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\u624b\u66f8\u304d\u306e\u30e1\u30e2 | `TextType` \u304c `HANDWRITING` \u306e\u884c | \u691c\u54c1\u54e1\u306e\u66f8\u304d\u8fbc\u307f\u3092\u5225\u306b\u8a18\u9332\u3059\u308b |\n\n**\u624b\u66f8\u304d\u306e\u884c\u3092\u5206\u3051\u3066\u8a18\u9332\u3059\u308b\u306e\u306f\u3001\u305d\u3053\u306b\u5224\u65ad\u306e\u6750\u6599\u304c\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3067\u3059\u3002** \u5370\u5b57\u306e\u5224\u5b9a\u306e\u3042\u3068\u306b\u3001\u691c\u54c1\u54e1\u304c\u300c\u5de5\u5834\u304c\u624b\u76f4\u3057\u3092\u7d04\u675f\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u8fbc\u307f\u3092\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u4e0d\u826f\u306e\u8868\u306f\u3001\u5217\u306e\u898b\u51fa\u3057\u3067\u610f\u5473\u3092\u6c7a\u3081\u307e\u3059\u3002** `Found`\u3001`Allowed`\u3001`Ac`\u3001`Re` \u306e\u898b\u51fa\u3057\u304c\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306b\u9055\u3046\u8a00\u3044\u65b9\u3067\u4e26\u3076\u306e\u3067\u3001**\u5217\u306e\u898b\u51fa\u3057\u306e\u8a00\u3044\u65b9\u306e\u4e00\u89a7\u3092\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306b\u6301\u3061\u3001\u30bb\u30eb\u306e `ColumnIndex` \u3068\u7d50\u3073\u4ed8\u3051\u307e\u3059\u3002** \u898b\u51fa\u3057\u304c\u4e00\u89a7\u306b\u7121\u3044\u8868\u306f\u3001\u5217\u306e\u610f\u5473\u3092\u6c7a\u3081\u305a\u306b `ambiguous` \u3068\u3057\u3066\u4eba\u306b\u56de\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u691c\u54c1\u4f1a\u793e\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002\u5199\u771f\u306e\u591a\u3044\u5831\u544a\u66f8\u306f\u5927\u304d\u304f\u306a\u308b\u306e\u3067\u3001\u30b5\u30a4\u30ba\u3092\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\n4. **\u5831\u544a\u66f8\u306e\u7a2e\u985e\u306e\u78ba\u8a8d** \u2026 1\u30da\u30fc\u30b8\u76ee\u306e\u984c\u540d\u304b\u3089\u3001\u51fa\u8377\u524d\u691c\u67fb\u304b\u3001\u751f\u7523\u4e2d\u306e\u691c\u67fb\u304b\u3001\u518d\u691c\u67fb\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002**\u51fa\u8377\u524d\u691c\u67fb\u3068\u518d\u691c\u67fb\u4ee5\u5916\u306f\u3001\u3053\u306e\u6d41\u308c\u306b\u4e57\u305b\u305a\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n5. **\u767a\u6ce8\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3067\u3001\u5831\u544a\u66f8\u306e\u767a\u6ce8\u756a\u53f7\u3092\u81ea\u793e\u306e\u66f8\u304d\u65b9\u306b\u76f4\u3057\u307e\u3059","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u5831\u544a\u66f8\u306e\u9805\u76ee\u3092\u539f\u6587\u306e\u307e\u307e\u5199\u3057\u3001\u4e0d\u826f\u306e\u5185\u8a33\u3092\u7a2e\u985e\u3054\u3068\u306b\u4e26\u3079\u76f4\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u3001\u51fa\u8377\u3067\u304d\u308b\u304b\u306e\u5224\u65ad\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| \u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u30ed\u30c3\u30c8\u306e\u6570\u91cf | \u539f\u6587\u306e\u307e\u307e | \u8907\u6570\u306e\u767a\u6ce8\u756a\u53f7\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u5224\u5b9a | \u6587\u5b57\u306e\u5224\u5b9a\u3068\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u5370\u306e\u4e21\u65b9\u3092\u8a18\u9332 | \u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3048\u3070 `ambiguous` |\n| AQL\u3068\u691c\u67fb\u6c34\u6e96 | \u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306b\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u629c\u53d6\u6570 | \u539f\u6587\u306e\u6570\u5b57 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570 | \u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306b\u3001\u898b\u3064\u304b\u3063\u305f\u6570\u3068\u8a31\u5bb9\u6570\uff08Ac\uff09\u30fb\u4e0d\u5408\u683c\u306e\u6570\uff08Re\uff09 | \u8868\u306e\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u4e0d\u826f\u306e\u5185\u8a33 | \u4e0d\u826f\u306e\u540d\u79f0\u3001\u533a\u5206\u3001\u6570\u30921\u884c\u305a\u3064 | \u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u533a\u5206\u3092\u7a7a\u306e\u307e\u307e |\n| \u5199\u771f\u306e\u8aac\u660e\u6587 | \u5199\u771f\u3054\u3068\u306e\u8aac\u660e\u3092\u539f\u6587\u306e\u307e\u307e\u3001\u77ed\u304f | \u8aac\u660e\u304c\u7121\u3051\u308c\u3070\u7a7a |\n| \u691c\u54c1\u54e1\u306e\u66f8\u304d\u8fbc\u307f | \u624b\u66f8\u304d\u306e\u884c\u3092\u539f\u6587\u306e\u307e\u307e | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**\u5224\u5b9a\u3092\u6587\u5b57\u3068\u5370\u306e\u4e21\u65b9\u3067\u8a18\u9332\u3059\u308b\u306e\u306f\u3001\u66f8\u5f0f\u306b\u3088\u3063\u3066\u7247\u65b9\u3057\u304b\u6b63\u3057\u304f\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u30c1\u30a7\u30c3\u30af\u6b04\u306e\u6a2a\u306b `PASS` \u3068\u5370\u5b57\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u5370\u306f `FAIL` \u306e\u6b04\u306b\u4ed8\u3044\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u5831\u544a\u66f8\u304c\u3042\u308a\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u51fa\u8377\u3092\u8a31\u53ef\u3059\u308b\u304b\u306e\u5224\u65ad | \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u3066\u6c7a\u3081\u308b |\n| \u5224\u5b9a\u3068\u6570\u5b57\u306e\u7167\u5408 | Python \u304c\u6570\u5b57\u3067\u884c\u3046 |\n| \u8a31\u5bb9\u6570\u306e\u8a08\u7b97 | \u629c\u53d6\u8868\u304b\u3089\u5f15\u304d\u76f4\u3055\u306a\u3044\u3002\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092\u5199\u3059\u3060\u3051 |\n| \u4e0d\u826f\u306e\u533a\u5206\u306e\u4ed8\u3051\u76f4\u3057 | \u691c\u54c1\u4f1a\u793e\u304c\u4ed8\u3051\u305f\u533a\u5206\u3092\u5199\u3059\u3002\u8efd\u5fae\u3092\u4e3b\u8981\u306b\u76f4\u3057\u305f\u308a\u3057\u306a\u3044 |\n| \u5199\u771f\u306e\u4e2d\u8eab\u306e\u8a55\u4fa1 | \u8aac\u660e\u6587\u3060\u3051\u3092\u5199\u3059\u3002\u753b\u50cf\u306f\u4eba\u304c\u898b\u308b |\n\n**3\u884c\u76ee\u3092\u660e\u8a18\u3059\u308b\u306e\u306f\u3001\u8a08\u7b97\u3055\u305b\u308b\u3068\u5f15\u304d\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u629c\u53d6\u6570\u3068AQL\u3092\u898b\u3066\u3001\u8a31\u5bb9\u6570\u3092\u4e00\u822c\u7684\u306a\u629c\u53d6\u8868\u304b\u3089\u6c42\u3081\u3088\u3046\u3068\u3057\u3001**\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u5024\u3068\u9055\u3046\u6570\u3092\u8fd4\u3057\u307e\u3059\u3002** \u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u5831\u544a\u66f8\u306b\u4f55\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\u3092\u6b8b\u3059\u306e\u304c\u76ee\u7684\u3067\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u751f\u6d3b\u96d1\u8ca8\u306e\u5546\u793e\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u691c\u54c1\u4f1a\u793e\u304b\u3089\u5c4a\u3044\u305f\n\u82f1\u6587\u306e\u51fa\u8377\u524d\u691c\u67fb\u5831\u544a\u66f8\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\npo_number_raw\u3001item_number_raw\u3001lot_quantity_raw\u3001\nverdict_text_raw\u3001verdict_checkbox\uff08\u3069\u306e\u6b04\u306b\u5370\u304c\u3042\u308b\u304b\uff09\u3001\naql_raw\uff08critical\uff0fmajor\uff0fminor\uff09\u3001inspection_level_raw\u3001sample_size_raw\u3001\ndefects_found\uff08critical\uff0fmajor\uff0fminor\uff09\u3001accept_raw\uff08Ac\uff09\u3001reject_raw\uff08Re\uff09\u3001\ndefect_lines\uff08\u540d\u79f0\u3001\u533a\u5206\u3001\u6570\uff09\u3001photo_captions\u3001handwritten_notes\u3001\n\u5404\u9805\u76ee\u306e status \u3068\u30da\u30fc\u30b8\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ........... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing ...... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ... \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous .... \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5224\u5b9a\u306f\u3001\u5370\u5b57\u3055\u308c\u305f\u6587\u5b57\u3068\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u5370\u306e\u4e21\u65b9\u3092\u5225\u3005\u306b\u8a18\u9332\u3057\u3066\n  \u304f\u3060\u3055\u3044\u3002\u3069\u3061\u3089\u304b\u306b\u5408\u308f\u305b\u3066\u66f8\u304d\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a31\u5bb9\u6570\uff08Ac\uff09\u3068\u4e0d\u5408\u683c\u306e\u6570\uff08Re\uff09\u306f\u3001\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u6570\u3060\u3051\u3092\n  \u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u629c\u53d6\u6570\u3084 AQL \u304b\u3089\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u826f\u306e\u533a\u5206\uff08critical\uff0fmajor\uff0fminor\uff09\u306f\u3001\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u91cd\u3055\u3092\u5224\u65ad\u3057\u3066\u4ed8\u3051\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5199\u771f\u306e\u8aac\u660e\u6587\u306f\u66f8\u304b\u308c\u305f\u6587\u3092\u305d\u306e\u307e\u307e\u77ed\u304f\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5199\u771f\u306b\u4f55\u304c\u5199\u3063\u3066\u3044\u308b\u304b\u3092\u63a8\u6e2c\u3057\u3066\u66f8\u304d\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u624b\u66f8\u304d\u306e\u66f8\u304d\u8fbc\u307f\u306f handwritten_notes \u306b\u5206\u3051\u3066\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u8377\u3057\u3066\u3088\u3044\u304b\u3001\u518d\u691c\u67fb\u304c\u8981\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u8377\u524d\u691c\u67fb\u306e\u5831\u544a\u66f8\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_layout_tables_forms}\n\u3010\u691c\u54c1\u4f1a\u793e\u306e\u533a\u5206\u3011{inspector_company}\n```\n\n**\u300c\u3069\u3061\u3089\u304b\u306b\u5408\u308f\u305b\u3066\u66f8\u304d\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5408\u308f\u305b\u307e\u3059\u3002** \u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046\u3068\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u307b\u3046\u306b\u5bc4\u305b\u30661\u3064\u306e\u5224\u5b9a\u3092\u8fd4\u3057\u3001**\u98df\u3044\u9055\u3044\u304c\u3042\u3063\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"document_type\": \"pre_shipment_inspection\",\n  \"po_number_raw\": \"PO#0412-A\",\n  \"item_number_raw\": \"HW-2207\",\n  \"lot_quantity_raw\": \"3,600 pcs\",\n  \"verdict_text_raw\": \"PASS\",\n  \"verdict_checkbox\": \"FAIL\",\n  \"aql_raw\": { \"critical\": \"0\", \"major\": \"2.5\", \"minor\": \"4.0\" },\n  \"sample_size_raw\": \"200\",\n  \"defects_found\": { \"critical\": 0, \"major\": 11, \"minor\": 6 },\n  \"accept_raw\": { \"critical\": \"0\", \"major\": \"10\", \"minor\": \"14\" },\n  \"defect_lines\": [\n    { \"name_raw\": \"Loose stitching\", \"class_raw\": \"major\", \"count\": 7 }\n  ],\n  \"photo_captions\": [\"Loose stitching at handle seam\"],\n  \"handwritten_notes\": [],\n  \"items\": [\n    { \"item\": \"verdict\", \"status\": \"ambiguous\", \"confidence\": 0, \"page\": 1 }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3068\u56de\u4ed8\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u3092\u5f15\u304d\u3001\u6570\u5b57\u3092\u6bd4\u3079\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u5224\u5b9a\u304c `PASS` \u3067\u3001\u6587\u5b57\u3068\u5370\u304c\u4e00\u81f4\u3057\u3001\u4e0d\u826f\u306e\u6570\u304c\u3059\u3079\u3066\u8a31\u5bb9\u6570\u4ee5\u4e0b\u3067\u3001AQL\u3068\u6570\u91cf\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a |\n| `needs_decision` | \u5224\u5b9a\u304c `FAIL` \u304b `PENDING` |\n| `inconsistent` | \u5224\u5b9a\u304c `PASS` \u306a\u306e\u306b\u4e0d\u826f\u306e\u6570\u304c\u8a31\u5bb9\u6570\u3092\u8d85\u3048\u308b\u3001\u307e\u305f\u306f\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046 |\n| `aql_mismatch` | \u5831\u544a\u66f8\u306eAQL\u304c\u53d6\u308a\u6c7a\u3081\u3088\u308a\u7de9\u3044\u3001\u307e\u305f\u306f\u691c\u67fb\u6c34\u6e96\u304c\u9055\u3046 |\n| `po_not_found` | \u767a\u6ce8\u756a\u53f7\u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u30ed\u30c3\u30c8\u306e\u6570\u91cf\u304c\u767a\u6ce8\u3068\u9055\u3046 |\n| `needs_human` | `unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u5831\u544a\u66f8\u306e\u7a2e\u985e\u304c\u9055\u3046 |\n\n**`inconsistent` \u3092 `needs_decision` \u3068\u5206\u3051\u308b\u306e\u306f\u3001\u78ba\u304b\u3081\u308b\u76f8\u624b\u304c\u9055\u3046\u305f\u3081\u3067\u3059\u3002** \u524d\u8005\u306f\u691c\u54c1\u4f1a\u793e\u306b\u5831\u544a\u66f8\u306e\u8a02\u6b63\u3092\u983c\u3080\u3082\u306e\u3067\u3001\u5f8c\u8005\u306f\u81ea\u793e\u304c\u51fa\u8377\u3092\u6c7a\u3081\u308b\u3082\u306e\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u4e0d\u826f\u306e\u5185\u8a33\u3092\u53f0\u5e33\u3067\u96c6\u8a08\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `defect_lines` \u3092\u5de5\u5834\u3068\u54c1\u756a\u3054\u3068\u306b\u7a4d\u307f\u4e0a\u3052\u308b\u3068\u3001**\u540c\u3058\u5de5\u5834\u3067\u540c\u3058\u4e0d\u826f\u304c\u7d9a\u3044\u3066\u3044\u308b\u3053\u3068**\u304c\u898b\u3048\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 | \u5831\u544a\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\u3068\u3001\u4e0d\u826f\u306e\u5185\u8a33\u306e\u6574\u7406 |\n| \u767a\u6ce8\u30c7\u30fc\u30bf | \u6bce\u671d\u306e\u51fa\u529b\u306e\u8aad\u307f\u53d6\u308a | \u54c1\u756a\u30fb\u6570\u91cf\u30fb\u51fa\u8377\u4e88\u5b9a\u65e5\u30fb\u53d6\u308a\u6c7a\u3081\u305fAQL\u3092\u5f15\u304f |\n| \u691c\u54c1\u53f0\u5e33 | \u66f8\u304d\u8fbc\u307f | \u5831\u544a\u66f8\u3054\u3068\u306e1\u884c\u3068\u5370\u3001\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7 |\n\n**\u5de5\u5834\u3078\u306e\u9023\u7d61\u3068\u51fa\u8377\u306e\u8a31\u53ef\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u3092\u898b\u305f\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u3001\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u4f1d\u3048\u307e\u3059\u3002**\u51fa\u8377\u3092\u6b62\u3081\u308b\u304b\u901a\u3059\u304b\u306e\u9023\u7d61\u3092\u81ea\u52d5\u306b\u3059\u308b\u3068\u3001\u5370\u306e\u4ed8\u3051\u9593\u9055\u30441\u3064\u3067\u8239\u7a4d\u307f\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**","human_review":"**\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306b\u5165\u3063\u305f\u3082\u306e\u3067\u3059\u3002** `ok` \u306e\u5831\u544a\u66f8\u306f\u53f0\u5e33\u3067\u4ef6\u6570\u3068\u5de5\u5834\u3092\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`inconsistent` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5831\u544a\u66f8\u306e\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u958b\u304d\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u691c\u54c1\u4f1a\u793e\u306b\u8a02\u6b63\u3092\u983c\u3080\u524d\u306b\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u3067\u306a\u3044\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059**\n2. **`aql_mismatch` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u53d6\u308a\u6c7a\u3081\u3068\u9055\u3046\u57fa\u6e96\u3067\u691c\u67fb\u3055\u308c\u305f\u306a\u3089\u3001\u691c\u54c1\u4f1a\u793e\u306b\u518d\u691c\u67fb\u304b\u8aac\u660e\u3092\u6c42\u3081\u307e\u3059\n3. **`needs_decision` \u306e\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u308b** \u2026 \u5199\u771f\u3092\u958b\u304d\u3001\u624b\u76f4\u3057\u3067\u8db3\u308a\u308b\u304b\u3001\u518d\u691c\u67fb\u304c\u8981\u308b\u304b\u3001\u6761\u4ef6\u4ed8\u304d\u3067\u51fa\u8377\u3059\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\n4. **\u5224\u65ad\u3092\u53f0\u5e33\u306b\u8a18\u9332\u3059\u308b** \u2026 \u6c7a\u3081\u305f\u5185\u5bb9\u3001\u6c7a\u3081\u305f\u4eba\u3001\u7406\u7531\u3092\u6b8b\u3057\u3001\u8cfc\u8cb7\u306b\u56de\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u6025\u304c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `inconsistent` \u306e\u591a\u304f\u306f\u5831\u544a\u66f8\u306e\u8a18\u5165\u306e\u8aa4\u308a\u3067\u3059\u304c\u3001**\u5224\u5b9a\u306e\u6b04\u306e\u307b\u3046\u304c\u6b63\u3057\u304f\u3001\u8868\u306e\u6570\u5b57\u304c\u8aa4\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002** \u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u306f\u691c\u54c1\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\u307e\u3067\u5206\u304b\u308a\u307e\u305b\u3093\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**\u691c\u54c1\u4f1a\u793e\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u5831\u544a\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u767a\u6ce8\u756a\u53f7\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `po_not_found`\u3002**\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u306b\u7121\u3044\u66f8\u304d\u65b9\u306a\u3089\u4e00\u89a7\u306b\u8db3\u3059** |\n| 1\u3064\u306e\u5831\u544a\u66f8\u306b\u8907\u6570\u306e\u767a\u6ce8 | \u767a\u6ce8\u3054\u3068\u306b\u8868\u304c\u5206\u304b\u308c\u3066\u3044\u308c\u3070\u5206\u3051\u308b\u3002\u5206\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `needs_human` |\n| \u5224\u5b9a\u306e\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046 | `inconsistent`\u3002\u691c\u54c1\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b |\n| \u518d\u691c\u67fb\u306e\u5831\u544a\u66f8\u304c\u5c4a\u304f | \u540c\u3058\u767a\u6ce8\u306e\u884c\u306e\u5c65\u6b74\u306b\u8db3\u3057\u3001\u6700\u65b0\u306e\u5224\u5b9a\u3067\u5370\u3092\u4ed8\u3051\u76f4\u3059 |\n| \u30ed\u30c3\u30c8\u306e\u6570\u91cf\u304c\u767a\u6ce8\u3088\u308a\u5c11\u306a\u3044 | `po_not_found` \u3068\u3057\u3066\u4eba\u3078\u3002**\u5206\u7d0d\u304b\u3001\u691c\u67fb\u306e\u7bc4\u56f2\u306e\u8aa4\u308a\u304b\u3092\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b** |\n| \u5199\u771f\u306e\u30da\u30fc\u30b8\u3060\u3051\u3067\u8aac\u660e\u6587\u304c\u7121\u3044 | \u8aac\u660e\u306f\u7a7a\u306e\u307e\u307e\u3002\u5199\u771f\u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u4e00\u89a7\u306b\u8f09\u305b\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\n**\u4e0a\u304b\u30893\u884c\u76ee\u304c\u3001\u904b\u7528\u306e\u521d\u3081\u306b\u6700\u3082\u591a\u304f\u51fa\u307e\u3059\u3002** \u691c\u54c1\u4f1a\u793e\u306e\u66f8\u304d\u65b9\u3092\u4e00\u89a7\u306b\u8db3\u3057\u3066\u3044\u304f\u3068\u6e1b\u308a\u3001**1\u304b\u6708\u307b\u3069\u3067\u307b\u3068\u3093\u3069\u51fa\u306a\u304f\u306a\u308b**\u60f3\u5b9a\u3067\u3059\u3002","log_storage":"- \u5143\u306e\u5831\u544a\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u691c\u54c1\u4f1a\u793e\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\n- Claude API \u304c\u8fd4\u3057\u305fJSON\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u767a\u6ce8\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6c7a\u3081\u305fAQL\u3068\u6570\u91cf**\n- **\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u306e\u8a18\u9332** \u2026 \u51fa\u8377\u30fb\u624b\u76f4\u3057\u30fb\u518d\u691c\u67fb\u30fb\u6761\u4ef6\u4ed8\u304d\u51fa\u8377\u306e\u3069\u308c\u304b\u3001\u6c7a\u3081\u305f\u4eba\u3001\u7406\u7531\n- \u691c\u54c1\u4f1a\u793e\u306b\u8a02\u6b63\u3092\u983c\u3093\u3060\u8a18\u9332\u3068\u3001\u8a02\u6b63\u3055\u308c\u305f\u5831\u544a\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u5224\u65ad\u306e\u8a18\u9332\u306f\u3001\u5de5\u5834\u3054\u3068\u306e\u54c1\u8cea\u306e\u50be\u5411\u3092\u898b\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u518d\u691c\u67fb\u3084\u624b\u76f4\u3057\u306e\u591a\u3044\u5de5\u5834\u3068\u4e0d\u826f\u306e\u7a2e\u985e\u3092\u4e26\u3079\u308b\u3068\u3001**\u6b21\u306e\u767a\u6ce8\u3067\u691c\u67fb\u306e\u6c34\u6e96\u3092\u4e0a\u3052\u308b\u3079\u304d\u5de5\u5834\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":90,"assumption_workdays":20,"volume_month":90,"before_minutes_per_case":40,"after_minutes_per_case":12,"hourly_cost":3000,"before_hours_month":60,"after_hours_month":18,"saved_hours_month":42,"reduction_rate":70,"saved_hours_year":504,"annual_cost_effect":1512000,"summary":"\u6d77\u5916\u306e\u691c\u54c1\u4f1a\u793e\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u51fa\u8377\u524d\u691c\u67fb\u5831\u544a\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u5224\u5b9a\u30fbAQL\u30fb\u4e0d\u826f\u306e\u5185\u8a33\u30fb\u6307\u6458\u5199\u771f\u306e\u8aac\u660e\u3092\u767a\u6ce8\u3054\u3068\u306e\u691c\u54c1\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u51fa\u8377\u53ef\u5426\u306e\u5224\u65ad\u304c\u8981\u308b\u3082\u306e\u3060\u3051\u3092\u54c1\u8cea\u7ba1\u7406\u3078\u56de\u3057\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u5831\u544a\u66f8\u306ePDF\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\n2. 1\u30da\u30fc\u30b8\u76ee\u3067\u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u5224\u5b9a\u3092\u8aad\u307f\u3001\u691c\u54c1\u53f0\u5e33\u306e\u8a72\u5f53\u306e\u884c\u3092\u63a2\u3059\n3. AQL\u3068\u629c\u53d6\u6570\u3001\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u306e\u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u3092\u8aad\u307f\u3001\u53f0\u5e33\u306b\u5199\u3059\n4. \u767a\u6ce8\u30c7\u30fc\u30bf\u3067\u53d6\u308a\u6c7a\u3081\u305fAQL\u3068\u898b\u6bd4\u3079\u308b\n5. \u4e0d\u826f\u306e\u4e00\u89a7\u3068\u5199\u771f\u306e\u8aac\u660e\u3092\u8aad\u307f\u3001\u4e3b\u306a\u4e0d\u826f\u306e\u5185\u5bb9\u3092\u53f0\u5e33\u306b\u4e00\u8a00\u3067\u66f8\u304f\n6. \u5224\u5b9a\u304c `FAIL` \u304b `PENDING` \u306e\u3082\u306e\u3001\u6c17\u306b\u306a\u308b\u6307\u6458\u304c\u3042\u308b\u3082\u306e\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u8005\u306b\u30e1\u30fc\u30eb\u3067\u56de\u3059\n7. \u5224\u65ad\u306e\u7d50\u679c\u3092\u8cfc\u8cb7\u306b\u4f1d\u3048\u3001\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u51fa\u8377\u304b\u624b\u76f4\u3057\u304b\u3092\u9023\u7d61\u3059\u308b\n\n**\uff08a\uff09\u5199\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** 1\u4ef6\u3067\u5199\u3059\u9805\u76ee\u306f15\u301c25\u3042\u308a\u3001**\u4e0d\u826f\u306e\u4e00\u89a7\u3092\u8aad\u3093\u3067\u4e00\u8a00\u306b\u307e\u3068\u3081\u308b5\u756a\u76ee\u304c\u4e00\u756a\u91cd\u3044\u4f5c\u696d\u3067\u3059\u3002**\n\n**\uff08b\uff09\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u3092\u898b\u843d\u3068\u3059\u3002** 3\u756a\u76ee\u3067\u6570\u5b57\u3092\u5199\u3057\u3066\u3082\u3001**\u5224\u5b9a\u3068\u6570\u5b57\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u6bd4\u3079\u308b\u3053\u3068\u307e\u3067\u306f\u3057\u3066\u3044\u307e\u305b\u3093\u3002** \u5224\u5b9a\u306e\u6b04\u3092\u4fe1\u3058\u3066\u53f0\u5e33\u306b `PASS` \u3068\u66f8\u304d\u307e\u3059\u3002\n\n**\uff08c\uff09\u53d6\u308a\u6c7a\u3081\u306eAQL\u3068\u306e\u7167\u5408\u304c\u629c\u3051\u308b\u3002** 4\u756a\u76ee\u306f\u767a\u6ce8\u30c7\u30fc\u30bf\u3092\u5225\u306b\u958b\u304f\u5fc5\u8981\u304c\u3042\u308a\u3001**\u6025\u3044\u3067\u3044\u308b\u65e5\u307b\u3069\u7701\u304b\u308c\u307e\u3059\u3002**\n\n**\uff08d\uff09\u4fdd\u7559\u304c\u653e\u7f6e\u3055\u308c\u308b\u3002** `PENDING` \u306e\u5831\u544a\u66f8\u306f\u300c\u5224\u65ad\u304c\u8981\u308b\u300d\u306e\u3067\u3059\u304c\u3001**\u8ab0\u306b\u56de\u3059\u304b\u306e\u6c7a\u307e\u308a\u304c\u7121\u304f\u3001** \u51fa\u8377\u4e88\u5b9a\u65e5\u306e\u524d\u65e5\u306b\u8cfc\u8cb7\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u304c\u6765\u3066\u6c17\u3065\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","before_flow_steps":["\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u5831\u544a\u66f8\u306ePDF\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f","1\u30da\u30fc\u30b8\u76ee\u3067\u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u5224\u5b9a\u3092\u8aad\u307f\u3001\u691c\u54c1\u53f0\u5e33\u306e\u8a72\u5f53\u306e\u884c\u3092\u63a2\u3059","AQL\u3068\u629c\u53d6\u6570\u3001\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u306e\u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u3092\u8aad\u307f\u3001\u53f0\u5e33\u306b\u5199\u3059","\u767a\u6ce8\u30c7\u30fc\u30bf\u3067\u53d6\u308a\u6c7a\u3081\u305fAQL\u3068\u898b\u6bd4\u3079\u308b","\u4e0d\u826f\u306e\u4e00\u89a7\u3068\u5199\u771f\u306e\u8aac\u660e\u3092\u8aad\u307f\u3001\u4e3b\u306a\u4e0d\u826f\u306e\u5185\u5bb9\u3092\u53f0\u5e33\u306b\u4e00\u8a00\u3067\u66f8\u304f","\u5224\u5b9a\u304c `FAIL` \u304b `PENDING` \u306e\u3082\u306e\u3001\u6c17\u306b\u306a\u308b\u6307\u6458\u304c\u3042\u308b\u3082\u306e\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u8005\u306b\u30e1\u30fc\u30eb\u3067\u56de\u3059","\u5224\u65ad\u306e\u7d50\u679c\u3092\u8cfc\u8cb7\u306b\u4f1d\u3048\u3001\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u51fa\u8377\u304b\u624b\u76f4\u3057\u304b\u3092\u9023\u7d61\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u5831\u544a\u66f8\u306ePDF\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u8868\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u767a\u6ce8\u756a\u53f7\u30fb\u5224\u5b9a\u30fbAQL\u30fb\u629c\u53d6\u6570\u30fb\u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u30fb\u4e0d\u826f\u306e\u5185\u8a33\u30fb\u5199\u771f\u306e\u8aac\u660e\u3092\u3001\u539f\u6587\u306e\u307e\u307e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u3001AQL\u306e\u53d6\u308a\u6c7a\u3081\u3068\u306e\u9055\u3044\u3001\u6570\u91cf\u306e\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u691c\u54c1\u53f0\u5e33\u306b1\u884c\u3092\u66f8\u304d\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3092\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b\n7. **\u3010\u4eba\u3011** \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5224\u65ad\u5f85\u3061\u306e\u5831\u544a\u66f8\u3092\u958b\u304d\u3001\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u3066\u51fa\u8377\u304b\u624b\u76f4\u3057\u304b\u518d\u691c\u67fb\u304b\u3092\u6c7a\u3081\u308b\n8. **\u3010\u4eba\u3011** \u8cfc\u8cb7\u306e\u62c5\u5f53\u8005\u304c\u3001\u6c7a\u307e\u3063\u305f\u5185\u5bb9\u3092\u5de5\u5834\u306b\u4f1d\u3048\u308b\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f90\u4ef6\u3092\u3059\u3079\u3066\u958b\u304f\u306e\u3067\u306f\u306a\u304f\u3001**\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306b\u5165\u3063\u305f\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u307e\u3059\u3002** \u5370\u306e\u7121\u3044 `PASS` \u306e\u5831\u544a\u66f8\u306f\u53f0\u5e33\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**5\u756a\u76ee\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u306e\u6bd4\u8f03\u3001\u53d6\u308a\u6c7a\u3081\u306eAQL\u3068\u306e\u7167\u5408\u3001\u6570\u91cf\u306e\u6bd4\u8f03\u3002**\u3069\u308c\u3082\u6570\u5b57\u3067\u6c7a\u307e\u308b\u51e6\u7406\u3067\u3001\u751f\u6210AI\u306b\u306f\u5831\u544a\u66f8\u304b\u3089\u5024\u3092\u5199\u3059\u3068\u3053\u308d\u307e\u3067\u3092\u3055\u305b\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u5831\u544a\u66f8\u306ePDF\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u3001\u8868\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u767a\u6ce8\u756a\u53f7\u30fb\u5224\u5b9a\u30fbAQL\u30fb\u629c\u53d6\u6570\u30fb\u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u30fb\u4e0d\u826f\u306e\u5185\u8a33\u30fb\u5199\u771f\u306e\u8aac\u660e\u3092\u3001\u539f\u6587\u306e\u307e\u307e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u3001AQL\u306e\u53d6\u308a\u6c7a\u3081\u3068\u306e\u9055\u3044\u3001\u6570\u91cf\u306e\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u691c\u54c1\u53f0\u5e33\u306b1\u884c\u3092\u66f8\u304d\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3092\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u3001\u5224\u65ad\u5f85\u3061\u306e\u5831\u544a\u66f8\u3092\u958b\u304d\u3001\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u3066\u51fa\u8377\u304b\u624b\u76f4\u3057\u304b\u518d\u691c\u67fb\u304b\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u8cfc\u8cb7\u306e\u62c5\u5f53\u8005\u304c\u3001\u6c7a\u307e\u3063\u305f\u5185\u5bb9\u3092\u5de5\u5834\u306b\u4f1d\u3048\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u51fa\u8377\u524d\u691c\u67fb\u5831\u544a\u66f8\uff08PDF\u3002\u691c\u54c1\u4f1a\u793e3\u793e\u304b\u3089\u306e\u30e1\u30fc\u30eb\u6dfb\u4ed8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aLAYOUT\uff0fTABLES\uff0fFORMS\uff09\n   \u2502   \u5168\u6587\u3001\u898b\u51fa\u3057\u3001\u8868\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\u3001\u5199\u771f\u306e\u4f4d\u7f6e\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u5831\u544a\u66f8\u306e\u9805\u76ee\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3059\n   \u2502   \u2460 \u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u6570\u91cf  \u2461 \u5224\u5b9a  \u2462 AQL\u3068\u629c\u53d6\u6570\n   \u2502   \u2463 \u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570  \u2464 \u4e0d\u826f\u306e\u5185\u8a33  \u2465 \u5199\u771f\u306e\u8aac\u660e\u6587\n   \u25bc\nPython \u2500\u2500 \u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u306e\u7167\u5408\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u3001AQL\u306e\u53d6\u308a\u6c7a\u3081\u3068\u306e\u7167\u5408\n   \u25bc\n\u691c\u54c1\u53f0\u5e33\uff08ok \uff0f needs_decision \uff0f inconsistent \uff0f aql_mismatch \uff0f po_not_found \uff0f needs_human\uff09\n   \u25bc\n\u3010\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u5224\u65ad\u5f85\u3061\u306e\u5831\u544a\u66f8\u3092\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u8cfc\u8cb7\u304c\u5de5\u5834\u3078\u51fa\u8377\u30fb\u624b\u76f4\u3057\u30fb\u518d\u691c\u67fb\u3092\u9023\u7d61\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\u5831\u544a\u66f8\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057\u3068\u3001\u4e0d\u826f\u306e\u5185\u8a33\u306e\u6574\u7406\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u306e\u7167\u5408\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u306e\u691c\u51fa\uff09 | \u691c\u54c1\u53f0\u5e33\u306e\u95a2\u6570 |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u5831\u544a\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**\u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u691c\u54c1\u53f0\u5e33\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u53d6\u308a\u6c7a\u3081\u305fAQL\uff08\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\uff09\u3068\u691c\u67fb\u6c34\u6e96\u306e\u5217\u3092\u6301\u305f\u305b\u308b\u3053\u3068**\u3068\u3001**\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306e\u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3092\u4f5c\u308b\u3053\u3068**\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u5831\u544a\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** \u691c\u54c1\u54e1\u304c\u73fe\u5730\u3067\u66f8\u304d\u8fbc\u3080\u624b\u66f8\u304d\u306e\u30e1\u30e2\u306f\u3001\u82f1\u8a9e\u3067\u3042\u308c\u3070\u8aad\u3081\u307e\u3059\u3002\u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051\u304c\u5bfe\u8c61\u3067\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u30c1\u30a7\u30c3\u30af\u6b04\uff08`SELECTION_ELEMENT`\uff09\u3068\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u56f3\uff08`LAYOUT_FIGURE`\uff09\u3067\u3059\u3002** \u5224\u5b9a\u304c `PASS`\uff0f`FAIL`\uff0f`PENDING` \u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3067\u793a\u3055\u308c\u308b\u5831\u544a\u66f8\u3067\u306f\u3001**\u3069\u306e\u6b04\u306b\u5370\u304c\u3042\u308b\u304b\u304c `SELECTED`\uff0f`NOT_SELECTED` \u3067\u8fd4\u308a\u307e\u3059\u3002** \u56f3\u306f\u5199\u771f\u306e\u4f4d\u7f6e\u3092\u793a\u3059\u306e\u3067\u3001**\u305d\u306e\u8fd1\u304f\u306e\u672c\u6587\u3092\u5199\u771f\u306e\u8aac\u660e\u6587\u3068\u3057\u3066\u62fe\u3048\u307e\u3059\u3002** \u5199\u771f\u305d\u306e\u3082\u306e\u306e\u4e2d\u8eab\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u8aad\u307f\u307e\u305b\u3093\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u5831\u544a\u66f8\u304c\u5c4a\u3044\u305f\u3068\u304d\u3068\u3001\u6bce\u671d\u306e\u5b9a\u6642\u3067\u3059\u3002**\n\n1\u3064\u76ee\u306f\u3001**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u5831\u544a\u66f8\u306ePDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068**\u3067\u3059\u3002\u5171\u6709\u53d7\u4fe1\u7bb1\u306e\u30eb\u30fc\u30eb\u3067\u3001\u691c\u54c1\u4f1a\u793e3\u793e\u306e\u9001\u308a\u5143\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092S3\u3078\u8ee2\u9001\u3057\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u304b\u3089\u53f0\u5e33\u3078\u306e\u8a18\u9332\u307e\u3067\u3092\u6e08\u307e\u305b\u307e\u3059\u3002**\u5c4a\u3044\u305f\u6642\u70b9\u3067\u8aad\u3080\u306e\u3067\u3001\u51fa\u8377\u4e88\u5b9a\u65e5\u307e\u3067\u306e\u6b8b\u308a\u306e\u65e5\u6570\u3092\u6700\u5927\u9650\u306b\u4f7f\u3048\u307e\u3059\u3002**\n\n2\u3064\u76ee\u306f\u3001**\u6bce\u671d9\u6642\u306e\u5b9a\u6642**\u3067\u3059\u3002\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306e\u3046\u3061\u3001\u51fa\u8377\u4e88\u5b9a\u65e5\u307e\u30673\u65e5\u3092\u5207\u3063\u305f\u3082\u306e\u3001\u5224\u65ad\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3001\u518d\u691c\u67fb\u306e\u5831\u544a\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u3082\u306e\u3092\u4e26\u3079\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u8005\u3068\u8cfc\u8cb7\u306e\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002**\u4fdd\u7559\u306e\u5831\u544a\u66f8\u304c\u653e\u7f6e\u3055\u308c\u306a\u3044\u3088\u3046\u306b\u3001\u671f\u65e5\u306e\u7ba1\u7406\u3092\u4e00\u89a7\u306e\u5074\u306b\u7f6e\u304d\u307e\u3059\u3002**\n\n**\u518d\u691c\u67fb\u306e\u5831\u544a\u66f8\u3082\u540c\u3058\u7d4c\u8def\u3067\u5165\u308c\u307e\u3059\u3002** \u767a\u6ce8\u756a\u53f7\u304c\u540c\u3058\u3082\u306e\u306f\u3001\u53f0\u5e33\u306e\u540c\u3058\u884c\u306e\u5c65\u6b74\u306b\u8db3\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u51fa\u8377\u524d\u691c\u67fb\u5831\u544a\u66f8 | PDF\u3002\u767a\u6ce8\u756a\u53f7\u3001\u54c1\u756a\u3001\u30ed\u30c3\u30c8\u306e\u6570\u91cf\u3001\u5224\u5b9a\u3001AQL\u3068\u691c\u67fb\u6c34\u6e96\u3001\u629c\u53d6\u6570\u3001\u4e0d\u826f\u306e\u4e00\u89a7\u3068\u6570\u3001\u8a31\u5bb9\u6570\u3001\u5bf8\u6cd5\u306e\u6e2c\u5b9a\u3001\u68b1\u5305\u30fb\u8868\u793a\u306e\u78ba\u8a8d\u3001\u5199\u771f\u3068\u8aac\u660e\u6587 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u8981\u7d20\u3001\u8868\u3068\u30bb\u30eb\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6\u3068\u3001\u624b\u66f8\u304d\u304b\u5370\u5b57\u304b\u306e\u533a\u5225** | AWS Textract |\n| \u767a\u6ce8\u30c7\u30fc\u30bf | \u767a\u6ce8\u756a\u53f7\u3001\u54c1\u756a\u3001\u6570\u91cf\u3001\u51fa\u8377\u4e88\u5b9a\u65e5\u3001\u53d6\u308a\u6c7a\u3081\u305fAQL\uff08\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\uff09\u3068\u691c\u67fb\u6c34\u6e96\u3001\u5de5\u5834 | \u767a\u6ce8\u30c7\u30fc\u30bf\u306e\u51fa\u529b |\n| \u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7 | \u691c\u54c1\u4f1a\u793e\u3054\u3068\u306e\u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\uff08\u63a5\u982d\u306e\u6587\u5b57\u3001\u533a\u5207\u308a\u3001\u679d\u756a\uff09 | \u8cfc\u8cb7\u90e8\u3067\u4f5c\u308b\u4e00\u89a7 |\n| \u691c\u54c1\u53f0\u5e33 | \u3053\u308c\u307e\u3067\u306e\u691c\u67fb\u306e\u7d50\u679c\u3001\u518d\u691c\u67fb\u306e\u5c65\u6b74\u3001\u5224\u65ad\u306e\u8a18\u9332 | \u691c\u54c1\u53f0\u5e33 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u767a\u6ce8\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6c7a\u3081\u305fAQL\u306e\u5217\u3067\u3059\u3002** \u3053\u308c\u304c\u7121\u3044\u3068\u3001\u5831\u544a\u66f8\u306eAQL\u304c\u6b63\u3057\u3044\u304b\u3092\u7167\u3089\u3059\u5148\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u4eca\u306f\u53d6\u308a\u6c7a\u3081\u304c\u54c1\u8cea\u5354\u5b9a\u306e\u6587\u66f8\u306e\u4e2d\u306b\u3057\u304b\u7121\u304f\u3001\u767a\u6ce8\u3054\u3068\u306b\u5f15\u3051\u308b\u5f62\u306b\u306a\u3063\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u306f\u3001\u53f0\u5e33\u306e\u884c\u3092\u63a2\u3059\u305f\u3081\u306b\u6301\u3061\u307e\u3059\u3002** `PO-26-0412`\u3001`260412`\u3001`PO#0412-A` \u306e\u3088\u3046\u306b\u3001\u540c\u3058\u767a\u6ce8\u3067\u3082\u691c\u54c1\u4f1a\u793e\u306b\u3088\u3063\u3066\u66f8\u304d\u65b9\u304c\u9055\u3044\u307e\u3059\u3002**\u3053\u3053\u3067\u884c\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u3001\u305d\u308c\u4ee5\u964d\u306e\u7167\u5408\u304c\u3059\u3079\u3066\u6b62\u307e\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` | `LAYOUT`\u3001`TABLES`\u3001`FORMS` | \u898b\u51fa\u3057\u3068\u5199\u771f\u306e\u4f4d\u7f6e\u3001\u4e0d\u826f\u306e\u8868\u3001\u5224\u5b9a\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3068\u30ad\u30fc\u3068\u5024 |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u5831\u544a\u66f8\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u691c\u54c1\u4f1a\u793e\u306e\u533a\u5206 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u3001\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3092\u5f15\u304f |\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3001\u5831\u544a\u66f8\u306f10\u30da\u30fc\u30b8\u3092\u8d85\u3048\u308b\u306e\u3067\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002** `JobId` \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u305f\u3081\u3001\u53d6\u3063\u305f\u7d50\u679c\u306f\u305d\u306e\u5834\u3067S3\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u30d6\u30ed\u30c3\u30af | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u5224\u5b9a\u306e\u30c1\u30a7\u30c3\u30af\u6b04 | `SELECTION_ELEMENT`\uff08`SELECTED`\uff0f`NOT_SELECTED`\uff09 | \u3069\u306e\u5224\u5b9a\u306b\u5370\u304c\u3042\u308b\u304b |\n| \u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u6570\u91cf | `KEY_VALUE_SET` | \u53f0\u5e33\u306e\u884c\u3092\u63a2\u3059 |\n| AQL\u3068\u4e0d\u826f\u306e\u6570\u306e\u8868 | `TABLE`\u3001`CELL`\u3001\u5217\u306e\u898b\u51fa\u3057 | \u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306e\u6570\u3068\u8a31\u5bb9\u6570 |\n| \u5199\u771f\u306e\u4f4d\u7f6e\u3068\u8aac\u660e\u6587 | `LAYOUT_FIGURE` \u3068\u305d\u306e\u8fd1\u304f\u306e `LAYOUT_TEXT` | \u6307\u6458\u306e\u8aac\u660e\u3092\u5199\u3059 |\n| \u624b\u66f8\u304d\u306e\u30e1\u30e2 | `TextType` \u304c `HANDWRITING` \u306e\u884c | \u691c\u54c1\u54e1\u306e\u66f8\u304d\u8fbc\u307f\u3092\u5225\u306b\u8a18\u9332\u3059\u308b |\n\n**\u624b\u66f8\u304d\u306e\u884c\u3092\u5206\u3051\u3066\u8a18\u9332\u3059\u308b\u306e\u306f\u3001\u305d\u3053\u306b\u5224\u65ad\u306e\u6750\u6599\u304c\u3042\u308b\u3053\u3068\u304c\u591a\u3044\u305f\u3081\u3067\u3059\u3002** \u5370\u5b57\u306e\u5224\u5b9a\u306e\u3042\u3068\u306b\u3001\u691c\u54c1\u54e1\u304c\u300c\u5de5\u5834\u304c\u624b\u76f4\u3057\u3092\u7d04\u675f\u300d\u306e\u3088\u3046\u306a\u66f8\u304d\u8fbc\u307f\u3092\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u4e0d\u826f\u306e\u8868\u306f\u3001\u5217\u306e\u898b\u51fa\u3057\u3067\u610f\u5473\u3092\u6c7a\u3081\u307e\u3059\u3002** `Found`\u3001`Allowed`\u3001`Ac`\u3001`Re` \u306e\u898b\u51fa\u3057\u304c\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306b\u9055\u3046\u8a00\u3044\u65b9\u3067\u4e26\u3076\u306e\u3067\u3001**\u5217\u306e\u898b\u51fa\u3057\u306e\u8a00\u3044\u65b9\u306e\u4e00\u89a7\u3092\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306b\u6301\u3061\u3001\u30bb\u30eb\u306e `ColumnIndex` \u3068\u7d50\u3073\u4ed8\u3051\u307e\u3059\u3002** \u898b\u51fa\u3057\u304c\u4e00\u89a7\u306b\u7121\u3044\u8868\u306f\u3001\u5217\u306e\u610f\u5473\u3092\u6c7a\u3081\u305a\u306b `ambiguous` \u3068\u3057\u3066\u4eba\u306b\u56de\u3057\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u691c\u54c1\u4f1a\u793e\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002\u5199\u771f\u306e\u591a\u3044\u5831\u544a\u66f8\u306f\u5927\u304d\u304f\u306a\u308b\u306e\u3067\u3001\u30b5\u30a4\u30ba\u3092\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\n4. **\u5831\u544a\u66f8\u306e\u7a2e\u985e\u306e\u78ba\u8a8d** \u2026 1\u30da\u30fc\u30b8\u76ee\u306e\u984c\u540d\u304b\u3089\u3001\u51fa\u8377\u524d\u691c\u67fb\u304b\u3001\u751f\u7523\u4e2d\u306e\u691c\u67fb\u304b\u3001\u518d\u691c\u67fb\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002**\u51fa\u8377\u524d\u691c\u67fb\u3068\u518d\u691c\u67fb\u4ee5\u5916\u306f\u3001\u3053\u306e\u6d41\u308c\u306b\u4e57\u305b\u305a\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n5. **\u767a\u6ce8\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3067\u3001\u5831\u544a\u66f8\u306e\u767a\u6ce8\u756a\u53f7\u3092\u81ea\u793e\u306e\u66f8\u304d\u65b9\u306b\u76f4\u3057\u307e\u3059\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u5831\u544a\u66f8\u306e\u9805\u76ee\u3092\u539f\u6587\u306e\u307e\u307e\u5199\u3057\u3001\u4e0d\u826f\u306e\u5185\u8a33\u3092\u7a2e\u985e\u3054\u3068\u306b\u4e26\u3079\u76f4\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u3001\u51fa\u8377\u3067\u304d\u308b\u304b\u306e\u5224\u65ad\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| \u767a\u6ce8\u756a\u53f7\u30fb\u54c1\u756a\u30fb\u30ed\u30c3\u30c8\u306e\u6570\u91cf | \u539f\u6587\u306e\u307e\u307e | \u8907\u6570\u306e\u767a\u6ce8\u756a\u53f7\u304c\u4e26\u3079\u3070 `ambiguous` |\n| \u5224\u5b9a | \u6587\u5b57\u306e\u5224\u5b9a\u3068\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u5370\u306e\u4e21\u65b9\u3092\u8a18\u9332 | \u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3048\u3070 `ambiguous` |\n| AQL\u3068\u691c\u67fb\u6c34\u6e96 | \u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306b\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a |\n| \u629c\u53d6\u6570 | \u539f\u6587\u306e\u6570\u5b57 | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570 | \u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306b\u3001\u898b\u3064\u304b\u3063\u305f\u6570\u3068\u8a31\u5bb9\u6570\uff08Ac\uff09\u30fb\u4e0d\u5408\u683c\u306e\u6570\uff08Re\uff09 | \u8868\u306e\u5217\u306e\u610f\u5473\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u4e0d\u826f\u306e\u5185\u8a33 | \u4e0d\u826f\u306e\u540d\u79f0\u3001\u533a\u5206\u3001\u6570\u30921\u884c\u305a\u3064 | \u533a\u5206\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u533a\u5206\u3092\u7a7a\u306e\u307e\u307e |\n| \u5199\u771f\u306e\u8aac\u660e\u6587 | \u5199\u771f\u3054\u3068\u306e\u8aac\u660e\u3092\u539f\u6587\u306e\u307e\u307e\u3001\u77ed\u304f | \u8aac\u660e\u304c\u7121\u3051\u308c\u3070\u7a7a |\n| \u691c\u54c1\u54e1\u306e\u66f8\u304d\u8fbc\u307f | \u624b\u66f8\u304d\u306e\u884c\u3092\u539f\u6587\u306e\u307e\u307e | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n\n**\u5224\u5b9a\u3092\u6587\u5b57\u3068\u5370\u306e\u4e21\u65b9\u3067\u8a18\u9332\u3059\u308b\u306e\u306f\u3001\u66f8\u5f0f\u306b\u3088\u3063\u3066\u7247\u65b9\u3057\u304b\u6b63\u3057\u304f\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u30c1\u30a7\u30c3\u30af\u6b04\u306e\u6a2a\u306b `PASS` \u3068\u5370\u5b57\u3055\u308c\u3066\u3044\u3066\u3082\u3001\u5370\u306f `FAIL` \u306e\u6b04\u306b\u4ed8\u3044\u3066\u3044\u308b\u3001\u3068\u3044\u3046\u5831\u544a\u66f8\u304c\u3042\u308a\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u51fa\u8377\u3092\u8a31\u53ef\u3059\u308b\u304b\u306e\u5224\u65ad | \u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u3066\u6c7a\u3081\u308b |\n| \u5224\u5b9a\u3068\u6570\u5b57\u306e\u7167\u5408 | Python \u304c\u6570\u5b57\u3067\u884c\u3046 |\n| \u8a31\u5bb9\u6570\u306e\u8a08\u7b97 | \u629c\u53d6\u8868\u304b\u3089\u5f15\u304d\u76f4\u3055\u306a\u3044\u3002\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092\u5199\u3059\u3060\u3051 |\n| \u4e0d\u826f\u306e\u533a\u5206\u306e\u4ed8\u3051\u76f4\u3057 | \u691c\u54c1\u4f1a\u793e\u304c\u4ed8\u3051\u305f\u533a\u5206\u3092\u5199\u3059\u3002\u8efd\u5fae\u3092\u4e3b\u8981\u306b\u76f4\u3057\u305f\u308a\u3057\u306a\u3044 |\n| \u5199\u771f\u306e\u4e2d\u8eab\u306e\u8a55\u4fa1 | \u8aac\u660e\u6587\u3060\u3051\u3092\u5199\u3059\u3002\u753b\u50cf\u306f\u4eba\u304c\u898b\u308b |\n\n**3\u884c\u76ee\u3092\u660e\u8a18\u3059\u308b\u306e\u306f\u3001\u8a08\u7b97\u3055\u305b\u308b\u3068\u5f15\u304d\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u629c\u53d6\u6570\u3068AQL\u3092\u898b\u3066\u3001\u8a31\u5bb9\u6570\u3092\u4e00\u822c\u7684\u306a\u629c\u53d6\u8868\u304b\u3089\u6c42\u3081\u3088\u3046\u3068\u3057\u3001**\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u5024\u3068\u9055\u3046\u6570\u3092\u8fd4\u3057\u307e\u3059\u3002** \u6b63\u3057\u3044\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u5831\u544a\u66f8\u306b\u4f55\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\u3092\u6b8b\u3059\u306e\u304c\u76ee\u7684\u3067\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\u751f\u6d3b\u96d1\u8ca8\u306e\u5546\u793e\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u6d77\u5916\u306e\u691c\u54c1\u4f1a\u793e\u304b\u3089\u5c4a\u3044\u305f\n\u82f1\u6587\u306e\u51fa\u8377\u524d\u691c\u67fb\u5831\u544a\u66f8\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\npo_number_raw\u3001item_number_raw\u3001lot_quantity_raw\u3001\nverdict_text_raw\u3001verdict_checkbox\uff08\u3069\u306e\u6b04\u306b\u5370\u304c\u3042\u308b\u304b\uff09\u3001\naql_raw\uff08critical\uff0fmajor\uff0fminor\uff09\u3001inspection_level_raw\u3001sample_size_raw\u3001\ndefects_found\uff08critical\uff0fmajor\uff0fminor\uff09\u3001accept_raw\uff08Ac\uff09\u3001reject_raw\uff08Re\uff09\u3001\ndefect_lines\uff08\u540d\u79f0\u3001\u533a\u5206\u3001\u6570\uff09\u3001photo_captions\u3001handwritten_notes\u3001\n\u5404\u9805\u76ee\u306e status \u3068\u30da\u30fc\u30b8\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ........... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing ...... \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ... \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous .... \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5224\u5b9a\u306f\u3001\u5370\u5b57\u3055\u308c\u305f\u6587\u5b57\u3068\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u5370\u306e\u4e21\u65b9\u3092\u5225\u3005\u306b\u8a18\u9332\u3057\u3066\n  \u304f\u3060\u3055\u3044\u3002\u3069\u3061\u3089\u304b\u306b\u5408\u308f\u305b\u3066\u66f8\u304d\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a31\u5bb9\u6570\uff08Ac\uff09\u3068\u4e0d\u5408\u683c\u306e\u6570\uff08Re\uff09\u306f\u3001\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u6570\u3060\u3051\u3092\n  \u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u629c\u53d6\u6570\u3084 AQL \u304b\u3089\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e0d\u826f\u306e\u533a\u5206\uff08critical\uff0fmajor\uff0fminor\uff09\u306f\u3001\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u91cd\u3055\u3092\u5224\u65ad\u3057\u3066\u4ed8\u3051\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5199\u771f\u306e\u8aac\u660e\u6587\u306f\u66f8\u304b\u308c\u305f\u6587\u3092\u305d\u306e\u307e\u307e\u77ed\u304f\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5199\u771f\u306b\u4f55\u304c\u5199\u3063\u3066\u3044\u308b\u304b\u3092\u63a8\u6e2c\u3057\u3066\u66f8\u304d\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u624b\u66f8\u304d\u306e\u66f8\u304d\u8fbc\u307f\u306f handwritten_notes \u306b\u5206\u3051\u3066\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u8377\u3057\u3066\u3088\u3044\u304b\u3001\u518d\u691c\u67fb\u304c\u8981\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u8377\u524d\u691c\u67fb\u306e\u5831\u544a\u66f8\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_layout_tables_forms}\n\u3010\u691c\u54c1\u4f1a\u793e\u306e\u533a\u5206\u3011{inspector_company}\n```\n\n**\u300c\u3069\u3061\u3089\u304b\u306b\u5408\u308f\u305b\u3066\u66f8\u304d\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5408\u308f\u305b\u307e\u3059\u3002** \u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046\u3068\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u307b\u3046\u306b\u5bc4\u305b\u30661\u3064\u306e\u5224\u5b9a\u3092\u8fd4\u3057\u3001**\u98df\u3044\u9055\u3044\u304c\u3042\u3063\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"document_type\": \"pre_shipment_inspection\",\n  \"po_number_raw\": \"PO#0412-A\",\n  \"item_number_raw\": \"HW-2207\",\n  \"lot_quantity_raw\": \"3,600 pcs\",\n  \"verdict_text_raw\": \"PASS\",\n  \"verdict_checkbox\": \"FAIL\",\n  \"aql_raw\": { \"critical\": \"0\", \"major\": \"2.5\", \"minor\": \"4.0\" },\n  \"sample_size_raw\": \"200\",\n  \"defects_found\": { \"critical\": 0, \"major\": 11, \"minor\": 6 },\n  \"accept_raw\": { \"critical\": \"0\", \"major\": \"10\", \"minor\": \"14\" },\n  \"defect_lines\": [\n    { \"name_raw\": \"Loose stitching\", \"class_raw\": \"major\", \"count\": 7 }\n  ],\n  \"photo_captions\": [\"Loose stitching at handle seam\"],\n  \"handwritten_notes\": [],\n  \"items\": [\n    { \"item\": \"verdict\", \"status\": \"ambiguous\", \"confidence\": 0, \"page\": 1 }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3068\u56de\u4ed8\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u3092\u5f15\u304d\u3001\u6570\u5b57\u3092\u6bd4\u3079\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u5224\u5b9a\u304c `PASS` \u3067\u3001\u6587\u5b57\u3068\u5370\u304c\u4e00\u81f4\u3057\u3001\u4e0d\u826f\u306e\u6570\u304c\u3059\u3079\u3066\u8a31\u5bb9\u6570\u4ee5\u4e0b\u3067\u3001AQL\u3068\u6570\u91cf\u304c\u53d6\u308a\u6c7a\u3081\u3069\u304a\u308a |\n| `needs_decision` | \u5224\u5b9a\u304c `FAIL` \u304b `PENDING` |\n| `inconsistent` | \u5224\u5b9a\u304c `PASS` \u306a\u306e\u306b\u4e0d\u826f\u306e\u6570\u304c\u8a31\u5bb9\u6570\u3092\u8d85\u3048\u308b\u3001\u307e\u305f\u306f\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046 |\n| `aql_mismatch` | \u5831\u544a\u66f8\u306eAQL\u304c\u53d6\u308a\u6c7a\u3081\u3088\u308a\u7de9\u3044\u3001\u307e\u305f\u306f\u691c\u67fb\u6c34\u6e96\u304c\u9055\u3046 |\n| `po_not_found` | \u767a\u6ce8\u756a\u53f7\u304c\u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u307e\u305f\u306f\u30ed\u30c3\u30c8\u306e\u6570\u91cf\u304c\u767a\u6ce8\u3068\u9055\u3046 |\n| `needs_human` | `unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u307e\u305f\u306f\u5831\u544a\u66f8\u306e\u7a2e\u985e\u304c\u9055\u3046 |\n\n**`inconsistent` \u3092 `needs_decision` \u3068\u5206\u3051\u308b\u306e\u306f\u3001\u78ba\u304b\u3081\u308b\u76f8\u624b\u304c\u9055\u3046\u305f\u3081\u3067\u3059\u3002** \u524d\u8005\u306f\u691c\u54c1\u4f1a\u793e\u306b\u5831\u544a\u66f8\u306e\u8a02\u6b63\u3092\u983c\u3080\u3082\u306e\u3067\u3001\u5f8c\u8005\u306f\u81ea\u793e\u304c\u51fa\u8377\u3092\u6c7a\u3081\u308b\u3082\u306e\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u4e0d\u826f\u306e\u5185\u8a33\u3092\u53f0\u5e33\u3067\u96c6\u8a08\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `defect_lines` \u3092\u5de5\u5834\u3068\u54c1\u756a\u3054\u3068\u306b\u7a4d\u307f\u4e0a\u3052\u308b\u3068\u3001**\u540c\u3058\u5de5\u5834\u3067\u540c\u3058\u4e0d\u826f\u304c\u7d9a\u3044\u3066\u3044\u308b\u3053\u3068**\u304c\u898b\u3048\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 | \u5831\u544a\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\u3068\u3001\u4e0d\u826f\u306e\u5185\u8a33\u306e\u6574\u7406 |\n| \u767a\u6ce8\u30c7\u30fc\u30bf | \u6bce\u671d\u306e\u51fa\u529b\u306e\u8aad\u307f\u53d6\u308a | \u54c1\u756a\u30fb\u6570\u91cf\u30fb\u51fa\u8377\u4e88\u5b9a\u65e5\u30fb\u53d6\u308a\u6c7a\u3081\u305fAQL\u3092\u5f15\u304f |\n| \u691c\u54c1\u53f0\u5e33 | \u66f8\u304d\u8fbc\u307f | \u5831\u544a\u66f8\u3054\u3068\u306e1\u884c\u3068\u5370\u3001\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7 |\n\n**\u5de5\u5834\u3078\u306e\u9023\u7d61\u3068\u51fa\u8377\u306e\u8a31\u53ef\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u3092\u898b\u305f\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u3001\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u4f1d\u3048\u307e\u3059\u3002**\u51fa\u8377\u3092\u6b62\u3081\u308b\u304b\u901a\u3059\u304b\u306e\u9023\u7d61\u3092\u81ea\u52d5\u306b\u3059\u308b\u3068\u3001\u5370\u306e\u4ed8\u3051\u9593\u9055\u30441\u3064\u3067\u8239\u7a4d\u307f\u304c\u6b62\u307e\u308a\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u306b\u5165\u3063\u305f\u3082\u306e\u3067\u3059\u3002** `ok` \u306e\u5831\u544a\u66f8\u306f\u53f0\u5e33\u3067\u4ef6\u6570\u3068\u5de5\u5834\u3092\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`inconsistent` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5831\u544a\u66f8\u306e\u8a72\u5f53\u30da\u30fc\u30b8\u3092\u958b\u304d\u3001\u5224\u5b9a\u3068\u6570\u5b57\u306e\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u691c\u54c1\u4f1a\u793e\u306b\u8a02\u6b63\u3092\u983c\u3080\u524d\u306b\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u3067\u306a\u3044\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059**\n2. **`aql_mismatch` \u3092\u78ba\u304b\u3081\u308b** \u2026 \u53d6\u308a\u6c7a\u3081\u3068\u9055\u3046\u57fa\u6e96\u3067\u691c\u67fb\u3055\u308c\u305f\u306a\u3089\u3001\u691c\u54c1\u4f1a\u793e\u306b\u518d\u691c\u67fb\u304b\u8aac\u660e\u3092\u6c42\u3081\u307e\u3059\n3. **`needs_decision` \u306e\u5199\u771f\u3068\u6307\u6458\u3092\u898b\u308b** \u2026 \u5199\u771f\u3092\u958b\u304d\u3001\u624b\u76f4\u3057\u3067\u8db3\u308a\u308b\u304b\u3001\u518d\u691c\u67fb\u304c\u8981\u308b\u304b\u3001\u6761\u4ef6\u4ed8\u304d\u3067\u51fa\u8377\u3059\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\n4. **\u5224\u65ad\u3092\u53f0\u5e33\u306b\u8a18\u9332\u3059\u308b** \u2026 \u6c7a\u3081\u305f\u5185\u5bb9\u3001\u6c7a\u3081\u305f\u4eba\u3001\u7406\u7531\u3092\u6b8b\u3057\u3001\u8cfc\u8cb7\u306b\u56de\u3057\u307e\u3059\n\n**1\u756a\u76ee\u3092\u6025\u304c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `inconsistent` \u306e\u591a\u304f\u306f\u5831\u544a\u66f8\u306e\u8a18\u5165\u306e\u8aa4\u308a\u3067\u3059\u304c\u3001**\u5224\u5b9a\u306e\u6b04\u306e\u307b\u3046\u304c\u6b63\u3057\u304f\u3001\u8868\u306e\u6570\u5b57\u304c\u8aa4\u3063\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002** \u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u306f\u691c\u54c1\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b\u307e\u3067\u5206\u304b\u308a\u307e\u305b\u3093\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**\u691c\u54c1\u4f1a\u793e\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u5831\u544a\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u767a\u6ce8\u756a\u53f7\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | `po_not_found`\u3002**\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u306b\u7121\u3044\u66f8\u304d\u65b9\u306a\u3089\u4e00\u89a7\u306b\u8db3\u3059** |\n| 1\u3064\u306e\u5831\u544a\u66f8\u306b\u8907\u6570\u306e\u767a\u6ce8 | \u767a\u6ce8\u3054\u3068\u306b\u8868\u304c\u5206\u304b\u308c\u3066\u3044\u308c\u3070\u5206\u3051\u308b\u3002\u5206\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `needs_human` |\n| \u5224\u5b9a\u306e\u6587\u5b57\u3068\u5370\u304c\u98df\u3044\u9055\u3046 | `inconsistent`\u3002\u691c\u54c1\u4f1a\u793e\u306b\u78ba\u304b\u3081\u308b |\n| \u518d\u691c\u67fb\u306e\u5831\u544a\u66f8\u304c\u5c4a\u304f | \u540c\u3058\u767a\u6ce8\u306e\u884c\u306e\u5c65\u6b74\u306b\u8db3\u3057\u3001\u6700\u65b0\u306e\u5224\u5b9a\u3067\u5370\u3092\u4ed8\u3051\u76f4\u3059 |\n| \u30ed\u30c3\u30c8\u306e\u6570\u91cf\u304c\u767a\u6ce8\u3088\u308a\u5c11\u306a\u3044 | `po_not_found` \u3068\u3057\u3066\u4eba\u3078\u3002**\u5206\u7d0d\u304b\u3001\u691c\u67fb\u306e\u7bc4\u56f2\u306e\u8aa4\u308a\u304b\u3092\u8cfc\u8cb7\u304c\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b** |\n| \u5199\u771f\u306e\u30da\u30fc\u30b8\u3060\u3051\u3067\u8aac\u660e\u6587\u304c\u7121\u3044 | \u8aac\u660e\u306f\u7a7a\u306e\u307e\u307e\u3002\u5199\u771f\u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u4e00\u89a7\u306b\u8f09\u305b\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\n**\u4e0a\u304b\u30893\u884c\u76ee\u304c\u3001\u904b\u7528\u306e\u521d\u3081\u306b\u6700\u3082\u591a\u304f\u51fa\u307e\u3059\u3002** \u691c\u54c1\u4f1a\u793e\u306e\u66f8\u304d\u65b9\u3092\u4e00\u89a7\u306b\u8db3\u3057\u3066\u3044\u304f\u3068\u6e1b\u308a\u3001**1\u304b\u6708\u307b\u3069\u3067\u307b\u3068\u3093\u3069\u51fa\u306a\u304f\u306a\u308b**\u60f3\u5b9a\u3067\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u5831\u544a\u66f8\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u691c\u54c1\u4f1a\u793e\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\n- Claude API \u304c\u8fd4\u3057\u305fJSON\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u767a\u6ce8\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6c7a\u3081\u305fAQL\u3068\u6570\u91cf**\n- **\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u306e\u8a18\u9332** \u2026 \u51fa\u8377\u30fb\u624b\u76f4\u3057\u30fb\u518d\u691c\u67fb\u30fb\u6761\u4ef6\u4ed8\u304d\u51fa\u8377\u306e\u3069\u308c\u304b\u3001\u6c7a\u3081\u305f\u4eba\u3001\u7406\u7531\n- \u691c\u54c1\u4f1a\u793e\u306b\u8a02\u6b63\u3092\u983c\u3093\u3060\u8a18\u9332\u3068\u3001\u8a02\u6b63\u3055\u308c\u305f\u5831\u544a\u66f8\u3068\u306e\u5bfe\u5fdc\n\n**\u5224\u65ad\u306e\u8a18\u9332\u306f\u3001\u5de5\u5834\u3054\u3068\u306e\u54c1\u8cea\u306e\u50be\u5411\u3092\u898b\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u518d\u691c\u67fb\u3084\u624b\u76f4\u3057\u306e\u591a\u3044\u5de5\u5834\u3068\u4e0d\u826f\u306e\u7a2e\u985e\u3092\u4e26\u3079\u308b\u3068\u3001**\u6b21\u306e\u767a\u6ce8\u3067\u691c\u67fb\u306e\u6c34\u6e96\u3092\u4e0a\u3052\u308b\u3079\u304d\u5de5\u5834\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u5c4a\u3044\u305f\u5831\u544a\u66f8\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u5224\u5b9a\u304c `FAIL` \u306e\u3082\u306e\u3001`PENDING` \u306e\u3082\u306e\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u3067\u5224\u5b9a\u3092\u793a\u3059\u3082\u306e\u3001\u624b\u66f8\u304d\u306e\u66f8\u304d\u8fbc\u307f\u304c\u3042\u308b\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b1\u4ef6\u305a\u3064\u6e21\u3057\u3001\u300c\u3053\u306e\u5831\u544a\u66f8\u306e\u767a\u6ce8\u756a\u53f7\u3001\u5224\u5b9a\u3001AQL\u3001\u629c\u53d6\u6570\u3001\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\u3054\u3068\u306e\u4e0d\u826f\u306e\u6570\u3068\u8a31\u5bb9\u6570\u3001\u4e3b\u306a\u4e0d\u826f\u306e\u5185\u5bb9\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a31\u5bb9\u6570\u306f\u8a08\u7b97\u305b\u305a\u3001\u66f8\u304b\u308c\u305f\u6570\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u5224\u5b9a\u306e\u6587\u5b57\u3068\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u5370\u304c\u9055\u3048\u3070\u3001\u4e21\u65b9\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u5f53\u6642\u306e\u53f0\u5e33\u3068\u898b\u6bd4\u3079\u308b\n4. \u5224\u5b9a\u304c `PASS` \u3067\u4e0d\u826f\u306e\u6570\u304c\u8a31\u5bb9\u6570\u3092\u8d85\u3048\u3066\u3044\u305f\u3082\u306e\u304c\u3001\u5f53\u6642\u306e\u53f0\u5e33\u3067\u3069\u3046\u6271\u308f\u308c\u305f\u304b\u3092\u6570\u3048\u308b\n\n**20\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u8a31\u5bb9\u6570\u3092\u52dd\u624b\u306b\u8a08\u7b97\u3057\u306a\u3044\u304b\u3001\u5224\u5b9a\u30921\u3064\u306b\u5bc4\u305b\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u6570\u5b57\u3068\u5224\u5b9a\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u8a31\u5bb9\u6570\u3092\u629c\u53d6\u8868\u304b\u3089\u8a08\u7b97\u3057\u3066\u8fd4\u3057\u305f | \u6307\u793a\u3067\u7981\u3058\u308b\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u5224\u5b9a\u306e\u6587\u5b57\u3068\u5370\u30921\u3064\u306b\u307e\u3068\u3081\u305f | \u4e21\u65b9\u3092\u66f8\u304f\u6307\u793a\u3092\u8db3\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u5831\u544a\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u6e21\u3057\u3001\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u767a\u6ce8\u30c7\u30fc\u30bf\u3068\u7167\u3089\u3057\u3001\u53f0\u5e33\u306b\u66f8\u3044\u3066\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u3092\u4f5c\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3001\u8ee2\u8a18\u3001\u7167\u5408\u3001\u5224\u65ad\u5f85\u3061\u306e\u56de\u4ed8","full_setup":"\u4e0a\u8a18\uff0b\u54c1\u8cea\u7ba1\u7406\u306e\u5224\u65ad\u3092\u53f0\u5e33\u304b\u3089\u8cfc\u8cb7\u306e\u9023\u7d61\u306e\u4e0b\u66f8\u304d\u306b\u3064\u306a\u304e\u3001\u5de5\u5834\u3054\u3068\u306e\u4e0d\u826f\u306e\u50be\u5411\u3092\u6bce\u6708\u307e\u3068\u3081\u308b \uff0f \u5224\u65ad\u306e\u5f8c\u306e\u9023\u7d61\u306e\u4e0b\u66f8\u304d\u3068\u3001\u5de5\u5834\u3054\u3068\u306e\u50be\u5411\u306e\u96c6\u8a08\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8ee2\u8a18\u3068\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5224\u65ad\u5f85\u3061\u306e\u3082\u306e\u3060\u3051\u3092\u958b\u304d\u307e\u3059\u3002**1\u4ef640\u5206\u304c12\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u5224\u65ad\u306e\u5f8c\u306e\u6d41\u308c\u3067\u3059\u3002** \u305f\u3060\u3057\u5de5\u5834\u3078\u306e\u9023\u7d61\u3092\u9001\u308b\u306e\u306f\u3001\u5f15\u304d\u7d9a\u304d\u8cfc\u8cb7\u306e\u62c5\u5f53\u8005\u3067\u3059\u3002**\u6bb5\u968e\u3092\u98db\u3070\u3055\u305a\u3001\u534a\u81ea\u52d5\u5316\u306e\u9593\u306b\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3092\u80b2\u3066\u3066\u304a\u304d\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5224\u5b9a\u306e\u6587\u5b57\u3068\u5370\u30921\u3064\u306b\u307e\u3068\u3081\u3066\u8fd4\u3059 | **\u4e21\u65b9\u3092\u5225\u3005\u306b\u8a18\u9332\u3055\u305b\u3001\u98df\u3044\u9055\u3044\u306f `inconsistent` \u306b** |\n| \u8a31\u5bb9\u6570\u3092\u629c\u53d6\u8868\u304b\u3089\u8a08\u7b97\u3057\u3066\u8fd4\u3059 | \u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u305f\u6570\u3060\u3051\u3092\u5199\u3055\u305b\u308b |\n| \u5224\u5b9a\u304c `PASS` \u306a\u3089\u6570\u5b57\u3092\u898b\u306a\u3044 | Python \u3067\u6570\u5b57\u3092\u5fc5\u305a\u6bd4\u3079\u308b |\n| \u53d6\u308a\u6c7a\u3081\u3088\u308a\u7de9\u3044AQL\u3067\u691c\u67fb\u3055\u308c\u3066\u3044\u308b | \u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u53d6\u308a\u6c7a\u3081\u306e\u5217\u3092\u6301\u305f\u305b\u3066\u7167\u3089\u3059 |\n| \u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\u304c\u9055\u3063\u3066\u53f0\u5e33\u306e\u884c\u304c\u898b\u3064\u304b\u3089\u306a\u3044 | \u691c\u54c1\u4f1a\u793e\u3054\u3068\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3067\u6b63\u898f\u5316\u3059\u308b |\n| \u5199\u771f\u306e\u4e2d\u8eab\u3092\u63a8\u6e2c\u3057\u3066\u8aac\u660e\u306b\u66f8\u304d\u8db3\u3059 | \u8aac\u660e\u6587\u3060\u3051\u3092\u5199\u3055\u305b\u308b\u3002**\u753b\u50cf\u306f\u4eba\u304c\u898b\u308b** |\n| \u624b\u66f8\u304d\u306e\u66f8\u304d\u8fbc\u307f\u3092\u898b\u843d\u3068\u3059 | `HANDWRITING` \u306e\u884c\u3092\u5206\u3051\u3066\u8a18\u9332\u3059\u308b |\n| \u4e0d\u826f\u306e\u8868\u306e\u5217\u306e\u610f\u5473\u3092\u53d6\u308a\u9055\u3048\u308b | \u691c\u54c1\u4f1a\u793e\u3054\u3068\u306b\u5217\u306e\u898b\u51fa\u3057\u306e\u4e00\u89a7\u3092\u6301\u3061\u3001\u7121\u3051\u308c\u3070\u4eba\u3078 |\n| \u518d\u691c\u67fb\u306e\u5831\u544a\u66f8\u3067\u5225\u306e\u884c\u304c\u3067\u304d\u308b | \u767a\u6ce8\u756a\u53f7\u3067\u540c\u3058\u884c\u306e\u5c65\u6b74\u306b\u4ed8\u3051\u308b |\n| \u51fa\u8377\u306e\u9023\u7d61\u3092\u81ea\u52d5\u3067\u9001\u308b | **\u5224\u65ad\u3068\u9023\u7d61\u306f\u4eba\u304c\u884c\u3046** |\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\u5831\u544a\u66f8\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u3053\u3068\u3092\u3001AI\u304c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u5f62\u306b\u76f4\u3057\u3066\u3057\u307e\u3046\u5931\u6557\u3067\u3059\u3002**\u5199\u3059\u3053\u3068\u3068\u5224\u65ad\u3059\u308b\u3053\u3068\u3092\u5206\u3051\u308b\u8a2d\u8a08\u3067\u5b88\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u767a\u6ce8\u756a\u53f7\u3068\u54c1\u756a\u3001\u6570\u91cf\u3001\u5354\u529b\u5de5\u5834\u306e\u540d\u524d\u3001\u691c\u67fb\u306e\u7d50\u679c\u3068\u4e0d\u826f\u306e\u5185\u5bb9\u3001\u88fd\u54c1\u306e\u5199\u771f\u3067\u3059\u3002**\u500b\u4eba\u60c5\u5831\u306f\u57fa\u672c\u7684\u306b\u542b\u307f\u307e\u305b\u3093\u304c\u3001\u767a\u58f2\u524d\u306e\u5546\u54c1\u306e\u5199\u771f\u3068\u4ed5\u69d8\u3001\u53d6\u5f15\u5148\u306e\u5de5\u5834\u306e\u54c1\u8cea\u306e\u8a18\u9332\u306f\u3001\u53d6\u5f15\u4e0a\u306e\u79d8\u5bc6\u3067\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\u5831\u544a\u66f8\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u691c\u54c1\u4f1a\u793e\u306e\u533a\u5206\u3060\u3051\u3067\u3059\u3002**\u767a\u6ce8\u30c7\u30fc\u30bf\u306e\u5358\u4fa1\u3084\u53d6\u5f15\u5148\u306e\u6761\u4ef6\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u7167\u5408\u306f\u793e\u5185\u306e Python \u3067\u884c\u3044\u307e\u3059\n2. **\u5199\u771f\u306e\u753b\u50cf\u3092\u751f\u6210AI\u306b\u6e21\u3055\u306a\u3044** \u2026 \u5199\u771f\u306e\u8aac\u660e\u6587\u3060\u3051\u3092\u4f7f\u3044\u307e\u3059\u3002\u767a\u58f2\u524d\u306e\u5546\u54c1\u306e\u753b\u50cf\u3092\u5916\u90e8\u306b\u51fa\u3059\u7bc4\u56f2\u3092\u6700\u5c0f\u306b\u3057\u307e\u3059\n3. **\u51fa\u8377\u3092\u5224\u5b9a\u3055\u305b\u306a\u3044** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u5370\u3068\u5224\u65ad\u5f85\u3061\u306e\u4e00\u89a7\u307e\u3067\u3067\u3001**\u51fa\u8377\u304b\u624b\u76f4\u3057\u304b\u518d\u691c\u67fb\u304b\u306f\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u307e\u3059**\n4. **\u57fa\u6e96\u306e\u7248\u3092\u78ba\u304b\u3081\u308b** \u2026 ISO \u306e\u30da\u30fc\u30b8\u3067\u306f\u3001ISO 2859-1 \u306e\u7b2c3\u7248\u304c2026\u5e741\u6708\u306b\u767a\u884c\u3055\u308c\u30011999\u5e74\u7248\u3068\u305d\u306e\u8ffd\u88dc\u3092\u7f6e\u304d\u63db\u3048\u3001\u30b9\u30ad\u30c3\u30d7\u30ed\u30c3\u30c8\u306e\u624b\u9806\u304c\u52a0\u308f\u3063\u305f\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u691c\u54c1\u4f1a\u793e\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u3001\u3069\u306e\u7248\u306e\u3069\u306e\u57fa\u6e96\u3067\u691c\u67fb\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u304a\u304d\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u4e0d\u826f\u306e\u591a\u3044\u30ed\u30c3\u30c8\u3092\u51fa\u8377\u3059\u308b\u3053\u3068\u3068\u3001\u554f\u984c\u306e\u7121\u3044\u30ed\u30c3\u30c8\u3092\u6b62\u3081\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u5224\u5b9a\u3068\u6570\u5b57\u306e\u98df\u3044\u9055\u3044\u306e\u898b\u843d\u3068\u3057\u304b\u3089\u3001\u5f8c\u8005\u306f\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u306b\u3088\u308b `inconsistent` \u304b\u3089\u8d77\u304d\u308b\u306e\u3067\u3001**\u5024\u3092\u539f\u6587\u306e\u307e\u307e\u6b8b\u3057\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u306f\u4eba\u304c\u5831\u544a\u66f8\u3067\u78ba\u304b\u3081\u308b\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u6d77\u5916\u306e\u5de5\u5834\u306b\u751f\u7523\u3092\u59d4\u8a17\u3057\u3001\u51fa\u8377\u306e\u524d\u306b\u7b2c\u4e09\u8005\u306e\u691c\u54c1\u4f1a\u793e\u3078\u629c\u53d6\u691c\u67fb\u3092\u4f9d\u983c\u3057\u3066\u3044\u308b\u5546\u793e\u30fb\u5c0f\u58f2\u30fbEC\u4e8b\u696d\u8005\u3002\u82f1\u6587\u306e\u691c\u67fb\u5831\u544a\u66f8\u304cPDF\u3067\u6bce\u6708\u6570\u5341\u301c\u767e\u4ef6\u5c4a\u304d\u3001\u5224\u5b9a\u30fbAQL\u30fb\u4e0d\u826f\u306e\u6570\u30fb\u6307\u6458\u306e\u5185\u5bb9\u3092\u767a\u6ce8\u3054\u3068\u306e\u53f0\u5e33\u306b\u624b\u3067\u5199\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u5831\u544a\u66f8\u306e\u5224\u5b9a\u3068\u4e0d\u826f\u306e\u6570\u304c\u98df\u3044\u9055\u3046\u3082\u306e\u3084\u3001\u5224\u5b9a\u304c\u4fdd\u7559\u306e\u3082\u306e\u3092\u3001\u8ab0\u304c\u3044\u3064\u898b\u308b\u304b\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3002\u767a\u6ce8\u3054\u3068\u306bAQL\u3084\u691c\u67fb\u306e\u6c34\u6e96\u3092\u53d6\u308a\u6c7a\u3081\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u691c\u54c1\u4f1a\u793e\u306e\u5831\u544a\u66f8\u304c\u4e2d\u56fd\u8a9e\u3084\u30d9\u30c8\u30ca\u30e0\u8a9e\u306a\u3069\u3067\u5c4a\u304f\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\u8cea\u554f\uff08Queries\uff09\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u304c\u5bfe\u8c61\u3067\u3059\uff09\u3002\u691c\u54c1\u4f1a\u793e\u306e Web \u306e\u753b\u9762\u304b\u3089\u691c\u67fb\u7d50\u679c\u3092CSV\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u3066\u304a\u308a\u3001PDF\u3092\u8aad\u3080\u5de5\u7a0b\u304c\u7121\u3044\u5834\u5408\u3002\u5831\u544a\u66f8\u304c\u6708\u306b\u6570\u4ef6\u3067\u3001\u76ee\u8996\u306e\u8ee2\u8a18\u3067\u8db3\u308a\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u51fa\u8377\u3092\u8a31\u53ef\u3059\u308b\u304b\u3001\u624b\u76f4\u3057\u3084\u518d\u691c\u67fb\u3092\u6c42\u3081\u308b\u304b\u306e\u5224\u65ad\u3068\u3001\u6307\u6458\u5199\u771f\u306e\u4e2d\u8eab\u306e\u8a55\u4fa1\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u53d6\u308a\u6c7a\u3081\u305fAQL\u306e\u5217\u3092\u8db3\u3059**\n\n\u54c1\u8cea\u5354\u5b9a\u306e\u6587\u66f8\u304b\u3089\u3001\u54c1\u76ee\u3054\u3068\u306e\u53d6\u308a\u6c7a\u3081\u305fAQL\uff08\u91cd\u5927\u30fb\u4e3b\u8981\u30fb\u8efd\u5fae\uff09\u3068\u691c\u67fb\u6c34\u6e96\u3092\u66f8\u304d\u51fa\u3057\u3001\u767a\u6ce8\u30c7\u30fc\u30bf\u306b\u5217\u3092\u8db3\u3057\u307e\u3059\u3002**\u4ef6\u6570\u306e\u591a\u3044\u4e0a\u4f4d10\u5de5\u5834\u306e\u54c1\u76ee\u304b\u3089\u57cb\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u5831\u544a\u66f8\u304b\u308920\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u8a31\u5bb9\u6570\u3092\u8a08\u7b97\u3057\u306a\u3044\u304b\u3001\u5224\u5b9a\u30921\u3064\u306b\u5bc4\u305b\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u5224\u65ad\u5f85\u3061\u306e\u56de\u3057\u65b9\u3092\u6c7a\u3081\u308b**\n\n`needs_decision`\u3001`inconsistent`\u3001`aql_mismatch` \u306e\u305d\u308c\u305e\u308c\u3092\u8ab0\u304c\u898b\u3066\u3001\u51fa\u8377\u4e88\u5b9a\u65e5\u306e\u4f55\u65e5\u524d\u307e\u3067\u306b\u5224\u65ad\u3059\u308b\u304b\u3092\u3001\u54c1\u8cea\u7ba1\u7406\u90e8\u3068\u8cfc\u8cb7\u90e8\u3067\u6c7a\u3081\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u691c\u54c1\u4f1a\u793e\u3054\u3068\u306e\u767a\u6ce8\u756a\u53f7\u306e\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u53f0\u5e33\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u53f0\u5e33\u306b1\u884c\u3092\u66f8\u304f\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u691c\u54c1\u4f1a\u793e1\u793e\u306e\u5831\u544a\u66f8\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u30923\u793e\u306b\u5e83\u3052\u3001`po_not_found` \u3068 `inconsistent` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u3001\u66f8\u304d\u65b9\u306e\u4e00\u89a7\u3068\u8868\u306e\u8aad\u307f\u65b9\u3092\u76f4\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5de5\u5834\u3054\u3068\u306e\u4e0d\u826f\u306e\u50be\u5411\u306e\u96c6\u8a08\u3092\u8db3\u3057\u30011\u4ef640\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**`PENDING` \u306e\u5831\u544a\u66f8\u304c\u51fa\u8377\u4e88\u5b9a\u65e5\u306e\u524d\u65e5\u306b\u898b\u3064\u304b\u308b\u3053\u3068\u304c\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0137","UC-0505","UC-0528","UC-0586"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":3912,"slug":"factcheck-taisei-content-ai","title":"\u8a18\u4e8b\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af5\u5de5\u7a0b\uff5c\u8aa4\u60c5\u5831\u3092\u4e16\u306b\u51fa\u3055\u306a\u3044"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| ISO 2859-1 \u304c AQL \u3067\u7d22\u5f15\u4ed8\u3051\u305f\u30ed\u30c3\u30c8\u3054\u3068\u306e\u629c\u53d6\u691c\u67fb\u306e\u65b9\u5f0f\u3092\u5b9a\u3081\u308b\u3053\u3068\u3002AQL \u304c\u629c\u53d6\u691c\u67fb\u3067\u8a31\u5bb9\u3067\u304d\u308b\u3068\u307f\u306a\u3059\u4e0d\u826f\u306e\u6700\u5927\u306e\u5e73\u5747\u306e\u5272\u5408\u3067\u3042\u308b\u3053\u3068\u3002\u7b2c3\u7248\u304c2026\u5e741\u6708\u306b\u767a\u884c\u3055\u308c\u30011999\u5e74\u7248\u3068\u305d\u306e\u8ffd\u88dc\u3092\u7f6e\u304d\u63db\u3048\u3001\u30b9\u30ad\u30c3\u30d7\u30ed\u30c3\u30c8\u306e\u624b\u9806\u304c\u52a0\u308f\u3063\u305f\u3053\u3068 | [ISO: ISO 2859-1:2026](https:\/\/www.iso.org\/standard\/2859-1) | 2026-10-08 |\n| \u5bfe\u5fdc\u3059\u308b\u5f62\u5f0f\u304cJPEG\u3001PNG\u3001PDF\u3001TIFF\u3067\u3042\u308b\u3053\u3068\u3002\u540c\u671f\u306fPDF1\u30da\u30fc\u30b8\u30fb10MB\u3001\u975e\u540c\u671f\u306fPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u3067\u3042\u308b\u3053\u3068\u3002PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3067\u304d\u306a\u3044\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\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\u3067\u3042\u308b\u3053\u3068\u3002\u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3042\u308b\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-08 |\n| StartDocumentAnalysis \u306e `FeatureTypes`\uff08TABLES\uff0fFORMS\uff0fQUERIES\uff0fSIGNATURES\uff0fLAYOUT\uff09\u3001`ClientRequestToken`\u3001`JobTag`\u3001`NotificationChannel` \u3067 Amazon SNS \u306b\u5b8c\u4e86\u3092\u901a\u77e5\u3059\u308b\u3053\u3068\u3002`JobId` \u304c7\u65e5\u9593\u3060\u3051\u6709\u52b9\u306a\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-08 |\n| GetDocumentAnalysis \u306e `JobStatus`\uff08SUCCEEDED\uff0fFAILED\uff0fPARTIAL_SUCCESS \u307b\u304b\uff09\u3001`MaxResults`\uff08\u6700\u59271,000\uff09\u3068 `NextToken`\u3001`StatusMessage`\u3001`Warnings`\u3002\u30ad\u30fc\u3068\u5024\u3001\u8868\u3068\u30bb\u30eb\u3001\u30c1\u30a7\u30c3\u30af\u6b04\u306a\u3069\u306e\u9078\u629e\u8981\u7d20\u3092\u8fd4\u3059\u3053\u3068 | [AWS: GetDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_GetDocumentAnalysis.html) | 2026-10-08 |\n| SELECTION_ELEMENT \u306e `SelectionStatus` \u304c SELECTED\uff0fNOT_SELECTED \u3067\u3042\u308b\u3053\u3068\u3002`TextType` \u304c HANDWRITING\uff0fPRINTED \u3067\u3042\u308b\u3053\u3068\u3002\u4fe1\u983c\u5ea6\u304c0\u301c100\u3067\u8fd4\u308b\u3053\u3068\u3002LAYOUT_FIGURE \u304c\u753b\u50cf\u306e\u4f4d\u7f6e\u3092\u793a\u3059\u3053\u3068 | [AWS: Block](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_Block.html) | 2026-10-08 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8\u304c\u30bf\u30a4\u30c8\u30eb\u3001\u30bb\u30af\u30b7\u30e7\u30f3\u306e\u898b\u51fa\u3057\u3001\u8868\u3001\u672c\u6587\u3001\u56f3\u306a\u3069\u306e\u8981\u7d20\u3092\u8fd4\u3057\u3001\u8aad\u3080\u9806\u306b\u4e26\u3079\u3066\u8fd4\u3059\u3053\u3068 | [AWS: Layout Response Objects](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/layoutresponse.html) | 2026-10-08 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066\u53d7\u3051\u53d6\u308c\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-08 |\n\n**\u51fa\u8377\u3092\u8a31\u53ef\u3059\u308b\u304b\u3001\u624b\u76f4\u3057\u3084\u518d\u691c\u67fb\u3092\u6c42\u3081\u308b\u304b\u306f\u3001\u54c1\u8cea\u7ba1\u7406\u306e\u62c5\u5f53\u8005\u304c\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u4ed5\u69d8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u629c\u53d6\u691c\u67fb\u306e\u57fa\u6e96\u3068\u8a31\u5bb9\u6570\u306f\u3001\u691c\u54c1\u4f1a\u793e\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3068\u898f\u683c\u306e\u672c\u6587\u3067\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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