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Textract","publish_date":"","last_updated":"2026-10-15","tech_verified_date":"2026-10-15","trigger":"**\u751f\u7523\u8005\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u306e\u5834\u6240\uff08S3 \u306e\u30d5\u30a9\u30eb\u30c0\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u30d5\u30a9\u30eb\u30c0\u306f `techsheet\/<\u751f\u7523\u8005\u30b3\u30fc\u30c9>\/` \u306e\u5f62\u306b\u3057\u3001**\u3069\u306e\u751f\u7523\u8005\u306e\u30b7\u30fc\u30c8\u304b\u3092\u4fdd\u5b58\u3057\u305f\u5834\u6240\u3067\u6c7a\u3081\u307e\u3059\u3002** 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AI\u304c\u8aad\u3093\u3060\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u305d\u306e\u307e\u307e\u6b63\u3068\u3059\u308b\u3068\u3001\u30b7\u30fc\u30c8\u306e\u66f8\u304d\u9593\u9055\u3044\u3084\u3001\u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u306e\u4f7f\u3044\u56de\u3057\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002\n\n**\u540c\u3058\u9298\u67c4\u30fb\u540c\u3058\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30b7\u30fc\u30c8\u304c2\u56de\u5c4a\u3044\u305f\u3089\u3001\u5f8c\u306e\u307b\u3046\u3092\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002** \u524d\u306e\u7248\u306e\u767b\u9332\u6848\u306f\u6d88\u3055\u305a\u30012\u3064\u306e\u7248\u306e\u9055\u3044\u3092\u78ba\u8a8d\u4e8b\u9805\u306b\u51fa\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8 | \u5546\u54c1\u540d\u3001\u751f\u7523\u8005\u3001\u56fd\u3001\u7523\u5730\u3068\u30a2\u30da\u30e9\u30b7\u30aa\u30f3\u3001\u54c1\u7a2e\u3068\u6bd4\u7387\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3001\u6b8b\u7cd6\u3001\u5bb9\u91cf\u3001\u767a\u6ce1\u6027\u3001\u7518\u8f9b\u3001\u91b8\u9020\u3068\u719f\u6210\u3001\u9178\u5316\u9632\u6b62\u5264\u3084\u6709\u6a5f\u306e\u8a8d\u8a3c\u306e\u8a18\u8f09 | \u751f\u7523\u8005\u304b\u3089\u5c4a\u304fPDF |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u884c\u3068\u5358\u8a9e\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u60c5\u5831\u3001\u8868\u306e\u30bb\u30eb\u3001\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u767a\u6ce8\u306e\u660e\u7d30 | \u9298\u67c4\u30b3\u30fc\u30c9\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u5bb9\u91cf\u3001\u672c\u6570\u3001\u51fa\u8377\u306e\u4e88\u5b9a | \u767a\u6ce8\u306e\u660e\u7d30\u306e\u8868 |\n| \u5546\u54c1\u30de\u30b9\u30bf\u306e\u524d\u306e\u767b\u9332 | \u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u5546\u54c1\u540d\u30fb\u54c1\u7a2e\u3068\u6bd4\u7387\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u5bb9\u91cf\u30fb\u54c1\u76ee\u306e\u533a\u5206 | \u5546\u54c1\u30de\u30b9\u30bf\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb |\n| \u9805\u76ee\u306e\u8868 | \u629c\u304d\u51fa\u3059\u9805\u76ee\u3068\u3001\u305d\u306e\u8aac\u660e\u3001\u5404\u8a00\u8a9e\u3067\u306e\u66f8\u304d\u65b9\u306e\u4f8b | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u9805\u76ee\u306e\u8868\u3067\u3059\u3002** \u300c\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u300d\u306e\u884c\u306b\u300cAlcohol \/ Alc. vol. \/ Degr\u00e9 alcoolique \/ Titolo alcolometrico \/ Grado alcoh\u00f3lico\u300d\u3068\u66f8\u304d\u65b9\u306e\u4f8b\u3092\u4e26\u3079\u3066\u304a\u304f\u3068\u3001**\u629c\u304d\u51fa\u3057\u306e\u53d6\u308a\u3053\u307c\u3057\u304c\u6e1b\u308a\u307e\u3059\u3002** \u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u3063\u305f\u5916\u56fd\u8a9e\u306e\u77e5\u8b58\u3092\u3001\u8868\u306b\u79fb\u3059\u4f5c\u696d\u3067\u3082\u3042\u308a\u307e\u3059\u3002\n\n**\u5546\u54c1\u30de\u30b9\u30bf\u306e\u524d\u306e\u767b\u9332\u306f\u3001\u7167\u5408\u306e\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u307e\u3059\u3002** \u524d\u306e\u5e74\u306e\u5024\u3092\u751f\u6210AI\u306b\u6e21\u3059\u3068\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u524d\u306e\u5e74\u306e\u5024\u3067\u57cb\u3081\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u6587\u5b57\u306e\u4e26\u3073 | LINE \u3068 WORD \u306e\u30d6\u30ed\u30c3\u30af\u3001LAYOUT \u306e\u60c5\u5831 | \u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u6587\u5b57\u306e\u4e26\u3073 |\n| \u8868\u306e\u5024 | TABLES \u306e TABLE\u30fbCELL \u306e\u30d6\u30ed\u30c3\u30af | \u5206\u6790\u306e\u5024\u306e\u8868\uff08\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u6b8b\u7cd6\u30fb\u9178\u5ea6\u306a\u3069\uff09 |\n| \u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u4e3b\u306a\u5024 | QUERIES \u306e QUERY_RESULT | \u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u5bb9\u91cf\u306e\u76f4\u63a5\u306e\u7b54\u3048 |\n| \u4fe1\u983c\u5ea6 | \u5404\u30d6\u30ed\u30c3\u30af\u306e Confidence | \u6570\u5b57\u306e\u8aad\u307f\u53d6\u308a\u304c\u602a\u3057\u3044\u884c\u306e\u5370 |\n\n**\u6587\u5b57\u306e\u4e26\u3073\u306f\u3001LAYOUT \u306e\u60c5\u5831\u3067\u307e\u3068\u307e\u308a\u3068\u9806\u5e8f\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002** 2\u6bb5\u7d44\u307f\u306e\u30b7\u30fc\u30c8\u3067 LINE \u3092\u4e0a\u304b\u3089\u9806\u306b\u4e26\u3079\u308b\u3068\u3001\u5de6\u306e\u6bb5\u306e\u300cCabernet Sauvignon 60%\u300d\u3068\u53f3\u306e\u6bb5\u306e\u300cAlcohol 14%\u300d\u304c1\u884c\u306b\u6df7\u3056\u308a\u307e\u3059\u3002**\u307e\u3068\u307e\u308a\u3054\u3068\u306b\u4e26\u3079\u3066\u304b\u3089\u3001\u751f\u6210AI\u306b\u6e21\u3057\u307e\u3059\u3002**\n\n**\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u6b21\u306e3\u3064\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\n\n| \u554f\u3044\u5408\u308f\u305b\uff08Text\uff09 | Alias |\n|:--|:--|\n| What is the alcohol content? | ALCOHOL |\n| What is the vintage? | VINTAGE |\n| What is the bottle size? | VOLUME 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\u306e\u3069\u308c\u304b\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**XFA \u306e\u5f62\u5f0f\u306ePDF\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u6271\u3048\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\n2. **\u30da\u30fc\u30b8\u306e\u5206\u5272** \u2026 \u540c\u671f\u306e\u64cd\u4f5c\u3067\u306fPDF\u306f1\u30da\u30fc\u30b8\u300110MB\u307e\u3067\u306a\u306e\u3067\u3001\u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u307e\u3059\n3. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u304b\u3081** \u2026 \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u8aad\u307f\u53d6\u308c\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u30678\u30dd\u30a4\u30f3\u30c8\u76f8\u5f53\uff09\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u753b\u50cf\u3060\u3051\u306ePDF\u3067\u89e3\u50cf\u5ea6\u304c\u8db3\u308a\u306a\u3044\u3082\u306e\u306f\u3001\u751f\u7523\u8005\u306b\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u983c\u307f\u307e\u3059**\n4. **\u8a00\u8a9e\u306e\u5224\u5b9a** \u2026 Textract \u306f\u691c\u51fa\u3057\u305f\u8a00\u8a9e\u3092\u8fd4\u3055\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u304b\u3089\u8a00\u8a9e\u3092\u5224\u5b9a\u3057\u3001\u82f1\u8a9e\u306a\u3089\u554f\u3044\u5408\u308f\u305b\u306e\u7d50\u679c\u3082\u4f7f\u3044\u307e\u3059\n5. **\u6570\u5b57\u306e\u66f8\u304d\u65b9\u306e\u7d71\u4e00** \u2026 \u300c13,5\u300d\u3068\u300c13.5\u300d\u3001\u300c75cl\u300d\u3068\u300c750ml\u300d\u3092\u3001\u7167\u5408\u306e\u524d\u306b\u540c\u3058\u5f62\u306b\u3057\u307e\u3059\u3002**\u5143\u306e\u6587\u5b57\u5217\u3082\u6b8b\u3057\u307e\u3059**\n6. **\u5bb9\u91cf\u306e\u7a2e\u985e\u306e\u5c55\u958b** \u2026 \u300c75 cl \/ 150 cl\u300d\u306e\u3088\u3046\u306b1\u679a\u306e\u30b7\u30fc\u30c8\u306b\u8907\u6570\u306e\u5bb9\u91cf\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u5bb9\u91cf\u3054\u3068\u306b\u767b\u9332\u6848\u306e\u884c\u3092\u5206\u3051\u307e\u3059\u3002**\u5546\u54c1\u30de\u30b9\u30bf\u306f\u5bb9\u91cf\u3054\u3068\u306b\u5225\u306e\u5546\u54c1\u30b3\u30fc\u30c9\u3067\u6301\u3064\u3053\u3068\u304c\u591a\u3044\u304b\u3089\u3067\u3059**\n\n**6\u756a\u76ee\u306f\u3001\u767a\u6ce8\u306e\u660e\u7d30\u3068\u306e\u7167\u5408\u306e\u305f\u3081\u306b\u3082\u8981\u308a\u307e\u3059\u3002** \u767a\u6ce8\u304c1.5\u30ea\u30c3\u30c8\u30eb\u306e\u74f6\u306a\u306e\u306b\u3001\u767b\u9332\u6848\u304c750\u30df\u30ea\u30ea\u30c3\u30c8\u30eb\u306e\u884c\u3060\u3051\u3060\u3068\u3001`order_volume_mismatch` \u304c\u51fa\u307e\u305b\u3093\u3002**\u5bb9\u91cf\u3054\u3068\u306b\u884c\u3092\u5206\u3051\u3066\u304b\u3089\u7167\u3089\u3057\u307e\u3059\u3002**\n\n**4\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30b7\u30fc\u30c8\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u5f53\u3066\u308b\u3068\u3001\u7b54\u3048\u304c\u7a7a\u304b\u3001\u5225\u306e\u6570\u5b57\u3092\u62fe\u3044\u307e\u3059\u3002** \u8a00\u8a9e\u3092\u6c7a\u3081\u3066\u304b\u3089\u4f7f\u3044\u5206\u3051\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092\u6c7a\u3081\u3089\u308c\u305f\u9805\u76ee\u306b\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u9805\u76ee\u3078\u306e\u5f53\u3066\u306f\u3081 | \u5546\u54c1\u540d\u3001\u751f\u7523\u8005\u3001\u56fd\u3001\u7523\u5730\u3068\u30a2\u30da\u30e9\u30b7\u30aa\u30f3\u3001\u54c1\u7a2e\u3068\u6bd4\u7387\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3001\u6b8b\u7cd6\u3001\u5bb9\u91cf\u3001\u767a\u6ce1\u6027\u3001\u7518\u8f9b\u3001\u9178\u5316\u9632\u6b62\u5264\u306e\u8a18\u8f09\u3001\u6709\u6a5f\u306e\u8a8d\u8a3c\u306e\u8a18\u8f09 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `null` |\n| \u6839\u62e0\u306e\u6587 | \u5f53\u3066\u306f\u3081\u306b\u4f7f\u3063\u305f\u6587\u3092\u3001\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u306e\u307e\u307e\u5199\u3059 | \u5024\u304c\u3042\u308c\u3070\u5fc5\u305a\u57cb\u3081\u308b |\n| \u54c1\u76ee\u306b\u95a2\u308f\u308b\u8a18\u8f09\u306e\u66f8\u304d\u51fa\u3057 | \u30d6\u30e9\u30f3\u30c7\u30fc\u3084\u7cd6\u985e\u3092\u52a0\u3048\u305f\u3001\u9152\u7cbe\u3092\u5f37\u5316\u3057\u305f\u3001\u306a\u3069\u306e\u91b8\u9020\u306e\u8a18\u8f09 | \u7121\u3051\u308c\u3070\u7a7a\u306b\u3059\u308b |\n| \u30b7\u30fc\u30c8\u306e\u8a00\u8a9e | \u4e3b\u306a\u8a00\u8a9e | \u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 `unknown` |\n\n**3\u884c\u76ee\u306f\u3001\u54c1\u76ee\u3092\u6c7a\u3081\u3055\u305b\u308b\u305f\u3081\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u9152\u985e\u306e\u54c1\u76ee\u304c\u679c\u5b9f\u9152\u304b\u7518\u5473\u679c\u5b9f\u9152\u304b\u306f\u3001\u9152\u7a0e\u6cd5\u306e\u5b9a\u3081\u306b\u7167\u3089\u3057\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002**AI\u306b\u306f\u3001\u54c1\u76ee\u306e\u5224\u65ad\u306b\u95a2\u308f\u308a\u305d\u3046\u306a\u91b8\u9020\u306e\u8a18\u8f09\u3092\u3001\u305d\u306e\u307e\u307e\u5199\u3055\u305b\u308b\u3060\u3051\u3067\u3059\u3002** \u5199\u3055\u308c\u305f\u8a18\u8f09\u304c\u3042\u308b\u30b7\u30fc\u30c8\u306f\u3001\u8868\u793a\u306e\u62c5\u5f53\u304c\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5024\u306e\u88dc\u3044 | \u524d\u306e\u5e74\u306e\u5024\u3084\u3001\u7523\u5730\u306e\u4e00\u822c\u7684\u306a\u5024\u3067\u57cb\u3081\u306a\u3044 |\n| \u9152\u985e\u306e\u54c1\u76ee\u306e\u533a\u5206 | \u9152\u7a0e\u6cd5\u306e\u5b9a\u3081\u306b\u7167\u3089\u3057\u3066\u4eba\u304c\u6c7a\u3081\u308b |\n| \u5358\u4f4d\u306e\u63db\u7b97 | \u300c75cl\u300d\u3092750\u306b\u76f4\u3059\u306e\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u88cf\u30e9\u30d9\u30eb\u306e\u6587\u8a00 | \u8868\u793a\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u54c1\u7a2e\u306e\u6bd4\u7387\u306e\u5408\u8a08\u306e\u88dc\u6b63 | \u5408\u8a08\u304c100\u306b\u306a\u3089\u306a\u304f\u3066\u3082\u3001\u66f8\u304b\u308c\u305f\u5024\u306e\u307e\u307e\u8fd4\u3059 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u30b7\u30fc\u30c8\u306b\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u7121\u3044\u3068\u3001AI\u306f\u7523\u5730\u3084\u54c1\u7a2e\u304b\u3089\u300c13.5% \u7a0b\u5ea6\u300d\u3068\u66f8\u304d\u304c\u3061\u3067\u3059\u3002**\u88cf\u30e9\u30d9\u30eb\u306e\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3092\u63a8\u6e2c\u3067\u66f8\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f `null` \u306b\u3055\u305b\u3001\u6b20\u3051\u3068\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u306b\u56de\u3057\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u8f38\u5165\u30ef\u30a4\u30f3\u306e\u5546\u793e\u306e\u8cfc\u8cb7\u62c5\u5f53\u8005\u3092\u624b\u4f1d\u3044\u3001\u751f\u7523\u8005\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u304b\u3089\n\u5546\u54c1\u30de\u30b9\u30bf\u306e\u767b\u9332\u306b\u8981\u308b\u5024\u3092\u629c\u304d\u51fa\u3057\u307e\u3059\u3002\n\u6e21\u3055\u308c\u305f\u300c\u30b7\u30fc\u30c8\u306e\u6587\u5b57\u306e\u4e26\u3073\uff08\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u3082\u306e\uff09\u300d\u3068\u300c\u9805\u76ee\u306e\u8868\u300d\u3060\u3051\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002\n\u30b7\u30fc\u30c8\u306f\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u306e\u3069\u308c\u304b\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n- \u9805\u76ee\u306e\u8868\u306e\u9805\u76ee\u3054\u3068\u306b\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092 value \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5024\u3092\u53d6\u3063\u305f\u6587\u3092\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u306e\u307e\u307e\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u30d6\u30e9\u30f3\u30c7\u30fc\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u30fb\u7cd6\u985e\u3092\u52a0\u3048\u305f\u3001\u9152\u7cbe\u3092\u5f37\u5316\u3057\u305f\u3001\u306a\u3069\u306e\u91b8\u9020\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\n  production_notes \u306b\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- language \u306b\u30b7\u30fc\u30c8\u306e\u4e3b\u306a\u8a00\u8a9e\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f value \u3092 null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u524d\u306e\u5e74\u306e\u5024\u3001\u7523\u5730\u3084\u54c1\u7a2e\u304b\u3089\u4e00\u822c\u306b\u8003\u3048\u3089\u308c\u308b\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6570\u5b57\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5358\u4f4d\u306e\u63db\u7b97\u3084\u56db\u6368\u4e94\u5165\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c13,5\u300d\u306f \"13,5\" \u306e\u307e\u307e\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u7a2e\u306e\u6bd4\u7387\u306e\u5408\u8a08\u304c100\u306b\u306a\u3089\u306a\u304f\u3066\u3082\u3001\u66f8\u304b\u308c\u305f\u5024\u306e\u307e\u307e\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9152\u985e\u306e\u54c1\u76ee\uff08\u679c\u5b9f\u9152\u30fb\u7518\u5473\u679c\u5b9f\u9152\u306a\u3069\uff09\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u8907\u6570\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\uff08\u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u306a\u3069\uff09\u306f\u3001\n  \u898b\u51fa\u3057\u3084\u30d5\u30a1\u30a4\u30eb\u306e\u9298\u67c4\u306b\u5bfe\u5fdc\u3059\u308b\u3082\u306e\u3092\u9078\u3070\u305a\u3001\u3059\u3079\u3066 candidates \u306b\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8ff7\u3063\u305f\u3068\u304d\u306b\u5024\u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c13,5 \u306f 13,5 \u306e\u307e\u307e\u300d\u3068\u66f8\u304f\u306e\u306f\u3001AI\u304c\u5c0f\u6570\u70b9\u306e\u66f8\u304d\u65b9\u3092\u52dd\u624b\u306b\u76f4\u3059\u304b\u3089\u3067\u3059\u3002** \u76f4\u3057\u305f\u7d50\u679c\u304c\u6b63\u3057\u304f\u3066\u3082\u3001**\u3069\u3053\u3067\u76f4\u3057\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u306e\u7d71\u4e00\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3044\u3001\u5143\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u3066\u6b8b\u3057\u307e\u3059\u3002\n\n**\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30921\u3064\u306b\u6c7a\u3081\u3055\u305b\u306a\u3044\u306e\u306f\u3001\u30b7\u30fc\u30c8\u306b\u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u304c\u8f09\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u300c2023: 13.5% \/ 2024: 14.0%\u300d\u306e\u3088\u3046\u306a\u8868\u3067\u3001AI\u304c\u898b\u51fa\u3057\u306b\u8fd1\u3044\u307b\u3046\u3092\u9078\u3076\u3068\u3001\u5225\u306e\u5e74\u306e\u5024\u3092\u62fe\u3044\u307e\u3059\u3002","output_data":"**\u629c\u304d\u51fa\u3057\u306f\u3001Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u5f62\u3092\u6c7a\u3081\u3066\u53d7\u3051\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001**`output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b**\u3068\u3055\u308c\u3001\u6b63\u5f0f\u63d0\u4f9b\u306e\u6a5f\u80fd\u3067\u3059\u3002\u5024\u304c\u7121\u3044\u9805\u76ee\u306b `null` \u3092\u8fd4\u305b\u308b\u3088\u3046\u3001\u578b\u306b null \u3092\u542b\u3081\u307e\u3059\u3002**\u6570\u5024\u306e minimum\uff0fmaximum \u306a\u3069\u306e\u5236\u7d04\u306f\u30b9\u30ad\u30fc\u30de\u306b\u66f8\u3051\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u306e\u7bc4\u56f2\u306a\u3069\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n```json\n{\n  \"file\": \"techsheet\/P-0412\/W-1182_2024.pdf\",\n  \"language\": \"fr\",\n  \"fields\": {\n    \"vintage\": { \"value\": null, \"candidates\": [\"2023\", \"2024\"],\n                 \"evidence\": \"Mill\u00e9sime 2023 ... Mill\u00e9sime 2024\" },\n    \"alcohol\": { \"value\": \"14\", \"evidence\": \"Degr\u00e9 alcoolique : 14 % vol.\" },\n    \"volume\": { \"value\": \"75 cl\", \"evidence\": \"Contenance : 75 cl\" },\n    \"grapes\": { \"value\": [ {\"name\": \"Grenache\", \"ratio\": \"70\"},\n                           {\"name\": \"Syrah\", \"ratio\": \"30\"} ],\n                \"evidence\": \"C\u00e9pages : Grenache 70 %, Syrah 30 %\" },\n    \"sparkling\": { \"value\": null, \"evidence\": \"\" }\n  },\n  \"production_notes\": []\n}\n```\n\n\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u3053\u308c\u306b\u7167\u5408\u306e\u7d50\u679c\u3092\u8db3\u3057\u3066\u767b\u9332\u6848\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"item_code\": \"W-1182\", \"vintage_by_staff\": \"2024\",\n  \"alcohol_pct\": 14.0, \"volume_ml\": 750,\n  \"diffs\": [ { \"field\": \"alcohol_pct\", \"prev_vintage\": 13.5, \"this\": 14.0 } ],\n  \"checks\": [ \"vintage_multiple\", \"sparkling_missing\" ]\n}\n```\n\n**\u5f62\u3092\u5206\u3051\u308b\u306e\u306f\u3001\u629c\u304d\u51fa\u3057\u3068\u7167\u5408\u3092\u5225\u306e\u5c64\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** `fields` \u306fAI\u304c\u57cb\u3081\u3001`diffs` \u3068 `checks` \u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u307e\u3059\u3002**\u7167\u5408\u306e\u898f\u5247\u3092\u5909\u3048\u3066\u3082\u3001\u629c\u304d\u51fa\u3057\u306f\u3084\u308a\u76f4\u3055\u305a\u306b\u6e08\u307f\u307e\u3059\u3002**\n\n| `checks` | \u6c7a\u3081\u65b9\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09 |\n|:--|:--|\n| vintage_mismatch | AI\u306e\u5024\u307e\u305f\u306f\u5019\u88dc\u306b\u3001\u62c5\u5f53\u8005\u304c\u4ed8\u3051\u305f\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u7121\u3044 |\n| vintage_multiple | \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308b |\n| order_volume_mismatch | \u767a\u6ce8\u306e\u660e\u7d30\u306e\u5bb9\u91cf\u3068\u3001\u30b7\u30fc\u30c8\u306e\u5bb9\u91cf\u304c\u9055\u3046 |\n| alcohol_changed | \u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u9055\u3046 |\n| label_item_missing | \u88cf\u30e9\u30d9\u30eb\u306b\u8981\u308b\u9805\u76ee\uff08\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u5bb9\u91cf\u30fb\u56fd\u30fb\u767a\u6ce1\u6027\u306e\u6709\u7121\uff09\u304c `null` |\n| production_note | \u54c1\u76ee\u306b\u95a2\u308f\u308b\u91b8\u9020\u306e\u8a18\u8f09\u304c\u3042\u308b |\n| low_confidence | \u6570\u5b57\u306e\u884c\u306e\u4fe1\u983c\u5ea6\u304c\u81ea\u793e\u3067\u6c7a\u3081\u305f\u4e0b\u9650\u3088\u308a\u4f4e\u3044 |","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 Lambda \u3092\u52d5\u304b\u3059 | \u751f\u7523\u8005\u3092\u30d5\u30a9\u30eb\u30c0\u3001\u9298\u67c4\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u6c7a\u3081\u308b |\n| AWS Textract | AnalyzeDocument\uff08\u540c\u671f\uff09 | \u884c\u30fb\u5358\u8a9e\u30fb\u30ec\u30a4\u30a2\u30a6\u30c8\u30fb\u8868\u30fb\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u30fb\u4fe1\u983c\u5ea6 |\n| \u767a\u6ce8\u306e\u660e\u7d30\u30fb\u5546\u54c1\u30de\u30b9\u30bf | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080 | **\u8aad\u307f\u53d6\u308a\u3060\u3051** |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u9805\u76ee\u306e\u629c\u304d\u51fa\u3057 |\n| \u8cfc\u8cb7\u62c5\u5f53 | \u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u3092\u5171\u6709\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u77e5\u3089\u305b\u308b | \u78ba\u8a8d\u3001\u4fee\u6b63\u3001\u5546\u54c1\u30de\u30b9\u30bf\u3078\u306e\u767b\u9332 |\n\n**AnalyzeDocument \u306e\u4eba\u306e\u78ba\u8a8d\u306e\u6a5f\u80fd\uff08HumanLoopConfig\uff09\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u304c\u4f7f\u3046 Amazon Augmented AI \u306f2026\u5e747\u6708\u304b\u3089\u4fdd\u5b88\u306e\u6271\u3044\u306b\u306a\u308a\u3001**\u65b0\u3057\u3044\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u306e\u78ba\u8a8d\u306f\u3001\u81ea\u793e\u306e\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u5546\u54c1\u30de\u30b9\u30bf\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u767b\u9332\u6848\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u5546\u54c1\u30de\u30b9\u30bf\u306e\u5024\u306f\u8acb\u6c42\u30fb\u5728\u5eab\u30fb\u88cf\u30e9\u30d9\u30eb\u306b\u5e83\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002**\u767b\u9332\u306f\u8cfc\u8cb7\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059\u3002**","human_review":"1. **`vintage_mismatch` \u3068 `vintage_multiple` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5c4a\u3044\u305f\u30b7\u30fc\u30c8\u304c\u672c\u5f53\u306b\u305d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u3082\u306e\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u9055\u3048\u3070\u751f\u7523\u8005\u306b\u6b63\u3057\u3044\u30b7\u30fc\u30c8\u3092\u983c\u307f\u307e\u3059\n2. **`alcohol_changed` \u3068 `order_volume_mismatch` \u3092\u539f\u672c\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5024\u304c\u5909\u308f\u3063\u305f\u306e\u304b\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`label_item_missing` \u3092\u751f\u7523\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u56de\u3059** \u2026 \u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u3092\u307e\u3068\u3081\u3066\u554f\u3044\u5408\u308f\u305b\u307e\u3059\n4. **`production_note` \u3092\u8868\u793a\u306e\u62c5\u5f53\u306b\u6e21\u3059** \u2026 \u54c1\u76ee\u306e\u533a\u5206\u306b\u95a2\u308f\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n5. **\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3059\u308b** \u2026 \u78ba\u304b\u3081\u305f\u767b\u9332\u6848\u3060\u3051\u3092\u767b\u9332\u3057\u307e\u3059\n\n**\u30c1\u30a7\u30c3\u30af\u306e\u7121\u3044\u767b\u9332\u6848\u3082\u3001\u539f\u672c\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002** 1\u4ef6\u3042\u305f\u308a1\u5206\u7a0b\u5ea6\u3067\u3001**\u5024\u306e\u8aa4\u308a\u3088\u308a\u3001\u9805\u76ee\u306e\u5f53\u3066\u306f\u3081\u306e\u8aa4\u308a\uff08\u6b8b\u7cd6\u3092\u9178\u5ea6\u306b\u5165\u308c\u305f\u3001\u306a\u3069\uff09\u3092\u898b\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u30fbXFA \u306ePDF | \u8aad\u3081\u306a\u3044\u3002**\u751f\u7523\u8005\u306b\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| \u753b\u50cf\u3060\u3051\u306ePDF\u3067\u6587\u5b57\u304c\u5c0f\u3055\u3044 | \u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u3092\u4e0b\u56de\u308b\u3002\u751f\u7523\u8005\u306b\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u983c\u3080 |\n| 6\u8a00\u8a9e\u4ee5\u5916\u306e\u30b7\u30fc\u30c8 | \u5bfe\u5fdc\u8a00\u8a9e\u306e\u5916\u3002\u4eba\u304c\u8aad\u3080 |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u9298\u67c4 | \u9298\u67c4\u3054\u3068\u306b\u30da\u30fc\u30b8\u3092\u5206\u3051\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u4ed8\u3051\u76f4\u3057\u3066\u4fdd\u5b58\u3057\u76f4\u3059 |\n| \u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u304c\u5c4a\u3044\u305f | `vintage_mismatch`\u3002\u767b\u9332\u6848\u3092\u4f5c\u3089\u305a\u3001\u751f\u7523\u8005\u306b\u6b63\u3057\u3044\u30b7\u30fc\u30c8\u3092\u983c\u3080 |\n| \u30b7\u30fc\u30c8\u306b\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\uff08\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u7121\u3044\u5546\u54c1\uff09 | \u62c5\u5f53\u8005\u304c\u30d5\u30a1\u30a4\u30eb\u540d\u306b `NV` \u3068\u4ed8\u3051\u305f\u3082\u306e\u306f\u7167\u5408\u3092\u5916\u3059\u3002\u4ed8\u3044\u3066\u3044\u306a\u3051\u308c\u3070\u4eba\u3078 |\n| \u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u300c13\u301c14%\u300d\u306e\u3088\u3046\u306b\u5e45\u3067\u66f8\u304b\u308c\u3066\u3044\u308b | 1\u3064\u306b\u6c7a\u3081\u305a\u3001\u305d\u306e\u307e\u307e\u8fd4\u3057\u3066\u4eba\u3078\u3002**\u88cf\u30e9\u30d9\u30eb\u306e\u5024\u306f\u751f\u7523\u8005\u306b\u78ba\u304b\u3081\u308b** |\n\n**5\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u5b88\u308a\u305f\u3044\u3053\u3068\u3067\u3059\u3002** \u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u3067\u767b\u9332\u3092\u6e08\u307e\u305b\u308b\u3068\u3001**\u88cf\u30e9\u30d9\u30eb\u306e\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u524d\u306e\u5e74\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002** \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u5408\u308f\u306a\u3044\u3068\u304d\u306f\u767b\u9332\u6848\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002","log_storage":"- \u30b7\u30fc\u30c8\u306e\u539f\u672c\u3068\u3001\u4fdd\u5b58\u3057\u305f\u5834\u6240\uff08\u751f\u7523\u8005\u30fb\u9298\u67c4\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u7248\uff09\n- Textract \u304c\u8fd4\u3057\u305f\u7d50\u679c\u306e\u5168\u6587\u3068\u3001\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u6587\u5b57\u306e\u4e26\u3073\n- AI\u306e\u629c\u304d\u51fa\u3057\u306e\u7d50\u679c\u3068\u6839\u62e0\u306e\u6587\n- \u7167\u5408\u306e\u7d50\u679c\uff08`diffs`\u3001`checks`\uff09\n- **\u8cfc\u8cb7\u62c5\u5f53\u304c\u76f4\u3057\u305f\u767b\u9332\u6848** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u306e\u5024\u304b\u3089\u3001\u306a\u305c\u76f4\u3057\u305f\u304b\n- \u751f\u7523\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\n\n**5\u3064\u76ee\u306e\u8a18\u9332\u306f\u3001\u9805\u76ee\u306e\u8868\u306e\u6539\u5584\u306b\u4f7f\u3044\u307e\u3059\u3002** \u5f53\u3066\u306f\u3081\u306e\u8aa4\u308a\u304c\u591a\u3044\u8a00\u8a9e\u3084\u66f8\u304d\u65b9\u304c\u5206\u304b\u308c\u3070\u3001\u9805\u76ee\u306e\u8868\u306e\u66f8\u304d\u65b9\u306e\u4f8b\u306b\u8db3\u305b\u307e\u3059\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4f4e","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":240,"assumption_workdays":20,"volume_month":240,"before_minutes_per_case":12,"after_minutes_per_case":3,"hourly_cost":3000,"before_hours_month":48,"after_hours_month":12,"saved_hours_month":36,"reduction_rate":75,"saved_hours_year":432,"annual_cost_effect":1296000,"summary":"\u6d77\u5916\u306e\u751f\u7523\u8005\u304b\u3089\u5c4a\u304f\u30ef\u30a4\u30f3\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u53d6\u308a\u3001\u54c1\u7a2e\u30fb\u7523\u5730\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u5bb9\u91cf\u306a\u3069\u3092\u5546\u54c1\u30de\u30b9\u30bf\u306e\u767b\u9332\u6848\u306b\u305d\u308d\u3048\u307e\u3059\u3002\u767a\u6ce8\u3068\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u767b\u9332\u3068\u7167\u3089\u3057\u3001\u5024\u306e\u98df\u3044\u9055\u3044\u3068\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u4e00\u62ec\u8868\u793a\u306b\u8981\u308b\u9805\u76ee\u306e\u6b20\u3051\u3092\u8cfc\u8cb7\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002","before_flow":"1. 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**\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u3001\u5c4a\u3044\u305f\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u306ePDF\u3092\u751f\u7523\u8005\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u306e\u5834\u6240\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304cPDF\u3092\u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u3001AWS Textract \u306e\u540c\u671f\u306e\u6587\u66f8\u5206\u6790\uff08AnalyzeDocument\uff09\u3092\u547c\u3076\n3. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u8aad\u307f\u53d6\u3063\u305f\u884c\u3068\u8868\u3092\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u3066\u30011\u679a\u306e\u6587\u5b57\u306e\u4e26\u3073\u306b\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u6c7a\u3081\u3089\u308c\u305f\u9805\u76ee\u306b\u5024\u3092\u5f53\u3066\u306f\u3081\u3001\u6839\u62e0\u306e\u6587\u3068\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u3092\u66f8\u304d\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767a\u6ce8\u306e\u660e\u7d30\u3068\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u767b\u9332\u3068\u7167\u3089\u3057\u3001\u9055\u3044\u3068\u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u3092\u51fa\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u3092\u3001\u8cfc\u8cb7\u62c5\u5f53\u306e\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\n7. **\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u3001\u9055\u3044\u3068\u6b20\u3051\u306e\u3042\u308b\u884c\u3092\u5148\u306b\u898b\u3066\u539f\u672c\u3068\u898b\u6bd4\u3079\u3001\u767b\u9332\u6848\u3092\u76f4\u3059\n8. **\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3057\u3001\u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u306f\u751f\u7523\u8005\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n\n**4\u756a\u76ee\u30685\u756a\u76ee\u3092\u5206\u3051\u3066\u3044\u308b\u306e\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u300cAlc. 13,5% vol.\u300d\u3092\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u306e13.5\u306b\u5f53\u3066\u306f\u3081\u308b\u306e\u306f\u8a00\u8449\u3092\u6271\u3046\u4f5c\u696d\u3067\u3059\u3002**\u4e00\u65b9\u3001\u305d\u308c\u304c\u524d\u306e\u5e74\u3068\u9055\u3046\u304b\u3001\u767a\u6ce8\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u306f\u3001\u5024\u3092\u6bd4\u3079\u308b\u3060\u3051\u306e\u4f5c\u696d\u3067\u3059\u3002** AI\u306b\u306f\u629c\u304d\u51fa\u3057\u307e\u3067\u3092\u3055\u305b\u3001\u6bd4\u3079\u308b\u306e\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u3055\u305b\u307e\u3059\u3002\n\n**2\u756a\u76ee\u3067\u540c\u671f\u306e\u5206\u6790\u3092\u4f7f\u3046\u306e\u306f\u3001\u30b7\u30fc\u30c8\u304c1\u301c2\u30da\u30fc\u30b8\u3068\u77ed\u3044\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u540c\u671f\u306e\u64cd\u4f5c\u3067\u306fPDF\u3068TIFF\u306f1\u30da\u30fc\u30b8\u307e\u3067\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u3066\u304b\u3089\u547c\u3073\u307e\u3059\u3002** \u975e\u540c\u671f\u306e\u4ed5\u7d44\u307f\uff08\u901a\u77e5\u3092\u53d7\u3051\u3066\u7d50\u679c\u3092\u53d6\u308a\u306b\u884c\u304f\u5f62\uff09\u3092\u7d44\u307e\u305a\u306b\u6e08\u307f\u3001\u5c0e\u5165\u306e\u624b\u9593\u304c\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** 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\u304c\u3001\u6c7a\u3081\u3089\u308c\u305f\u9805\u76ee\u306b\u5024\u3092\u5f53\u3066\u306f\u3081\u3001\u6839\u62e0\u306e\u6587\u3068\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u3092\u66f8\u304d\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u767a\u6ce8\u306e\u660e\u7d30\u3068\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u767b\u9332\u3068\u7167\u3089\u3057\u3001\u9055\u3044\u3068\u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u3092\u3001\u8cfc\u8cb7\u62c5\u5f53\u306e\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059","**\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u3001\u9055\u3044\u3068\u6b20\u3051\u306e\u3042\u308b\u884c\u3092\u5148\u306b\u898b\u3066\u539f\u672c\u3068\u898b\u6bd4\u3079\u3001\u767b\u9332\u6848\u3092\u76f4\u3059","**\u3010\u4eba\u3011** \u8cfc\u8cb7\u62c5\u5f53\u304c\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3057\u3001\u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u306f\u751f\u7523\u8005\u306b\u554f\u3044\u5408\u308f\u305b\u308b"],"architecture":"```\n\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\uff08\u82f1\u8a9e\u30fb\u4ecf\u8a9e\u30fb\u4f0a\u8a9e\u30fb\u897f\u8a9e\u306a\u3069\u306ePDF\u3002\u751f\u7523\u8005\u304b\u3089\u30e1\u30fc\u30eb\u3067\u5c4a\u304f\uff09\n   \u2502  \u8cfc\u8cb7\u62c5\u5f53\u304c\u751f\u7523\u8005\u3054\u3068\u306e\u5834\u6240\u3078\u4fdd\u5b58\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011Amazon S3 \u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 PDF\u3092\u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u308b\n   \u25bc\nAWS Textract\uff08AnalyzeDocument\u3002FeatureTypes\uff1aLAYOUT\u3001TABLES\u3002\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306f QUERIES \u3082\uff09\n   \u25bc\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Python\uff1a\u884c\u3068\u8868\u3092\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u308b\n   \u251c\u2500\u2500\u25b6 Claude API\uff1a\u9805\u76ee\u306e\u629c\u304d\u51fa\u3057\uff08\u6839\u62e0\u306e\u6587\u30fb\u8a00\u8a9e\u4ed8\u304d\uff09\n   \u2514\u2500\u2500\u25b6 Python\uff1a\u767a\u6ce8\u306e\u660e\u7d30\u30fb\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u306e\u7167\u5408\u3001\u6b20\u3051\u306e\u78ba\u8a8d\n   \u25bc\n\u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u306e\u4e00\u89a7\uff08\u8cfc\u8cb7\u62c5\u5f53\u304c\u78ba\u8a8d\uff09\n   \u25bc\n\u5546\u54c1\u30de\u30b9\u30bf\u3078\u306e\u767b\u9332\uff08\u4eba\uff09\uff0f\u751f\u7523\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08AnalyzeDocument\u3002LAYOUT\u30fbTABLES\u30fbQUERIES\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u9805\u76ee\u306e\u629c\u304d\u51fa\u3057\u3068\u6839\u62e0\u306e\u66f8\u304d\u51fa\u3057\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u767a\u6ce8\u306e\u660e\u7d30\u30fb\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u306e\u7167\u5408\u3001\u6b20\u3051\u306e\u78ba\u8a8d\uff09 | \u8868\u8a08\u7b97\u306e\u7167\u5408\u306e\u5f0f |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u30b7\u30fc\u30c8\u306e\u539f\u672c\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u78ba\u8a8d\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u571f\u53f0\u306f\u3001AWS Textract \u306e\u6587\u5b57\u306e\u8aad\u307f\u53d6\u308a\u3067\u3059\u3002** \u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u306f\u8868\u306e\u90e8\u5206\u3068\u6587\u7ae0\u306e\u90e8\u5206\u304c\u6df7\u3056\u308a\u3001**2\u6bb5\u7d44\u307f\u306e\u6587\u7ae0\u3092\u5de6\u53f3\u306e\u9806\u306b\u8aad\u307e\u306a\u3044\u3068\u3001\u54c1\u7a2e\u306e\u6bd4\u7387\u304c\u5225\u306e\u884c\u306e\u6570\u5b57\u3068\u6df7\u3056\u308a\u307e\u3059\u3002** AnalyzeDocument \u306e FeatureTypes \u306b LAYOUT \u3092\u5165\u308c\u308b\u3068\u3001\u6587\u66f8\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u60c5\u5831\u304c\u8fd4\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u8868\u306e\u90e8\u5206\u306f TABLES \u3067\u8aad\u307f\u307e\u3059\u3002\n\n**Textract \u3092\u9078\u3079\u308b\u306e\u306f\u3001\u30b7\u30fc\u30c8\u304c\u6b27\u5dde\u306e\u8a00\u8a9e\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u5bfe\u5fdc\u8a00\u8a9e\u306f**\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e**\u3067\u3001\u30ef\u30a4\u30f3\u306e\u4e3b\u306a\u7523\u5730\u306e\u8a00\u8a9e\u304c\u307b\u307c\u305d\u308d\u3044\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u554f\u3044\u5408\u308f\u305b\uff08\u30af\u30a8\u30ea\uff09\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306f\u554f\u3044\u5408\u308f\u305b\u3067\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u306a\u3069\u3092\u76f4\u63a5\u53d6\u308a\u3001\u307b\u304b\u306e\u8a00\u8a9e\u306e\u30b7\u30fc\u30c8\u306f\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u304b\u3089\u751f\u6210AI\u304c\u629c\u304d\u51fa\u3057\u307e\u3059\u3002\n\n**\u5546\u54c1\u30de\u30b9\u30bf\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u767b\u9332\u306f\u8cfc\u8cb7\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u884c\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u751f\u7523\u8005\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u306e\u5834\u6240\uff08S3 \u306e\u30d5\u30a9\u30eb\u30c0\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u30d5\u30a9\u30eb\u30c0\u306f `techsheet\/<\u751f\u7523\u8005\u30b3\u30fc\u30c9>\/` \u306e\u5f62\u306b\u3057\u3001**\u3069\u306e\u751f\u7523\u8005\u306e\u30b7\u30fc\u30c8\u304b\u3092\u4fdd\u5b58\u3057\u305f\u5834\u6240\u3067\u6c7a\u3081\u307e\u3059\u3002** \u30b7\u30fc\u30c8\u306e\u898b\u51fa\u3057\u306e\u751f\u7523\u8005\u540d\u304b\u3089\u6c7a\u3081\u308b\u3068\u3001\u540c\u3058\u540d\u5b57\u306e\u5bb6\u65cf\u7d4c\u55b6\u306e\u751f\u7523\u8005\u3084\u3001\u751f\u7523\u8005\u3068\u8f38\u51fa\u306e\u4ee3\u7406\u5e97\u306e\u540d\u524d\u3092\u53d6\u308a\u9055\u3048\u307e\u3059\u3002\n\n**\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u306f\u3001\u8cfc\u8cb7\u62c5\u5f53\u304c\u9298\u67c4\u30b3\u30fc\u30c9\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u4ed8\u3051\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002** \u305f\u3068\u3048\u3070 `W-1182_2024.pdf` \u3067\u3059\u3002**\u9298\u67c4\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u62c5\u5f53\u8005\u304c\u6c7a\u3081\u3001AI\u304c\u8aad\u3093\u3060\u5024\u3068\u7167\u3089\u3059\u5f62\u306b\u3057\u307e\u3059\u3002** AI\u304c\u8aad\u3093\u3060\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u305d\u306e\u307e\u307e\u6b63\u3068\u3059\u308b\u3068\u3001\u30b7\u30fc\u30c8\u306e\u66f8\u304d\u9593\u9055\u3044\u3084\u3001\u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u306e\u4f7f\u3044\u56de\u3057\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002\n\n**\u540c\u3058\u9298\u67c4\u30fb\u540c\u3058\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30b7\u30fc\u30c8\u304c2\u56de\u5c4a\u3044\u305f\u3089\u3001\u5f8c\u306e\u307b\u3046\u3092\u65b0\u3057\u3044\u7248\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002** \u524d\u306e\u7248\u306e\u767b\u9332\u6848\u306f\u6d88\u3055\u305a\u30012\u3064\u306e\u7248\u306e\u9055\u3044\u3092\u78ba\u8a8d\u4e8b\u9805\u306b\u51fa\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8 | \u5546\u54c1\u540d\u3001\u751f\u7523\u8005\u3001\u56fd\u3001\u7523\u5730\u3068\u30a2\u30da\u30e9\u30b7\u30aa\u30f3\u3001\u54c1\u7a2e\u3068\u6bd4\u7387\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3001\u6b8b\u7cd6\u3001\u5bb9\u91cf\u3001\u767a\u6ce1\u6027\u3001\u7518\u8f9b\u3001\u91b8\u9020\u3068\u719f\u6210\u3001\u9178\u5316\u9632\u6b62\u5264\u3084\u6709\u6a5f\u306e\u8a8d\u8a3c\u306e\u8a18\u8f09 | \u751f\u7523\u8005\u304b\u3089\u5c4a\u304fPDF |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u884c\u3068\u5358\u8a9e\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u60c5\u5831\u3001\u8868\u306e\u30bb\u30eb\u3001\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6 | AWS Textract |\n| \u767a\u6ce8\u306e\u660e\u7d30 | \u9298\u67c4\u30b3\u30fc\u30c9\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u5bb9\u91cf\u3001\u672c\u6570\u3001\u51fa\u8377\u306e\u4e88\u5b9a | \u767a\u6ce8\u306e\u660e\u7d30\u306e\u8868 |\n| \u5546\u54c1\u30de\u30b9\u30bf\u306e\u524d\u306e\u767b\u9332 | \u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u5546\u54c1\u540d\u30fb\u54c1\u7a2e\u3068\u6bd4\u7387\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u5bb9\u91cf\u30fb\u54c1\u76ee\u306e\u533a\u5206 | \u5546\u54c1\u30de\u30b9\u30bf\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb |\n| \u9805\u76ee\u306e\u8868 | \u629c\u304d\u51fa\u3059\u9805\u76ee\u3068\u3001\u305d\u306e\u8aac\u660e\u3001\u5404\u8a00\u8a9e\u3067\u306e\u66f8\u304d\u65b9\u306e\u4f8b | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u9805\u76ee\u306e\u8868\u3067\u3059\u3002** \u300c\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u300d\u306e\u884c\u306b\u300cAlcohol \/ Alc. vol. \/ Degr\u00e9 alcoolique \/ Titolo alcolometrico \/ Grado alcoh\u00f3lico\u300d\u3068\u66f8\u304d\u65b9\u306e\u4f8b\u3092\u4e26\u3079\u3066\u304a\u304f\u3068\u3001**\u629c\u304d\u51fa\u3057\u306e\u53d6\u308a\u3053\u307c\u3057\u304c\u6e1b\u308a\u307e\u3059\u3002** \u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u3063\u305f\u5916\u56fd\u8a9e\u306e\u77e5\u8b58\u3092\u3001\u8868\u306b\u79fb\u3059\u4f5c\u696d\u3067\u3082\u3042\u308a\u307e\u3059\u3002\n\n**\u5546\u54c1\u30de\u30b9\u30bf\u306e\u524d\u306e\u767b\u9332\u306f\u3001\u7167\u5408\u306e\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u307e\u3059\u3002** \u524d\u306e\u5e74\u306e\u5024\u3092\u751f\u6210AI\u306b\u6e21\u3059\u3068\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u524d\u306e\u5e74\u306e\u5024\u3067\u57cb\u3081\u3066\u3057\u307e\u3046\u304b\u3089\u3067\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u6587\u5b57\u306e\u4e26\u3073 | LINE \u3068 WORD \u306e\u30d6\u30ed\u30c3\u30af\u3001LAYOUT \u306e\u60c5\u5831 | \u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u6587\u5b57\u306e\u4e26\u3073 |\n| \u8868\u306e\u5024 | TABLES \u306e TABLE\u30fbCELL \u306e\u30d6\u30ed\u30c3\u30af | \u5206\u6790\u306e\u5024\u306e\u8868\uff08\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u6b8b\u7cd6\u30fb\u9178\u5ea6\u306a\u3069\uff09 |\n| \u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u4e3b\u306a\u5024 | QUERIES \u306e QUERY_RESULT | \u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u5bb9\u91cf\u306e\u76f4\u63a5\u306e\u7b54\u3048 |\n| \u4fe1\u983c\u5ea6 | \u5404\u30d6\u30ed\u30c3\u30af\u306e Confidence | \u6570\u5b57\u306e\u8aad\u307f\u53d6\u308a\u304c\u602a\u3057\u3044\u884c\u306e\u5370 |\n\n**\u6587\u5b57\u306e\u4e26\u3073\u306f\u3001LAYOUT \u306e\u60c5\u5831\u3067\u307e\u3068\u307e\u308a\u3068\u9806\u5e8f\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002** 2\u6bb5\u7d44\u307f\u306e\u30b7\u30fc\u30c8\u3067 LINE \u3092\u4e0a\u304b\u3089\u9806\u306b\u4e26\u3079\u308b\u3068\u3001\u5de6\u306e\u6bb5\u306e\u300cCabernet Sauvignon 60%\u300d\u3068\u53f3\u306e\u6bb5\u306e\u300cAlcohol 14%\u300d\u304c1\u884c\u306b\u6df7\u3056\u308a\u307e\u3059\u3002**\u307e\u3068\u307e\u308a\u3054\u3068\u306b\u4e26\u3079\u3066\u304b\u3089\u3001\u751f\u6210AI\u306b\u6e21\u3057\u307e\u3059\u3002**\n\n**\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u6b21\u306e3\u3064\u3060\u3051\u306b\u3057\u307e\u3059\u3002**\n\n| \u554f\u3044\u5408\u308f\u305b\uff08Text\uff09 | Alias |\n|:--|:--|\n| What is the alcohol content? | ALCOHOL |\n| What is the vintage? | VINTAGE |\n| What is the bottle size? | VOLUME |\n\n\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001**\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u3068\u5225\u540d\u3068\u4e00\u7dd2\u306b\u3001\u4fe1\u983c\u5ea6\u3068\u7b54\u3048\u306e\u6587\u5b57\u3067\u8fd4\u308a\u3001\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7a7a\u306e\u3068\u304d\u306f\u751f\u6210AI\u306e\u629c\u304d\u51fa\u3057\u306e\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3044\u3001**\u4e21\u65b9\u304c\u3042\u3063\u3066\u98df\u3044\u9055\u3048\u3070\u78ba\u8a8d\u4e8b\u9805\u306b\u3057\u307e\u3059\u3002** \u540c\u671f\u306e\u64cd\u4f5c\u3067\u306f1\u30da\u30fc\u30b815\u4ef6\u307e\u3067\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u5c11\u306a\u304f\u4fdd\u3061\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u306e\u3069\u308c\u304b\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**XFA \u306e\u5f62\u5f0f\u306ePDF\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u6271\u3048\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\n2. **\u30da\u30fc\u30b8\u306e\u5206\u5272** \u2026 \u540c\u671f\u306e\u64cd\u4f5c\u3067\u306fPDF\u306f1\u30da\u30fc\u30b8\u300110MB\u307e\u3067\u306a\u306e\u3067\u3001\u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u307e\u3059\n3. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u304b\u3081** \u2026 \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u8aad\u307f\u53d6\u308c\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u306f15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u30678\u30dd\u30a4\u30f3\u30c8\u76f8\u5f53\uff09\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u753b\u50cf\u3060\u3051\u306ePDF\u3067\u89e3\u50cf\u5ea6\u304c\u8db3\u308a\u306a\u3044\u3082\u306e\u306f\u3001\u751f\u7523\u8005\u306b\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u983c\u307f\u307e\u3059**\n4. **\u8a00\u8a9e\u306e\u5224\u5b9a** \u2026 Textract \u306f\u691c\u51fa\u3057\u305f\u8a00\u8a9e\u3092\u8fd4\u3055\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u304b\u3089\u8a00\u8a9e\u3092\u5224\u5b9a\u3057\u3001\u82f1\u8a9e\u306a\u3089\u554f\u3044\u5408\u308f\u305b\u306e\u7d50\u679c\u3082\u4f7f\u3044\u307e\u3059\n5. **\u6570\u5b57\u306e\u66f8\u304d\u65b9\u306e\u7d71\u4e00** \u2026 \u300c13,5\u300d\u3068\u300c13.5\u300d\u3001\u300c75cl\u300d\u3068\u300c750ml\u300d\u3092\u3001\u7167\u5408\u306e\u524d\u306b\u540c\u3058\u5f62\u306b\u3057\u307e\u3059\u3002**\u5143\u306e\u6587\u5b57\u5217\u3082\u6b8b\u3057\u307e\u3059**\n6. **\u5bb9\u91cf\u306e\u7a2e\u985e\u306e\u5c55\u958b** \u2026 \u300c75 cl \/ 150 cl\u300d\u306e\u3088\u3046\u306b1\u679a\u306e\u30b7\u30fc\u30c8\u306b\u8907\u6570\u306e\u5bb9\u91cf\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u5bb9\u91cf\u3054\u3068\u306b\u767b\u9332\u6848\u306e\u884c\u3092\u5206\u3051\u307e\u3059\u3002**\u5546\u54c1\u30de\u30b9\u30bf\u306f\u5bb9\u91cf\u3054\u3068\u306b\u5225\u306e\u5546\u54c1\u30b3\u30fc\u30c9\u3067\u6301\u3064\u3053\u3068\u304c\u591a\u3044\u304b\u3089\u3067\u3059**\n\n**6\u756a\u76ee\u306f\u3001\u767a\u6ce8\u306e\u660e\u7d30\u3068\u306e\u7167\u5408\u306e\u305f\u3081\u306b\u3082\u8981\u308a\u307e\u3059\u3002** \u767a\u6ce8\u304c1.5\u30ea\u30c3\u30c8\u30eb\u306e\u74f6\u306a\u306e\u306b\u3001\u767b\u9332\u6848\u304c750\u30df\u30ea\u30ea\u30c3\u30c8\u30eb\u306e\u884c\u3060\u3051\u3060\u3068\u3001`order_volume_mismatch` \u304c\u51fa\u307e\u305b\u3093\u3002**\u5bb9\u91cf\u3054\u3068\u306b\u884c\u3092\u5206\u3051\u3066\u304b\u3089\u7167\u3089\u3057\u307e\u3059\u3002**\n\n**4\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3060\u3051\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30b7\u30fc\u30c8\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u5f53\u3066\u308b\u3068\u3001\u7b54\u3048\u304c\u7a7a\u304b\u3001\u5225\u306e\u6570\u5b57\u3092\u62fe\u3044\u307e\u3059\u3002** \u8a00\u8a9e\u3092\u6c7a\u3081\u3066\u304b\u3089\u4f7f\u3044\u5206\u3051\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092\u6c7a\u3081\u3089\u308c\u305f\u9805\u76ee\u306b\u5f53\u3066\u306f\u3081\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab | \u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u9805\u76ee\u3078\u306e\u5f53\u3066\u306f\u3081 | \u5546\u54c1\u540d\u3001\u751f\u7523\u8005\u3001\u56fd\u3001\u7523\u5730\u3068\u30a2\u30da\u30e9\u30b7\u30aa\u30f3\u3001\u54c1\u7a2e\u3068\u6bd4\u7387\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3001\u6b8b\u7cd6\u3001\u5bb9\u91cf\u3001\u767a\u6ce1\u6027\u3001\u7518\u8f9b\u3001\u9178\u5316\u9632\u6b62\u5264\u306e\u8a18\u8f09\u3001\u6709\u6a5f\u306e\u8a8d\u8a3c\u306e\u8a18\u8f09 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `null` |\n| \u6839\u62e0\u306e\u6587 | \u5f53\u3066\u306f\u3081\u306b\u4f7f\u3063\u305f\u6587\u3092\u3001\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u306e\u307e\u307e\u5199\u3059 | \u5024\u304c\u3042\u308c\u3070\u5fc5\u305a\u57cb\u3081\u308b |\n| \u54c1\u76ee\u306b\u95a2\u308f\u308b\u8a18\u8f09\u306e\u66f8\u304d\u51fa\u3057 | \u30d6\u30e9\u30f3\u30c7\u30fc\u3084\u7cd6\u985e\u3092\u52a0\u3048\u305f\u3001\u9152\u7cbe\u3092\u5f37\u5316\u3057\u305f\u3001\u306a\u3069\u306e\u91b8\u9020\u306e\u8a18\u8f09 | \u7121\u3051\u308c\u3070\u7a7a\u306b\u3059\u308b |\n| \u30b7\u30fc\u30c8\u306e\u8a00\u8a9e | \u4e3b\u306a\u8a00\u8a9e | \u6c7a\u3081\u3089\u308c\u306a\u3051\u308c\u3070 `unknown` |\n\n**3\u884c\u76ee\u306f\u3001\u54c1\u76ee\u3092\u6c7a\u3081\u3055\u305b\u308b\u305f\u3081\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u9152\u985e\u306e\u54c1\u76ee\u304c\u679c\u5b9f\u9152\u304b\u7518\u5473\u679c\u5b9f\u9152\u304b\u306f\u3001\u9152\u7a0e\u6cd5\u306e\u5b9a\u3081\u306b\u7167\u3089\u3057\u3066\u6c7a\u307e\u308a\u307e\u3059\u3002**AI\u306b\u306f\u3001\u54c1\u76ee\u306e\u5224\u65ad\u306b\u95a2\u308f\u308a\u305d\u3046\u306a\u91b8\u9020\u306e\u8a18\u8f09\u3092\u3001\u305d\u306e\u307e\u307e\u5199\u3055\u305b\u308b\u3060\u3051\u3067\u3059\u3002** \u5199\u3055\u308c\u305f\u8a18\u8f09\u304c\u3042\u308b\u30b7\u30fc\u30c8\u306f\u3001\u8868\u793a\u306e\u62c5\u5f53\u304c\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5024\u306e\u88dc\u3044 | \u524d\u306e\u5e74\u306e\u5024\u3084\u3001\u7523\u5730\u306e\u4e00\u822c\u7684\u306a\u5024\u3067\u57cb\u3081\u306a\u3044 |\n| \u9152\u985e\u306e\u54c1\u76ee\u306e\u533a\u5206 | \u9152\u7a0e\u6cd5\u306e\u5b9a\u3081\u306b\u7167\u3089\u3057\u3066\u4eba\u304c\u6c7a\u3081\u308b |\n| \u5358\u4f4d\u306e\u63db\u7b97 | \u300c75cl\u300d\u3092750\u306b\u76f4\u3059\u306e\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3046 |\n| \u88cf\u30e9\u30d9\u30eb\u306e\u6587\u8a00 | \u8868\u793a\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u308b |\n| \u54c1\u7a2e\u306e\u6bd4\u7387\u306e\u5408\u8a08\u306e\u88dc\u6b63 | \u5408\u8a08\u304c100\u306b\u306a\u3089\u306a\u304f\u3066\u3082\u3001\u66f8\u304b\u308c\u305f\u5024\u306e\u307e\u307e\u8fd4\u3059 |\n\n**1\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u30b7\u30fc\u30c8\u306b\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u7121\u3044\u3068\u3001AI\u306f\u7523\u5730\u3084\u54c1\u7a2e\u304b\u3089\u300c13.5% \u7a0b\u5ea6\u300d\u3068\u66f8\u304d\u304c\u3061\u3067\u3059\u3002**\u88cf\u30e9\u30d9\u30eb\u306e\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3092\u63a8\u6e2c\u3067\u66f8\u304f\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f `null` \u306b\u3055\u305b\u3001\u6b20\u3051\u3068\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u306b\u56de\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\u8f38\u5165\u30ef\u30a4\u30f3\u306e\u5546\u793e\u306e\u8cfc\u8cb7\u62c5\u5f53\u8005\u3092\u624b\u4f1d\u3044\u3001\u751f\u7523\u8005\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u304b\u3089\n\u5546\u54c1\u30de\u30b9\u30bf\u306e\u767b\u9332\u306b\u8981\u308b\u5024\u3092\u629c\u304d\u51fa\u3057\u307e\u3059\u3002\n\u6e21\u3055\u308c\u305f\u300c\u30b7\u30fc\u30c8\u306e\u6587\u5b57\u306e\u4e26\u3073\uff08\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u3082\u306e\uff09\u300d\u3068\u300c\u9805\u76ee\u306e\u8868\u300d\u3060\u3051\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002\n\u30b7\u30fc\u30c8\u306f\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u306e\u3069\u308c\u304b\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n- \u9805\u76ee\u306e\u8868\u306e\u9805\u76ee\u3054\u3068\u306b\u3001\u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u305f\u5024\u3092 value \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5024\u3092\u53d6\u3063\u305f\u6587\u3092\u30b7\u30fc\u30c8\u306e\u8a00\u8a9e\u306e\u307e\u307e\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u30d6\u30e9\u30f3\u30c7\u30fc\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u30fb\u7cd6\u985e\u3092\u52a0\u3048\u305f\u3001\u9152\u7cbe\u3092\u5f37\u5316\u3057\u305f\u3001\u306a\u3069\u306e\u91b8\u9020\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\n  production_notes \u306b\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- language \u306b\u30b7\u30fc\u30c8\u306e\u4e3b\u306a\u8a00\u8a9e\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30b7\u30fc\u30c8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f value \u3092 null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u524d\u306e\u5e74\u306e\u5024\u3001\u7523\u5730\u3084\u54c1\u7a2e\u304b\u3089\u4e00\u822c\u306b\u8003\u3048\u3089\u308c\u308b\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6570\u5b57\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u5358\u4f4d\u306e\u63db\u7b97\u3084\u56db\u6368\u4e94\u5165\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c13,5\u300d\u306f \"13,5\" \u306e\u307e\u307e\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u7a2e\u306e\u6bd4\u7387\u306e\u5408\u8a08\u304c100\u306b\u306a\u3089\u306a\u304f\u3066\u3082\u3001\u66f8\u304b\u308c\u305f\u5024\u306e\u307e\u307e\u8fd4\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9152\u985e\u306e\u54c1\u76ee\uff08\u679c\u5b9f\u9152\u30fb\u7518\u5473\u679c\u5b9f\u9152\u306a\u3069\uff09\u3092\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u8907\u6570\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\uff08\u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u306a\u3069\uff09\u306f\u3001\n  \u898b\u51fa\u3057\u3084\u30d5\u30a1\u30a4\u30eb\u306e\u9298\u67c4\u306b\u5bfe\u5fdc\u3059\u308b\u3082\u306e\u3092\u9078\u3070\u305a\u3001\u3059\u3079\u3066 candidates \u306b\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8ff7\u3063\u305f\u3068\u304d\u306b\u5024\u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002null \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u300c13,5 \u306f 13,5 \u306e\u307e\u307e\u300d\u3068\u66f8\u304f\u306e\u306f\u3001AI\u304c\u5c0f\u6570\u70b9\u306e\u66f8\u304d\u65b9\u3092\u52dd\u624b\u306b\u76f4\u3059\u304b\u3089\u3067\u3059\u3002** \u76f4\u3057\u305f\u7d50\u679c\u304c\u6b63\u3057\u304f\u3066\u3082\u3001**\u3069\u3053\u3067\u76f4\u3057\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u306e\u7d71\u4e00\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u884c\u3044\u3001\u5143\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u3066\u6b8b\u3057\u307e\u3059\u3002\n\n**\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30921\u3064\u306b\u6c7a\u3081\u3055\u305b\u306a\u3044\u306e\u306f\u3001\u30b7\u30fc\u30c8\u306b\u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u304c\u8f09\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002** \u300c2023: 13.5% \/ 2024: 14.0%\u300d\u306e\u3088\u3046\u306a\u8868\u3067\u3001AI\u304c\u898b\u51fa\u3057\u306b\u8fd1\u3044\u307b\u3046\u3092\u9078\u3076\u3068\u3001\u5225\u306e\u5e74\u306e\u5024\u3092\u62fe\u3044\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u629c\u304d\u51fa\u3057\u306f\u3001Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u5f62\u3092\u6c7a\u3081\u3066\u53d7\u3051\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001**`output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b**\u3068\u3055\u308c\u3001\u6b63\u5f0f\u63d0\u4f9b\u306e\u6a5f\u80fd\u3067\u3059\u3002\u5024\u304c\u7121\u3044\u9805\u76ee\u306b `null` \u3092\u8fd4\u305b\u308b\u3088\u3046\u3001\u578b\u306b null \u3092\u542b\u3081\u307e\u3059\u3002**\u6570\u5024\u306e minimum\uff0fmaximum \u306a\u3069\u306e\u5236\u7d04\u306f\u30b9\u30ad\u30fc\u30de\u306b\u66f8\u3051\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u306e\u7bc4\u56f2\u306a\u3069\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n```json\n{\n  \"file\": \"techsheet\/P-0412\/W-1182_2024.pdf\",\n  \"language\": \"fr\",\n  \"fields\": {\n    \"vintage\": { \"value\": null, \"candidates\": [\"2023\", \"2024\"],\n                 \"evidence\": \"Mill\u00e9sime 2023 ... Mill\u00e9sime 2024\" },\n    \"alcohol\": { \"value\": \"14\", \"evidence\": \"Degr\u00e9 alcoolique : 14 % vol.\" },\n    \"volume\": { \"value\": \"75 cl\", \"evidence\": \"Contenance : 75 cl\" },\n    \"grapes\": { \"value\": [ {\"name\": \"Grenache\", \"ratio\": \"70\"},\n                           {\"name\": \"Syrah\", \"ratio\": \"30\"} ],\n                \"evidence\": \"C\u00e9pages : Grenache 70 %, Syrah 30 %\" },\n    \"sparkling\": { \"value\": null, \"evidence\": \"\" }\n  },\n  \"production_notes\": []\n}\n```\n\n\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u3001\u3053\u308c\u306b\u7167\u5408\u306e\u7d50\u679c\u3092\u8db3\u3057\u3066\u767b\u9332\u6848\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"item_code\": \"W-1182\", \"vintage_by_staff\": \"2024\",\n  \"alcohol_pct\": 14.0, \"volume_ml\": 750,\n  \"diffs\": [ { \"field\": \"alcohol_pct\", \"prev_vintage\": 13.5, \"this\": 14.0 } ],\n  \"checks\": [ \"vintage_multiple\", \"sparkling_missing\" ]\n}\n```\n\n**\u5f62\u3092\u5206\u3051\u308b\u306e\u306f\u3001\u629c\u304d\u51fa\u3057\u3068\u7167\u5408\u3092\u5225\u306e\u5c64\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** `fields` \u306fAI\u304c\u57cb\u3081\u3001`diffs` \u3068 `checks` \u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u307e\u3059\u3002**\u7167\u5408\u306e\u898f\u5247\u3092\u5909\u3048\u3066\u3082\u3001\u629c\u304d\u51fa\u3057\u306f\u3084\u308a\u76f4\u3055\u305a\u306b\u6e08\u307f\u307e\u3059\u3002**\n\n| `checks` | \u6c7a\u3081\u65b9\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09 |\n|:--|:--|\n| vintage_mismatch | AI\u306e\u5024\u307e\u305f\u306f\u5019\u88dc\u306b\u3001\u62c5\u5f53\u8005\u304c\u4ed8\u3051\u305f\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u7121\u3044 |\n| vintage_multiple | \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u5019\u88dc\u304c\u8907\u6570\u3042\u308b |\n| order_volume_mismatch | \u767a\u6ce8\u306e\u660e\u7d30\u306e\u5bb9\u91cf\u3068\u3001\u30b7\u30fc\u30c8\u306e\u5bb9\u91cf\u304c\u9055\u3046 |\n| alcohol_changed | \u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u9055\u3046 |\n| label_item_missing | \u88cf\u30e9\u30d9\u30eb\u306b\u8981\u308b\u9805\u76ee\uff08\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u5bb9\u91cf\u30fb\u56fd\u30fb\u767a\u6ce1\u6027\u306e\u6709\u7121\uff09\u304c `null` |\n| production_note | \u54c1\u76ee\u306b\u95a2\u308f\u308b\u91b8\u9020\u306e\u8a18\u8f09\u304c\u3042\u308b |\n| low_confidence | \u6570\u5b57\u306e\u884c\u306e\u4fe1\u983c\u5ea6\u304c\u81ea\u793e\u3067\u6c7a\u3081\u305f\u4e0b\u9650\u3088\u308a\u4f4e\u3044 |\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4fdd\u5b58\u306e\u901a\u77e5\u3067 Lambda \u3092\u52d5\u304b\u3059 | \u751f\u7523\u8005\u3092\u30d5\u30a9\u30eb\u30c0\u3001\u9298\u67c4\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u6c7a\u3081\u308b |\n| AWS Textract | AnalyzeDocument\uff08\u540c\u671f\uff09 | \u884c\u30fb\u5358\u8a9e\u30fb\u30ec\u30a4\u30a2\u30a6\u30c8\u30fb\u8868\u30fb\u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u30fb\u4fe1\u983c\u5ea6 |\n| \u767a\u6ce8\u306e\u660e\u7d30\u30fb\u5546\u54c1\u30de\u30b9\u30bf | \u66f8\u304d\u51fa\u3057\u305f\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u3080 | **\u8aad\u307f\u53d6\u308a\u3060\u3051** |\n| Claude API | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u9805\u76ee\u306e\u629c\u304d\u51fa\u3057 |\n| \u8cfc\u8cb7\u62c5\u5f53 | \u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u3092\u5171\u6709\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3057\u3001\u30c1\u30e3\u30c3\u30c8\u3067\u77e5\u3089\u305b\u308b | \u78ba\u8a8d\u3001\u4fee\u6b63\u3001\u5546\u54c1\u30de\u30b9\u30bf\u3078\u306e\u767b\u9332 |\n\n**AnalyzeDocument \u306e\u4eba\u306e\u78ba\u8a8d\u306e\u6a5f\u80fd\uff08HumanLoopConfig\uff09\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u3053\u306e\u6a5f\u80fd\u304c\u4f7f\u3046 Amazon Augmented AI \u306f2026\u5e747\u6708\u304b\u3089\u4fdd\u5b88\u306e\u6271\u3044\u306b\u306a\u308a\u3001**\u65b0\u3057\u3044\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4eba\u306e\u78ba\u8a8d\u306f\u3001\u81ea\u793e\u306e\u78ba\u8a8d\u306e\u4e00\u89a7\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u5546\u54c1\u30de\u30b9\u30bf\u306b\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u767b\u9332\u6848\u304c\u6b63\u3057\u304f\u3066\u3082\u3001\u5546\u54c1\u30de\u30b9\u30bf\u306e\u5024\u306f\u8acb\u6c42\u30fb\u5728\u5eab\u30fb\u88cf\u30e9\u30d9\u30eb\u306b\u5e83\u304f\u4f7f\u308f\u308c\u307e\u3059\u3002**\u767b\u9332\u306f\u8cfc\u8cb7\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **`vintage_mismatch` \u3068 `vintage_multiple` \u3092\u5148\u306b\u898b\u308b** \u2026 \u5c4a\u3044\u305f\u30b7\u30fc\u30c8\u304c\u672c\u5f53\u306b\u305d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u3082\u306e\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u9055\u3048\u3070\u751f\u7523\u8005\u306b\u6b63\u3057\u3044\u30b7\u30fc\u30c8\u3092\u983c\u307f\u307e\u3059\n2. **`alcohol_changed` \u3068 `order_volume_mismatch` \u3092\u539f\u672c\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5024\u304c\u5909\u308f\u3063\u305f\u306e\u304b\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`label_item_missing` \u3092\u751f\u7523\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306b\u56de\u3059** \u2026 \u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u3092\u307e\u3068\u3081\u3066\u554f\u3044\u5408\u308f\u305b\u307e\u3059\n4. **`production_note` \u3092\u8868\u793a\u306e\u62c5\u5f53\u306b\u6e21\u3059** \u2026 \u54c1\u76ee\u306e\u533a\u5206\u306b\u95a2\u308f\u308b\u304b\u3092\u78ba\u304b\u3081\u3066\u3082\u3089\u3044\u307e\u3059\n5. **\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3059\u308b** \u2026 \u78ba\u304b\u3081\u305f\u767b\u9332\u6848\u3060\u3051\u3092\u767b\u9332\u3057\u307e\u3059\n\n**\u30c1\u30a7\u30c3\u30af\u306e\u7121\u3044\u767b\u9332\u6848\u3082\u3001\u539f\u672c\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002** 1\u4ef6\u3042\u305f\u308a1\u5206\u7a0b\u5ea6\u3067\u3001**\u5024\u306e\u8aa4\u308a\u3088\u308a\u3001\u9805\u76ee\u306e\u5f53\u3066\u306f\u3081\u306e\u8aa4\u308a\uff08\u6b8b\u7cd6\u3092\u9178\u5ea6\u306b\u5165\u308c\u305f\u3001\u306a\u3069\uff09\u3092\u898b\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u30fbXFA \u306ePDF | \u8aad\u3081\u306a\u3044\u3002**\u751f\u7523\u8005\u306b\u9001\u308a\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| \u753b\u50cf\u3060\u3051\u306ePDF\u3067\u6587\u5b57\u304c\u5c0f\u3055\u3044 | \u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u3092\u4e0b\u56de\u308b\u3002\u751f\u7523\u8005\u306b\u5143\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u983c\u3080 |\n| 6\u8a00\u8a9e\u4ee5\u5916\u306e\u30b7\u30fc\u30c8 | \u5bfe\u5fdc\u8a00\u8a9e\u306e\u5916\u3002\u4eba\u304c\u8aad\u3080 |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u9298\u67c4 | \u9298\u67c4\u3054\u3068\u306b\u30da\u30fc\u30b8\u3092\u5206\u3051\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u4ed8\u3051\u76f4\u3057\u3066\u4fdd\u5b58\u3057\u76f4\u3059 |\n| \u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u304c\u5c4a\u3044\u305f | `vintage_mismatch`\u3002\u767b\u9332\u6848\u3092\u4f5c\u3089\u305a\u3001\u751f\u7523\u8005\u306b\u6b63\u3057\u3044\u30b7\u30fc\u30c8\u3092\u983c\u3080 |\n| \u30b7\u30fc\u30c8\u306b\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\uff08\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u7121\u3044\u5546\u54c1\uff09 | \u62c5\u5f53\u8005\u304c\u30d5\u30a1\u30a4\u30eb\u540d\u306b `NV` \u3068\u4ed8\u3051\u305f\u3082\u306e\u306f\u7167\u5408\u3092\u5916\u3059\u3002\u4ed8\u3044\u3066\u3044\u306a\u3051\u308c\u3070\u4eba\u3078 |\n| \u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u300c13\u301c14%\u300d\u306e\u3088\u3046\u306b\u5e45\u3067\u66f8\u304b\u308c\u3066\u3044\u308b | 1\u3064\u306b\u6c7a\u3081\u305a\u3001\u305d\u306e\u307e\u307e\u8fd4\u3057\u3066\u4eba\u3078\u3002**\u88cf\u30e9\u30d9\u30eb\u306e\u5024\u306f\u751f\u7523\u8005\u306b\u78ba\u304b\u3081\u308b** |\n\n**5\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u6700\u3082\u5b88\u308a\u305f\u3044\u3053\u3068\u3067\u3059\u3002** \u524d\u306e\u5e74\u306e\u30b7\u30fc\u30c8\u3067\u767b\u9332\u3092\u6e08\u307e\u305b\u308b\u3068\u3001**\u88cf\u30e9\u30d9\u30eb\u306e\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u524d\u306e\u5e74\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002** \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u304c\u5408\u308f\u306a\u3044\u3068\u304d\u306f\u767b\u9332\u6848\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u30b7\u30fc\u30c8\u306e\u539f\u672c\u3068\u3001\u4fdd\u5b58\u3057\u305f\u5834\u6240\uff08\u751f\u7523\u8005\u30fb\u9298\u67c4\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u7248\uff09\n- Textract \u304c\u8fd4\u3057\u305f\u7d50\u679c\u306e\u5168\u6587\u3068\u3001\u8aad\u3080\u9806\u306b\u305d\u308d\u3048\u305f\u6587\u5b57\u306e\u4e26\u3073\n- AI\u306e\u629c\u304d\u51fa\u3057\u306e\u7d50\u679c\u3068\u6839\u62e0\u306e\u6587\n- \u7167\u5408\u306e\u7d50\u679c\uff08`diffs`\u3001`checks`\uff09\n- **\u8cfc\u8cb7\u62c5\u5f53\u304c\u76f4\u3057\u305f\u767b\u9332\u6848** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u306e\u5024\u304b\u3089\u3001\u306a\u305c\u76f4\u3057\u305f\u304b\n- \u751f\u7523\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\n\n**5\u3064\u76ee\u306e\u8a18\u9332\u306f\u3001\u9805\u76ee\u306e\u8868\u306e\u6539\u5584\u306b\u4f7f\u3044\u307e\u3059\u3002** \u5f53\u3066\u306f\u3081\u306e\u8aa4\u308a\u304c\u591a\u3044\u8a00\u8a9e\u3084\u66f8\u304d\u65b9\u304c\u5206\u304b\u308c\u3070\u3001\u9805\u76ee\u306e\u8868\u306e\u66f8\u304d\u65b9\u306e\u4f8b\u306b\u8db3\u305b\u307e\u3059\u3002","minimal_setup":"1. \u767b\u9332\u304c\u7d42\u308f\u3063\u305f\u5148\u6708\u306e\u30b7\u30fc\u30c8\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u3046\u3061\u6570\u4ef6\u306f\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u306e\u30b7\u30fc\u30c8\u30012\u6bb5\u7d44\u307f\u306e\u30b7\u30fc\u30c8\u3001\u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u304c\u8f09\u3063\u305f\u30b7\u30fc\u30c8\u3092\u5165\u308c\u308b**\uff09\n2. AWS \u306e\u30b3\u30f3\u30bd\u30fc\u30eb\u3067 Textract \u306e\u6587\u66f8\u5206\u6790\u3092\u958b\u304d\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u3068\u8868\u306e\u8aad\u307f\u53d6\u308a\u3092\u6709\u52b9\u306b\u3057\u3066\u8aad\u307f\u53d6\u308b\n3. \u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u9805\u76ee\u306e\u8868\u3092\u6e21\u3057\u3066\u5024\u3092\u629c\u304d\u51fa\u3055\u305b\u308b\n4. \u629c\u304d\u51fa\u3057\u305f\u5024\u3092\u3001\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3057\u305f\u5024\u3068\u6bd4\u3079\u308b\n\n**\u6700\u521d\u306b\u898b\u308b\u306e\u306f\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u57cb\u3081\u3066\u3044\u306a\u3044\u304b\u3067\u3059\u3002** \u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u306e\u7121\u3044\u30b7\u30fc\u30c8\u3067\u5024\u3092\u51fa\u3057\u3066\u3044\u305f\u3089\u3001\u6307\u793a\u3092\u76f4\u3057\u307e\u3059\u3002**\u6b21\u306b\u3001\u5916\u56fd\u8a9e\u306e\u30b7\u30fc\u30c8\u306e\u629c\u304d\u51fa\u3057\u3092\u3001\u305d\u306e\u8a00\u8a9e\u304c\u8aad\u3081\u308b\u62c5\u5f53\u8005\u306b\u78ba\u304b\u3081\u3066\u3082\u3089\u3044\u307e\u3059\u3002** \u6839\u62e0\u306e\u6587\u3068\u5024\u306e\u7d44\u304c\u6b63\u3057\u304f\u5bfe\u5fdc\u3057\u3066\u3044\u308c\u3070\u3001\u307b\u304b\u306e\u62c5\u5f53\u8005\u3067\u3082\u6839\u62e0\u306e\u6587\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u898b\u8fbc\u307f\u304c\u7acb\u3061\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u767b\u9332\u3057\u305f\u5024\u3068\u5408\u3044\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f\u7a7a\u3060\u3063\u305f | **\u4fdd\u5b58\u304b\u3089\u7167\u5408\u307e\u3067\u3092\u3064\u306a\u3050\u6bb5\u968e\u306b\u9032\u3080** |\n| 2\u6bb5\u7d44\u307f\u306e\u30b7\u30fc\u30c8\u3067\u54c1\u7a2e\u306e\u6bd4\u7387\u304c\u6df7\u3056\u3063\u305f | \u8aad\u3080\u9806\u306e\u305d\u308d\u3048\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| AI\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3092\u88dc\u3063\u305f | \u6307\u793a\u306e\u7e1b\u308a\u3067\u76f4\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u30b7\u30fc\u30c8\u3092\u8aad\u307f\u53d6\u308a\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u9805\u76ee\u3092\u629c\u304d\u51fa\u3059 \uff0f \u5916\u56fd\u8a9e\u306e\u30b7\u30fc\u30c8\u3092\u8aad\u3080\u624b\u9593","semi_auto_setup":"\u4e0a\u8a18\uff0b\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u81ea\u52d5\u3067\u8aad\u307f\u53d6\u308a\u3001\u629c\u304d\u51fa\u3057\u30fb\u767a\u6ce8\u3068\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u306e\u7167\u5408\u30fb\u6b20\u3051\u306e\u78ba\u8a8d\u307e\u3067\u51fa\u3059 \uff0f \u767b\u9332\u6848\u3068\u78ba\u8a8d\u4e8b\u9805\u306e\u6d17\u3044\u51fa\u3057","full_setup":"\u4e0a\u8a18\uff0b\u8ca9\u58f2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3068\u9023\u643a\u3057\u3001\u78ba\u304b\u3081\u305f\u767b\u9332\u6848\u3092\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3057\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u539f\u7a3f\u306e\u4e0b\u66f8\u304d\u307e\u3067\u4f5c\u308b \uff0f \u5546\u54c1\u30de\u30b9\u30bf\u306e\u767b\u9332\u3068\u88cf\u30e9\u30d9\u30eb\u306e\u539f\u7a3f\u306e\u6e96\u5099","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef612\u5206\u304c3\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5199\u3059\u4f5c\u696d\u3068\u898b\u6bd4\u3079\u308b\u4f5c\u696d\u306f\u7121\u304f\u306a\u308a\u3001**\u4eba\u306f\u9055\u3044\u3068\u6b20\u3051\u306e\u3042\u308b\u884c\u3092\u539f\u672c\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u306f\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u539f\u7a3f\u3092\u5546\u54c1\u30de\u30b9\u30bf\u304b\u3089\u4f5c\u3063\u3066\u3044\u308b\u4f1a\u793e\u3067\u691c\u8a0e\u3057\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u6587\u8a00\u306f\u8868\u793a\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u308b\u3082\u306e\u3067\u3001**\u539f\u7a3f\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u3063\u3066\u3082\u3001\u78ba\u8a8d\u3092\u7701\u304f\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002**\n**\u534a\u81ea\u52d5\u5316\u306e\u6bb5\u968e\u3067\u3001\u751f\u7523\u8005\u3054\u3068\u306e\u6b20\u3051\u306e\u50be\u5411\u3082\u898b\u3048\u3066\u304d\u307e\u3059\u3002** \u6bce\u56de\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3084\u5bb9\u91cf\u3092\u66f8\u3044\u3066\u3053\u306a\u3044\u751f\u7523\u8005\u306b\u306f\u3001**\u6b21\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u524d\u306b\u3001\u66f8\u3044\u3066\u307b\u3057\u3044\u9805\u76ee\u306e\u4e00\u89a7\u3092\u9001\u3063\u3066\u983c\u3093\u3067\u304a\u304f**\u307b\u3046\u304c\u3001\u554f\u3044\u5408\u308f\u305b\u3092\u7e70\u308a\u8fd4\u3059\u3088\u308a\u65e9\u304f\u7247\u3065\u304d\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| 2\u6bb5\u7d44\u307f\u306e\u30b7\u30fc\u30c8\u3067\u5024\u304c\u6df7\u3056\u308b | LAYOUT \u306e\u60c5\u5831\u3067\u307e\u3068\u307e\u308a\u3068\u9806\u5e8f\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u6e21\u3059 |\n| \u30d5\u30e9\u30f3\u30b9\u8a9e\u306e\u30b7\u30fc\u30c8\u306b\u554f\u3044\u5408\u308f\u305b\u3092\u5f53\u3066\u308b | \u8a00\u8a9e\u3092\u5224\u5b9a\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u30b7\u30fc\u30c8\u3060\u3051\u306b\u4f7f\u3046 |\n| 2\u30da\u30fc\u30b8\u306ePDF\u304c\u540c\u671f\u306e\u64cd\u4f5c\u3067\u901a\u3089\u306a\u3044 | \u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u3066\u304b\u3089\u547c\u3076 |\n| AI\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3092\u88dc\u3046 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306f null \u3068\u7e1b\u308b |\n| \u524d\u306e\u5e74\u3068\u306e\u6bd4\u8f03\u306e\u8868\u304b\u3089\u5225\u306e\u5e74\u306e\u5024\u3092\u62fe\u3046 | \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u5019\u88dc\u3068\u3057\u3066\u4e26\u3079\u3055\u305b\u3001\u62c5\u5f53\u8005\u306e\u5024\u3068\u7167\u3089\u3059 |\n| \u54c1\u7a2e\u540d\u3084\u53ce\u7a6b\u5e74\u306e\u66f8\u304d\u65b9\u3092\u65e5\u672c\u30ef\u30a4\u30f3\u306e\u6c7a\u307e\u308a\u3067\u5224\u65ad\u3057\u3066\u3057\u307e\u3046 | \u6c7a\u307e\u308a\u306e\u5bfe\u8c61\u3092\u78ba\u304b\u3081\u3001\u8868\u793a\u306e\u62c5\u5f53\u304c\u5224\u65ad\u3059\u308b |\n\n**6\u884c\u76ee\u306f\u3001\u8868\u793a\u306e\u6c7a\u307e\u308a\u306e\u5bfe\u8c61\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u56fd\u7a0e\u5e81\u306e\u679c\u5b9f\u9152\u7b49\u306e\u88fd\u6cd5\u54c1\u8cea\u8868\u793a\u57fa\u6e96\u3067\u306f\u3001**\u54c1\u7a2e\u540d\u3068\u53ce\u7a6b\u5e74\u3092\u8868\u793a\u3067\u304d\u308b\u6761\u4ef6\uff0885\uff05\u4ee5\u4e0a\u306e\u4f7f\u7528\u306a\u3069\uff09\u306f\u56fd\u5185\u88fd\u9020\u30ef\u30a4\u30f3\u306b\u3064\u3044\u3066\u306e\u5b9a\u3081**\u3067\u3059\u3002**\u8f38\u5165\u30ef\u30a4\u30f3\u306b\u3064\u3044\u3066\u306f\u3001\u539f\u7523\u56fd\u540d\u3092\u8868\u793a\u3059\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u4e00\u62ec\u8868\u793a\u306e\u69d8\u5f0f\u3068\u3057\u3066\u3001**\u54c1\u76ee\u30fb\u88fd\u9020\u8005\u30fb\u5185\u5bb9\u91cf\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u30fb\u539f\u7523\u56fd\u540d**\u306a\u3069\u306e\u6b04\u304c\u793a\u3055\u308c\u3001**\u767a\u6ce1\u6027\u3092\u6709\u3059\u308b\u679c\u5b9f\u9152\u7b49\uff08\u30a2\u30eb\u30b3\u30fc\u30eb\u520611\u5ea6\u672a\u6e80\u306e\u3082\u306e\uff09\u306f\u3001\u54c1\u76ee\u306b\u7d9a\u3051\u3066\u767a\u6ce1\u6027\u3092\u6709\u3059\u308b\u65e8\u3068\u7a0e\u7387\u306e\u9069\u7528\u533a\u5206\u3092\u8868\u3059\u4e8b\u9805\u3092\u8868\u793a\u3059\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u767a\u6ce1\u6027\u306e\u6709\u7121\u3068\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u304c\u30b7\u30fc\u30c8\u304b\u3089\u53d6\u308c\u306a\u3044\u3068\u3001\u3053\u306e\u6b04\u304c\u66f8\u3051\u307e\u305b\u3093\u3002** `label_item_missing` \u306b\u767a\u6ce1\u6027\u3092\u5165\u308c\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002\u88fd\u9020\u8005\u7b49\u306e\u6b04\u306f\u98df\u54c1\u8868\u793a\u6cd5\u306e\u898f\u5b9a\u306b\u5f93\u3046\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001\u8f38\u5165\u54c1\u3067\u306e\u66f8\u304d\u65b9\u306f\u8868\u793a\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u751f\u7523\u8005\u306e\u540d\u524d\u3001\u5546\u54c1\u306e\u4ed5\u69d8\u3001\u4ed5\u5165\u306e\u9298\u67c4\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3001\u767a\u6ce8\u306e\u5bb9\u91cf\u3068\u672c\u6570\u3067\u3059\u3002**\u500b\u4eba\u60c5\u5831\u306f\u307b\u3068\u3093\u3069\u542b\u307f\u307e\u305b\u3093\u304c\u3001\u53d6\u308a\u6271\u3046\u9298\u67c4\u3068\u4ed5\u5165\u306e\u8a08\u753b\u306f\u53d6\u5f15\u306e\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u629c\u304d\u51fa\u3057\u306b\u306f\u30b7\u30fc\u30c8\u306e\u6587\u5b57\u3068\u9805\u76ee\u306e\u8868\u3060\u3051\u3092\u6e21\u3057\u3001**\u767a\u6ce8\u306e\u672c\u6570\u3084\u4ed5\u5165\u306e\u4fa1\u683c\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u53d7\u3051\u53d6\u308a\u306e\u5834\u6240\u306e\u6a29\u9650\u3092\u7d5e\u308b** \u2026 S3 \u306e\u30d5\u30a9\u30eb\u30c0\u306f\u5546\u54c1\u90e8\u3068\u51e6\u7406\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3060\u3051\u304c\u8aad\u3081\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n3. **\u767b\u9332\u6848\u3092\u305d\u306e\u307e\u307e\u767b\u9332\u3057\u306a\u3044** \u2026 \u8cfc\u8cb7\u62c5\u5f53\u304c\u78ba\u304b\u3081\u3066\u304b\u3089\u5546\u54c1\u30de\u30b9\u30bf\u306b\u767b\u9332\u3057\u307e\u3059\n4. **\u9152\u985e\u306e\u54c1\u76ee\u3068\u88cf\u30e9\u30d9\u30eb\u306e\u6587\u8a00\u3092AI\u306b\u6c7a\u3081\u3055\u305b\u306a\u3044** \u2026 \u54c1\u76ee\u306f\u9152\u7a0e\u6cd5\u306e\u5b9a\u3081\u306b\u7167\u3089\u3057\u3066\u3001\u6587\u8a00\u306f\u8868\u793a\u306e\u6c7a\u307e\u308a\u306b\u7167\u3089\u3057\u3066\u3001\u8868\u793a\u306e\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\n5. **\u8868\u793a\u306e\u6c7a\u307e\u308a\u306e\u6539\u6b63\u3092\u8ffd\u3046** \u2026 \u679c\u5b9f\u9152\u7b49\u306e\u88fd\u6cd5\u54c1\u8cea\u8868\u793a\u57fa\u6e96\u306f\u3001\u78ba\u8a8d\u3057\u305f\u6642\u70b9\u3067\u4ee4\u548c8\u5e7410\u6708\u306e\u6539\u6b63\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u3002**\u9805\u76ee\u306e\u8868\u3068\u78ba\u8a8d\u306e\u898f\u5247\u306f\u3001\u6539\u6b63\u306e\u305f\u3073\u306b\u8868\u793a\u306e\u62c5\u5f53\u304c\u898b\u76f4\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u88cf\u30e9\u30d9\u30eb\u306e\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3084\u5bb9\u91cf\u304c\u74f6\u306e\u4e2d\u8eab\u3068\u5408\u308f\u306a\u3044\u3053\u3068\u3068\u3001\u54c1\u76ee\u306e\u533a\u5206\u3092\u8aa4\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u524d\u306e\u5e74\u3068\u306e\u9055\u3044\u3092\u5fc5\u305a\u4eba\u304c\u898b\u308b\u8a2d\u8a08\u3067\u3001\u5f8c\u8005\u306f\u54c1\u76ee\u3092AI\u306b\u6c7a\u3081\u3055\u305b\u306a\u3044\u8a2d\u8a08\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u6b27\u5dde\u30fb\u5357\u7c73\u30fb\u30aa\u30bb\u30a2\u30cb\u30a2\u306a\u3069\u306e\u751f\u7523\u8005\u304b\u3089\u30ef\u30a4\u30f3\u3092\u8f38\u5165\u3057\u3001\u65b0\u3057\u3044\u5546\u54c1\u3068\u65b0\u3057\u3044\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u304c\u6708\u306b\u6570\u767e\u4ef6\u5c4a\u304f\u5546\u793e\u30fb\u8f38\u5165\u5378\u3002\u8cfc\u8cb7\u62c5\u5f53\u304cPDF\u3092\u958b\u3044\u3066\u54c1\u7a2e\u30fb\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u30fb\u30a2\u30eb\u30b3\u30fc\u30eb\u5206\u3092\u5546\u54c1\u30de\u30b9\u30bf\u306b\u624b\u3067\u5199\u3057\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u4e00\u62ec\u8868\u793a\u306e\u539f\u7a3f\u306e\u305f\u3081\u306e\u9805\u76ee\u304c\u305d\u308d\u3063\u3066\u3044\u308b\u304b\u3092\u76ee\u3067\u78ba\u304b\u3081\u3066\u3044\u308b\u5834\u5408\u3002\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30a4\u30bf\u30ea\u30a2\u8a9e\u306e\u30b7\u30fc\u30c8\u304c\u6df7\u3056\u308a\u3001\u8aad\u3081\u308b\u62c5\u5f53\u8005\u306b\u4f5c\u696d\u304c\u504f\u3063\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u53d6\u308a\u6271\u3046\u5546\u54c1\u304c\u6570\u5341\u7a2e\u985e\u3067\u3001\u65b0\u3057\u3044\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u5207\u308a\u66ff\u3048\u3082\u5e74\u306b\u6570\u56de\u306e\u5834\u5408\u3002\u751f\u7523\u8005\u304c\u5546\u54c1\u306e\u60c5\u5831\u3092\u6c7a\u3081\u3089\u308c\u305f\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3067\u9001\u3063\u3066\u304d\u3066\u3001\u8aad\u307f\u53d6\u308a\u304c\u8981\u3089\u306a\u3044\u5834\u5408\u3002\u30c6\u30af\u30cb\u30ab\u30eb\u30b7\u30fc\u30c8\u304c\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u4ee5\u5916\u306e\u8a00\u8a9e\u3060\u3051\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u3067\u4f7f\u3046\u8aad\u307f\u53d6\u308a\u306e\u30b5\u30fc\u30d3\u30b9\u306f\u3053\u306e6\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3057\u307e\u3059\uff09\u3002\u306a\u304a\u3001\u9152\u985e\u306e\u54c1\u76ee\u306e\u533a\u5206\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u8868\u793a\u306e\u5185\u5bb9\u3001\u8f38\u5165\u306e\u624b\u7d9a\u304d\u306e\u5224\u65ad\u306f\u3001\u8cfc\u8cb7\u62c5\u5f53\u3068\u8868\u793a\u306e\u62c5\u5f53\u3068\u901a\u95a2\u306e\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059\u3002\u3053\u306e\u69cb\u6210\u306f\u5546\u54c1\u30de\u30b9\u30bf\u306e\u767b\u9332\u6848\u3068\u6b20\u3051\u3066\u3044\u308b\u9805\u76ee\u3092\u51fa\u3059\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u9805\u76ee\u306e\u8868\u3092\u4f5c\u308b**\n\n\u8cfc\u8cb7\u62c5\u5f53\u3068\u8868\u793a\u306e\u62c5\u5f53\u3067\u3001**\u629c\u304d\u51fa\u3059\u9805\u76ee\u3068\u3001\u5404\u8a00\u8a9e\u3067\u306e\u66f8\u304d\u65b9\u306e\u4f8b**\u3092\u8868\u306b\u3057\u307e\u3059\u3002\u88cf\u30e9\u30d9\u30eb\u306b\u8981\u308b\u9805\u76ee\u306b\u306f\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a20\u4ef6\u3067\u8aad\u307f\u53d6\u308a\u3068\u629c\u304d\u51fa\u3057\u3092\u8a66\u3059**\n\n\u8a00\u8a9e\u3068\u66f8\u5f0f\u306e\u9055\u304620\u4ef6\u3092\u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u8aad\u307f\u53d6\u308a\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u629c\u304d\u51fa\u3057\u307e\u3059\u3002**\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u57cb\u3081\u3066\u3044\u306a\u3044\u304b\u30012\u6bb5\u7d44\u307f\u3067\u5024\u304c\u6df7\u3056\u3089\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u4fdd\u5b58\u306e\u6c7a\u307e\u308a\u3092\u6c7a\u3081\u308b**\n\n\u751f\u7523\u8005\u3054\u3068\u306e\u30d5\u30a9\u30eb\u30c0\u3068\u3001\u9298\u67c4\u30b3\u30fc\u30c9\u3068\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3092\u4ed8\u3051\u305f\u30d5\u30a1\u30a4\u30eb\u540d\u306e\u6c7a\u307e\u308a\u3092\u6c7a\u3081\u3001**\u8cfc\u8cb7\u62c5\u5f53\u304c\u4fdd\u5b58\u306e\u3068\u304d\u306b\u4ed8\u3051\u308b\u904b\u7528**\u3092\u59cb\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u4fdd\u5b58\u304b\u3089\u7167\u5408\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u8aad\u307f\u53d6\u308a\u3001\u629c\u304d\u51fa\u3057\u3001\u767a\u6ce8\u306e\u660e\u7d30\u3068\u524d\u306e\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u7167\u3089\u3057\u3066\u3001\u78ba\u8a8d\u306e\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n**2\u304b\u6708\u76ee\uff1a** `checks` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3001\u9805\u76ee\u306e\u8868\u306e\u66f8\u304d\u65b9\u306e\u4f8b\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 1\u4ef612\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u539f\u7a3f\u306e\u4e0b\u66f8\u304d\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002**\u5916\u56fd\u8a9e\u306e\u30b7\u30fc\u30c8\u3092\u8ab0\u3067\u3082\u540c\u3058\u624b\u9806\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0395","UC-0789","UC-0948","UC-0100"],"related_articles":[{"id":5475,"slug":"kobai-bumon-taio","title":"\u8cfc\u8cb7\u90e8\u9580\u304c\u5165\u308b\u5546\u8ac7\u306b\u5099\u3048\u308b5\u5de5\u7a0b\uff5c\u76f8\u898b\u7a4d\u308a\u3067\u8ca0\u3051\u306a\u3044"},{"id":4379,"slug":"marketing-shisan-daicho","title":"\u30de\u30fc\u30b1\u306e\u8cc7\u7523\u53f0\u5e33\u3068\u306f\u4f55\u304b\uff1f\uff5c\u62c5\u5f53\u4ea4\u4ee3\u3067\u3082\u6b62\u3081\u306a\u3044\u904b\u7528"},{"id":8995,"slug":"kojin-data-shozai-daicho","title":"\u500b\u4eba\u30c7\u30fc\u30bf\u306e\u7f6e\u304d\u5834\u6240\u3092\u6d17\u3044\u51fa\u30595\u5de5\u7a0b\uff5cAI\u306b\u6e21\u3059\u524d\u306b\u4f5c\u308b\u53f0\u5e33"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u5bfe\u5fdc\u3059\u308b\u5f62\u5f0f\u304c JPEG\u30fbPNG\u30fbPDF\u30fbTIFF \u3067 XFA \u306e\u5f62\u5f0f\u306ePDF\u306f\u6271\u3048\u306a\u3044\u3053\u3068\u3002\u540c\u671f\u306e\u64cd\u4f5c\u3067\u306f10MB\u307e\u3067\u3001PDF\u3068TIFF\u306f1\u30da\u30fc\u30b8\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF\u306f\u6271\u3048\u306a\u3044\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u8a9e\u30fb\u30d5\u30e9\u30f3\u30b9\u8a9e\u30fb\u30c9\u30a4\u30c4\u8a9e\u30fb\u30a4\u30bf\u30ea\u30a2\u8a9e\u30fb\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u30fb\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u691c\u51fa\u3057\u305f\u8a00\u8a9e\u306f\u8fd4\u3055\u306a\u3044\u3053\u3068\u3002\u554f\u3044\u5408\u308f\u305b\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3067\u3001\u540c\u671f\u30671\u30da\u30fc\u30b815\u4ef6\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u6587\u5b57\u306e\u9ad8\u3055\u306e\u4e0b\u9650\u304c15\u30d4\u30af\u30bb\u30eb\uff08150DPI\u30678\u30dd\u30a4\u30f3\u30c8\u76f8\u5f53\uff09\u3067\u3042\u308b\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-15 |\n| AnalyzeDocument \u304c\u540c\u671f\u306e\u64cd\u4f5c\u3067\u3042\u308b\u3053\u3068\u3002FeatureTypes \u306b TABLES\u30fbFORMS\u30fbQUERIES\u30fbSIGNATURES\u30fbLAYOUT \u304c\u3042\u308a\u3001LAYOUT \u3067\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u60c5\u5831\u304c\u8fd4\u308b\u3053\u3068\u3002HumanLoopConfig \u304c\u4f7f\u3046 Amazon Augmented AI \u304c2026\u5e747\u6708\u304b\u3089\u4fdd\u5b88\u306e\u6271\u3044\u306b\u306a\u308a\u3001\u65b0\u3057\u3044\u5229\u7528\u8005\u3092\u53d7\u3051\u4ed8\u3051\u306a\u3044\u3053\u3068 | [AWS: AnalyzeDocument](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_AnalyzeDocument.html) | 2026-10-15 |\n| \u554f\u3044\u5408\u308f\u305b\u306e\u7b54\u3048\u304c\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u6587\u3068\u5225\u540d\u3001\u4fe1\u983c\u5ea6\u3001\u7b54\u3048\u306e\u6587\u5b57\u3067\u8fd4\u308a\u3001\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306b\u306a\u308b\u3053\u3068 | [AWS: Queries\uff08Amazon Textract\uff09](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/queryresponse.html) | 2026-10-15 |\n| `output_config.format` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u30b9\u30ad\u30fc\u30de\u306b\u5408\u3046 JSON \u304c\u8fd4\u308b\u3053\u3068\u3002\u6b63\u5f0f\u63d0\u4f9b\u306e\u6a5f\u80fd\u3067\u3042\u308b\u3053\u3068\u3002\u6570\u5024\u306e minimum\uff0fmaximum \u306a\u3069\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-15 |\n| 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| [\u56fd\u7a0e\u5e81: \u679c\u5b9f\u9152\u7b49\u306e\u88fd\u6cd5\u54c1\u8cea\u8868\u793a\u57fa\u6e96\u3092\u5b9a\u3081\u308b\u4ef6](https:\/\/www.nta.go.jp\/taxes\/sake\/hyoji\/kajitsushu\/kokuji151030\/index.htm) | 2026-10-15 |\n\n**\u9152\u985e\u306e\u54c1\u76ee\u306e\u533a\u5206\u3001\u88cf\u30e9\u30d9\u30eb\u306e\u8868\u793a\u306e\u5185\u5bb9\u3001\u8f38\u5165\u306e\u624b\u7d9a\u304d\u306f\u3001\u8868\u793a\u306e\u62c5\u5f53\u3068\u901a\u95a2\u306e\u62c5\u5f53\u304c\u3001\u6240\u8f44\u306e\u7a0e\u52d9\u7f72\u3084\u901a\u95a2\u696d\u8005\u306b\u78ba\u304b\u3081\u3066\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u88fd\u54c1\u306e\u4ed5\u69d8\u3068\u8cc7\u6599\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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