\u306e Python \u3067\u884c\u3044\u307e\u3059**\n3. **\u30de\u30b9\u30bf\u3092\u81ea\u52d5\u3067\u66f8\u304d\u63db\u3048\u306a\u3044** \u2026 \u78ba\u304b\u3081\u3068\u4e0a\u9577\u306e\u627f\u8a8d\u306e\u5f8c\u306b\u3001\u4eba\u304c\u66f8\u304d\u63db\u3048\u307e\u3059\n4. **\u78ba\u304b\u3081\u306b\u306f\u30de\u30b9\u30bf\u306e\u9023\u7d61\u5148\u3092\u4f7f\u3046** \u2026 \u8b66\u5bdf\u5e81\u306f\u3001\u30e1\u30fc\u30eb\u306b\u66f8\u304b\u308c\u305f\u96fb\u8a71\u756a\u53f7\u306f\u507d\u88c5\u3055\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3068\u3057\u3001**\u540d\u523a\u3084\u30a2\u30c9\u30ec\u30b9\u5e33\u306b\u767b\u9332\u3055\u308c\u305f\u9023\u7d61\u5148\u3092\u4f7f\u3046**\u3088\u3046\u793a\u3057\u3066\u3044\u307e\u3059\u3002IPA\u3082\u3001\u632f\u8fbc\u5148\u3084\u6c7a\u6e08\u624b\u6bb5\u304c\u6025\u306b\u5909\u308f\u3063\u305f\u5834\u5408\u306f**\u30e1\u30fc\u30eb\u4ee5\u5916\u306e\u624b\u6bb5\u3067\u53d6\u5f15\u5148\u306b\u78ba\u304b\u3081\u308b**\u3053\u3068\u3068\u3001**\u96fb\u4fe1\u9001\u91d1\u306b\u95a2\u3059\u308b\u793e\u5185\u898f\u7a0b\u306e\u6574\u5099**\u3092\u5bfe\u7b56\u306b\u6319\u3052\u3066\u3044\u307e\u3059\n5. **\u78ba\u8a8d\u7968\u306e\u5171\u6709\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 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\u3067\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u78ba\u304b\u3081\u3001OCR\u3092\u547c\u3073\u3001\u5199\u3057\u305f\u5024\u3092\u30de\u30b9\u30bf\u3068\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5370\u3092\u51fa\u3055\u305a\u3001\u62c5\u5f53\u304c\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u898b\u6bd4\u3079\u306a\u304c\u3089\u3001\u8868\u306e\u5024\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u7167\u5408\u306e\u898f\u5247\u3068\u652f\u6255\u4e88\u5b9a\u306e\u5f15\u304d\u5f53\u3066\u3092\u8db3\u3057\u3001\u78ba\u8a8d\u7968\u306e\u904b\u7528\u3092\u59cb\u3081\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 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\u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| 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| [\u8b66\u5bdf\u5e81: \u30d3\u30b8\u30cd\u30b9\u30e1\u30fc\u30eb\u8a50\u6b3a\u306b\u6ce8\u610f\uff01](https:\/\/www.npa.go.jp\/bureau\/cyber\/countermeasures\/bec.html) | 2026-10-08 |\n| \u5bfe\u7b56\u3068\u3057\u3066\u3001\u96fb\u4fe1\u9001\u91d1\u306b\u95a2\u3059\u308b\u793e\u5185\u898f\u7a0b\u306e\u6574\u5099\u3001\u632f\u8fbc\u5148\u3084\u6c7a\u6e08\u624b\u6bb5\u304c\u6025\u306b\u5909\u308f\u3063\u305f\u5834\u5408\u306e\u30e1\u30fc\u30eb\u4ee5\u5916\u306e\u624b\u6bb5\u3067\u306e\u78ba\u8a8d\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u3053\u3068 | [IPA: \u30d3\u30b8\u30cd\u30b9\u30e1\u30fc\u30eb\u8a50\u6b3a\u306e\u5bfe\u7b56\u306b\u3064\u3044\u3066\u77e5\u308b](https:\/\/www.ipa.go.jp\/security\/bec\/bec_measures.html) | 2026-10-08 |\n| Form Parser 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\u9805\u76ee\u540d\u3068\u5024\u306e\u7d44\u304c `formFields` \u306e `fieldName`\uff0f`fieldValue` \u3067\u8fd4\u308b\u3053\u3068\u3002\u30c1\u30a7\u30c3\u30af\u30dc\u30c3\u30af\u30b9\u306e `valueType` \u304c `filled_checkbox`\uff0f`unfilled_checkbox` \u3067\u3042\u308b\u3053\u3068\u3002\u4fe1\u983c\u5ea6\u3068\u4f4d\u7f6e\u304c\u5404\u8981\u7d20\u306e `layout` \u306b\u5165\u308b\u3053\u3068 | [Google Cloud: Handle the processing response](https:\/\/docs.cloud.google.com\/document-ai\/docs\/handle-response) | 2026-10-08 |\n| \u30de\u30eb\u30c1\u30ea\u30fc\u30b8\u30e7\u30f3\u304c `us` \u3068 `eu` \u3067\u3001\u5358\u4e00\u30ea\u30fc\u30b8\u30e7\u30f3\u306b\u30b7\u30f3\u30ac\u30dd\u30fc\u30eb\uff08`asia-southeast1`\uff09\u306a\u3069\u304c\u3042\u308a\u3001\u65e5\u672c\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u4e00\u89a7\u306b\u7121\u3044\u3053\u3068 | [Google Cloud: Regional and multi-regional support](https:\/\/docs.cloud.google.com\/document-ai\/docs\/regions) | 2026-10-08 |\n| `output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3066\u5fdc\u7b54\u306e\u5f62\u3092\u56fa\u5b9a\u3067\u304d\u308b\u3053\u3068\u3002\u5217\u6319\u306e\u5024\u306e\u5927\u6587\u5b57\u30fb\u5c0f\u6587\u5b57\u306f\u4fdd\u8a3c\u3055\u308c\u306a\u3044\u3053\u3068\u3002`max_tokens` \u3067\u6253\u3061\u5207\u3089\u308c\u305f\u3068\u304d\u306f\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u51fa\u529b\u306b\u306a\u308a\u3046\u308b\u3053\u3068 | [Claude API: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-08 |\n\n**\u5c4a\u51fa\u304c\u672c\u7269\u304b\u3069\u3046\u304b\u3001\u652f\u6255\u3092\u4fdd\u7559\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u53e3\u5ea7\u60c5\u5831\u3092\u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u51e6\u7406\u3057\u3066\u3088\u3044\u304b\u306f\u3001\u81ea\u793e\u306e\u7d4c\u7406\u306e\u898f\u7a0b\u3068\u60c5\u5831\u7ba1\u7406\u306e\u6c7a\u307e\u308a\u306b\u6cbf\u3063\u3066\u3001\u7d4c\u7406\u90e8\u3068\u4e0a\u9577\u304c\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u8b66\u5bdf\u5e81\u30fbIPA\u306e\u30da\u30fc\u30b8\u3068\u5404\u88fd\u54c1\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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