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\u3067\u7d048\u30dd\u30a4\u30f3\u30c8\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u4f1d\u7968\u3092\u9060\u304f\u304b\u3089\u64ae\u308b\u3068\u3001\u6570\u91cf\u306e\u6570\u5b57\u304c\u3053\u308c\u3092\u4e0b\u56de\u308a\u307e\u3059**\n3. **\u5411\u304d\u306e\u78ba\u8a8d** \u2026 \u6a2a\u5411\u304d\u3084\u9006\u3055\u307e\u306b\u64ae\u3089\u308c\u305f\u3082\u306e\u306f\u3001\u8fd4\u3063\u3066\u304f\u308b\u30da\u30fc\u30b8\u306e\u89d2\u5ea6\u3067\u898b\u5206\u3051\u3066\u3001\u56de\u8ee2\u3055\u305b\u3066\u304b\u3089\u5224\u5b9a\u3057\u307e\u3059\n4. **1\u679a\u306b1\u90e8\u5c4b\u306e\u78ba\u8a8d** \u2026 2\u679a\u306e\u4f1d\u7968\u3092\u91cd\u306d\u3066\u64ae\u3063\u305f\u3082\u306e\u306f\u3001\u90e8\u5c4b\u756a\u53f7\u304c2\u3064\u898b\u3064\u304b\u308b\u306e\u3067\u5206\u3051\u3066\u64ae\u308a\u76f4\u3057\u307e\u3059\n5. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u90e8\u5c4b\u30fb\u540c\u3058\u65e5\u4ed8\u30fb\u540c\u3058\u8a18\u5165\u8005\u306e\u4f1d\u7968\u304c\u76f4\u524d\u306b\u3042\u308c\u3070\u3001\u64ae\u308a\u76f4\u3057\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u6e05\u6383\u306e\u8a18\u9332\u3068\u306e\u7a81\u304d\u5408\u308f\u305b** \u2026 \u4f1d\u7968\u306e\u90e8\u5c4b\u756a\u53f7\u304c\u3001\u5f53\u65e5\u6e05\u6383\u306e\u7d42\u308f\u3063\u305f\u90e8\u5c4b\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\n\n**2\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5ba2\u5ba4\u4fc2\u306f\u30ef\u30b4\u30f3\u306e\u4e0a\u3067\u4f1d\u7968\u3092\u64ae\u308a\u307e\u3059\u3002**\u4f1d\u7968\u5168\u4f53\u3092\u53ce\u3081\u3088\u3046\u3068\u3057\u3066\u96e2\u308c\u3066\u64ae\u308b\u3068\u3001\u6570\u5b57\u304c\u5c0f\u3055\u304f\u306a\u308a\u3059\u304e\u307e\u3059\u3002** \u64ae\u5f71\u306e\u4f4d\u7f6e\u3092\u6c7a\u3081\u305f\u53f0\u7d19\u3092\u7528\u610f\u3057\u3001\u305d\u3053\u306b\u7f6e\u3044\u3066\u64ae\u308b\u904b\u7528\u306b\u3057\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u8a18\u5165\u8005\u30fb\u65e5\u4ed8\u3092\u53d6\u308a\u51fa\u3057\u3001\u54c1\u76ee\u540d\u3092\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u540d\u524d\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u53d6\u308a\u51fa\u3059\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u90e8\u5c4b\u756a\u53f7 | \u4f1d\u7968\u306e\u4e0a\u306e\u6b04\u3001\u306a\u3051\u308c\u3070\u5168\u6587\u304b\u3089 | \u5019\u88dc\u304c2\u3064\u4ee5\u4e0a\u306a\u3089 `ambiguous` |\n| \u54c1\u76ee | \u8868\u306e\u884c\u306e\u54c1\u76ee\u540d\u3092\u3001\u30de\u30b9\u30bf\u306e\u6b63\u5f0f\u540d\u3068\u7565\u79f0\u306b\u7167\u3089\u3059 | \u30de\u30b9\u30bf\u306b\u7121\u3044\u66f8\u304d\u65b9\u306a\u3089 `unmatched` |\n| \u6570\u91cf | \u8868\u306e\u6570\u91cf\u306e\u30bb\u30eb\u306e\u6570\u5b57 | \u4e0b\u306e4\u533a\u5206\u3067\u8fd4\u3059 |\n| \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af | \u9078\u629e\u30de\u30fc\u30af\u306e\u72b6\u614b | \u72b6\u614b\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` |\n| \u8a18\u5165\u8005\u30fb\u65e5\u4ed8 | \u4f1d\u7968\u306e\u4e0b\u306e\u6b04 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e |\n\n**\u6570\u91cf\u306f\u30014\u3064\u306e\u533a\u5206\u306e\u3069\u308c\u304b\u3067\u8fd4\u3055\u305b\u307e\u3059\u3002**\n\n| `qty_status` | \u610f\u5473 | \u6b21\u306b\u8d77\u304d\u308b\u3053\u3068 |\n|:--|:--|:--|\n| `filled` | 1\u4ee5\u4e0a\u306e\u6570\u5b57\u304c\u8aad\u307f\u53d6\u308c\u305f | \u660e\u7d30\u306e\u6848\u306b\u3059\u308b |\n| `zero` | 0\u3001\u307e\u305f\u306f\u300c\uff0d\u300d\u300c\uff0f\u300d\u306a\u3069\u7121\u3057\u3092\u793a\u3059\u8a18\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308b | \u660e\u7d30\u306b\u3057\u306a\u3044 |\n| `blank` | \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 | \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u304c\u7121\u3051\u308c\u3070\u4eba\u3078 |\n| `unreadable` | \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u305f\u304c\u3001\u6570\u5b57\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044 | \u4eba\u3078 |\n\n**`blank` \u3068 `zero` \u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** `zero` \u306f\u5ba2\u5ba4\u4fc2\u304c\u898b\u3066\u300c\u7121\u304b\u3063\u305f\u300d\u3068\u66f8\u3044\u305f\u3082\u306e\u3001`blank` \u306f\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u3067\u3001**\u6570\u3048\u5fd8\u308c\u306e\u53ef\u80fd\u6027\u304c\u6b8b\u308a\u307e\u3059\u3002** \u4f1d\u7968\u306e\u5168\u90e8\u306e\u6570\u91cf\u6b04\u304c `blank` \u3067\u3001\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u3082\u7121\u3044\u4f1d\u7968\u306f\u3001**\u51b7\u8535\u5eab\u3092\u958b\u3051\u305f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5ba2\u5ba4\u4fc2\u3078\u78ba\u304b\u3081\u306b\u56de\u3057\u307e\u3059\u3002\n\n**`unreadable` \u306e\u6839\u62e0\u306f\u3001OCR\u304c\u8fd4\u3057\u305f\u4fe1\u983c\u5ea6\u306b\u7f6e\u304d\u307e\u3059\u3002** \u6570\u5b57\u304c\u691c\u51fa\u3055\u308c\u4fe1\u983c\u5ea6\u304c\u5341\u5206\u306a\u3089 `filled` \u304b `zero`\u3001\u691c\u51fa\u3055\u308c\u3066\u3044\u3066\u3082\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` \u3067\u3059\u3002**AI\u306b\u300c\u305f\u3076\u30932\u300d\u3068\u8aad\u307e\u305b\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5358\u4fa1\u30fb\u91d1\u984d\u306e\u8a08\u7b97 | \u30de\u30b9\u30bf\u304b\u3089\u5f15\u304f\u3002\u4fa1\u683c\u306e\u6539\u5b9a\u306f\u30de\u30b9\u30bf\u3067\u76f4\u3059 |\n| \u7a0e\u7387\u533a\u5206\u306e\u5224\u65ad | \u9152\u985e\u3068\u975e\u9152\u985e\u3067\u7a0e\u7387\u304c\u9055\u3046\u3002\u30de\u30b9\u30bf\u306e\u5217\u3067\u6c7a\u3081\u308b |\n| \u8aad\u3081\u306a\u3044\u6570\u5b57\u306e\u63a8\u6e2c | \u58f2\u4e0a\u3092\u4f5c\u308b\u5024\u306a\u306e\u3067\u3001\u63a8\u6e2c\u3067\u57cb\u3081\u308b\u3068\u8aa4\u8acb\u6c42\u306b\u306a\u308b |\n| \u54c1\u76ee\u306e\u63a8\u6e2c\u306b\u3088\u308b\u540d\u5bc4\u305b | \u30de\u30b9\u30bf\u306b\u7121\u3044\u66f8\u304d\u65b9\u306f `unmatched` \u3067\u4eba\u3078 |\n| \u8a08\u4e0a\u3059\u308b\u304b\u306e\u5224\u65ad | PMS\u306e\u8a08\u4e0a\u6e08\u307f\u3068\u7167\u3089\u3057\u305f\u898f\u5247\u3067\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u914e\u300d\u3068\u66f8\u304b\u308c\u305f\u884c\u3092\u3001\u30de\u30b9\u30bf\u306b\u914e\u30cf\u30a4\u304c2\u7a2e\u985e\u3042\u308b\u306e\u306b\u3069\u3061\u3089\u304b\u3078\u5bc4\u305b\u308b\u3068\u3001**\u5358\u4fa1\u306e\u9055\u3046\u54c1\u76ee\u3067\u8acb\u6c42\u3055\u308c\u307e\u3059\u3002** \u7565\u79f0\u304c1\u3064\u306e\u54c1\u76ee\u306b\u6c7a\u307e\u3089\u306a\u3044\u3068\u304d\u306f `unmatched` \u306b\u3057\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30db\u30c6\u30eb\u306e\u5bbf\u6cca\u90e8\u306e\u4e8b\u52d9\u62c5\u5f53\u3067\u3001\u5ba2\u5ba4\u4fc2\u304c\u624b\u66f8\u304d\u3057\u305f\n\u51b7\u8535\u5eab\u30fb\u30df\u30cb\u30d0\u30fc\u306e\u88dc\u5145\u4f1d\u7968\u3092\u3001\u7cbe\u7b97\u306e\u660e\u7d30\u306b\u3059\u308b\u305f\u3081\u306e\u5024\u306b\u76f4\u3059\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n1. \u90e8\u5c4b\u756a\u53f7\uff08\u5ba2\u5ba4\u306e\u4e00\u89a7\u306b\u3042\u308b\u5024\u3060\u3051\u3002\u7121\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066 status \u3092 ambiguous\uff09\n2. \u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\uff08\u4f1d\u7968\u306e\u8868\u306e\u884c\u3054\u3068\uff09\n3. \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\n4. \u8a18\u5165\u8005\u540d\u3068\u65e5\u4ed8\uff08\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\uff09\n\n\u3010\u54c1\u76ee\u540d\u306e\u305d\u308d\u3048\u65b9\u3011\n- \u4f1d\u7968\u306e\u54c1\u76ee\u540d\u306f\u3001\u4e0b\u306e\u54c1\u76ee\u4e00\u89a7\u306e\u300c\u6b63\u5f0f\u540d\u300d\u304b\u300c\u7565\u79f0\u300d\u306e\u3069\u308c\u304b\u306b\n  \u5b8c\u5168\u306b\u5f53\u305f\u308b\u3068\u304d\u3060\u3051\u3001\u305d\u306e\u54c1\u76ee\u30b3\u30fc\u30c9\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5f53\u305f\u308b\u5019\u88dc\u304c2\u3064\u4ee5\u4e0a\u3042\u308b\u3068\u304d\u3001\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3068\u304d\u306f\u3001\n  item_code \u3092\u7a7a\u306b\u3057\u3066 match \u3092 unmatched \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u3066\u3044\u308b\u54c1\u76ee\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6570\u91cf\u306e qty_status \u306e\u9078\u3073\u65b9\u3011\n- filled ....... 1\u4ee5\u4e0a\u306e\u6570\u5b57\u304c\u8aad\u307f\u53d6\u308c\u305f\n- zero ......... 0\u3001\u307e\u305f\u306f\u300c\uff0d\u300d\u300c\uff0f\u300d\u300c\u306a\u3057\u300d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\n- blank ........ \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ... \u6587\u5b57\u306f\u3042\u308b\u304c\u3001\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u6570\u5b57\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b filled \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6570\u91cf\u306e\u6570\u5b57\u304c\u8aad\u3081\u306a\u3044\u3068\u304d\u3001\u524d\u5f8c\u306e\u884c\u3084\u4ed6\u306e\u90e8\u5c4b\u304b\u3089\u88dc\u3063\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u6b63\u300d\u306e\u5b57\u3084\u7dda\u306e\u672c\u6570\u3067\u66f8\u304b\u308c\u305f\u6570\u91cf\u306f\u3001\u6570\u3048\u65b9\u304c\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\n  \u6570\u5b57\u306b\u3057\u3001\u305d\u3046\u3067\u306a\u3051\u308c\u3070 unreadable \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a7a\u6b04\u3092 0 \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u306f blank \u3067\u3059\u3002\n- \u5358\u4fa1\u3001\u91d1\u984d\u3001\u7a0e\u7387\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- confidence \u306b\u306f\u3001OCR\u304c\u8fd4\u3057\u305f\u4fe1\u983c\u5ea6\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u5b9a\u306e\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u88dc\u5145\u4f1d\u7968\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u53d6\u308a\u51fa\u3057\u3092\u305b\u305a document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{layout_result}\n\u3010\u54c1\u76ee\u4e00\u89a7\uff08\u30b3\u30fc\u30c9\u30fb\u6b63\u5f0f\u540d\u30fb\u7565\u79f0\uff09\u3011{item_master}\n\u3010\u5ba2\u5ba4\u306e\u4e00\u89a7\u3011{room_list}\n```\n\n**\u300c\u7a7a\u6b04\u30920\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u7a7a\u6b04\u306f0\u306b\u306a\u308a\u307e\u3059\u3002** \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6b04\u306f\u3001\u6587\u7ae0\u3068\u3057\u3066\u8aad\u3080\u3068\u300c\u6d88\u8cbb\u306a\u3057\u300d\u306b\u898b\u3048\u308b\u304b\u3089\u3067\u3059\u3002**\u7a7a\u6b04\u306e\u610f\u5473\u3092\u6c7a\u3081\u308b\u306e\u306f\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3068\u4eba\u306e\u78ba\u8a8d\u3067\u3042\u3063\u3066\u3001AI\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u300c\u4f3c\u3066\u3044\u308b\u54c1\u76ee\u306b\u5bc4\u305b\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u66f8\u304d\u307e\u3059\u3002** \u540d\u5bc4\u305b\u3092\u4efb\u305b\u308b\u3068\u3001AI\u306f\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u54c1\u76ee\u3092\u9078\u3093\u3067\u57cb\u3081\u307e\u3059\u3002**\u57cb\u3081\u305f\u54c1\u76ee\u304c\u6b63\u3057\u3044\u304b\u3067\u306f\u306a\u304f\u3001\u78ba\u304b\u3081\u308b\u3079\u304d\u884c\u304c\u4e00\u89a7\u304b\u3089\u6d88\u3048\u308b\u3053\u3068\u304c\u554f\u984c\u3067\u3059\u3002**","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u3044\u3001`strict: true` \u3067\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092 `required` \u306b\u3057\u3001`additionalProperties` \u3092 `false` \u306b\u3057\u305f\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"slip_id\": \"\",\n  \"document_type\": \"minibar_slip\",\n  \"room_no\": \"\",\n  \"room_status\": \"ok | ambiguous\",\n  \"no_refill_checked\": \"selected | unselected | unreadable\",\n  \"staff_name\": \"\",\n  \"slip_date\": \"\",\n  \"lines\": [\n    { \"written_name\": \"\", \"item_code\": \"\", \"match\": \"matched | unmatched\",\n      \"qty\": 0, \"qty_status\": \"filled | zero | blank | unreadable\",\n      \"confidence\": 0, \"evidence\": \"\" }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u58f2\u4e0a\u306e\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `lines` \u306fAI\u304c\u57cb\u3081\u3001\u305d\u3053\u304b\u3089\u660e\u7d30\u3092\u4f5c\u308b\u304b\u3069\u3046\u304b\u306f Azure Functions \u306e\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\u5358\u4fa1\u3084\u54c1\u76ee\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u30de\u30b9\u30bf\u3068\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306e\u30b9\u30ad\u30fc\u30de\u306b\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u5fc5\u9808\u3067\u4e26\u3079\u308b\u3053\u3068\u3067\u3001\u53d6\u308a\u51fa\u305b\u306a\u304b\u3063\u305f\u9805\u76ee\u304c\u300c\u629c\u3051\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u300c\u7a7a\u3068\u3057\u3066\u6b8b\u308b\u300d\u3053\u3068\u3067\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092 `required` \u306b\u3057\u3001\u4efb\u610f\u306e\u9805\u76ee\u306f `null` \u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u8868\u3059\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u629c\u3051\u305f\u9805\u76ee\u306f\u6c17\u3065\u3051\u307e\u305b\u3093\u304c\u3001\u7a7a\u306e\u9805\u76ee\u306f\u6570\u3048\u3089\u308c\u307e\u3059\u3002**\n\nAzure Functions \u306f\u3001\u3053\u306e\u51fa\u529b\u306b\u54c1\u76ee\u30de\u30b9\u30bf\u3068PMS\u306e\u66f8\u304d\u51fa\u3057\u3092\u5408\u308f\u305b\u3066\u3001\u6b21\u306e\u5f62\u306e\u660e\u7d30\u306e\u6848\u3092\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| `room_no` | \u90e8\u5c4b\u756a\u53f7 |\n| `item_code` \uff0f `item_name` | \u54c1\u76ee\u30b3\u30fc\u30c9\u3068\u6b63\u5f0f\u540d\uff08\u30de\u30b9\u30bf\u304b\u3089\uff09 |\n| `qty` | \u6570\u91cf\uff08`filled` \u306e\u3082\u306e\u3060\u3051\uff09 |\n| `unit_price` \uff0f `tax_class` | \u5358\u4fa1\u3068\u7a0e\u7387\u533a\u5206\uff08\u30de\u30b9\u30bf\u304b\u3089\u3002AI\u306f\u95a2\u4e0e\u3057\u306a\u3044\uff09 |\n| `departure_time` | PMS\u306e\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b |\n| `verdict` | `ready` \uff0f `needs_human` \uff0f `already_posted` |\n| `reason` | `needs_human` \u306e\u7406\u7531\uff08`unreadable`\u3001`unmatched`\u3001\u5168\u6b04 `blank` \u306a\u3069\uff09 |\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `ready` | \u90e8\u5c4b\u756a\u53f7\u304c `ok`\u3001\u3059\u3079\u3066\u306e\u884c\u304c `filled` \u304b `zero`\u3001\u54c1\u76ee\u304c\u3059\u3079\u3066 `matched`\u3001PMS\u306b\u540c\u3058\u660e\u7d30\u304c\u7121\u3044 |\n| `already_posted` | PMS\u306b\u540c\u3058\u90e8\u5c4b\u30fb\u540c\u3058\u65e5\u4ed8\u30fb\u540c\u3058\u54c1\u76ee\u306e\u8a08\u4e0a\u304c\u3042\u308b |\n| `needs_human` | \u4e0a\u306e\u3069\u3061\u3089\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3082\u306e |","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | Power Automate \u306e\u30c8\u30ea\u30ac\u30fc | \u4f1d\u7968\u306e\u753b\u50cf\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3059\u308b |\n| Azure AI Document Intelligence | API\u547c\u3073\u51fa\u3057 | \u8868\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u624b\u66f8\u304d\u306e\u5224\u5b9a\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| Azure OpenAI | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059 |\n| Azure Functions | HTTP\u306e\u547c\u3073\u51fa\u3057 | \u30de\u30b9\u30bf\u3068\u306e\u7a81\u5408\u3001PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u306e\u7167\u5408 |\n| PMS | \u5e33\u7968\u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u51fa\u767a\u4e88\u5b9a\u3068\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u3092\u53d6\u308b |\n| Teams | \u901a\u77e5 | \u30d5\u30ed\u30f3\u30c8\u3078\u51fa\u767a\u524d\u306e\u672a\u8a08\u4e0a\u4e00\u89a7\u3092\u9001\u308b |\n\n**PMS\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u8a08\u4e0a\u306e\u6848\u307e\u3067\u3067\u3001**\u58f2\u4e0a\u3092\u78ba\u5b9a\u3055\u305b\u308b\u306e\u306f\u4eba\u306e\u64cd\u4f5c\u3067\u3059\u3002** \u8aa4\u3063\u305f\u660e\u7d30\u304c\u81ea\u52d5\u3067\u8a08\u4e0a\u3055\u308c\u308b\u3068\u3001\u5ba2\u306e\u76ee\u306e\u524d\u3067\u7cbe\u7b97\u984d\u304c\u9055\u3046\u3068\u3044\u3046\u5f62\u3067\u8868\u306b\u51fa\u307e\u3059\u3002\n\n**\u30d5\u30ed\u30f3\u30c8\u3078\u306e\u901a\u77e5\u306f\u3001\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u306b\u4e26\u3079\u307e\u3059\u3002** \u90e8\u5c4b\u756a\u53f7\u9806\u306b\u4e26\u3079\u308b\u3068\u300110\u5206\u5f8c\u306b\u51fa\u767a\u3059\u308b\u90e8\u5c4b\u304c\u4e00\u89a7\u306e\u4e0b\u306b\u57cb\u3082\u308c\u307e\u3059\u3002","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f `needs_human` \u306e\u4f1d\u7968\u3068\u3001\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3060\u3051\u3067\u3059\u3002** `ready` \u306e\u3082\u306e\u306f\u660e\u7d30\u306e\u4e00\u89a7\u3067\u4ef6\u6570\u3068\u90e8\u5c4b\u3092\u6d41\u3057\u898b\u3066\u8a08\u4e0a\u3057\u307e\u3059\u3002\n\n1. **\u51fa\u767a\u306e\u8fd1\u3044\u90e8\u5c4b\u304b\u3089\u898b\u308b** \u2026 \u4e00\u89a7\u306f\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u3067\u3059\u3002**\u51fa\u767a\u5f8c\u306b\u56de\u3057\u305f\u3082\u306e\u306f\u3001\u307b\u307c\u56de\u53ce\u3067\u304d\u306a\u3044\u304b\u3089\u3067\u3059**\n2. **`unreadable` \u3068 `unmatched` \u306f\u753b\u50cf\u3092\u958b\u3044\u3066\u8aad\u3080** \u2026 \u8aad\u3081\u306a\u3051\u308c\u3070\u3001\u8a18\u5165\u8005\u306b\u5185\u7dda\u3067\u805e\u304d\u307e\u3059\n3. **\u5168\u6b04 `blank` \u306e\u4f1d\u7968\u306f\u5ba2\u5ba4\u4fc2\u306b\u78ba\u304b\u3081\u308b** \u2026 \u51b7\u8535\u5eab\u3092\u958b\u3051\u305f\u304b\u3069\u3046\u304b\u3092\u805e\u304d\u307e\u3059\n4. **\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u306f\u3001\u6e05\u6383\u306e\u62c5\u5f53\u306b\u805e\u304f** \u2026 \u51fa\u767a\u306e\u8fd1\u3044\u90e8\u5c4b\u306f\u30d5\u30ed\u30f3\u30c8\u306b\u3082\u4f1d\u3048\u3001\u5ba2\u306b\u81ea\u5df1\u7533\u544a\u3092\u304a\u9858\u3044\u3059\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\n5. **\u5224\u5b9a\u3092\u76f4\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u6b04\u3092\u3001\u4f55\u306b\u76f4\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5168\u6b04\u304c\u7a7a\u306e\u4f1d\u7968\u3092\u300c\u6d88\u8cbb\u306a\u3057\u300d\u3068\u3057\u3066\u901a\u3059\u3068\u3001**\u6570\u3048\u5fd8\u308c\u304c\u58f2\u4e0a\u306e\u6f0f\u308c\u3068\u3057\u3066\u78ba\u5b9a\u3057\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30012,400\u679a\u3092\u306a\u3089\u3057\u30661\u679a1\u5206\u3067\u3059\u3002** \u958b\u304f\u306e\u306f1\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u64ae\u308a\u65b9\u304b\u4f1d\u7968\u306e\u69d8\u5f0f\u306b\u539f\u56e0\u304c\u3042\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u753b\u50cf\u306e\u5bf8\u6cd5\u304c\u7bc4\u56f2\u5916\u3001\u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | \u64ae\u308a\u76f4\u3057\u3092\u5ba2\u5ba4\u4fc2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u306b\u901a\u77e5\u3059\u308b |\n| \u90e8\u5c4b\u756a\u53f7\u304c2\u3064\u898b\u3064\u304b\u308b | \u4f1d\u7968\u3092\u91cd\u306d\u3066\u64ae\u3063\u305f\u3082\u306e\u3068\u3057\u3066\u64ae\u308a\u76f4\u3059 |\n| \u90e8\u5c4b\u756a\u53f7\u304c\u5ba2\u5ba4\u306e\u4e00\u89a7\u306b\u7121\u3044 | `needs_human`\u3002**\u66f8\u304d\u9593\u9055\u3044\u306e\u591a\u304f\u306f\u96a3\u306e\u90e8\u5c4b\u756a\u53f7** |\n| \u54c1\u76ee\u304c\u30de\u30b9\u30bf\u306b\u7121\u3044 | `unmatched`\u3002\u65b0\u3057\u3044\u54c1\u76ee\u306a\u3089\u3001\u30de\u30b9\u30bf\u306b\u8ffd\u52a0\u3057\u3066\u304b\u3089\u518d\u5224\u5b9a |\n| \u300c\u88dc\u5145\u306a\u3057\u300d\u304c\u30c1\u30a7\u30c3\u30af\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u6570\u91cf\u304c\u3042\u308b | `needs_human`\u3002\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u5ba2\u5ba4\u4fc2\u306b\u805e\u304f |\n| \u540c\u3058\u90e8\u5c4b\u306e\u4f1d\u7968\u304c\u540c\u3058\u65e5\u306b2\u679a | \u64ae\u308a\u76f4\u3057\u304b\u30012\u56de\u88dc\u5145\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\u3002**\u4e8c\u91cd\u306b\u8a08\u4e0a\u3057\u306a\u3044** |\n| \u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u5f8c\u306b\u5c4a\u3044\u305f | `late`\u3002\u7d4c\u7406\u306e\u5f8c\u65e5\u8acb\u6c42\u306e\u4e00\u89a7\u3078\u56de\u3059 |\n| OCR\u307e\u305f\u306f\u751f\u6210AI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u5143\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u51e6\u7406\u6e08\u307f\u3078\u79fb\u3059\u306e\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0a\u306e3\u884c\u304c\u5927\u534a\u3092\u5360\u3081\u307e\u3059\u3002** \u3069\u308c\u3082AI\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001**\u64ae\u308a\u65b9\u3068\u4f1d\u7968\u306e\u69d8\u5f0f\u306e\u554f\u984c\u3067\u3059\u3002** \u76f4\u3059\u307b\u3046\u304c\u3001\u8aad\u307f\u53d6\u308a\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u3088\u308a\u52b9\u304d\u307e\u3059\u3002","log_storage":"- \u4f1d\u7968\u306e\u753b\u50cf\u3068\u3001\u64ae\u5f71\u3057\u305f\u65e5\u6642\u30fb\u30bf\u30d6\u30ec\u30c3\u30c8\u30fb\u30d5\u30ed\u30a2\n- OCR\u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u751f\u6210AI\u304c\u8fd4\u3057\u305fJSON\n- \u660e\u7d30\u306e\u6848\uff08`verdict`\u3001`reason`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u6b04\u3092\u3001\u4f55\u304b\u3089\u4f55\u306b\u76f4\u3057\u305f\u304b\n- PMS\u306b\u8a08\u4e0a\u3057\u305f\u65e5\u6642\u3068\u3001\u8a08\u4e0a\u3057\u305f\u62c5\u5f53\n- **\u8a18\u5165\u8005\u3054\u3068\u306e `unreadable` \u3068\u5168\u6b04 `blank` \u306e\u4ef6\u6570**\n\n**\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u4fa1\u683c\u3068\u54c1\u76ee\u304c\u5165\u308c\u66ff\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5b63\u7bc0\u3067\u54c1\u76ee\u3092\u66ff\u3048\u305f\u3042\u3068\u306b\u904e\u53bb\u306e\u7cbe\u7b97\u3092\u898b\u76f4\u3059\u3068\u3001\u5f53\u6642\u306e\u5358\u4fa1\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5ba2\u5ba4\u4fc2\u3078\u306e\u58f0\u304b\u3051\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u7279\u5b9a\u306e\u8a18\u5165\u8005\u3067 `unreadable` \u304c\u7d9a\u304f\u306a\u3089\u3001\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3092\u4e00\u5ea6\u305d\u308d\u3048\u308c\u3070\u7247\u3065\u304d\u307e\u3059\u3002**\u8a55\u4fa1\u306b\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u4f1d\u7968\u306e\u69d8\u5f0f\u3068\u66f8\u304d\u65b9\u3092\u76f4\u3059\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":2,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":2400,"assumption_workdays":30,"volume_month":2400,"before_minutes_per_case":3,"after_minutes_per_case":1,"hourly_cost":2200,"before_hours_month":120,"after_hours_month":40,"saved_hours_month":80,"reduction_rate":67,"saved_hours_year":960,"annual_cost_effect":2112000,"summary":"\u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u305f\u3073\u306b\u624b\u66f8\u304d\u3059\u308b\u30df\u30cb\u30d0\u30fc\u306e\u88dc\u5145\u4f1d\u7968\u3092\u5199\u771f\u3067\u8aad\u307f\u53d6\u308a\u3001\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u30fb\u6570\u91cf\u3092\u7cbe\u7b97\u306e\u660e\u7d30\u306b\u305d\u308d\u3048\u307e\u3059\u3002PMS\u306b\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u3068\u7167\u3089\u3057\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u524d\u306b\u672a\u7cbe\u7b97\u306e\u90e8\u5c4b\u3068\u4f1d\u7968\u306e\u51fa\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3092\u30d5\u30ed\u30f3\u30c8\u3078\u77e5\u3089\u305b\u307e\u3059\u3002","before_flow":"1. \u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u969b\u306b\u51b7\u8535\u5eab\u3092\u958b\u3051\u3001\u6e1b\u3063\u305f\u54c1\u76ee\u3092\u88dc\u5145\u3057\u3066\u3001\u88dc\u5145\u4f1d\u7968\u306b\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u65e5\u4ed8\u30fb\u8a18\u5165\u8005\u540d\u3092\u66f8\u304f\n2. \u4f1d\u7968\u306f\u30d5\u30ed\u30a2\u306e\u30ef\u30b4\u30f3\u306b\u307e\u3068\u3081\u3001\u663c\u904e\u304e\u3068\u5915\u65b9\u306b\u4e8b\u52d9\u6240\u3078\u5c4a\u3051\u308b\n3. \u4e8b\u52d9\u62c5\u5f53\u304c\u4f1d\u7968\u30921\u679a\u305a\u3064\u8aad\u307f\u3001\u54c1\u76ee\u3068\u6570\u91cf\u3092\u4fa1\u683c\u8868\u3068\u7167\u3089\u3059\n4. PMS\u3067\u305d\u306e\u90e8\u5c4b\u3092\u958b\u304d\u3001\u54c1\u76ee\u3054\u3068\u306b\u58f2\u4e0a\u3092\u5165\u529b\u3059\u308b\n5. \u8aad\u3081\u306a\u3044\u4f1d\u7968\u306f\u4ed8\u7b8b\u3092\u8cbc\u3063\u3066\u8107\u306b\u7f6e\u304d\u3001\u8a18\u5165\u8005\u304c\u51fa\u52e4\u3057\u3066\u3044\u308b\u3068\u304d\u306b\u805e\u304f\n6. \u51fa\u767a\u4e88\u5b9a\u306e\u90e8\u5c4b\u306b\u3064\u3044\u3066\u3001\u4f1d\u7968\u304c\u6765\u3066\u3044\u308b\u304b\u3092\u30d5\u30ed\u30f3\u30c8\u304c\u5185\u7dda\u3067\u5ba2\u5ba4\u4fc2\u306b\u78ba\u304b\u3081\u308b\n7. \u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u5f8c\u306b\u5c4a\u3044\u305f\u4f1d\u7968\u306f\u3001\u5225\u306e\u5e33\u9762\u306b\u300c\u5f8c\u65e5\u8acb\u6c42\u300d\u3068\u3057\u3066\u66f8\u304d\u51fa\u3057\u3001\u7d4c\u7406\u3078\u56de\u3059\n\n**\uff08a\uff09\u8aad\u307f\u306b\u304f\u3044\u4f1d\u7968\u307b\u3069\u5f8c\u56de\u3057\u306b\u306a\u308b\u3002** 3\u756a\u76ee\u3067\u8aad\u3081\u306a\u3044\u5b57\u306b\u5f53\u305f\u308b\u3068\u3001\u305d\u306e\u4f1d\u7968\u306f5\u756a\u76ee\u306e\u4ed8\u7b8b\u306e\u5c71\u306b\u884c\u304d\u307e\u3059\u3002**\u4ed8\u7b8b\u306e\u5c71\u304c\u7247\u3065\u304f\u306e\u306f\u8a18\u5165\u8005\u306b\u4f1a\u3048\u305f\u3068\u304d\u3060\u3051**\u3067\u3001\u305d\u306e\u3042\u3044\u3060\u306b\u305d\u306e\u90e8\u5c4b\u306e\u5ba2\u304c\u51fa\u767a\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u4f1d\u7968\u304c\u51fa\u3066\u3044\u306a\u3044\u3053\u3068\u306b\u8ab0\u3082\u6c17\u3065\u304b\u306a\u3044\u3002** \u6e05\u6383\u304c\u5165\u3063\u305f\u306e\u306b\u4f1d\u7968\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u306f\u3001\u4e8b\u52d9\u6240\u304b\u3089\u898b\u308b\u3068\u300c\u6d88\u8cbb\u304c\u7121\u304b\u3063\u305f\u90e8\u5c4b\u300d\u3068\u533a\u5225\u304c\u3064\u304d\u307e\u305b\u3093\u3002**\u4f1d\u7968\u306e\u51fa\u3057\u5fd8\u308c\u3068\u3001\u672c\u5f53\u306b\u4f55\u3082\u98f2\u307e\u308c\u306a\u304b\u3063\u305f\u90e8\u5c4b\u304c\u3001\u540c\u3058\u898b\u305f\u76ee\u306b\u306a\u308a\u307e\u3059\u3002** \u6c17\u3065\u3051\u308b\u306e\u306f\u3001\u6e05\u6383\u306e\u8a18\u9332\u3068\u4f1d\u7968\u306e\u675f\u30921\u90e8\u5c4b\u305a\u3064\u7a81\u304d\u5408\u308f\u305b\u305f\u3068\u304d\u3060\u3051\u3067\u3001\u6bce\u65e5\u305d\u306e\u6642\u9593\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n**\uff08c\uff09\u51fa\u767a\u5f8c\u306e\u7cbe\u7b97\u306f\u307b\u307c\u623b\u3089\u306a\u3044\u3002** 7\u756a\u76ee\u306e\u300c\u5f8c\u65e5\u8acb\u6c42\u300d\u306f\u3001\u6cd5\u4eba\u306e\u5951\u7d04\u5ba2\u306a\u3089\u8acb\u6c42\u66f8\u306b\u8db3\u305b\u307e\u3059\u304c\u3001\u500b\u4eba\u5ba2\u3067\u306f\u307b\u3068\u3093\u3069\u56de\u53ce\u3067\u304d\u307e\u305b\u3093\u3002**\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306b\u9593\u306b\u5408\u308f\u306a\u304b\u3063\u305f\u6642\u70b9\u3067\u3001\u305d\u306e\u58f2\u4e0a\u306f\u305f\u3044\u3066\u3044\u5931\u308f\u308c\u307e\u3059\u3002**\n\n**\uff08d\uff09\u5168\u4ef6\u3092\u76ee\u3067\u8aad\u307f\u7d9a\u3051\u308b\u306e\u306f\u91cd\u3044\u3002** \u67082,400\u679a\u30926\u540d\u3067\u56de\u3059\u3068\u30011\u679a3\u5206\u3067\u3082\u6708120\u6642\u9593\u3067\u3059\u3002**\u4f1d\u7968\u306e\u5927\u534a\u306f\u8aad\u307f\u3084\u3059\u304f\u3001\u6570\u91cf\u30821\u304b2\u3067\u3059\u3002** \u6642\u9593\u3092\u53d6\u3063\u3066\u3044\u308b\u306e\u306f\u3001\u8aad\u307f\u306b\u304f\u30441\u5272\u3068\u3001\u4f1d\u7968\u306e\u51fa\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3092\u63a2\u3059\u4f5c\u696d\u306e\u307b\u3046\u3067\u3059\u3002","before_flow_steps":["\u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u969b\u306b\u51b7\u8535\u5eab\u3092\u958b\u3051\u3001\u6e1b\u3063\u305f\u54c1\u76ee\u3092\u88dc\u5145\u3057\u3066\u3001\u88dc\u5145\u4f1d\u7968\u306b\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u65e5\u4ed8\u30fb\u8a18\u5165\u8005\u540d\u3092\u66f8\u304f","\u4f1d\u7968\u306f\u30d5\u30ed\u30a2\u306e\u30ef\u30b4\u30f3\u306b\u307e\u3068\u3081\u3001\u663c\u904e\u304e\u3068\u5915\u65b9\u306b\u4e8b\u52d9\u6240\u3078\u5c4a\u3051\u308b","\u4e8b\u52d9\u62c5\u5f53\u304c\u4f1d\u7968\u30921\u679a\u305a\u3064\u8aad\u307f\u3001\u54c1\u76ee\u3068\u6570\u91cf\u3092\u4fa1\u683c\u8868\u3068\u7167\u3089\u3059","PMS\u3067\u305d\u306e\u90e8\u5c4b\u3092\u958b\u304d\u3001\u54c1\u76ee\u3054\u3068\u306b\u58f2\u4e0a\u3092\u5165\u529b\u3059\u308b","\u8aad\u3081\u306a\u3044\u4f1d\u7968\u306f\u4ed8\u7b8b\u3092\u8cbc\u3063\u3066\u8107\u306b\u7f6e\u304d\u3001\u8a18\u5165\u8005\u304c\u51fa\u52e4\u3057\u3066\u3044\u308b\u3068\u304d\u306b\u805e\u304f","\u51fa\u767a\u4e88\u5b9a\u306e\u90e8\u5c4b\u306b\u3064\u3044\u3066\u3001\u4f1d\u7968\u304c\u6765\u3066\u3044\u308b\u304b\u3092\u30d5\u30ed\u30f3\u30c8\u304c\u5185\u7dda\u3067\u5ba2\u5ba4\u4fc2\u306b\u78ba\u304b\u3081\u308b","\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u5f8c\u306b\u5c4a\u3044\u305f\u4f1d\u7968\u306f\u3001\u5225\u306e\u5e33\u9762\u306b\u300c\u5f8c\u65e5\u8acb\u6c42\u300d\u3068\u3057\u3066\u66f8\u304d\u51fa\u3057\u3001\u7d4c\u7406\u3078\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u969b\u306b\u88dc\u5145\u4f1d\u7968\u3092\u66f8\u304d\u3001\u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u4f1d\u7968\u3092\u64ae\u5f71\u3059\u308b\uff08\u7d19\u306f\u30ef\u30b4\u30f3\u306b\u307e\u3068\u3081\u3066\u304a\u304f\uff09\n2. **\u3010\u81ea\u52d5\u3011** \u64ae\u5f71\u3057\u305f\u753b\u50cf\u304c\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u52d5\u304d\u3001\u753b\u50cf\u306e\u5bf8\u6cd5\u3068\u5411\u304d\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u4f1d\u7968\u306e\u6587\u5b57\u30fb\u8868\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8aad\u307f\u53d6\u308a\u3001\u624b\u66f8\u304d\u306e\u884c\u304b\u3069\u3046\u304b\u3068\u6587\u5b57\u3054\u3068\u306e\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u3001\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u8a18\u5165\u8005\u30fb\u65e5\u4ed8\u3092\u53d6\u308a\u51fa\u3057\u3001\u54c1\u76ee\u540d\u3092\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u540d\u524d\u306b\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u6570\u91cf\u6b04\u3054\u3068\u306b `filled` \uff0f `zero` \uff0f `blank` \uff0f `unreadable` \u3092\u4ed8\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u54c1\u76ee\u30de\u30b9\u30bf\u304b\u3089\u5358\u4fa1\u3068\u7a0e\u7387\u533a\u5206\u3092\u5f15\u304d\u3001\u7cbe\u7b97\u306e\u660e\u7d30\u306e\u6848\u3092\u4f5c\u308b\n7. **\u3010\u81ea\u52d5\u3011** PMS\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u5f53\u65e5\u306e\u51fa\u767a\u4e88\u5b9a\u3068\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u306b\u7167\u3089\u3057\u3001`ready` \uff0f `needs_human` \uff0f `already_posted` \u3092\u6c7a\u3081\u308b\n8. **\u3010\u81ea\u52d5\u3011** \u6e05\u6383\u304c\u7d42\u308f\u3063\u305f\u306e\u306b\u4f1d\u7968\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3092\u3001\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u306b\u4e26\u3079\u308b\n9. **\u3010\u4eba\u3011** \u4e8b\u52d9\u62c5\u5f53\u304c `needs_human` \u306e\u4f1d\u7968\u3068\u3001\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3060\u3051\u3092\u78ba\u304b\u3081\u308b\n10. **\u3010\u4eba\u3011** `ready` \u306e\u660e\u7d30\u3092PMS\u3078\u8a08\u4e0a\u3059\u308b\uff08\u53d6\u308a\u8fbc\u307f\u306e\u53e3\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u660e\u7d30\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u307e\u3068\u3081\u3066\u53d6\u308a\u8fbc\u3080\uff09\n11. **\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u306f\u3001\u51fa\u767a\u524d\u306b\u672a\u8a08\u4e0a\u306e\u90e8\u5c4b\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u5ba2\u306b\u78ba\u8a8d\u3059\u308b\n\n**9\u756a\u76ee\u306810\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002\u4eba\u304c\u8aad\u3080\u306e\u306f\u5168\u4ef6\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u8aad\u307f\u53d6\u308a\u304c\u305d\u308d\u3063\u305f\u3082\u306e\u306f\u660e\u7d30\u306e\u4e00\u89a7\u3067\u6d41\u3057\u898b\u3066\u8a08\u4e0a\u3057\u3001**\u8aad\u3081\u306a\u304b\u3063\u305f\u3082\u306e\u3068\u3001\u4f1d\u7968\u304c\u7121\u3044\u3082\u306e\u3060\u3051\u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3092\u898f\u5247\u3067\u6c7a\u3081\u3066\u3044\u308b\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** AI\u306f\u300c\u4f55\u304c\u66f8\u3044\u3066\u3042\u308b\u304b\u300d\u3092\u8fd4\u3057\u3001**\u305d\u308c\u3092\u58f2\u4e0a\u306b\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u30de\u30b9\u30bf\u3068PMS\u306e\u8a18\u9332\u3092\u4f7f\u3063\u305f\u898f\u5247\u306e\u5074\u3067\u6c7a\u3081\u307e\u3059\u3002** \u54c1\u76ee\u306e\u5165\u308c\u66ff\u3048\u3084\u4fa1\u683c\u306e\u6539\u5b9a\u304c\u3042\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u30de\u30b9\u30bf\u3060\u3051\u3067\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u969b\u306b\u88dc\u5145\u4f1d\u7968\u3092\u66f8\u304d\u3001\u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u4f1d\u7968\u3092\u64ae\u5f71\u3059\u308b\uff08\u7d19\u306f\u30ef\u30b4\u30f3\u306b\u307e\u3068\u3081\u3066\u304a\u304f\uff09","**\u3010\u81ea\u52d5\u3011** \u64ae\u5f71\u3057\u305f\u753b\u50cf\u304c\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u52d5\u304d\u3001\u753b\u50cf\u306e\u5bf8\u6cd5\u3068\u5411\u304d\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u4f1d\u7968\u306e\u6587\u5b57\u30fb\u8868\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8aad\u307f\u53d6\u308a\u3001\u624b\u66f8\u304d\u306e\u884c\u304b\u3069\u3046\u304b\u3068\u6587\u5b57\u3054\u3068\u306e\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u3001\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u8a18\u5165\u8005\u30fb\u65e5\u4ed8\u3092\u53d6\u308a\u51fa\u3057\u3001\u54c1\u76ee\u540d\u3092\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u540d\u524d\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u6570\u91cf\u6b04\u3054\u3068\u306b `filled` \uff0f `zero` \uff0f `blank` \uff0f `unreadable` \u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u54c1\u76ee\u30de\u30b9\u30bf\u304b\u3089\u5358\u4fa1\u3068\u7a0e\u7387\u533a\u5206\u3092\u5f15\u304d\u3001\u7cbe\u7b97\u306e\u660e\u7d30\u306e\u6848\u3092\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** PMS\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u5f53\u65e5\u306e\u51fa\u767a\u4e88\u5b9a\u3068\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u306b\u7167\u3089\u3057\u3001`ready` \uff0f `needs_human` \uff0f `already_posted` \u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u6e05\u6383\u304c\u7d42\u308f\u3063\u305f\u306e\u306b\u4f1d\u7968\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3092\u3001\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u306b\u4e26\u3079\u308b","**\u3010\u4eba\u3011** \u4e8b\u52d9\u62c5\u5f53\u304c `needs_human` \u306e\u4f1d\u7968\u3068\u3001\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3060\u3051\u3092\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** `ready` \u306e\u660e\u7d30\u3092PMS\u3078\u8a08\u4e0a\u3059\u308b\uff08\u53d6\u308a\u8fbc\u307f\u306e\u53e3\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u660e\u7d30\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u307e\u3068\u3081\u3066\u53d6\u308a\u8fbc\u3080\uff09","**\u3010\u4eba\u3011** \u30d5\u30ed\u30f3\u30c8\u306f\u3001\u51fa\u767a\u524d\u306b\u672a\u8a08\u4e0a\u306e\u90e8\u5c4b\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u5ba2\u306b\u78ba\u8a8d\u3059\u308b"],"architecture":"```\n\u88dc\u5145\u4f1d\u7968\uff08\u7d19\u30fb\u624b\u66f8\u304d\uff09\n   \u2502  \u5ba2\u5ba4\u4fc2\u304c\u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u64ae\u5f71\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u3078\u306e\u753b\u50cf\u306e\u4fdd\u5b58\nPower Automate\n   \u251c\u2500\u2500\u25b6 \u753b\u50cf\u306e\u5bf8\u6cd5\u30fb\u5411\u304d\u30fb\u679a\u6570\u306e\u78ba\u8a8d\n   \u25bc\nAzure AI Document Intelligence\uff08\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\uff09\n   \u2502   \u6587\u5b57\u30fb\u8868\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u624b\u66f8\u304d\u306e\u5224\u5b9a\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n   \u25bc\nAzure OpenAI\uff08Microsoft Foundry\uff09\u2500\u2500 \u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u30fb\u6570\u91cf\u306e\u53d6\u308a\u51fa\u3057\u3068\u54c1\u76ee\u540d\u306e\u540d\u5bc4\u305b\n   \u25bc\nAzure Functions \u2500\u2500 \u54c1\u76ee\u30de\u30b9\u30bf\u306e\u5358\u4fa1\u30fb\u7a0e\u7387\u533a\u5206\u3092\u4ed8\u3051\u3001PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u7167\u5408\n   \u25bc\n\u5224\u5b9a\uff08\u8a08\u4e0a\u3067\u304d\u308b ready \uff0f \u4eba\u304c\u78ba\u8a8d needs_human \uff0f \u8a08\u4e0a\u6e08\u307f already_posted\uff09\n   \u25bc\n\u3010\u4eba\u304c needs_human \u3068\u4f1d\u7968\u306e\u7121\u3044\u90e8\u5c4b\u3060\u3051\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u4e8b\u52d9\u62c5\u5f53\u304c PMS \u3078\u8a08\u4e0a\n   \u2514\u2500\u2500\u25b6 \u30d5\u30ed\u30f3\u30c8\u3078\u51fa\u767a\u524d\u306e\u672a\u8a08\u4e0a\u4e00\u89a7\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | Azure AI Document Intelligence\uff08\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\uff09 | Google Document AI\uff08Form Parser\uff09 |\n| \u751f\u6210AI | Azure OpenAI\uff08Microsoft Foundry\uff09\uff08\u69cb\u9020\u5316\u51fa\u529b\u3067\u6570\u91cf\u6b04\u3054\u3068\u306e\u5024\u3092\u53d6\u308a\u51fa\u3059\uff09 | Claude API\u3001Gemini API |\n| \u9023\u643a | Power Automate\uff08\u30d5\u30a9\u30eb\u30c0\u306e\u76e3\u8996\u3068\u5404\u51e6\u7406\u306e\u547c\u3073\u51fa\u3057\u3001\u901a\u77e5\uff09 | Make\u3001n8n |\n| \u5dee\u7570\u8a08\u7b97 | Azure Functions\uff08\u54c1\u76ee\u30de\u30b9\u30bf\u3068\u306e\u7a81\u5408\u3068PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u306e\u7167\u5408\uff09 | Python |\n| \u4fdd\u7ba1 | SharePoint \u306e\u6587\u66f8\u30e9\u30a4\u30d6\u30e9\u30ea\uff08\u4f1d\u7968\u306e\u753b\u50cf\u3068\u660e\u7d30\u306e\u63a7\u3048\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**PMS\u3068\u54c1\u76ee\u30de\u30b9\u30bf\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** PMS\u304b\u3089\u306f\u5f53\u65e5\u306e\u51fa\u767a\u4e88\u5b9a\u3068\u3001\u90e8\u5c4b\u3054\u3068\u306b\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u3092\u66f8\u304d\u51fa\u3057\u3066\u4f7f\u3044\u307e\u3059\u3002**PMS\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u3053\u306e\u69cb\u6210\u3067\u306f\u884c\u308f\u305a\u3001\u8a08\u4e0a\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002** PMS\u306b\u660e\u7d30\u3092\u53d6\u308a\u8fbc\u3080\u53e3\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u88fd\u54c1\u306b\u3088\u3063\u3066\u9055\u3044\u3001\u3053\u3053\u306f\u5229\u7528\u74b0\u5883\u306b\u5fdc\u3058\u305f\u500b\u5225\u5b9f\u88c5\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u571f\u53f0\u306b\u306a\u308b\u306e\u306f\u3001Azure AI Document Intelligence \u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u3067\u3059\u3002** \u6587\u5b57\u30fb\u8868\u30fb\u9078\u629e\u30de\u30fc\u30af\uff08\u30c1\u30a7\u30c3\u30af\u6b04\uff09\u30fb\u6587\u66f8\u306e\u69cb\u9020\u3092\u53d6\u308a\u51fa\u3059\u30e2\u30c7\u30eb\u3067\u3001\u8868\u306f\u884c\u6570\u3068\u5217\u6570\u3001\u30bb\u30eb\u3054\u3068\u306e\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3092\u8fd4\u3057\u307e\u3059\u3002**\u88dc\u5145\u4f1d\u7968\u306f\u300c\u54c1\u76ee\u00d7\u6570\u91cf\u300d\u306e\u8868\u306a\u306e\u3067\u3001\u30bb\u30eb\u306e\u4f4d\u7f6e\u3067\u54c1\u76ee\u3068\u6570\u91cf\u3092\u7d50\u3073\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\n\n**\u65e5\u672c\u8a9e\u306e\u624b\u66f8\u304d\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u3066\u3042\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8a00\u8a9e\u5bfe\u5fdc\u306e\u8868\u3067\u306f\u3001Read \u3068 Layout \u306e\u624b\u66f8\u304d\u306e\u5bfe\u5fdc\u8a00\u8a9e\u306b\u65e5\u672c\u8a9e\uff08`ja`\uff09\u304c\u8f09\u3063\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u306f\u3001\u884c\u3054\u3068\u306b**\u624b\u66f8\u304d\u306e\u66f8\u4f53\u304b\u3069\u3046\u304b**\u3092 `styles` \u3068\u3057\u3066\u4fe1\u983c\u5ea6\u3064\u304d\u3067\u8fd4\u3057\u307e\u3059\u3002**\u5370\u5b57\u3055\u308c\u305f\u54c1\u76ee\u540d\u3068\u3001\u624b\u66f8\u304d\u306e\u6570\u91cf\u3092\u898b\u5206\u3051\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u30c1\u30a7\u30c3\u30af\u6b04\u3082\u8aad\u3081\u307e\u3059\u3002** \u9078\u629e\u30de\u30fc\u30af\u306f `selected` \uff0f `unselected` \u306e\u72b6\u614b\u3068\u4fe1\u983c\u5ea6\u3067\u8fd4\u308a\u307e\u3059\u3002**\u4f1d\u7968\u306b\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8a2d\u3051\u308c\u3070\u3001\u7a7a\u6b04\u3068\u300c\u4f55\u3082\u7121\u304b\u3063\u305f\u300d\u3092\u533a\u5225\u3067\u304d\u307e\u3059\u3002** \u3053\u306e\u6b04\u306e\u8a2d\u8a08\u304c\u3001\u7b2c7\u7ae0\u306e\u5224\u5b9a\u306e\u571f\u53f0\u306b\u306a\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u5ba2\u5ba4\u4fc2\u304c\u64ae\u5f71\u3057\u305f\u753b\u50cf\u304c\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u663c\u3068\u5915\u65b9\u306e2\u56de\u306b\u307e\u3068\u3081\u308b\u3068\u3001\u51fa\u767a\u65e5\u306e\u671d\u306b\u6e05\u6383\u304c\u5165\u3063\u305f\u90e8\u5c4b\u306e\u4f1d\u7968\u304c\u9593\u306b\u5408\u3044\u307e\u305b\u3093\u3002**\u64ae\u5f71\u3055\u308c\u305f\u30891\u679a\u305a\u3064\u52d5\u304b\u3057\u307e\u3059\u3002**\n\n\u64ae\u5f71\u306f\u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u884c\u3044\u3001\u30ab\u30e1\u30e9\u306e\u30a2\u30d7\u30ea\u304b\u3089\u6c7a\u307e\u3063\u305f\u30d5\u30a9\u30eb\u30c0\u3078\u4fdd\u5b58\u3059\u308b\u5f62\u306b\u3057\u307e\u3059\u3002**\u5ba2\u5ba4\u4fc2\u306e\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002** \u4f1d\u7968\u306b\u306f\u90e8\u5c4b\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u304a\u308a\u3001\u500b\u4eba\u306e\u7aef\u672b\u306b\u6b8b\u3059\u3068\u5bbf\u6cca\u306e\u8a18\u9332\u304c\u6301\u3061\u51fa\u3055\u308c\u308b\u3053\u3068\u306b\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n\n\u3053\u308c\u3068\u306f\u5225\u306b\u3001**\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u306b\u5408\u308f\u305b\u305f\u5b9a\u6642\u306e\u70b9\u691c**\u3092\u6bce\u671d7\u6642\u30fb9\u6642\u30fb10\u6642\u534a\u306b\u52d5\u304b\u3057\u307e\u3059\u3002\u3053\u3061\u3089\u306f\u4f1d\u7968\u306e\u5230\u7740\u3092\u5f85\u305f\u305a\u3001**\u6e05\u6383\u304c\u7d42\u308f\u3063\u305f\u306e\u306b\u4f1d\u7968\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b**\u3092\u63a2\u3059\u51e6\u7406\u3067\u3059\u3002\u5c4a\u3044\u305f\u3082\u306e\u3092\u8aad\u3080\u3060\u3051\u3067\u306f\u3001\u5c4a\u304b\u306a\u304b\u3063\u305f\u3082\u306e\u306f\u898b\u3064\u3051\u3089\u308c\u307e\u305b\u3093\u3002\n\n\u51e6\u7406\u304c\u7d42\u308f\u3063\u305f\u753b\u50cf\u306f\u51e6\u7406\u6e08\u307f\u306e\u30d5\u30a9\u30eb\u30c0\u3078\u79fb\u3057\u307e\u3059\u3002**\u79fb\u3059\u306e\u306f\u6210\u529f\u3057\u305f\u3068\u304d\u3060\u3051\u306b\u3057\u307e\u3059\u3002** \u5143\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3063\u3066\u3044\u308b\u6570\u304c\u3001\u305d\u306e\u307e\u307e\u672a\u51e6\u7406\u306e\u6570\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u88dc\u5145\u4f1d\u7968\u306e\u753b\u50cf | \u90e8\u5c4b\u756a\u53f7\u3001\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u3001\u65e5\u4ed8\u3001\u8a18\u5165\u8005\u3001\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04 | \u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u304b\u3089\u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u6587\u5b57\u3001\u8868\u3068\u30bb\u30eb\u3001\u9078\u629e\u30de\u30fc\u30af\u3001\u624b\u66f8\u304d\u306e\u5224\u5b9a\u3001**\u6587\u5b57\u3054\u3068\u306e\u4fe1\u983c\u5ea6** | Azure AI Document Intelligence |\n| \u54c1\u76ee\u30de\u30b9\u30bf | \u54c1\u76ee\u30b3\u30fc\u30c9\u3001\u6b63\u5f0f\u540d\u3001**\u4f1d\u7968\u306b\u66f8\u304b\u308c\u3046\u308b\u7565\u79f0**\u3001\u5358\u4fa1\u3001\u7a0e\u7387\u533a\u5206\u3001\u7121\u6599\u54c1\u304b\u3069\u3046\u304b | \u5bbf\u6cca\u90e8\u304c\u6301\u3064\u8868 |\n| PMS\u306e\u66f8\u304d\u51fa\u3057 | \u5f53\u65e5\u306e\u51fa\u767a\u4e88\u5b9a\uff08\u90e8\u5c4b\u756a\u53f7\u30fb\u4e88\u5b9a\u6642\u523b\uff09\u3001\u90e8\u5c4b\u3054\u3068\u306e\u8a08\u4e0a\u6e08\u307f\u306e\u30df\u30cb\u30d0\u30fc\u58f2\u4e0a | PMS\u306e\u5e33\u7968\u306e\u66f8\u304d\u51fa\u3057 |\n| \u6e05\u6383\u306e\u8a18\u9332 | \u6e05\u6383\u304c\u7d42\u308f\u3063\u305f\u90e8\u5c4b\u3068\u6642\u523b | \u5ba2\u5ba4\u4fc2\u306e\u6e05\u6383\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u7565\u79f0\u306e\u5217\u3067\u3059\u3002** \u5ba2\u5ba4\u4fc2\u306f\u300c\u30d3\u30fc\u30eb\u300d\u3092\u300c\u30d3\u300d\u300cBR\u300d\u300c\u751f\u300d\u3068\u66f8\u304d\u3001\u300c\u30df\u30cd\u30e9\u30eb\u30a6\u30a9\u30fc\u30bf\u30fc\u300d\u3092\u300c\u6c34\u300d\u300c\u30df\u30cd\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u7565\u79f0\u306e\u4e00\u89a7\u304c\u7121\u3044\u3068\u3001\u54c1\u76ee\u306e\u540d\u5bc4\u305b\u3092AI\u306b\u63a8\u6e2c\u3055\u305b\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002** \u63a8\u6e2c\u3055\u305b\u306a\u3044\u305f\u3081\u306b\u3001\u66f8\u304b\u308c\u3046\u308b\u7565\u79f0\u3092\u5148\u306b\u96c6\u3081\u3066\u30de\u30b9\u30bf\u306b\u6301\u305f\u305b\u307e\u3059\u3002\n\n**\u7121\u6599\u54c1\u304b\u3069\u3046\u304b\u306e\u5217\u3082\u8981\u308a\u307e\u3059\u3002** \u5ba2\u5ba4\u306b\u30b5\u30fc\u30d3\u30b9\u3067\u7f6e\u304f\u6c34\u3084\u304a\u8336\u3092\u540c\u3058\u4f1d\u7968\u306b\u66f8\u304f\u65bd\u8a2d\u3067\u306f\u3001**\u88dc\u5145\u306e\u6570\u306f\u66f8\u304b\u308c\u3066\u3082\u58f2\u4e0a\u306b\u306f\u3057\u307e\u305b\u3093\u3002** \u3053\u306e\u5217\u304c\u7121\u3044\u3068\u3001\u7121\u6599\u306e\u6c34\u304c\u5ba2\u5ba4\u6599\u91d1\u306b\u4e57\u308a\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304b\u3089\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u3092\u547c\u3076\u3060\u3051\u3067\u3059\u3002\u4f1d\u7968\u306f1\u679a1\u30da\u30fc\u30b8\u306a\u306e\u3067\u3001\u30da\u30fc\u30b8\u306e\u6307\u5b9a\u306f\u8981\u308a\u307e\u305b\u3093\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u8868\u3068\u30bb\u30eb\uff08\u884c\u30fb\u5217\u306e\u4f4d\u7f6e\uff09 | `tables` | \u54c1\u76ee\u306e\u884c\u3068\u6570\u91cf\u306e\u5217\u3092\u7d50\u3073\u4ed8\u3051\u308b |\n| \u9078\u629e\u30de\u30fc\u30af\u3068\u72b6\u614b | `pages` \u306e `selectionMarks` | \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u3092\u898b\u308b |\n| \u624b\u66f8\u304d\u306e\u5224\u5b9a | `styles`\uff08`isHandwritten` \u3068\u4fe1\u983c\u5ea6\uff09 | \u5370\u5b57\u306e\u54c1\u76ee\u540d\u3068\u624b\u66f8\u304d\u306e\u6570\u91cf\u3092\u5206\u3051\u308b |\n| \u6587\u5b57\u3054\u3068\u306e\u4fe1\u983c\u5ea6 | `pages` \u306e `words` | \u6570\u91cf\u306e\u6570\u5b57\u304c\u8aad\u3081\u305f\u304b\u3092\u6c7a\u3081\u308b |\n| \u5168\u6587 | `content` | \u8868\u304b\u3089\u5916\u308c\u3066\u66f8\u304b\u308c\u305f\u90e8\u5c4b\u756a\u53f7\u3084\u5099\u8003\u3092\u62fe\u3046 |\n\n**\u90e8\u5c4b\u756a\u53f7\u306f\u3001\u8868\u306e\u5916\u306b\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u9805\u76ee\u3067\u3059\u3002** \u4f1d\u7968\u306e\u4e0a\u306e\u6b04\u306b\u66f8\u304f\u6c7a\u307e\u308a\u3067\u3082\u3001\u6025\u3044\u3067\u3044\u308b\u3068\u4f59\u767d\u306b\u66f8\u304b\u308c\u307e\u3059\u3002**\u8868\u304b\u3089\u3060\u3051\u53d6\u308b\u3068\u3001\u90e8\u5c4b\u756a\u53f7\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u4f1d\u7968\u304c\u5897\u3048\u307e\u3059\u3002** \u5168\u6587\u304b\u3089\u62fe\u3044\u3001\u90e8\u5c4b\u756a\u53f7\u306e\u4e00\u89a7\uff08PMS\u306e\u5ba2\u5ba4\u30de\u30b9\u30bf\uff09\u306b\u3042\u308b\u5024\u304b\u3069\u3046\u304b\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\nPMS\u304b\u3089\u306e\u66f8\u304d\u51fa\u3057\u306f\u3001\u671d\u306e\u70b9\u691c\u306e\u524d\u306b1\u56de\u3001\u305d\u306e\u5f8c\u306f1\u6642\u9593\u3054\u3068\u306b\u53d6\u308a\u76f4\u3057\u307e\u3059\u3002**\u9023\u643a\u306e\u65b9\u5f0f\u306fPMS\u306e\u88fd\u54c1\u306b\u3088\u3063\u3066\u9055\u3044\u307e\u3059\u3002** \u5e33\u7968\u3092CSV\u3067\u66f8\u304d\u51fa\u305b\u308b\u306a\u3089\u3001\u305d\u308c\u3092\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u3044\u3066\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3067\u8aad\u3080\u5f62\u304c\u6700\u3082\u624b\u5805\u3044\u69cb\u6210\u3067\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u3068\u5bf8\u6cd5\u306e\u78ba\u8a8d** \u2026 \u753b\u50cf\u306f 50\u00d750 \u304b\u3089 10,000\u00d710,000 \u30d4\u30af\u30bb\u30eb\u306e\u9593\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u7bc4\u56f2\u5916\u306f\u64ae\u308a\u76f4\u3057\u307e\u3059\n2. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u53d6\u308a\u51fa\u305b\u308b\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u306f\u30011024\u00d7768 \u306e\u753b\u50cf\u3067 12 \u30d4\u30af\u30bb\u30eb\u3067\u3059\u3002150dpi \u3067\u7d048\u30dd\u30a4\u30f3\u30c8\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u4f1d\u7968\u3092\u9060\u304f\u304b\u3089\u64ae\u308b\u3068\u3001\u6570\u91cf\u306e\u6570\u5b57\u304c\u3053\u308c\u3092\u4e0b\u56de\u308a\u307e\u3059**\n3. **\u5411\u304d\u306e\u78ba\u8a8d** \u2026 \u6a2a\u5411\u304d\u3084\u9006\u3055\u307e\u306b\u64ae\u3089\u308c\u305f\u3082\u306e\u306f\u3001\u8fd4\u3063\u3066\u304f\u308b\u30da\u30fc\u30b8\u306e\u89d2\u5ea6\u3067\u898b\u5206\u3051\u3066\u3001\u56de\u8ee2\u3055\u305b\u3066\u304b\u3089\u5224\u5b9a\u3057\u307e\u3059\n4. **1\u679a\u306b1\u90e8\u5c4b\u306e\u78ba\u8a8d** \u2026 2\u679a\u306e\u4f1d\u7968\u3092\u91cd\u306d\u3066\u64ae\u3063\u305f\u3082\u306e\u306f\u3001\u90e8\u5c4b\u756a\u53f7\u304c2\u3064\u898b\u3064\u304b\u308b\u306e\u3067\u5206\u3051\u3066\u64ae\u308a\u76f4\u3057\u307e\u3059\n5. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u90e8\u5c4b\u30fb\u540c\u3058\u65e5\u4ed8\u30fb\u540c\u3058\u8a18\u5165\u8005\u306e\u4f1d\u7968\u304c\u76f4\u524d\u306b\u3042\u308c\u3070\u3001\u64ae\u308a\u76f4\u3057\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u6e05\u6383\u306e\u8a18\u9332\u3068\u306e\u7a81\u304d\u5408\u308f\u305b** \u2026 \u4f1d\u7968\u306e\u90e8\u5c4b\u756a\u53f7\u304c\u3001\u5f53\u65e5\u6e05\u6383\u306e\u7d42\u308f\u3063\u305f\u90e8\u5c4b\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\n\n**2\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5ba2\u5ba4\u4fc2\u306f\u30ef\u30b4\u30f3\u306e\u4e0a\u3067\u4f1d\u7968\u3092\u64ae\u308a\u307e\u3059\u3002**\u4f1d\u7968\u5168\u4f53\u3092\u53ce\u3081\u3088\u3046\u3068\u3057\u3066\u96e2\u308c\u3066\u64ae\u308b\u3068\u3001\u6570\u5b57\u304c\u5c0f\u3055\u304f\u306a\u308a\u3059\u304e\u307e\u3059\u3002** \u64ae\u5f71\u306e\u4f4d\u7f6e\u3092\u6c7a\u3081\u305f\u53f0\u7d19\u3092\u7528\u610f\u3057\u3001\u305d\u3053\u306b\u7f6e\u3044\u3066\u64ae\u308b\u904b\u7528\u306b\u3057\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u30fb\u8a18\u5165\u8005\u30fb\u65e5\u4ed8\u3092\u53d6\u308a\u51fa\u3057\u3001\u54c1\u76ee\u540d\u3092\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u540d\u524d\u306b\u305d\u308d\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002**\n\n| \u53d6\u308a\u51fa\u3059\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u90e8\u5c4b\u756a\u53f7 | \u4f1d\u7968\u306e\u4e0a\u306e\u6b04\u3001\u306a\u3051\u308c\u3070\u5168\u6587\u304b\u3089 | \u5019\u88dc\u304c2\u3064\u4ee5\u4e0a\u306a\u3089 `ambiguous` |\n| \u54c1\u76ee | \u8868\u306e\u884c\u306e\u54c1\u76ee\u540d\u3092\u3001\u30de\u30b9\u30bf\u306e\u6b63\u5f0f\u540d\u3068\u7565\u79f0\u306b\u7167\u3089\u3059 | \u30de\u30b9\u30bf\u306b\u7121\u3044\u66f8\u304d\u65b9\u306a\u3089 `unmatched` |\n| \u6570\u91cf | \u8868\u306e\u6570\u91cf\u306e\u30bb\u30eb\u306e\u6570\u5b57 | \u4e0b\u306e4\u533a\u5206\u3067\u8fd4\u3059 |\n| \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af | \u9078\u629e\u30de\u30fc\u30af\u306e\u72b6\u614b | \u72b6\u614b\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` |\n| \u8a18\u5165\u8005\u30fb\u65e5\u4ed8 | \u4f1d\u7968\u306e\u4e0b\u306e\u6b04 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e |\n\n**\u6570\u91cf\u306f\u30014\u3064\u306e\u533a\u5206\u306e\u3069\u308c\u304b\u3067\u8fd4\u3055\u305b\u307e\u3059\u3002**\n\n| `qty_status` | \u610f\u5473 | \u6b21\u306b\u8d77\u304d\u308b\u3053\u3068 |\n|:--|:--|:--|\n| `filled` | 1\u4ee5\u4e0a\u306e\u6570\u5b57\u304c\u8aad\u307f\u53d6\u308c\u305f | \u660e\u7d30\u306e\u6848\u306b\u3059\u308b |\n| `zero` | 0\u3001\u307e\u305f\u306f\u300c\uff0d\u300d\u300c\uff0f\u300d\u306a\u3069\u7121\u3057\u3092\u793a\u3059\u8a18\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308b | \u660e\u7d30\u306b\u3057\u306a\u3044 |\n| `blank` | \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 | \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u304c\u7121\u3051\u308c\u3070\u4eba\u3078 |\n| `unreadable` | \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u305f\u304c\u3001\u6570\u5b57\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044 | \u4eba\u3078 |\n\n**`blank` \u3068 `zero` \u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** `zero` \u306f\u5ba2\u5ba4\u4fc2\u304c\u898b\u3066\u300c\u7121\u304b\u3063\u305f\u300d\u3068\u66f8\u3044\u305f\u3082\u306e\u3001`blank` \u306f\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u3067\u3001**\u6570\u3048\u5fd8\u308c\u306e\u53ef\u80fd\u6027\u304c\u6b8b\u308a\u307e\u3059\u3002** \u4f1d\u7968\u306e\u5168\u90e8\u306e\u6570\u91cf\u6b04\u304c `blank` \u3067\u3001\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u3082\u7121\u3044\u4f1d\u7968\u306f\u3001**\u51b7\u8535\u5eab\u3092\u958b\u3051\u305f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5ba2\u5ba4\u4fc2\u3078\u78ba\u304b\u3081\u306b\u56de\u3057\u307e\u3059\u3002\n\n**`unreadable` \u306e\u6839\u62e0\u306f\u3001OCR\u304c\u8fd4\u3057\u305f\u4fe1\u983c\u5ea6\u306b\u7f6e\u304d\u307e\u3059\u3002** \u6570\u5b57\u304c\u691c\u51fa\u3055\u308c\u4fe1\u983c\u5ea6\u304c\u5341\u5206\u306a\u3089 `filled` \u304b `zero`\u3001\u691c\u51fa\u3055\u308c\u3066\u3044\u3066\u3082\u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `unreadable` \u3067\u3059\u3002**AI\u306b\u300c\u305f\u3076\u30932\u300d\u3068\u8aad\u307e\u305b\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5358\u4fa1\u30fb\u91d1\u984d\u306e\u8a08\u7b97 | \u30de\u30b9\u30bf\u304b\u3089\u5f15\u304f\u3002\u4fa1\u683c\u306e\u6539\u5b9a\u306f\u30de\u30b9\u30bf\u3067\u76f4\u3059 |\n| \u7a0e\u7387\u533a\u5206\u306e\u5224\u65ad | \u9152\u985e\u3068\u975e\u9152\u985e\u3067\u7a0e\u7387\u304c\u9055\u3046\u3002\u30de\u30b9\u30bf\u306e\u5217\u3067\u6c7a\u3081\u308b |\n| \u8aad\u3081\u306a\u3044\u6570\u5b57\u306e\u63a8\u6e2c | \u58f2\u4e0a\u3092\u4f5c\u308b\u5024\u306a\u306e\u3067\u3001\u63a8\u6e2c\u3067\u57cb\u3081\u308b\u3068\u8aa4\u8acb\u6c42\u306b\u306a\u308b |\n| \u54c1\u76ee\u306e\u63a8\u6e2c\u306b\u3088\u308b\u540d\u5bc4\u305b | \u30de\u30b9\u30bf\u306b\u7121\u3044\u66f8\u304d\u65b9\u306f `unmatched` \u3067\u4eba\u3078 |\n| \u8a08\u4e0a\u3059\u308b\u304b\u306e\u5224\u65ad | PMS\u306e\u8a08\u4e0a\u6e08\u307f\u3068\u7167\u3089\u3057\u305f\u898f\u5247\u3067\u6c7a\u3081\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u914e\u300d\u3068\u66f8\u304b\u308c\u305f\u884c\u3092\u3001\u30de\u30b9\u30bf\u306b\u914e\u30cf\u30a4\u304c2\u7a2e\u985e\u3042\u308b\u306e\u306b\u3069\u3061\u3089\u304b\u3078\u5bc4\u305b\u308b\u3068\u3001**\u5358\u4fa1\u306e\u9055\u3046\u54c1\u76ee\u3067\u8acb\u6c42\u3055\u308c\u307e\u3059\u3002** \u7565\u79f0\u304c1\u3064\u306e\u54c1\u76ee\u306b\u6c7a\u307e\u3089\u306a\u3044\u3068\u304d\u306f `unmatched` \u306b\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\u30db\u30c6\u30eb\u306e\u5bbf\u6cca\u90e8\u306e\u4e8b\u52d9\u62c5\u5f53\u3067\u3001\u5ba2\u5ba4\u4fc2\u304c\u624b\u66f8\u304d\u3057\u305f\n\u51b7\u8535\u5eab\u30fb\u30df\u30cb\u30d0\u30fc\u306e\u88dc\u5145\u4f1d\u7968\u3092\u3001\u7cbe\u7b97\u306e\u660e\u7d30\u306b\u3059\u308b\u305f\u3081\u306e\u5024\u306b\u76f4\u3059\u7acb\u5834\u3067\u3059\u3002\nOCR\u304c\u8fd4\u3057\u305f\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u898b\u3066\u7b54\u3048\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n1. \u90e8\u5c4b\u756a\u53f7\uff08\u5ba2\u5ba4\u306e\u4e00\u89a7\u306b\u3042\u308b\u5024\u3060\u3051\u3002\u7121\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066 status \u3092 ambiguous\uff09\n2. \u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\uff08\u4f1d\u7968\u306e\u8868\u306e\u884c\u3054\u3068\uff09\n3. \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u306e\u72b6\u614b\n4. \u8a18\u5165\u8005\u540d\u3068\u65e5\u4ed8\uff08\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\uff09\n\n\u3010\u54c1\u76ee\u540d\u306e\u305d\u308d\u3048\u65b9\u3011\n- \u4f1d\u7968\u306e\u54c1\u76ee\u540d\u306f\u3001\u4e0b\u306e\u54c1\u76ee\u4e00\u89a7\u306e\u300c\u6b63\u5f0f\u540d\u300d\u304b\u300c\u7565\u79f0\u300d\u306e\u3069\u308c\u304b\u306b\n  \u5b8c\u5168\u306b\u5f53\u305f\u308b\u3068\u304d\u3060\u3051\u3001\u305d\u306e\u54c1\u76ee\u30b3\u30fc\u30c9\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5f53\u305f\u308b\u5019\u88dc\u304c2\u3064\u4ee5\u4e0a\u3042\u308b\u3068\u304d\u3001\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3068\u304d\u306f\u3001\n  item_code \u3092\u7a7a\u306b\u3057\u3066 match \u3092 unmatched \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4f3c\u3066\u3044\u308b\u54c1\u76ee\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6570\u91cf\u306e qty_status \u306e\u9078\u3073\u65b9\u3011\n- filled ....... 1\u4ee5\u4e0a\u306e\u6570\u5b57\u304c\u8aad\u307f\u53d6\u308c\u305f\n- zero ......... 0\u3001\u307e\u305f\u306f\u300c\uff0d\u300d\u300c\uff0f\u300d\u300c\u306a\u3057\u300d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\n- blank ........ \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ... \u6587\u5b57\u306f\u3042\u308b\u304c\u3001\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u6570\u5b57\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b filled \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6570\u91cf\u306e\u6570\u5b57\u304c\u8aad\u3081\u306a\u3044\u3068\u304d\u3001\u524d\u5f8c\u306e\u884c\u3084\u4ed6\u306e\u90e8\u5c4b\u304b\u3089\u88dc\u3063\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u6b63\u300d\u306e\u5b57\u3084\u7dda\u306e\u672c\u6570\u3067\u66f8\u304b\u308c\u305f\u6570\u91cf\u306f\u3001\u6570\u3048\u65b9\u304c\u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051\n  \u6570\u5b57\u306b\u3057\u3001\u305d\u3046\u3067\u306a\u3051\u308c\u3070 unreadable \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7a7a\u6b04\u3092 0 \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u306f blank \u3067\u3059\u3002\n- \u5358\u4fa1\u3001\u91d1\u984d\u3001\u7a0e\u7387\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- confidence \u306b\u306f\u3001OCR\u304c\u8fd4\u3057\u305f\u4fe1\u983c\u5ea6\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- evidence \u306b\u306f\u3001\u5224\u5b9a\u306e\u6839\u62e0\u306b\u3057\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u88dc\u5145\u4f1d\u7968\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u53d6\u308a\u51fa\u3057\u3092\u305b\u305a document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{layout_result}\n\u3010\u54c1\u76ee\u4e00\u89a7\uff08\u30b3\u30fc\u30c9\u30fb\u6b63\u5f0f\u540d\u30fb\u7565\u79f0\uff09\u3011{item_master}\n\u3010\u5ba2\u5ba4\u306e\u4e00\u89a7\u3011{room_list}\n```\n\n**\u300c\u7a7a\u6b04\u30920\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u7a7a\u6b04\u306f0\u306b\u306a\u308a\u307e\u3059\u3002** \u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6b04\u306f\u3001\u6587\u7ae0\u3068\u3057\u3066\u8aad\u3080\u3068\u300c\u6d88\u8cbb\u306a\u3057\u300d\u306b\u898b\u3048\u308b\u304b\u3089\u3067\u3059\u3002**\u7a7a\u6b04\u306e\u610f\u5473\u3092\u6c7a\u3081\u308b\u306e\u306f\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3068\u4eba\u306e\u78ba\u8a8d\u3067\u3042\u3063\u3066\u3001AI\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u300c\u4f3c\u3066\u3044\u308b\u54c1\u76ee\u306b\u5bc4\u305b\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u66f8\u304d\u307e\u3059\u3002** \u540d\u5bc4\u305b\u3092\u4efb\u305b\u308b\u3068\u3001AI\u306f\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u54c1\u76ee\u3092\u9078\u3093\u3067\u57cb\u3081\u307e\u3059\u3002**\u57cb\u3081\u305f\u54c1\u76ee\u304c\u6b63\u3057\u3044\u304b\u3067\u306f\u306a\u304f\u3001\u78ba\u304b\u3081\u308b\u3079\u304d\u884c\u304c\u4e00\u89a7\u304b\u3089\u6d88\u3048\u308b\u3053\u3068\u304c\u554f\u984c\u3067\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002** Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u3044\u3001`strict: true` \u3067\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092 `required` \u306b\u3057\u3001`additionalProperties` \u3092 `false` \u306b\u3057\u305f\u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"slip_id\": \"\",\n  \"document_type\": \"minibar_slip\",\n  \"room_no\": \"\",\n  \"room_status\": \"ok | ambiguous\",\n  \"no_refill_checked\": \"selected | unselected | unreadable\",\n  \"staff_name\": \"\",\n  \"slip_date\": \"\",\n  \"lines\": [\n    { \"written_name\": \"\", \"item_code\": \"\", \"match\": \"matched | unmatched\",\n      \"qty\": 0, \"qty_status\": \"filled | zero | blank | unreadable\",\n      \"confidence\": 0, \"evidence\": \"\" }\n  ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u306e\u51fa\u529b\u3068\u58f2\u4e0a\u306e\u5224\u5b9a\u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `lines` \u306fAI\u304c\u57cb\u3081\u3001\u305d\u3053\u304b\u3089\u660e\u7d30\u3092\u4f5c\u308b\u304b\u3069\u3046\u304b\u306f Azure Functions \u306e\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002**\u5358\u4fa1\u3084\u54c1\u76ee\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u30de\u30b9\u30bf\u3068\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u69cb\u9020\u5316\u51fa\u529b\u306e\u30b9\u30ad\u30fc\u30de\u306b\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u5fc5\u9808\u3067\u4e26\u3079\u308b\u3053\u3068\u3067\u3001\u53d6\u308a\u51fa\u305b\u306a\u304b\u3063\u305f\u9805\u76ee\u304c\u300c\u629c\u3051\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u300c\u7a7a\u3068\u3057\u3066\u6b8b\u308b\u300d\u3053\u3068\u3067\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092 `required` \u306b\u3057\u3001\u4efb\u610f\u306e\u9805\u76ee\u306f `null` \u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u8868\u3059\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u629c\u3051\u305f\u9805\u76ee\u306f\u6c17\u3065\u3051\u307e\u305b\u3093\u304c\u3001\u7a7a\u306e\u9805\u76ee\u306f\u6570\u3048\u3089\u308c\u307e\u3059\u3002**\n\nAzure Functions \u306f\u3001\u3053\u306e\u51fa\u529b\u306b\u54c1\u76ee\u30de\u30b9\u30bf\u3068PMS\u306e\u66f8\u304d\u51fa\u3057\u3092\u5408\u308f\u305b\u3066\u3001\u6b21\u306e\u5f62\u306e\u660e\u7d30\u306e\u6848\u3092\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| `room_no` | \u90e8\u5c4b\u756a\u53f7 |\n| `item_code` \uff0f `item_name` | \u54c1\u76ee\u30b3\u30fc\u30c9\u3068\u6b63\u5f0f\u540d\uff08\u30de\u30b9\u30bf\u304b\u3089\uff09 |\n| `qty` | \u6570\u91cf\uff08`filled` \u306e\u3082\u306e\u3060\u3051\uff09 |\n| `unit_price` \uff0f `tax_class` | \u5358\u4fa1\u3068\u7a0e\u7387\u533a\u5206\uff08\u30de\u30b9\u30bf\u304b\u3089\u3002AI\u306f\u95a2\u4e0e\u3057\u306a\u3044\uff09 |\n| `departure_time` | PMS\u306e\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b |\n| `verdict` | `ready` \uff0f `needs_human` \uff0f `already_posted` |\n| `reason` | `needs_human` \u306e\u7406\u7531\uff08`unreadable`\u3001`unmatched`\u3001\u5168\u6b04 `blank` \u306a\u3069\uff09 |\n\n| `verdict` | \u6761\u4ef6 |\n|:--|:--|\n| `ready` | \u90e8\u5c4b\u756a\u53f7\u304c `ok`\u3001\u3059\u3079\u3066\u306e\u884c\u304c `filled` \u304b `zero`\u3001\u54c1\u76ee\u304c\u3059\u3079\u3066 `matched`\u3001PMS\u306b\u540c\u3058\u660e\u7d30\u304c\u7121\u3044 |\n| `already_posted` | PMS\u306b\u540c\u3058\u90e8\u5c4b\u30fb\u540c\u3058\u65e5\u4ed8\u30fb\u540c\u3058\u54c1\u76ee\u306e\u8a08\u4e0a\u304c\u3042\u308b |\n| `needs_human` | \u4e0a\u306e\u3069\u3061\u3089\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u3082\u306e |\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | Power Automate \u306e\u30c8\u30ea\u30ac\u30fc | \u4f1d\u7968\u306e\u753b\u50cf\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3059\u308b |\n| Azure AI Document Intelligence | API\u547c\u3073\u51fa\u3057 | \u8868\u30fb\u30c1\u30a7\u30c3\u30af\u6b04\u30fb\u624b\u66f8\u304d\u306e\u5224\u5b9a\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| Azure OpenAI | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u90e8\u5c4b\u756a\u53f7\u30fb\u54c1\u76ee\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059 |\n| Azure Functions | HTTP\u306e\u547c\u3073\u51fa\u3057 | \u30de\u30b9\u30bf\u3068\u306e\u7a81\u5408\u3001PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u306e\u7167\u5408 |\n| PMS | \u5e33\u7968\u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u51fa\u767a\u4e88\u5b9a\u3068\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u3092\u53d6\u308b |\n| Teams | \u901a\u77e5 | \u30d5\u30ed\u30f3\u30c8\u3078\u51fa\u767a\u524d\u306e\u672a\u8a08\u4e0a\u4e00\u89a7\u3092\u9001\u308b |\n\n**PMS\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u8a08\u4e0a\u306e\u6848\u307e\u3067\u3067\u3001**\u58f2\u4e0a\u3092\u78ba\u5b9a\u3055\u305b\u308b\u306e\u306f\u4eba\u306e\u64cd\u4f5c\u3067\u3059\u3002** \u8aa4\u3063\u305f\u660e\u7d30\u304c\u81ea\u52d5\u3067\u8a08\u4e0a\u3055\u308c\u308b\u3068\u3001\u5ba2\u306e\u76ee\u306e\u524d\u3067\u7cbe\u7b97\u984d\u304c\u9055\u3046\u3068\u3044\u3046\u5f62\u3067\u8868\u306b\u51fa\u307e\u3059\u3002\n\n**\u30d5\u30ed\u30f3\u30c8\u3078\u306e\u901a\u77e5\u306f\u3001\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u306b\u4e26\u3079\u307e\u3059\u3002** \u90e8\u5c4b\u756a\u53f7\u9806\u306b\u4e26\u3079\u308b\u3068\u300110\u5206\u5f8c\u306b\u51fa\u767a\u3059\u308b\u90e8\u5c4b\u304c\u4e00\u89a7\u306e\u4e0b\u306b\u57cb\u3082\u308c\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f `needs_human` \u306e\u4f1d\u7968\u3068\u3001\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3060\u3051\u3067\u3059\u3002** `ready` \u306e\u3082\u306e\u306f\u660e\u7d30\u306e\u4e00\u89a7\u3067\u4ef6\u6570\u3068\u90e8\u5c4b\u3092\u6d41\u3057\u898b\u3066\u8a08\u4e0a\u3057\u307e\u3059\u3002\n\n1. **\u51fa\u767a\u306e\u8fd1\u3044\u90e8\u5c4b\u304b\u3089\u898b\u308b** \u2026 \u4e00\u89a7\u306f\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u3067\u3059\u3002**\u51fa\u767a\u5f8c\u306b\u56de\u3057\u305f\u3082\u306e\u306f\u3001\u307b\u307c\u56de\u53ce\u3067\u304d\u306a\u3044\u304b\u3089\u3067\u3059**\n2. **`unreadable` \u3068 `unmatched` \u306f\u753b\u50cf\u3092\u958b\u3044\u3066\u8aad\u3080** \u2026 \u8aad\u3081\u306a\u3051\u308c\u3070\u3001\u8a18\u5165\u8005\u306b\u5185\u7dda\u3067\u805e\u304d\u307e\u3059\n3. **\u5168\u6b04 `blank` \u306e\u4f1d\u7968\u306f\u5ba2\u5ba4\u4fc2\u306b\u78ba\u304b\u3081\u308b** \u2026 \u51b7\u8535\u5eab\u3092\u958b\u3051\u305f\u304b\u3069\u3046\u304b\u3092\u805e\u304d\u307e\u3059\n4. **\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u306f\u3001\u6e05\u6383\u306e\u62c5\u5f53\u306b\u805e\u304f** \u2026 \u51fa\u767a\u306e\u8fd1\u3044\u90e8\u5c4b\u306f\u30d5\u30ed\u30f3\u30c8\u306b\u3082\u4f1d\u3048\u3001\u5ba2\u306b\u81ea\u5df1\u7533\u544a\u3092\u304a\u9858\u3044\u3059\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\n5. **\u5224\u5b9a\u3092\u76f4\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u6b04\u3092\u3001\u4f55\u306b\u76f4\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5168\u6b04\u304c\u7a7a\u306e\u4f1d\u7968\u3092\u300c\u6d88\u8cbb\u306a\u3057\u300d\u3068\u3057\u3066\u901a\u3059\u3068\u3001**\u6570\u3048\u5fd8\u308c\u304c\u58f2\u4e0a\u306e\u6f0f\u308c\u3068\u3057\u3066\u78ba\u5b9a\u3057\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30012,400\u679a\u3092\u306a\u3089\u3057\u30661\u679a1\u5206\u3067\u3059\u3002** \u958b\u304f\u306e\u306f1\u5272\u524d\u5f8c\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u64ae\u308a\u65b9\u304b\u4f1d\u7968\u306e\u69d8\u5f0f\u306b\u539f\u56e0\u304c\u3042\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u753b\u50cf\u306e\u5bf8\u6cd5\u304c\u7bc4\u56f2\u5916\u3001\u6587\u5b57\u304c\u5c0f\u3055\u3059\u304e\u308b | \u64ae\u308a\u76f4\u3057\u3092\u5ba2\u5ba4\u4fc2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u306b\u901a\u77e5\u3059\u308b |\n| \u90e8\u5c4b\u756a\u53f7\u304c2\u3064\u898b\u3064\u304b\u308b | \u4f1d\u7968\u3092\u91cd\u306d\u3066\u64ae\u3063\u305f\u3082\u306e\u3068\u3057\u3066\u64ae\u308a\u76f4\u3059 |\n| \u90e8\u5c4b\u756a\u53f7\u304c\u5ba2\u5ba4\u306e\u4e00\u89a7\u306b\u7121\u3044 | `needs_human`\u3002**\u66f8\u304d\u9593\u9055\u3044\u306e\u591a\u304f\u306f\u96a3\u306e\u90e8\u5c4b\u756a\u53f7** |\n| \u54c1\u76ee\u304c\u30de\u30b9\u30bf\u306b\u7121\u3044 | `unmatched`\u3002\u65b0\u3057\u3044\u54c1\u76ee\u306a\u3089\u3001\u30de\u30b9\u30bf\u306b\u8ffd\u52a0\u3057\u3066\u304b\u3089\u518d\u5224\u5b9a |\n| \u300c\u88dc\u5145\u306a\u3057\u300d\u304c\u30c1\u30a7\u30c3\u30af\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u6570\u91cf\u304c\u3042\u308b | `needs_human`\u3002\u3069\u3061\u3089\u304c\u6b63\u3057\u3044\u304b\u5ba2\u5ba4\u4fc2\u306b\u805e\u304f |\n| \u540c\u3058\u90e8\u5c4b\u306e\u4f1d\u7968\u304c\u540c\u3058\u65e5\u306b2\u679a | \u64ae\u308a\u76f4\u3057\u304b\u30012\u56de\u88dc\u5145\u3057\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\u3002**\u4e8c\u91cd\u306b\u8a08\u4e0a\u3057\u306a\u3044** |\n| \u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u5f8c\u306b\u5c4a\u3044\u305f | `late`\u3002\u7d4c\u7406\u306e\u5f8c\u65e5\u8acb\u6c42\u306e\u4e00\u89a7\u3078\u56de\u3059 |\n| OCR\u307e\u305f\u306f\u751f\u6210AI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u5143\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u6b8b\u3059\u3002**\u51e6\u7406\u6e08\u307f\u3078\u79fb\u3059\u306e\u306f\u6210\u529f\u6642\u3060\u3051** |\n\n**\u4e0a\u306e3\u884c\u304c\u5927\u534a\u3092\u5360\u3081\u307e\u3059\u3002** \u3069\u308c\u3082AI\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001**\u64ae\u308a\u65b9\u3068\u4f1d\u7968\u306e\u69d8\u5f0f\u306e\u554f\u984c\u3067\u3059\u3002** \u76f4\u3059\u307b\u3046\u304c\u3001\u8aad\u307f\u53d6\u308a\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u3088\u308a\u52b9\u304d\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u4f1d\u7968\u306e\u753b\u50cf\u3068\u3001\u64ae\u5f71\u3057\u305f\u65e5\u6642\u30fb\u30bf\u30d6\u30ec\u30c3\u30c8\u30fb\u30d5\u30ed\u30a2\n- OCR\u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u751f\u6210AI\u304c\u8fd4\u3057\u305fJSON\n- \u660e\u7d30\u306e\u6848\uff08`verdict`\u3001`reason`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u6b04\u3092\u3001\u4f55\u304b\u3089\u4f55\u306b\u76f4\u3057\u305f\u304b\n- PMS\u306b\u8a08\u4e0a\u3057\u305f\u65e5\u6642\u3068\u3001\u8a08\u4e0a\u3057\u305f\u62c5\u5f53\n- **\u8a18\u5165\u8005\u3054\u3068\u306e `unreadable` \u3068\u5168\u6b04 `blank` \u306e\u4ef6\u6570**\n\n**\u54c1\u76ee\u30de\u30b9\u30bf\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u4fa1\u683c\u3068\u54c1\u76ee\u304c\u5165\u308c\u66ff\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5b63\u7bc0\u3067\u54c1\u76ee\u3092\u66ff\u3048\u305f\u3042\u3068\u306b\u904e\u53bb\u306e\u7cbe\u7b97\u3092\u898b\u76f4\u3059\u3068\u3001\u5f53\u6642\u306e\u5358\u4fa1\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u5ba2\u5ba4\u4fc2\u3078\u306e\u58f0\u304b\u3051\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u7279\u5b9a\u306e\u8a18\u5165\u8005\u3067 `unreadable` \u304c\u7d9a\u304f\u306a\u3089\u3001\u6570\u5b57\u306e\u66f8\u304d\u65b9\u3092\u4e00\u5ea6\u305d\u308d\u3048\u308c\u3070\u7247\u3065\u304d\u307e\u3059\u3002**\u8a55\u4fa1\u306b\u4f7f\u3046\u306e\u3067\u306f\u306a\u304f\u3001\u4f1d\u7968\u306e\u69d8\u5f0f\u3068\u66f8\u304d\u65b9\u3092\u76f4\u3059\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u9031\u306e\u88dc\u5145\u4f1d\u7968\u304b\u308950\u679a\u3092\u9078\u3076\uff08**\u8aad\u307f\u306b\u304f\u3044\u3082\u306e\u3001\u7a7a\u6b04\u306e\u3042\u308b\u3082\u306e\u3001\u7565\u79f0\u306e\u3082\u306e\u3092\u5fc5\u305a\u5165\u308c\u308b**\uff09\n2. \u305d\u306e50\u679a\u3092\u3001\u5f53\u6642PMS\u306b\u3069\u3046\u5165\u529b\u3057\u305f\u304b\u3068\u4e26\u3079\u3066\u304a\u304f\n3. 50\u679a\u3092\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u64ae\u308a\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306e\u753b\u9762\u306b1\u679a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\n4. \u300c\u3053\u306e\u4f1d\u7968\u306e\u90e8\u5c4b\u756a\u53f7\u3068\u3001\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u3092\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f55\u3082\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6b04\u306f\u7a7a\u6b04\u30010\u3068\u66f8\u304b\u308c\u305f\u6b04\u306f0\u3001\u8aad\u3081\u306a\u3044\u6b04\u306f\u8aad\u3081\u306a\u3044\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u54c1\u76ee\u4e00\u89a7\u306b\u7121\u3044\u54c1\u76ee\u540d\u306f\u3001\u4f3c\u305f\u54c1\u76ee\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u5f53\u6642\u306e\u5165\u529b\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**50\u679a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u624b\u66f8\u304d\u306e\u6570\u91cf\u304c\u8aad\u3081\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u5165\u529b\u3068\u540c\u3058\u6570\u91cf\u304c\u51fa\u305f | **OCR\u3068\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u9023\u643a\u306b\u9032\u3080** |\n| \u7a7a\u6b04\u30920\u306b\u3057\u305f\u3001\u4f3c\u305f\u54c1\u76ee\u306b\u5bc4\u305b\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u6570\u5b57\u304c\u8aad\u3081\u306a\u3044\u4f1d\u7968\u304c\u591a\u3044 | **\u64ae\u308a\u65b9\u3068\u4f1d\u7968\u306e\u69d8\u5f0f\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u305f\u3089\u3001\u4f1d\u7968\u306e\u69d8\u5f0f\u3092\u898b\u76f4\u3057\u307e\u3059\u3002****\u54c1\u76ee\u540d\u3092\u5370\u5b57\u3057\u3001\u6570\u91cf\u306e\u6b04\u30921\u30de\u30b9\u305a\u3064\u306b\u533a\u5207\u308a\u3001\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u8db3\u3059\u3060\u3051\u3067\u3001\u8aad\u3081\u306a\u3044\u6b04\u306f\u5927\u304d\u304f\u6e1b\u308a\u307e\u3059\u3002** \u65b0\u3057\u3044\u69d8\u5f0f\u3067\u540c\u305850\u679a\u5206\u3092\u66f8\u3044\u3066\u3082\u3089\u3044\u3001\u3082\u3046\u4e00\u5ea6\u8a66\u3057\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u4f1d\u7968\u306e\u5199\u771f\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u90e8\u5c4b\u756a\u53f7\u3068\u6570\u91cf\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u679a\u3054\u3068\u306e\u8aad\u307f\u53d6\u308a","semi_auto_setup":"\u4e0a\u8a18\uff0b\u64ae\u5f71\u3092\u304d\u3063\u304b\u3051\u306bOCR\u3068\u751f\u6210AI\u3092\u547c\u3073\u3001\u54c1\u76ee\u30de\u30b9\u30bf\u3067\u660e\u7d30\u306e\u6848\u3092\u4f5c\u308a\u3001PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u7167\u3089\u3057\u3066\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u9806\u306e\u4e00\u89a7\u306b\u3059\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3001\u540d\u5bc4\u305b\u3001\u672a\u8a08\u4e0a\u3068\u4f1d\u7968\u306e\u7121\u3044\u90e8\u5c4b\u306e\u6d17\u3044\u51fa\u3057","full_setup":"\u4e0a\u8a18\uff0bPMS\u306e\u53d6\u308a\u8fbc\u307f\u306e\u53e3\u3078 `ready` \u306e\u660e\u7d30\u3092\u6e21\u3057\u3001\u8a08\u4e0a\u5f8c\u306e\u7d50\u679c\u3092\u53d7\u3051\u53d6\u3063\u3066\u7a81\u304d\u5408\u308f\u305b\u308b \uff0f \u8a08\u4e0a\u306e\u6e96\u5099\u3068\u3001\u8a08\u4e0a\u6f0f\u308c\u306e\u70b9\u691c","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u3001\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002** 1\u679a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u308b\u306e\u3067\u3001\u67082,400\u679a\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002\n**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u540d\u5bc4\u305b\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001**\u4eba\u306fPMS\u306e\u8a08\u4e0a\u3068\u3001`needs_human` \u3068\u4f1d\u7968\u306e\u7121\u3044\u90e8\u5c4b\u306e\u78ba\u8a8d\u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002** \u672c\u683c\u69cb\u6210\u306f\u3001PMS\u306b\u660e\u7d30\u306e\u53d6\u308a\u8fbc\u307f\u306e\u53e3\u304c\u3042\u308b\u5834\u5408\u306b\u9650\u3089\u308c\u3001**\u305d\u306e\u4ed5\u69d8\u306f\u88fd\u54c1\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u500b\u5225\u306e\u78ba\u8a8d\u304c\u8981\u308a\u307e\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u4e00\u89a7\u30921\u304b\u6708\u898b\u308b\u3068\u3001`unmatched` \u306b\u306a\u308b\u7565\u79f0\u3068\u3001`unreadable` \u306e\u591a\u3044\u8a18\u5165\u8005\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u7a7a\u6b04\u304c0\u3068\u3057\u3066\u6271\u308f\u308c\u308b | **`blank` \u3068 `zero` \u3092\u5206\u3051\u308b\u3002** \u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3092\u4f1d\u7968\u306b\u8db3\u3059 |\n| \u8aad\u3081\u306a\u3044\u6570\u5b57\u304c\u63a8\u6e2c\u3067\u57cb\u307e\u308b | \u4fe1\u983c\u5ea6\u3067 `unreadable` \u306b\u5206\u3051\u3001\u6307\u793a\u3067\u3082\u63a8\u6e2c\u3092\u7981\u3058\u308b |\n| \u7565\u79f0\u304c\u4f3c\u305f\u54c1\u76ee\u306b\u5bc4\u305b\u3089\u308c\u308b | \u30de\u30b9\u30bf\u306b\u7565\u79f0\u306e\u5217\u3092\u6301\u3061\u3001\u5b8c\u5168\u4e00\u81f4\u3060\u3051\u3092\u540d\u5bc4\u305b\u306b\u3059\u308b |\n| \u7121\u6599\u306e\u6c34\u3084\u304a\u8336\u304c\u58f2\u4e0a\u306b\u4e57\u308b | \u30de\u30b9\u30bf\u306b\u7121\u6599\u54c1\u306e\u5217\u3092\u6301\u305f\u305b\u3001\u660e\u7d30\u306e\u6848\u304b\u3089\u5916\u3059 |\n| \u30d3\u30fc\u30eb\u3068\u304a\u8336\u306e\u7a0e\u7387\u3092\u53d6\u308a\u9055\u3048\u308b | **\u7a0e\u7387\u533a\u5206\u306f\u30de\u30b9\u30bf\u3067\u6301\u3064\u3002** AI\u306b\u5224\u65ad\u3055\u305b\u306a\u3044 |\n| \u9060\u304f\u304b\u3089\u64ae\u3063\u3066\u6570\u5b57\u304c\u5c0f\u3055\u3044 | \u64ae\u5f71\u306e\u4f4d\u7f6e\u3092\u6c7a\u3081\u305f\u53f0\u7d19\u3092\u7f6e\u304f |\n| \u4f1d\u7968\u3092\u91cd\u306d\u3066\u64ae\u308b | \u90e8\u5c4b\u756a\u53f7\u304c2\u3064\u51fa\u305f\u3089\u64ae\u308a\u76f4\u3057\u3092\u901a\u77e5\u3059\u308b |\n| \u4f1d\u7968\u306e\u5c4a\u304b\u306a\u3044\u90e8\u5c4b\u306b\u6c17\u3065\u3051\u306a\u3044 | \u6e05\u6383\u306e\u8a18\u9332\u3068\u7167\u3089\u3059\u5b9a\u6642\u306e\u70b9\u691c\u3092\u3001\u5c4a\u3044\u305f\u4f1d\u7968\u306e\u51e6\u7406\u3068\u306f\u5225\u306b\u52d5\u304b\u3059 |\n| \u540c\u3058\u4f1d\u7968\u3092\u4e8c\u5ea6\u64ae\u308b | \u90e8\u5c4b\u30fb\u65e5\u4ed8\u30fb\u8a18\u5165\u8005\u3067\u91cd\u8907\u3092\u691c\u77e5\u3057\u3001\u4e8c\u91cd\u306b\u8a08\u4e0a\u3057\u306a\u3044 |\n| PMS\u3078\u81ea\u52d5\u3067\u8a08\u4e0a\u3057\u3066\u3057\u307e\u3046 | **\u8a08\u4e0a\u306f\u4eba\u304c\u884c\u3046\u3002** \u53d6\u308a\u8fbc\u307f\u306e\u53e3\u3092\u4f7f\u3046\u5834\u5408\u3082\u3001\u4eba\u304c\u78ba\u5b9a\u3055\u305b\u308b |\n| \u5ba2\u5ba4\u4fc2\u306e\u500b\u4eba\u306e\u7aef\u672b\u3067\u64ae\u308b | \u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u306b\u9650\u308b\u3002\u5bbf\u6cca\u306e\u8a18\u9332\u3092\u500b\u4eba\u306e\u7aef\u672b\u306b\u6b8b\u3055\u306a\u3044 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u4f55\u3082\u7121\u3044\u3088\u3046\u306b\u898b\u3048\u308b\u300d\u3068\u3044\u3046\u540c\u3058\u898b\u305f\u76ee\u304b\u3089\u51fa\u767a\u3057\u3066\u3044\u307e\u3059\u3002**\u5224\u5b9a\u306e\u6839\u62e0\u3092\u3001\u4f1d\u7968\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3068OCR\u306e\u4fe1\u983c\u5ea6\u306b\u7f6e\u3044\u3066\u3042\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**\n\n**5\u884c\u76ee\u3082\u65e9\u3081\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** \u51b7\u8535\u5eab\u306e\u4e2d\u8eab\u3092\u300c\u98f2\u6599\u300d\u3068\u4e00\u62ec\u308a\u306b\u3059\u308b\u3068\u3001\u7a0e\u7387\u306e\u533a\u5206\u304c\u5d29\u308c\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u90e8\u5c4b\u756a\u53f7\u3001\u5ba2\u5ba4\u3067\u6d88\u8cbb\u3055\u308c\u305f\u54c1\u76ee\u3068\u6570\u91cf\u3001\u8a18\u5165\u3057\u305f\u5ba2\u5ba4\u4fc2\u306e\u540d\u524d\u3001\u305d\u3057\u3066PMS\u304b\u3089\u66f8\u304d\u51fa\u3059**\u51fa\u767a\u4e88\u5b9a\u3068\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a**\u3067\u3059\u3002\u5bbf\u6cca\u8005\u306e\u6c0f\u540d\u306f\u4f1d\u7968\u306b\u66f8\u304b\u305a\u3001PMS\u306e\u66f8\u304d\u51fa\u3057\u304b\u3089\u3082\u5916\u3057\u307e\u3059\u3002\n\n1. **\u5bbf\u6cca\u8005\u306e\u6c0f\u540d\u3092AI\u306b\u6e21\u3055\u306a\u3044** \u2026 \u4f1d\u7968\u306e\u8aad\u307f\u53d6\u308a\u3068\u540d\u5bc4\u305b\u306b\u6c0f\u540d\u306f\u8981\u308a\u307e\u305b\u3093\u3002**PMS\u306e\u66f8\u304d\u51fa\u3057\u306f\u3001\u90e8\u5c4b\u756a\u53f7\u30fb\u51fa\u767a\u4e88\u5b9a\u306e\u6642\u523b\u30fb\u8a08\u4e0a\u6e08\u307f\u306e\u58f2\u4e0a\u306e\u5217\u3060\u3051\u306b\u3057\u307e\u3059**\n2. **\u64ae\u5f71\u306e\u7aef\u672b\u3092\u9650\u308b** \u2026 \u30d5\u30ed\u30a2\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3060\u3051\u3092\u4f7f\u3044\u3001**\u5ba2\u5ba4\u4fc2\u306e\u500b\u4eba\u306e\u7aef\u672b\u306b\u4f1d\u7968\u306e\u753b\u50cf\u3092\u6b8b\u3057\u307e\u305b\u3093**\n3. **\u8aa4\u3063\u305f\u8acb\u6c42\u3092\u51fa\u3055\u306a\u3044\u8a2d\u8a08\u306b\u3059\u308b** \u2026 \u8a08\u4e0a\u306f\u4eba\u304c\u884c\u3044\u3001AI\u306e\u51fa\u529b\u306f\u6848\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002**\u5ba2\u306e\u76ee\u306e\u524d\u3067\u7cbe\u7b97\u984d\u304c\u9055\u3046\u306e\u306f\u3001\u524a\u6e1b\u3057\u305f\u6642\u9593\u3088\u308a\u306f\u308b\u304b\u306b\u9ad8\u304f\u3064\u304d\u307e\u3059**\n4. **\u7a0e\u7387\u533a\u5206\u306f\u30de\u30b9\u30bf\u3067\u6c7a\u3081\u308b** \u2026 \u56fd\u7a0e\u5e81\u306eQ&A\u3067\u306f\u3001\u5ba2\u5ba4\u306e\u51b7\u8535\u5eab\u5185\u306e\u98f2\u6599\u306e\u8ca9\u58f2\u306f\u8efd\u6e1b\u7a0e\u7387\u306e\u5bfe\u8c61\u3067\u3001\u9152\u7a0e\u6cd5\u306b\u898f\u5b9a\u3059\u308b\u9152\u985e\u306f\u9664\u304b\u308c\u3066\u3044\u307e\u3059\u3002**\u54c1\u76ee\u3054\u3068\u306e\u533a\u5206\u306f\u7d4c\u7406\u304c\u6c7a\u3081\u3001\u9867\u554f\u7a0e\u7406\u58eb\u3068\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044**\n5. **\u8a18\u5165\u8005\u3054\u3068\u306e\u96c6\u8a08\u3092\u8a55\u4fa1\u306b\u4f7f\u308f\u306a\u3044** \u2026 `unreadable` \u306e\u591a\u3044\u8a18\u5165\u8005\u304c\u5206\u304b\u3063\u3066\u3082\u3001**\u305d\u308c\u306f\u69d8\u5f0f\u3068\u66f8\u304d\u65b9\u3092\u76f4\u3059\u6750\u6599\u3067\u3059\u3002** \u4eba\u4e8b\u306e\u8a55\u4fa1\u306b\u56de\u3059\u3068\u3001\u4f1d\u7968\u306b\u66f8\u304b\u306a\u3044\u4eba\u304c\u51fa\u3066\u304d\u307e\u3059\n6. **\u30ed\u30b0\u306e\u4fdd\u5b58\u671f\u9593\u3092\u6c7a\u3081\u308b** \u2026 \u4f1d\u7968\u306e\u753b\u50cf\u3068\u660e\u7d30\u306e\u6848\u306f\u3001\u58f2\u4e0a\u306e\u6839\u62e0\u3067\u3059\u3002**\u4f1a\u8a08\u306e\u5e33\u7c3f\u3068\u540c\u3058\u8003\u3048\u65b9\u3067\u4fdd\u5b58\u671f\u9593\u3092\u6c7a\u3081\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u98f2\u307e\u308c\u305f\u5206\u3092\u8acb\u6c42\u3057\u640d\u306d\u308b\u3053\u3068\u3068\u3001\u98f2\u307e\u308c\u3066\u3044\u306a\u3044\u5206\u3092\u8acb\u6c42\u3059\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f `blank` \u3092 `zero` \u306b\u6df7\u305c\u308b\u3068\u8d77\u304d\u3001\u5f8c\u8005\u306f `unreadable` \u3092\u63a8\u6e2c\u3067\u57cb\u3081\u308b\u3068\u8d77\u304d\u307e\u3059\u3002**\u3069\u3061\u3089\u3082\u540c\u3058\u533a\u5225\u304b\u3089\u51fa\u3066\u3044\u308b\u306e\u3067\u3001\u305d\u3053\u3060\u3051\u306f\u8a2d\u8a08\u3067\u5b88\u308a\u307e\u3059\u3002**","recommended_for":"\u5ba2\u5ba4\u306b\u6709\u6599\u306e\u51b7\u8535\u5eab\u30fb\u30df\u30cb\u30d0\u30fc\u3092\u7f6e\u304d\u3001\u5ba2\u5ba4\u4fc2\u304c\u6e05\u6383\u306e\u305f\u3073\u306b\u7d19\u306e\u88dc\u5145\u4f1d\u7968\u3092\u66f8\u3044\u3066\u3044\u308b\u65c5\u9928\u30fb\u30db\u30c6\u30eb\u3002\u4f1d\u7968\u3092\u30d5\u30ed\u30f3\u30c8\u3084\u4e8b\u52d9\u6240\u306e\u62c5\u5f53\u304c1\u679a\u305a\u3064\u8aad\u3093\u3067\u5ba2\u5ba4\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08PMS\uff09\u3078\u5165\u529b\u3057\u3066\u304a\u308a\u3001\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u306b\u9593\u306b\u5408\u308f\u306a\u3044\u4f1d\u7968\u3084\u8aad\u3081\u306a\u3044\u5b57\u3067\u7cbe\u7b97\u6f0f\u308c\u304c\u8d77\u304d\u3066\u3044\u308b\u5834\u5408\u3002\u4f1d\u7968\u306e\u69d8\u5f0f\u3092\u54c1\u76ee\u306e\u5370\u5b57\u3055\u308c\u305f\u6c7a\u307e\u3063\u305f\u5f62\u306b\u76f4\u305b\u308b\u5834\u5408\u3002","not_recommended_for":"\u51b7\u8535\u5eab\u306e\u4e2d\u8eab\u3092\u7121\u6599\u306b\u3057\u3066\u3044\u308b\u3001\u307e\u305f\u306f\u5ba2\u5ba4\u306b\u51b7\u8535\u5eab\u306e\u8ca9\u58f2\u54c1\u3092\u7f6e\u3044\u3066\u3044\u306a\u3044\u65bd\u8a2d\u3002\u30bb\u30f3\u30b5\u30fc\u4ed8\u304d\u306e\u51b7\u8535\u5eab\u3084\u5ba2\u5ba4\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3067\u6d88\u8cbb\u304c\u81ea\u52d5\u3067\u8a18\u9332\u3055\u308c\u3001\u7d19\u306e\u4f1d\u7968\u3092\u4f7f\u3063\u3066\u3044\u306a\u3044\u65bd\u8a2d\u3002\u5ba2\u5ba4\u6570\u304c\u5c11\u306a\u304f\u3001\u30d5\u30ed\u30f3\u30c8\u304c\u5ba2\u5ba4\u4fc2\u304b\u3089\u53e3\u982d\u3067\u805e\u3044\u3066\u5165\u529b\u3059\u308c\u3070\u8db3\u308a\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u500b\u3005\u306e\u54c1\u76ee\u306e\u7a0e\u7387\u533a\u5206\u306e\u5224\u65ad\u3084\u3001\u5bbf\u6cca\u5ba2\u3068\u306e\u7cbe\u7b97\u306e\u53ef\u5426\u306e\u5224\u65ad\u306f\u3053\u306e\u69cb\u6210\u3067\u306f\u884c\u3044\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u4f1d\u7968\u306e\u69d8\u5f0f\u3092\u76f4\u3059**\n\n\u54c1\u76ee\u540d\u3092\u5370\u5b57\u3057\u3001\u6570\u91cf\u306e\u6b04\u30921\u30de\u30b9\u305a\u3064\u306b\u533a\u5207\u308a\u3001**\u300c\u88dc\u5145\u306a\u3057\u300d\u306e\u30c1\u30a7\u30c3\u30af\u6b04\u3068\u90e8\u5c4b\u756a\u53f7\u306e\u6b04\u3092\u4e0a\u306b\u7f6e\u3044\u305f\u69d8\u5f0f**\u3092\u4f5c\u308a\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u54c1\u76ee\u30de\u30b9\u30bf\u306b\u3001\u7565\u79f0\u306e\u5217\u3068\u7121\u6599\u54c1\u306e\u5217\u3092\u8db3\u3057\u307e\u3059\u3002\u7565\u79f0\u306f\u3001\u5ba2\u5ba4\u4fc2\u306b\u5b9f\u969b\u306e\u66f8\u304d\u65b9\u3092\u805e\u3044\u3066\u96c6\u3081\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a50\u679a\u3067\u8a66\u3059**\n\n\u65b0\u3057\u3044\u69d8\u5f0f\u306e\u4f1d\u7968\u30921\u30d5\u30ed\u30a2\u3067\u4f7f\u3063\u3066\u3082\u3089\u3044\u300150\u679a\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u4ed8\u3051\u3066\u8aad\u307e\u305b\u307e\u3059\u3002**\u5f53\u6642\u306e\u5165\u529b\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u7a7a\u6b04\u30920\u306b\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u4f3c\u305f\u54c1\u76ee\u306b\u5bc4\u305b\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u64ae\u308a\u65b9\u3092\u6c7a\u3081\u308b**\n\n\u30d5\u30ed\u30a2\u306b\u64ae\u5f71\u7528\u306e\u30bf\u30d6\u30ec\u30c3\u30c8\u3068\u53f0\u7d19\u3092\u7f6e\u304d\u3001**\u64ae\u308b\u4f4d\u7f6e\u3068\u5411\u304d\u3092\u6c7a\u3081\u307e\u3059\u3002** \u64ae\u3063\u305f\u753b\u50cf\u306e\u6587\u5b57\u306e\u5927\u304d\u3055\u3092\u898b\u3066\u3001\u6570\u91cf\u306e\u6570\u5b57\u304c\u5341\u5206\u306a\u5927\u304d\u3055\u3067\u5199\u308b\u8ddd\u96e2\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u64ae\u5f71\u304b\u3089\u660e\u7d30\u306e\u6848\u307e\u3067\u3092\u3064\u306a\u3050**\n\nPower Automate \u3067\u30d5\u30a9\u30eb\u30c0\u3092\u898b\u5f35\u308a\u3001OCR\u3068\u751f\u6210AI\u3092\u547c\u3073\u3001\u660e\u7d30\u306e\u6848\u3092\u4e00\u89a7\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306fPMS\u3068\u306e\u7167\u5408\u3092\u305b\u305a\u3001\u8aad\u307f\u53d6\u308a\u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** PMS\u306e\u66f8\u304d\u51fa\u3057\u3068\u306e\u7167\u5408\u3068\u3001\u4f1d\u7968\u306e\u5c4a\u3044\u3066\u3044\u306a\u3044\u90e8\u5c4b\u3092\u63a2\u3059\u5b9a\u6642\u306e\u70b9\u691c\u3092\u8db3\u3057\u3001\u30d5\u30ed\u30f3\u30c8\u3078\u306e\u901a\u77e5\u3092\u59cb\u3081\u307e\u3059\u3002`needs_human` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5168\u30d5\u30ed\u30a2\u306b\u5e83\u3052\u30011\u679a3\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u30c1\u30a7\u30c3\u30af\u30a2\u30a6\u30c8\u5f8c\u306b\u898b\u3064\u304b\u308b\u7cbe\u7b97\u6f0f\u308c\u304c\u6e1b\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0084","UC-0532","UC-0459","UC-0590"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":5223,"slug":"kaigai-kokoku-shohizei","title":"\u6d77\u5916\u306e\u5e83\u544a\u8cbb\u306f\u6d88\u8cbb\u7a0e\u304c\u9055\u3046\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"},{"id":5903,"slug":"site-seisakuhi-kaikei","title":"\u30b5\u30a4\u30c8\u306e\u5236\u4f5c\u8cbb\u306f\u8cbb\u7528\u304b\u8cc7\u7523\u304b\uff5c\u7d4c\u7406\u3067\u6b62\u307e\u3089\u306a\u3044\u5099\u3048"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u304c\u6587\u5b57\u30fb\u8868\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u6587\u66f8\u306e\u69cb\u9020\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3002\u8868\u304c\u884c\u6570\u30fb\u5217\u6570\u3068\u30bb\u30eb\u3054\u3068\u306e\u884c\u3068\u5217\u306e\u4f4d\u7f6e\u3092\u8fd4\u3059\u3053\u3068\u3002\u9078\u629e\u30de\u30fc\u30af\u304c `selected`\uff0f`unselected` \u306e\u72b6\u614b\u3068\u4fe1\u983c\u5ea6\u3067\u8fd4\u308b\u3053\u3068\u3002\u884c\u3054\u3068\u306b\u624b\u66f8\u304d\u306e\u66f8\u4f53\u304b\u3069\u3046\u304b\u3092 `styles` \u3067\u8fd4\u3059\u3053\u3068\u3002\u753b\u50cf\u304c 50\u00d750 \u304b\u3089 10,000\u00d710,000 \u30d4\u30af\u30bb\u30eb\u3001\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u304c 1024\u00d7768 \u306e\u753b\u50cf\u3067 12 \u30d4\u30af\u30bb\u30eb\uff08150dpi \u3067\u7d048\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3042\u308b\u3053\u3068\u3002\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u304c S0 \u3067 500MB\u3001F0 \u3067 4MB \u3067\u3042\u308b\u3053\u3068 | [Microsoft Learn: Document layout analysis](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/prebuilt\/layout) | 2026-10-08 |\n| Read \u3068 Layout \u306e\u624b\u66f8\u304d\u306e\u5bfe\u5fdc\u8a00\u8a9e\u306b\u65e5\u672c\u8a9e\uff08`ja`\uff09\u304c\u542b\u307e\u308c\u308b\u3053\u3068\uff08v4.0\uff09 | [Microsoft Learn: Language and locale support for Read and Layout](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/language-support\/ocr) | 2026-10-08 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u6e21\u3057\u305f JSON Schema \u306b\u5f93\u308f\u305b\u308b\u6a5f\u80fd\u3067\u3042\u308b\u3053\u3068\u3002`strict: true` \u3092\u4f7f\u3044\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092 `required` \u306b\u3057\u3001`additionalProperties` \u3092 `false` \u306b\u3059\u308b\u3053\u3068\u3002\u4efb\u610f\u306e\u9805\u76ee\u306f `null` \u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u8868\u3059\u3053\u3068 | [Microsoft Learn: How to use structured outputs with Azure OpenAI in Microsoft Foundry Models](https:\/\/learn.microsoft.com\/en-us\/azure\/foundry\/openai\/how-to\/structured-outputs) | 2026-10-08 |\n| \u30db\u30c6\u30eb\u7b49\u306e\u5ba2\u5ba4\u306b\u5099\u3048\u4ed8\u3051\u3089\u308c\u305f\u51b7\u8535\u5eab\u5185\u306e\u98f2\u6599\uff08\u9152\u7a0e\u6cd5\u306b\u898f\u5b9a\u3059\u308b\u9152\u985e\u3092\u9664\u304f\uff09\u306e\u8ca9\u58f2\u306f\u300c\u98f2\u98df\u6599\u54c1\u306e\u8b72\u6e21\u300d\u306b\u5f53\u305f\u308a\u8efd\u6e1b\u7a0e\u7387\u306e\u5bfe\u8c61\u3068\u306a\u308b\u3053\u3068\u3002\u30eb\u30fc\u30e0\u30b5\u30fc\u30d3\u30b9\u306f\u300c\u98df\u4e8b\u306e\u63d0\u4f9b\u300d\u306b\u5f53\u305f\u308a\u8efd\u6e1b\u7a0e\u7387\u306e\u5bfe\u8c61\u3068\u306a\u3089\u306a\u3044\u3053\u3068\uff08\u554f72\u30fb\u554f73\uff09 | [\u56fd\u7a0e\u5e81: \u6d88\u8cbb\u7a0e\u306e\u8efd\u6e1b\u7a0e\u7387\u5236\u5ea6\u306b\u95a2\u3059\u308bQ&A\uff08\u500b\u5225\u4e8b\u4f8b\u7de8\uff09](https:\/\/www.nta.go.jp\/taxes\/shiraberu\/zeimokubetsu\/shohi\/keigenzeiritsu\/pdf\/qa\/03-01.pdf) | 2026-10-08 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