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\u306b\u6570\u5341\u679a\u306e\u53d7\u9818\u66f8\u304c\u5165\u308b\u306e\u3067\u30011\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u307e\u3059\u3002**\u8907\u5199\u5f0f\u306e\u4f1d\u7968\u30672\u679a\u304c\u91cd\u306a\u3063\u3066\u8aad\u307f\u8fbc\u307e\u308c\u305f\u3082\u306e\u306f\u3001\u5bf8\u6cd5\u3067\u898b\u3064\u3051\u3066\u4eba\u3078\u56de\u3057\u307e\u3059**\n2. **\u5411\u304d\u306e\u78ba\u8a8d** \u2026 \u4e0a\u4e0b\u9006\u306b\u5dee\u3057\u8fbc\u307e\u308c\u305f\u30da\u30fc\u30b8\u3092\u76f4\u3057\u307e\u3059\n3. **\u5bf8\u6cd5\u3068\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u753b\u50cf\u306f50\u00d750\u301c10,000\u00d710,000\u30d4\u30af\u30bb\u30eb\u3001\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u306f1024\u00d7768\u306e\u753b\u50cf\u306712\u30d4\u30af\u30bb\u30eb\uff08150dpi\u3067\u7d048\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u8907\u5408\u6a5f\u306e\u65e2\u5b9a\u306e\u89e3\u50cf\u5ea6\u306e\u307e\u307e\u306b\u305b\u305a\u3001200dpi\u4ee5\u4e0a\u3067\u305d\u308d\u3048\u307e\u3059**\n4. **\u30d5\u30a1\u30a4\u30eb\u306e\u5927\u304d\u3055** \u2026 \u6709\u6599\uff08S0\uff09\u30ec\u30d9\u30eb\u3067500MB\u3001PDF \u306f2,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002\u5915\u65b9\u306e\u30b9\u30ad\u30e3\u30f3\u306f\u3053\u306e\u7bc4\u56f2\u306b\u5341\u5206\u53ce\u307e\u308a\u307e\u3059\n5. **\u767d\u7d19\u3068\u88cf\u9762\u306e\u9664\u5916** \u2026 \u4e21\u9762\u30b9\u30ad\u30e3\u30f3\u3067\u51fa\u308b\u88cf\u9762\u306e\u767d\u7d19\u3092\u9664\u304d\u307e\u3059\n6. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u4f1d\u7968\u756a\u53f7\u306e\u53d7\u9818\u66f8\u304c\u4e8c\u5ea6\u8aad\u307e\u308c\u305f\u3089\u3001\u65b0\u3057\u3044\u65b9\u3092\u300c\u4e8c\u91cd\u300d\u3068\u5370\u3092\u4ed8\u3051\u3066\u4eba\u3078\u56de\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u53d7\u9818\u5370\u306f\u6731\u8089\u304c\u304b\u3059\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**\u89e3\u50cf\u5ea6\u304c\u4f4e\u3044\u3068\u300c\u6b04\u304c\u7a7a\u3044\u3066\u3044\u308b\u300d\u3068\u533a\u5225\u304c\u3064\u304d\u307e\u305b\u3093\u3002**","ai_processing":"**\u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb\u306b\u3055\u305b\u308b\u306e\u306f\u30014\u3064\u306e\u9805\u76ee\u306e\u5024\u3068\u3001\u53d7\u9818\u5370\u306e\u6b04\u306b\u7f72\u540d\uff08\u5370\u5f71\u30fb\u30b5\u30a4\u30f3\uff09\u304c\u3042\u308b\u304b\u306e\u691c\u51fa\u3067\u3059\u3002** \u751f\u6210AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u5099\u8003\u6b04\u306e\u624b\u66f8\u304d\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n| \u898b\u308b\u3082\u306e | \u8ab0\u304c\u3059\u308b\u304b | \u5224\u5b9a\u306e\u4ed5\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d |\n|:--|:--|:--|:--|\n| \u4f1d\u7968\u756a\u53f7 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u5024\u3092\u53d6\u308a\u51fa\u3057\u3001\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u308b | \u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `uncertain` |\n| \u53d7\u9818\u65e5 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u65e5\u4ed8\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\u304b\u3002\u69d8\u5f0f\u306b\u6b04\u304c\u7121\u3051\u308c\u3070\u898b\u306a\u3044 | \u8aad\u3081\u306a\u3051\u308c\u3070 `uncertain` |\n| \u53d7\u9818\u5370\u306e\u6b04 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u7f72\u540d\u306e\u9805\u76ee\u304c\u691c\u51fa\u3055\u308c\u305f\u304b | \u4fe1\u983c\u5ea6\u304c\u4e2d\u9593\u306a\u3089 `uncertain` |\n| \u5099\u8003\u306e\u624b\u66f8\u304d | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb \u2192 \u751f\u6210AI | \u624b\u66f8\u304d\u304c\u3042\u308c\u3070\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059 | \u533a\u5206\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `other` |\n\n**\u53d7\u9818\u5370\u306e\u6b04\u306e\u5224\u5b9a\u306f\u3001\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002** \u7f72\u540d\u306e\u9805\u76ee\u304c\u9ad8\u3044\u4fe1\u983c\u5ea6\u3067\u691c\u51fa\u3055\u308c\u308c\u3070 `present`\u3001\u4f55\u3082\u691c\u51fa\u3055\u308c\u305a\u3001\u305d\u306e\u6b04\u306e\u5468\u308a\u306b\u6587\u5b57\u3082\u7121\u3051\u308c\u3070 `absent`\u3001\u691c\u51fa\u306f\u3055\u308c\u305f\u304c\u4fe1\u983c\u5ea6\u304c\u4e2d\u9593\u306a\u3089 `uncertain` \u3067\u3059\u3002**\u3069\u3053\u3067\u7dda\u3092\u5f15\u304f\u304b\u306f\u3001\u7b2c8\u7ae0\u306e\u8a66\u3057\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**\u751f\u6210AI\u306b\u53d7\u9818\u5370\u306e\u6709\u7121\u3092\u5224\u65ad\u3055\u305b\u306a\u3044\u7406\u7531\u306f\u3001\u6839\u62e0\u3092\u6570\u5024\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** **\u4fe1\u983c\u5ea6\u3068\u3044\u3046\u6570\u5024\u3067\u7dda\u3092\u5f15\u3051\u3070\u3001\u7dda\u3092\u52d5\u304b\u3057\u305f\u3068\u304d\u306b\u4f55\u4ef6\u304c\u5165\u308c\u66ff\u308f\u308b\u304b\u3092\u6570\u3048\u3089\u308c\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u53d7\u9818\u5370\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u8ab0\u306e\u5370\u3067\u3088\u3044\u304b\u306f\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3002\u6a5f\u68b0\u306f\u6b04\u306b\u4f55\u304b\u3042\u308b\u304b\u3060\u3051\u3092\u898b\u308b |\n| \u8aad\u3081\u306a\u3044\u4f1d\u7968\u756a\u53f7\u306e\u63a8\u6e2c | \u4f3c\u305f\u756a\u53f7\u306b\u5bc4\u305b\u308b\u3068\u3001\u5225\u306e\u4f1d\u7968\u3092\u56de\u53ce\u6e08\u307f\u306b\u3057\u3066\u3057\u307e\u3046 |\n| \u53d7\u9818\u65e5\u306e\u88dc\u5b8c | \u914d\u9054\u65e5\u3067\u57cb\u3081\u308b\u3068\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u308b |\n| \u5099\u8003\u306e\u5185\u5bb9\u306e\u8981\u7d04\u30fb\u8a00\u3044\u63db\u3048 | \u300c2\u30b1\u30fc\u30b9\u4e0d\u8db3\u300d\u3092\u300c\u6570\u91cf\u306e\u76f8\u9055\u3042\u308a\u300d\u3068\u3060\u3051\u66f8\u304f\u3068\u3001\u8377\u4e3b\u3078\u306e\u8aac\u660e\u306b\u4f7f\u3048\u306a\u3044 |\n| \u672a\u56de\u53ce\u306e\u7406\u7531\u306e\u63a8\u6e2c | \u4e57\u52d9\u54e1\u306b\u78ba\u304b\u3081\u308b\u307e\u3067\u5206\u304b\u3089\u306a\u3044 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u4f1d\u7968\u756a\u53f7\u306e1\u6587\u5b57\u304c\u8aad\u3081\u306a\u3044\u3068\u304d\u3001\u914d\u9054\u5b9f\u7e3e\u306b\u8fd1\u3044\u756a\u53f7\u304c\u3042\u308c\u3070\u300c\u305f\u3076\u3093\u3053\u308c\u300d\u3068\u5bc4\u305b\u305f\u304f\u306a\u308a\u307e\u3059\u3002**\u5bc4\u305b\u305f\u77ac\u9593\u3001\u672c\u5f53\u306b\u623b\u3063\u3066\u3044\u306a\u3044\u4f1d\u7968\u304c\u56de\u53ce\u6e08\u307f\u306b\u306a\u308a\u3001\u672a\u56de\u53ce\u306e\u4e00\u89a7\u304b\u3089\u6d88\u3048\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u904b\u9001\u4f1a\u793e\u306e\u55b6\u696d\u6240\u3067\u3001\u914d\u9001\u5148\u304b\u3089\u623b\u3063\u305f\u53d7\u9818\u66f8\u306e\u5099\u8003\u6b04\u3092\u6574\u7406\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3059\u306e\u306f\u3001\u53d7\u9818\u66f8\u306e\u5099\u8003\u6b04\u304b\u3089\u8aad\u307f\u53d6\u3063\u305f\u624b\u66f8\u304d\u306e\u6587\u5b57\u5217\u3060\u3051\u3067\u3059\u3002\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u533a\u5206\u3011\n- shortage ..... \u6570\u91cf\u304c\u8db3\u308a\u306a\u3044\u3001\u500b\u6570\u304c\u9055\u3046\u3001\u6b20\u54c1\u306e\u8a18\u8f09\n- damage ....... \u7834\u640d\u3001\u3078\u3053\u307f\u3001\u6fe1\u308c\u3001\u6c5a\u308c\u306e\u8a18\u8f09\n- refusal ...... \u53d7\u3051\u53d6\u308a\u3092\u65ad\u3063\u305f\u3001\u6301\u3061\u5e30\u308a\u306e\u8a18\u8f09\n- time ......... \u6642\u9593\u306e\u6307\u5b9a\u3001\u9045\u308c\u3001\u65e9\u7740\u306e\u8a18\u8f09\n- other ........ \u4e0a\u306e\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u8a18\u8f09\n1\u3064\u306e\u5099\u8003\u306b\u8907\u6570\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\u8a18\u8f09\u3054\u3068\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u539f\u6587\u306e\u6587\u5b57\u5217\u3092 original \u306b\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6570\u91cf\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070 quantity \u306b\u6570\u5b57\u3068\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070 item \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u3081\u306a\u3044\u6587\u5b57\u306f\u300c\u25a0\u300d\u306b\u7f6e\u304d\u63db\u3048\u3001unreadable \u3092 true \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u524d\u5f8c\u304b\u3089\u63a8\u6e2c\u3057\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53d7\u9818\u5370\u306e\u6709\u7121\u3001\u914d\u9054\u306e\u6210\u5426\u3001\u8cac\u4efb\u306e\u6240\u5728\u306b\u3064\u3044\u3066\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5099\u8003\u6b04\u304c\u7a7a\u3001\u307e\u305f\u306f\u5370\u5237\u3055\u308c\u305f\u6587\u5b57\u3060\u3051\u306e\u5834\u5408\u306f\u3001notes \u3092\u7a7a\u306e\u914d\u5217\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5099\u8003\u6b04\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{remarks_text}\n\u3010\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u3011{remarks_confidence}\n\u3010\u8377\u4e3b\u306e\u540d\u524d\u3011{shipper_name}\n```\n\n**\u300c\u8a00\u3044\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u77ed\u304f\u307e\u3068\u3081\u307e\u3059\u3002** \u300c\u5916\u7bb11\u30b1\u30fc\u30b9\u3078\u3053\u307f\u6709\u3001\u4e2d\u8eab\u672a\u78ba\u8a8d\u300d\u3092\u300c\u7834\u640d\u3042\u308a\u300d\u3068\u66f8\u304b\u308c\u308b\u3068\u3001\u8377\u4e3b\u3078\u8fd4\u3059\u3068\u304d\u306b\u4e2d\u8eab\u3092\u78ba\u304b\u3081\u305f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u533a\u5206\u306f\u4ed8\u3051\u3055\u305b\u3066\u3082\u3001\u539f\u6587\u306f\u5fc5\u305a\u6b8b\u3055\u305b\u307e\u3059\u3002**\n\n**\u300c\u8a08\u7b97\u3057\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c10\u30b1\u30fc\u30b9\u4e2d2\u30b1\u30fc\u30b9\u4e0d\u8db3\u300d\u304b\u3089\u300c8\u30b1\u30fc\u30b9\u53d7\u9818\u300d\u3068\u66f8\u304d\u63db\u3048\u3055\u305b\u308b\u3068\u3001\u914d\u9001\u5148\u304c\u66f8\u3044\u305f\u4e8b\u5b9f\u3067\u306f\u306a\u304f\u3001AI\u306e\u8a08\u7b97\u304c\u6b8b\u308a\u307e\u3059\u3002**\u6570\u91cf\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3055\u305b\u3001\u8a08\u7b97\u304c\u8981\u308b\u306a\u3089\u7a81\u5408\u306e\u51e6\u7406\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002**","output_data":"**\u8aad\u307f\u53d6\u308a\u3068\u7a81\u5408\u3068\u751f\u6210AI\u306e\u7d50\u679c\u3092\u3001\u53d7\u9818\u66f81\u679a\u3054\u3068\u306b\u6b21\u306e\u5f62\u306eJSON\u306b\u307e\u3068\u3081\u307e\u3059\u3002** \u751f\u6210AI\u306e\u90e8\u5206\u306f\u3001Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001`response_format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066 `strict: true` \u306b\u3057\u3001**\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u5fc5\u9808\u306b\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b `additionalProperties: false` \u3092\u4ed8\u3051\u308b**\u5fc5\u8981\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n```json\n{\n  \"receipt_id\": \"2026-10-13_A\u55b6\u696d\u6240_0042\",\n  \"shipper_form\": \"shipper_07\",\n  \"form_confidence\": 0.93,\n  \"slip_no\": { \"value\": \"\", \"confidence\": 0, \"word_min_confidence\": 0 },\n  \"delivery_match\": \"matched | not_found | duplicate\",\n  \"received_date\": { \"status\": \"present | absent | uncertain | not_required\", \"value\": \"\" },\n  \"receipt_seal\": { \"status\": \"present | absent | uncertain\", \"confidence\": 0 },\n  \"notes\": [\n    { \"category\": \"shortage | damage | refusal | time | other\",\n      \"original\": \"\", \"quantity\": \"\", \"item\": \"\", \"unreadable\": false }\n  ],\n  \"verdict\": \"complete | missing | review\",\n  \"driver\": \"\",\n  \"delivered_on\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`status` \u3068 `verdict` \u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `receipt_seal` \u3068 `received_date` \u306e `status` \u306f\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u305f\u3082\u306e\u3067\u3001`verdict` \u306f\u7a81\u5408\u306e\u51e6\u7406\u304c\u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u3092\u898b\u3066\u6c7a\u3081\u307e\u3059\u3002**\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u53f0\u5e33\u3068\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u4f1d\u7968\u756a\u53f7\u304c `matched`\u3001\u53d7\u9818\u5370\u304c `present`\u3001\u53d7\u9818\u65e5\u304c `present` \u304b `not_required` | `complete` |\n| \u53d7\u9818\u5370\u304b\u53d7\u9818\u65e5\u306e\u3069\u3061\u3089\u304b\u304c `absent` | `missing` |\n| \u3069\u308c\u304b\u304c `uncertain`\u3001\u307e\u305f\u306f\u4f1d\u7968\u756a\u53f7\u304c `not_found` \u30fb `duplicate`\u3001\u307e\u305f\u306f\u69d8\u5f0f\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | `review` |\n| `notes` \u304c1\u3064\u3067\u3082\u3042\u308b | `verdict` \u3068\u306f\u5225\u306b\u300c\u5099\u8003\u3042\u308a\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b |\n\n**2\u3064\u76ee\u306f\u3001\u4e57\u52d9\u54e1\u3054\u3068\u306b\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `driver` \u3068 `delivered_on` \u3092\u6301\u305f\u305b\u3066\u304a\u3051\u3070\u3001\u7fcc\u671d\u306e\u4e00\u89a7\u3092\u4e57\u52d9\u54e1\u3054\u3068\u306b\u4e26\u3079\u66ff\u3048\u308b\u3060\u3051\u3067\u3001**\u300cA\u3055\u3093\uff1a\u6628\u65e5\u306e3\u4ef6\u3001\u53d7\u9818\u5370\u306a\u3057\u300d**\u3068\u3044\u3046\u5f62\u3067\u6e21\u305b\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001\u672a\u56de\u53ce\u3092\u3053\u306eJSON\u306e\u5916\u3067\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u672a\u56de\u53ce\u306f\u300c\u623b\u3063\u3066\u3053\u306a\u304b\u3063\u305f\u4f1d\u7968\u300d\u306a\u306e\u3067\u3001**\u914d\u9054\u5b9f\u7e3e\u304b\u3089 `matched` \u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u4f1d\u7968\u3092\u5f15\u304d\u7b97\u3057\u3066\u5225\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002**\n\n```\n\u3010\u672a\u56de\u53ce\u306e\u4e00\u89a7\uff082026-10-14 \u671d\uff09\u3011\n\u4e57\u52d9\u54e1 \/ \u914d\u9054\u65e5 \/ \u4f1d\u7968\u756a\u53f7 \/ \u8377\u4e3b \/ \u914d\u9001\u5148 \/ \u914d\u9054\u304b\u3089\u306e\u65e5\u6570\n```","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4fdd\u7ba1\u5148\uff08Blob Storage\uff09 | Azure Functions \u306e\u30c8\u30ea\u30ac\u30fc | \u30b9\u30ad\u30e3\u30f3\u306e PDF \u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3059\u308b |\n| Azure AI Document Intelligence | API\u547c\u3073\u51fa\u3057 | \u9805\u76ee\u30fb\u7f72\u540d\u306e\u9805\u76ee\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| \u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e CSV \u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u914d\u9054\u5b9f\u7e3e\u3092\u7167\u3089\u3059 |\n| Azure OpenAI | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u5099\u8003\u306e\u624b\u66f8\u304d\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059 |\n| \u55b6\u696d\u6240\u306e\u753b\u9762\u3068\u4e00\u89a7 | \u7a81\u5408\u306e\u51e6\u7406\u304c\u66f8\u304d\u51fa\u3059 | \u6b20\u3051\u30fb\u8ff7\u3044\u30fb\u672a\u56de\u53ce\u30fb\u5099\u8003\u3042\u308a\u306e\u4e00\u89a7 |\n\n**\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u56de\u53ce\u6e08\u307f\u306e\u5370\u3092\u81ea\u52d5\u3067\u66f8\u304d\u623b\u3059\u3068\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304c\u305d\u306e\u307e\u307e\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u8a18\u9332\u306b\u306a\u308a\u307e\u3059\u3002**\u6700\u521d\u306e\u6570\u304b\u6708\u306f\u3001\u55b6\u696d\u6240\u306e\u4e00\u89a7\u3067\u4e8b\u52d9\u62c5\u5f53\u304c\u78ba\u304b\u3081\u305f\u3082\u306e\u3060\u3051\u3092\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u624b\u3067\u5165\u308c\u307e\u3059\u3002**\n\n**\u8377\u4e3b\u3078\u3082\u81ea\u52d5\u3067\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u6708\u672b\u306e\u56de\u53ce\u306e\u4e00\u89a7\u306f\u66f8\u304d\u51fa\u3057\u307e\u3067\u306b\u3057\u3001\u53d7\u9818\u66f8\u306e\u675f\u3068\u4e00\u7dd2\u306b\u4e8b\u52d9\u62c5\u5f53\u304c\u8fd4\u3057\u307e\u3059\u3002","human_review":"**\u4eba\u304c\u958b\u304f\u306e\u306f `missing` \u3068 `review` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `complete` \u306e\u3082\u306e\u306f\u3001\u4ef6\u6570\u3068\u4e57\u52d9\u54e1\u3054\u3068\u306e\u5185\u8a33\u3092\u4e00\u89a7\u3067\u898b\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e30.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`review` \u3092\u5148\u306b\u898b\u308b** \u2026 \u4f1d\u7968\u756a\u53f7\u304c\u8a72\u5f53\u306a\u3057\u3001\u53d7\u9818\u5370\u304b\u53d7\u9818\u65e5\u304c\u8ff7\u3044\u3001\u69d8\u5f0f\u306e\u5224\u5225\u304c\u4f4e\u3044\u3082\u306e\u3002**\u591a\u304f\u306f\u753b\u50cf\u3092\u898b\u308c\u3070\u6570\u79d2\u3067\u6c7a\u307e\u308a\u307e\u3059**\n2. **`missing` \u306e\u6839\u62e0\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u308b** \u2026 \u53d7\u9818\u5370\u306e\u6b04\u304c\u672c\u5f53\u306b\u7a7a\u3044\u3066\u3044\u308b\u304b\u3001\u53d7\u9818\u65e5\u304c\u672c\u5f53\u306b\u7121\u3044\u304b\u3092\u76ee\u3067\u898b\u307e\u3059\u3002**\u6731\u8089\u306e\u304b\u3059\u308c\u3067 `absent` \u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b**\u3092\u898b\u307e\u3059\n3. **\u4e57\u52d9\u54e1\u3078\u306e\u4e00\u89a7\u3092\u78ba\u5b9a\u3059\u308b** \u2026 \u78ba\u304b\u3081\u305f\u6b20\u3051\u3060\u3051\u3092\u3001\u70b9\u547c\u306e\u524d\u306b\u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\u306b\u8f09\u305b\u307e\u3059\n4. **\u672a\u56de\u53ce\u3092\u4e57\u52d9\u54e1\u306b\u78ba\u304b\u3081\u308b** \u2026 \u4e00\u89a7\u306e\u4f1d\u7968\u306b\u3064\u3044\u3066\u3001\u30c8\u30ec\u30fc\u306b\u51fa\u3057\u5fd8\u308c\u3066\u3044\u306a\u3044\u304b\u3001\u8eca\u306b\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u805e\u304d\u307e\u3059\n5. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 `absent` \u3092 `present` \u306b\u76f4\u3057\u305f\u3001\u306a\u3069\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `missing` \u3068\u51fa\u305f\u53d7\u9818\u66f8\u306f\u3001**\u4e57\u52d9\u54e1\u3092\u914d\u9001\u5148\u3078\u3082\u3089\u3044\u76f4\u3057\u306b\u884c\u304b\u305b\u308b\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u958b\u304f\u306e\u304c2\u5272\u3092\u8d85\u3048\u308b\u6708\u306f\u3001\u89e3\u50cf\u5ea6\u304b\u898b\u672c\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8907\u5199\u306e2\u679a\u304c\u91cd\u306a\u3063\u3066\u8aad\u307f\u8fbc\u307e\u308c\u305f | \u5bf8\u6cd5\u3068\u69d8\u5f0f\u306e\u5224\u5225\u3067\u898b\u3064\u3051\u3001`review` \u3067\u4eba\u3078\u3002**\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3059** |\n| \u69d8\u5f0f\u306e\u5224\u5225\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | \u898b\u672c\u306b\u7121\u3044\u69d8\u5f0f\u306e\u53ef\u80fd\u6027\u3002`review` \u3067\u4eba\u3078\u56de\u3057\u3001**5\u679a\u305f\u307e\u3063\u305f\u3089\u898b\u672c\u306b\u8db3\u3057\u3066\u5b66\u7fd2\u3057\u76f4\u3059** |\n| \u4f1d\u7968\u756a\u53f7\u304c\u914d\u9054\u5b9f\u7e3e\u306b\u7121\u3044 | \u914d\u9054\u65e5\u306e7\u65e5\u524d\u3088\u308a\u53e4\u3044\u304b\u3001\u5225\u306e\u55b6\u696d\u6240\u306e\u4f1d\u7968\u3002`not_found` \u3067\u4eba\u3078 |\n| \u540c\u3058\u4f1d\u7968\u756a\u53f7\u304c\u4e8c\u5ea6\u8aad\u307e\u308c\u305f | `duplicate`\u3002\u65b0\u3057\u3044\u65b9\u3092\u4eba\u3078\u56de\u3057\u3001\u4e8c\u91cd\u306b\u56de\u53ce\u6e08\u307f\u306b\u3057\u306a\u3044 |\n| \u53d7\u9818\u5370\u306e\u6b04\u306b\u5370\u5f71\u3068\u30b5\u30a4\u30f3\u306e\u4e21\u65b9\u304c\u3042\u308b | `present` \u3068\u3057\u3066\u6271\u3046\u3002**\u6709\u52b9\u304b\u3069\u3046\u304b\u306f\u898b\u306a\u3044** |\n| \u53d7\u9818\u5370\u306e\u6b04\u306e\u5916\u306b\u62bc\u3055\u308c\u3066\u3044\u308b | \u6b04\u306b\u4f55\u3082\u7121\u3051\u308c\u3070 `absent` \u306b\u306a\u308b\u3002**\u4e8b\u52d9\u62c5\u5f53\u304c\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u8986\u3057\u3001\u8a18\u9332\u306b\u6b8b\u3059** |\n| \u753b\u50cf\u306e\u5bf8\u6cd5\u3084\u6587\u5b57\u306e\u9ad8\u3055\u304c\u4e0b\u9650\u3092\u4e0b\u56de\u308b | 50\u00d750\u30d4\u30af\u30bb\u30eb\u672a\u6e80\u3001\u307e\u305f\u306f\u6587\u5b57\u304c12\u30d4\u30af\u30bb\u30eb\uff081024\u00d7768\uff09\u672a\u6e80\u306e\u3082\u306e\u306f `review` |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306e PDF | \u8907\u5408\u6a5f\u306e\u8a2d\u5b9a\u3067\u4ed8\u3044\u305f\u5834\u5408\u3002\u89e3\u9664\u304c\u8981\u308b\u306e\u3067\u3001**\u4fdd\u5b58\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3059** |\n| \u8aad\u307f\u53d6\u308a\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u51e6\u7406\u3092\u4f55\u5ea6\u304b\u3084\u308a\u76f4\u3057\u3001\u305d\u308c\u3067\u3082\u5931\u6557\u3057\u305f\u3082\u306e\u306f\u5931\u6557\u306e\u8a18\u9332\u306b\u6b8b\u3057\u3066\u671d\u306e\u4e00\u89a7\u306b\u300c\u672a\u51e6\u7406\u300d\u3068\u51fa\u3059 |\n\n**5\u884c\u76ee\u30686\u884c\u76ee\u306f\u3001\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u6c7a\u307e\u308b\u904b\u7528\u306e\u6c7a\u3081\u3054\u3068\u3067\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001Azure Functions \u306e\u4ed5\u7d44\u307f\u3067\u53d7\u3051\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001Blob Storage \u306e\u30c8\u30ea\u30ac\u30fc\u306e\u95a2\u6570\u304c\u5931\u6557\u3059\u308b\u3068**\u65e2\u5b9a\u3067\u5408\u8a085\u56de\u3084\u308a\u76f4\u3057**\u3001\u3059\u3079\u3066\u5931\u6557\u3059\u308b\u3068 `webjobs-blobtrigger-poison` \u3068\u3044\u3046\u540d\u524d\u306e\u30ad\u30e5\u30fc\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5165\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u30ad\u30e5\u30fc\u3092\u671d\u306e\u4e00\u89a7\u306e\u300c\u672a\u51e6\u7406\u300d\u306b\u51fa\u305b\u3070\u3001\u8aad\u307e\u308c\u306a\u304b\u3063\u305f\u53d7\u9818\u66f8\u304c\u9ed9\u3063\u3066\u6d88\u3048\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u307e\u305f\u3001\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3092\u4e8c\u5ea6\u51e6\u7406\u3057\u306a\u3044\u305f\u3081\u306e\u53d7\u9818\u8a18\u9332\uff08blob receipts\uff09\u3092\u6301\u3064\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u518d\u51e6\u7406\u3057\u305f\u3044\u3068\u304d\u306f\u305d\u306e\u8a18\u9332\u3092\u6d88\u3057\u3066\u3084\u308a\u76f4\u3057\u307e\u3059\u3002**","log_storage":"- \u53d7\u9818\u66f8\u306e\u753b\u50cf\uff081\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u305f\u3082\u306e\uff09\u3068\u3001\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u55b6\u696d\u6240\u30fb\u65e5\u6642\n- \u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u306e JSON \u306e\u5168\u6587\uff08\u9805\u76ee\u30fb\u7f72\u540d\u306e\u9805\u76ee\u30fb\u4fe1\u983c\u5ea6\u30fb\u5358\u8a9e\u306e\u4fe1\u983c\u5ea6\uff09\n- \u7a81\u5408\u306e\u7d50\u679c\uff08`delivery_match`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u7167\u3089\u3057\u305f\u914d\u9054\u5b9f\u7e3e\u306e CSV \u306e\u65e5\u4ed8**\n- \u5224\u5b9a\uff08`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u4e57\u52d9\u54e1\u304c\u3082\u3089\u3044\u76f4\u3057\u305f\u65e5\u3068\u3001\u3082\u3089\u3044\u76f4\u3057\u305f\u53d7\u9818\u66f8\u3068\u306e\u5bfe\u5fdc\n- \u8377\u4e3b\u3054\u3068\u306e `uncertain` \u3068 `absent` \u306e\u767a\u751f\u7387\n\n**4\u3064\u76ee\u3067\u300c\u53f0\u5e33\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u53d7\u9818\u65e5\u306e\u6b04\u3092\u5fc5\u9808\u306b\u3059\u308b\u8377\u4e3b\u304c\u5897\u3048\u308b\u3068\u3001\u540c\u3058\u53d7\u9818\u66f8\u306e\u5224\u5b9a\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\u5f53\u6642\u306e\u53f0\u5e33\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u304c\u6b63\u3057\u304b\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u305b\u3093\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u898b\u672c\u3092\u8db3\u3059\u9806\u756a\u3092\u6c7a\u3081\u308b\u6750\u6599\u306b\u306a\u308a\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":3,"assumption_frequency":3000,"assumption_workdays":22,"volume_month":3000,"before_minutes_per_case":2,"after_minutes_per_case":0.59999999999999997779553950749686919152736663818359375,"hourly_cost":2800,"before_hours_month":100,"after_hours_month":30,"saved_hours_month":70,"reduction_rate":70,"saved_hours_year":840,"annual_cost_effect":2352000,"summary":"\u4e57\u52d9\u54e1\u304c\u6301\u3061\u5e30\u3063\u305f\u7d19\u306e\u53d7\u9818\u66f8\u3092\u30b9\u30ad\u30e3\u30f3\u3057\u3066\u8aad\u307f\u53d6\u308a\u3001\u4f1d\u7968\u756a\u53f7\u30fb\u53d7\u9818\u65e5\u30fb\u53d7\u9818\u5370\u306e\u6709\u7121\u3092\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u307e\u3059\u3002\u8377\u4e3b\u3078\u8fd4\u3059\u524d\u306b\u3001\u623b\u3063\u3066\u3044\u306a\u3044\u4f1d\u7968\u3068\u3001\u53d7\u9818\u5370\u3084\u53d7\u9818\u65e5\u306e\u6b20\u3051\u305f\u53d7\u9818\u66f8\u3092\u6bce\u65e5\u62fe\u3044\u307e\u3059\u3002","before_flow":"1. \u4e57\u52d9\u54e1\u304c\u914d\u9001\u3092\u7d42\u3048\u3066\u3001\u53d7\u9818\u66f8\u3092\u4e8b\u52d9\u6240\u306e\u30c8\u30ec\u30fc\u3078\u51fa\u3059\n2. \u4e8b\u52d9\u62c5\u5f53\u304c\u3001\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u524d\u65e5\u306e\u914d\u9054\u5b9f\u7e3e\u306e\u4e00\u89a7\u3092\u5370\u5237\u3059\u308b\n3. \u53d7\u9818\u66f8\u30921\u679a\u305a\u3064\u53d6\u308a\u3001\u4f1d\u7968\u756a\u53f7\u3092\u4e00\u89a7\u3067\u63a2\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\n4. \u540c\u3058\u53d7\u9818\u66f8\u306e\u53d7\u9818\u5370\u306e\u6b04\u306b\u5370\u5f71\u304b\u30b5\u30a4\u30f3\u304c\u3042\u308b\u304b\u3001\u53d7\u9818\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u898b\u308b\n5. \u6b20\u3051\u304c\u3042\u308c\u3070\u4ed8\u7b8b\u3092\u8cbc\u308a\u3001\u4e57\u52d9\u54e1\u306e\u540d\u524d\u3092\u66f8\u3044\u3066\u5225\u306e\u30c8\u30ec\u30fc\u306b\u5206\u3051\u308b\n6. \u4e00\u89a7\u3067\u5370\u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u4f1d\u7968\u3092\u62fe\u3044\u3001\u4e57\u52d9\u54e1\u306b\u53e3\u982d\u3067\u78ba\u304b\u3081\u308b\n7. \u6708\u672b\u306b\u8377\u4e3b\u3054\u3068\u306b\u53d7\u9818\u66f8\u3092\u675f\u306d\u3001\u56de\u53ce\u306e\u4e00\u89a7\u3092\u4f5c\u3063\u3066\u8377\u4e3b\u3078\u8fd4\u3059\n\n**\uff08a\uff09\u756a\u53f7\u3092\u63a2\u3059\u3068\u3053\u308d\u3067\u6642\u9593\u304c\u6d88\u3048\u308b\u3002** \u4e00\u89a7\u306f\u914d\u9054\u9806\u3001\u53d7\u9818\u66f8\u306f\u51fa\u3055\u308c\u305f\u9806\u306a\u306e\u3067\u3001**1\u679a\u3054\u3068\u306b\u4e00\u89a7\u306e\u4e0a\u304b\u3089\u756a\u53f7\u3092\u63a2\u3057\u307e\u3059\u3002**\n\n**\uff08b\uff09\u53d7\u9818\u5370\u306e\u6b04\u306f\u3001\u756a\u53f7\u304c\u5408\u3046\u3068\u898b\u306a\u304f\u306a\u308b\u3002** 3\u756a\u3067\u756a\u53f7\u3092\u898b\u3064\u3051\u305f\u5b89\u5fc3\u611f\u3067\u30014\u756a\u3092\u98db\u3070\u3057\u307e\u3059\u3002**\u62bc\u3057\u5fd8\u308c\u306e\u53d7\u9818\u66f8\u306f\u3001\u4e00\u89a7\u306e\u4e0a\u3067\u306f\u56de\u53ce\u6e08\u307f\u3068\u533a\u5225\u304c\u3064\u304d\u307e\u305b\u3093\u3002** \u6b20\u3051\u304c\u898b\u3064\u304b\u308b\u306e\u306f\u3001\u6708\u672b\u306b\u8377\u4e3b\u3054\u3068\u306b\u675f\u306d\u308b\u3068\u304d\u306b\u3001\u3082\u3046\u4e00\u5ea61\u679a\u305a\u3064\u3081\u304f\u3063\u305f\u3068\u304d\u3067\u3059\u3002\n\n**\uff08c\uff09\u672a\u56de\u53ce\u306f\u3001\u6708\u672b\u306b\u307e\u3068\u3081\u3066\u898b\u3064\u304b\u308b\u3002** \u7167\u3089\u3057\u304c\u7fcc\u65e5\u4ee5\u964d\u306b\u305a\u308c\u308b\u3068\u30016\u756a\u306e\u78ba\u8a8d\u306e\u6642\u9593\u304c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u6708\u672b\u306b\u300c10\u65e5\u306e\u4f1d\u7968\u304c\u7121\u3044\u300d\u3068\u5206\u304b\u3063\u3066\u3082\u3001\u4e57\u52d9\u54e1\u306f\u899a\u3048\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u8377\u4e3b\u3054\u3068\u306b\u898b\u308b\u5834\u6240\u304c\u9055\u3046\u3002** \u53d7\u9818\u5370\u306e\u6b04\u306e\u4f4d\u7f6e\u3082\u3001\u53d7\u9818\u65e5\u306e\u6b04\u306e\u6709\u7121\u3082\u8377\u4e3b\u3054\u3068\u306b\u9055\u3044\u3001**\u65b0\u3057\u3044\u4e8b\u52d9\u62c5\u5f53\u304c\u899a\u3048\u308b\u307e\u3067\u306b\u6570\u304b\u6708\u304b\u304b\u308a\u307e\u3059\u3002**","before_flow_steps":["\u4e57\u52d9\u54e1\u304c\u914d\u9001\u3092\u7d42\u3048\u3066\u3001\u53d7\u9818\u66f8\u3092\u4e8b\u52d9\u6240\u306e\u30c8\u30ec\u30fc\u3078\u51fa\u3059","\u4e8b\u52d9\u62c5\u5f53\u304c\u3001\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u524d\u65e5\u306e\u914d\u9054\u5b9f\u7e3e\u306e\u4e00\u89a7\u3092\u5370\u5237\u3059\u308b","\u53d7\u9818\u66f8\u30921\u679a\u305a\u3064\u53d6\u308a\u3001\u4f1d\u7968\u756a\u53f7\u3092\u4e00\u89a7\u3067\u63a2\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b","\u540c\u3058\u53d7\u9818\u66f8\u306e\u53d7\u9818\u5370\u306e\u6b04\u306b\u5370\u5f71\u304b\u30b5\u30a4\u30f3\u304c\u3042\u308b\u304b\u3001\u53d7\u9818\u65e5\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3092\u898b\u308b","\u6b20\u3051\u304c\u3042\u308c\u3070\u4ed8\u7b8b\u3092\u8cbc\u308a\u3001\u4e57\u52d9\u54e1\u306e\u540d\u524d\u3092\u66f8\u3044\u3066\u5225\u306e\u30c8\u30ec\u30fc\u306b\u5206\u3051\u308b","\u4e00\u89a7\u3067\u5370\u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u4f1d\u7968\u3092\u62fe\u3044\u3001\u4e57\u52d9\u54e1\u306b\u53e3\u982d\u3067\u78ba\u304b\u3081\u308b","\u6708\u672b\u306b\u8377\u4e3b\u3054\u3068\u306b\u53d7\u9818\u66f8\u3092\u675f\u306d\u3001\u56de\u53ce\u306e\u4e00\u89a7\u3092\u4f5c\u3063\u3066\u8377\u4e3b\u3078\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u4e57\u52d9\u54e1\u304c\u53d7\u9818\u66f8\u3092\u30c8\u30ec\u30fc\u3078\u51fa\u3057\u3001\u4e8b\u52d9\u62c5\u5f53\u304c\u8907\u5408\u6a5f\u3067\u307e\u3068\u3081\u3066\u30b9\u30ad\u30e3\u30f3\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u30b9\u30ad\u30e3\u30f3\u306e PDF \u304c\u4fdd\u7ba1\u5148\u306b\u5165\u3063\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u30011\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb\u304c\u3001\u8377\u4e3b\u306e\u69d8\u5f0f\u3054\u3068\u306b\u4f1d\u7968\u756a\u53f7\u30fb\u53d7\u9818\u65e5\u30fb\u53d7\u9818\u5370\u306e\u6b04\u30fb\u5099\u8003\u306e\u624b\u66f8\u304d\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u4f1d\u7968\u756a\u53f7\u3092\u524d\u65e5\u307e\u3067\u306e\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u56de\u53ce\u6e08\u307f\u306e\u5370\u3092\u4ed8\u3051\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u53d7\u9818\u5370\u306e\u6b04\u3068\u53d7\u9818\u65e5\u306e\u6b04\u306b\u3064\u3044\u3066\u3001`present` \uff0f `absent` \uff0f `uncertain` \u3092\u4ed8\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u5099\u8003\u6b04\u306b\u624b\u66f8\u304d\u304c\u3042\u308c\u3070\u3001\u751f\u6210AI\u304c\u300c\u6570\u91cf\u306e\u76f8\u9055\u300d\u300c\u7834\u640d\u300d\u300c\u305d\u306e\u4ed6\u300d\u306b\u5206\u3051\u3066\u5199\u3059\n7. **\u3010\u81ea\u52d5\u3011** \u6b20\u3051\u3068\u672a\u56de\u53ce\u3068\u5099\u8003\u3042\u308a\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u3001\u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\u306b\u55b6\u696d\u6240\u306e\u753b\u9762\u3068\u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\u306b\u51fa\u3059\n8. **\u3010\u4eba\u3011** \u4e8b\u52d9\u62c5\u5f53\u304c `absent` \u3068 `uncertain` \u306e\u3082\u306e\u3060\u3051\u753b\u50cf\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\n9. **\u3010\u4eba\u3011** \u4e57\u52d9\u54e1\u304c\u3001\u53d7\u9818\u5370\u306e\u6b20\u3051\u305f\u914d\u9001\u5148\u3078\u6b21\u306b\u884c\u304f\u3068\u304d\u306b\u3082\u3089\u3044\u76f4\u3059\n10. **\u3010\u4eba\uff0f\u81ea\u52d5\u3011** \u6708\u672b\u306b\u3001\u56de\u53ce\u306e\u4e00\u89a7\u3092\u8377\u4e3b\u3054\u3068\u306b\u66f8\u304d\u51fa\u3057\u3001\u53d7\u9818\u66f8\u3068\u4e00\u7dd2\u306b\u8fd4\u3059\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002\u4eba\u304c\u898b\u308b\u306e\u306f\u5168\u4ef6\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** **\u6b20\u3051\u304c\u3042\u308b\u3068\u51fa\u305f\u3082\u306e\u3068\u3001\u6a5f\u68b0\u304c\u5224\u65ad\u306b\u8ff7\u3063\u305f\u3082\u306e\u3060\u3051\u306b\u6642\u9593\u3092\u4f7f\u3044\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3092\u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\u306b\u7f6e\u3044\u3066\u3044\u308b\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** **\u6b21\u306b\u540c\u3058\u914d\u9001\u5148\u3078\u884c\u304f\u524d\u306b\u4e57\u52d9\u54e1\u306e\u624b\u5143\u306b\u5c4a\u304f\u3053\u3068**\u304c\u3001\u3082\u3089\u3044\u76f4\u3057\u3092\u73fe\u5b9f\u306e\u6bb5\u53d6\u308a\u306b\u3057\u307e\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u4e57\u52d9\u54e1\u304c\u53d7\u9818\u66f8\u3092\u30c8\u30ec\u30fc\u3078\u51fa\u3057\u3001\u4e8b\u52d9\u62c5\u5f53\u304c\u8907\u5408\u6a5f\u3067\u307e\u3068\u3081\u3066\u30b9\u30ad\u30e3\u30f3\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u30b9\u30ad\u30e3\u30f3\u306e PDF \u304c\u4fdd\u7ba1\u5148\u306b\u5165\u3063\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u30011\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb\u304c\u3001\u8377\u4e3b\u306e\u69d8\u5f0f\u3054\u3068\u306b\u4f1d\u7968\u756a\u53f7\u30fb\u53d7\u9818\u65e5\u30fb\u53d7\u9818\u5370\u306e\u6b04\u30fb\u5099\u8003\u306e\u624b\u66f8\u304d\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u4f1d\u7968\u756a\u53f7\u3092\u524d\u65e5\u307e\u3067\u306e\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u56de\u53ce\u6e08\u307f\u306e\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u53d7\u9818\u5370\u306e\u6b04\u3068\u53d7\u9818\u65e5\u306e\u6b04\u306b\u3064\u3044\u3066\u3001`present` \uff0f `absent` \uff0f `uncertain` \u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u5099\u8003\u6b04\u306b\u624b\u66f8\u304d\u304c\u3042\u308c\u3070\u3001\u751f\u6210AI\u304c\u300c\u6570\u91cf\u306e\u76f8\u9055\u300d\u300c\u7834\u640d\u300d\u300c\u305d\u306e\u4ed6\u300d\u306b\u5206\u3051\u3066\u5199\u3059","**\u3010\u81ea\u52d5\u3011** \u6b20\u3051\u3068\u672a\u56de\u53ce\u3068\u5099\u8003\u3042\u308a\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u3001\u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\u306b\u55b6\u696d\u6240\u306e\u753b\u9762\u3068\u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\u306b\u51fa\u3059","**\u3010\u4eba\u3011** \u4e8b\u52d9\u62c5\u5f53\u304c `absent` \u3068 `uncertain` \u306e\u3082\u306e\u3060\u3051\u753b\u50cf\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u4e57\u52d9\u54e1\u304c\u3001\u53d7\u9818\u5370\u306e\u6b20\u3051\u305f\u914d\u9001\u5148\u3078\u6b21\u306b\u884c\u304f\u3068\u304d\u306b\u3082\u3089\u3044\u76f4\u3059","**\u3010\u4eba\uff0f\u81ea\u52d5\u3011** \u6708\u672b\u306b\u3001\u56de\u53ce\u306e\u4e00\u89a7\u3092\u8377\u4e3b\u3054\u3068\u306b\u66f8\u304d\u51fa\u3057\u3001\u53d7\u9818\u66f8\u3068\u4e00\u7dd2\u306b\u8fd4\u3059"],"architecture":"```\n\u4e57\u52d9\u54e1\u304c\u6301\u3061\u5e30\u3063\u305f\u53d7\u9818\u66f8\uff08\u7d19\uff09\n   \u2502  \u4e8b\u52d9\u62c5\u5f53\u304c\u8907\u5408\u6a5f\u3067\u307e\u3068\u3081\u3066\u30b9\u30ad\u30e3\u30f3\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u4fdd\u7ba1\u5148\uff08Blob Storage\uff09\u3078\u306e PDF \u306e\u4fdd\u5b58\nAzure Functions\uff08\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u52d5\u304f\u51e6\u7406\uff09\n   \u251c\u2500\u2500\u25b6 \u30da\u30fc\u30b8\u306e\u5206\u5272\u30fb\u5411\u304d\u3068\u5bf8\u6cd5\u306e\u78ba\u8a8d\n   \u25bc\nAzure AI Document Intelligence\uff08\u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\uff09\n   \u2502   \u4f1d\u7968\u756a\u53f7\u30fb\u53d7\u9818\u65e5\u30fb\u53d7\u9818\u5370\u306e\u6b04\uff08\u7f72\u540d\u306e\u9805\u76ee\uff09\u30fb\u5099\u8003\u306e\u624b\u66f8\u304d\u30fb\u4fe1\u983c\u5ea6\n   \u25bc\nAzure Functions \u2500\u2500 \u914d\u9054\u5b9f\u7e3e\uff08\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306eCSV\uff09\u3068\u306e\u7a81\u5408\n   \u2502   \u56de\u53ce\u6e08\u307f\uff0f\u672a\u56de\u53ce\uff0f\u756a\u53f7\u306e\u8a72\u5f53\u306a\u3057\n   \u251c\u2500\u2500\u25b6 Azure OpenAI \u2500\u2500 \u5099\u8003\u306e\u624b\u66f8\u304d\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059\n   \u25bc\n\u5224\u5b9a\uff08\u305d\u308d\u3063\u3066\u3044\u308b complete \uff0f \u6b20\u3051\u3042\u308a missing \uff0f \u78ba\u8a8d\u304c\u8981\u308b review\uff09\n   \u25bc\n\u3010\u4e8b\u52d9\u62c5\u5f53\u304c\u6b20\u3051\u3068\u8ff7\u3044\u3060\u3051\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\uff08\u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\uff09\n   \u2514\u2500\u2500\u25b6 \u8377\u4e3b\u3054\u3068\u306e\u56de\u53ce\u306e\u4e00\u89a7\uff08\u6708\u672b\uff09\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | Azure AI Document Intelligence\uff08\u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\uff09 | Google Document AI\uff08Form Parser\uff09\u3001AWS Textract\uff08\u82f1\u6587\u306e\u66f8\u985e\u306b\u9650\u308b\u3002\u65e5\u672c\u8a9e\u306e\u53d7\u9818\u66f8\u306b\u306f\u4f7f\u3048\u306a\u3044\uff09 |\n| \u751f\u6210AI | Azure OpenAI\uff08Microsoft Foundry\uff09 | Claude API |\n| \u5dee\u7570\u8a08\u7b97 | \u7a81\u5408\u306e\u51e6\u7406\uff08Python\u3002Azure Functions \u3067\u52d5\u304b\u3059\uff09 | \u2500 |\n| \u9023\u643a | Azure Functions\uff08Blob Storage \u306e\u30c8\u30ea\u30ac\u30fc\uff09 | Azure Logic Apps |\n| \u4fdd\u7ba1 | Azure Blob Storage\uff08\u53d7\u9818\u66f8\u306e\u753b\u50cf\u3068\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff09 | \u55b6\u696d\u6240\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u914d\u9054\u5b9f\u7e3e\u306e CSV \u3092\u8aad\u3080\u3060\u3051\u3067\u3001**\u66f8\u304d\u623b\u3059\u304b\u3069\u3046\u304b\u306f\u904b\u7528\u304c\u843d\u3061\u7740\u3044\u3066\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002**\n\n**\u8aad\u307f\u53d6\u308a\u306e\u4e2d\u5fc3\u306f\u3001Azure AI Document Intelligence \u306e\u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\u3067\u3059\u3002** 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\u30c8\u30ea\u30ac\u30fc\n\n**\u30b9\u30ad\u30e3\u30f3\u3057\u305f PDF \u304c\u4fdd\u7ba1\u5148\uff08Azure Blob Storage\uff09\u306b\u5165\u3063\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** \u4e57\u52d9\u54e1\u306e\u5e30\u7740\u306f\u5915\u65b9\u306e1\u301c2\u6642\u9593\u306b\u96c6\u4e2d\u3059\u308b\u306e\u3067\u3001\u4e8b\u52d9\u62c5\u5f53\u306f\u30c8\u30ec\u30fc\u306b\u305f\u307e\u3063\u305f\u53d7\u9818\u66f8\u3092\u6570\u56de\u306b\u5206\u3051\u3066\u307e\u3068\u3081\u3066\u30b9\u30ad\u30e3\u30f3\u3057\u307e\u3059\u3002**\u30b9\u30ad\u30e3\u30f3\u306e\u305f\u3073\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u70b9\u547c\u306e\u524d\u306b\u306f\u524d\u65e5\u5206\u306e\u7d50\u679c\u304c\u305d\u308d\u3046**\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n\u8d77\u70b9\u306e\u4ed5\u7d44\u307f\u306f Azure Functions \u306e Blob Storage 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|\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u3044\u3061\u3070\u3093\u4e0b\u306e\u53f0\u5e33\u3067\u3059\u3002** \u53d7\u9818\u65e5\u306e\u6b04\u304c\u7121\u3044\u69d8\u5f0f\u306e\u8377\u4e3b\u306b\u300c\u53d7\u9818\u65e5\u304c\u7121\u3044\u300d\u3068\u51fa\u3057\u7d9a\u3051\u308b\u3068\u3001\u4e8b\u52d9\u62c5\u5f53\u306f\u4e00\u89a7\u3092\u4fe1\u7528\u3057\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u8377\u4e3b\u3054\u3068\u306b\u300c\u4f55\u304c\u305d\u308d\u3063\u3066\u3044\u308c\u3070\u3088\u3044\u304b\u300d\u3092\u53f0\u5e33\u306b\u6301\u305f\u305b\u3001\u5224\u5b9a\u306f\u305d\u306e\u53f0\u5e33\u3092\u898b\u3066\u884c\u3044\u307e\u3059\u3002**\n\n**\u914d\u9054\u5b9f\u7e3e\u306f\u3001\u4e57\u52d9\u54e1\u3068\u8eca\u4e21\u307e\u3067\u6301\u305f\u305b\u307e\u3059\u3002** 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| \u4f1d\u7968\u756a\u53f7\u306e\u8aad\u307f\u9055\u3044\u306e\u7591\u3044 |\n\n**\u4fe1\u983c\u5ea6\u306f2\u5c64\u3067\u898b\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u306e\u9805\u76ee\u306e\u4fe1\u983c\u5ea6\u306f\u300c\u53d6\u308a\u51fa\u3057\u305f\u5024\u306e\u4f4d\u7f6e\u300d\u306b\u3064\u3044\u3066\u306e\u78ba\u304b\u3089\u3057\u3055\u3067\u3001**\u6587\u5b57\u306e\u8aad\u307f\u53d6\u308a\uff08OCR\uff09\u306e\u4fe1\u983c\u5ea6\u3082\u3042\u308f\u305b\u3066\u898b\u3066\u7dcf\u5408\u3059\u308b**\u3088\u3046\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u4f1d\u7968\u756a\u53f7\u306a\u3089\u3001\u9805\u76ee\u306e\u4f4d\u7f6e\u306f\u5408\u3063\u3066\u3044\u3066\u3082\u3001\u6570\u5b57\u306e1\u6587\u5b57\u3092\u8aad\u307f\u9055\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u9805\u76ee\u306e\u4fe1\u983c\u5ea6\u3068\u5358\u8a9e\u306e\u4fe1\u983c\u5ea6\u306e\u4e21\u65b9\u304c\u57fa\u6e96\u3092\u8d85\u3048\u305f\u3068\u304d\u3060\u3051\u300c\u8aad\u3081\u305f\u300d\u3068\u3057\u307e\u3059\u3002**\n\n\u914d\u9054\u5b9f\u7e3e\u306e CSV \u306f\u3001\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304c\u6bce\u6669\u51fa\u3059\u3082\u306e\u3092\u4fdd\u7ba1\u5148\u306b\u7f6e\u304d\u3001\u7a81\u5408\u306e\u51e6\u7406\u304c\u8aad\u307f\u307e\u3059\u3002**\u7167\u3089\u3059\u7bc4\u56f2\u306f\u3001\u914d\u9054\u65e5\u304b\u30897\u65e5\u524d\u307e\u3067\u306b\u3057\u307e\u3059\u3002** \u53d7\u9818\u66f8\u306f\u914d\u9054\u306e\u7fcc\u65e5\u4ee5\u964d\u306b\u623b\u308b\u3053\u3068\u304c\u3042\u308a\u3001\u5f53\u65e5\u5206\u3060\u3051\u3067\u7167\u3089\u3059\u3068\u3001\u9045\u308c\u3066\u623b\u3063\u305f\u53d7\u9818\u66f8\u304c\u300c\u8a72\u5f53\u306a\u3057\u300d\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u30da\u30fc\u30b8\u306e\u5206\u5272** \u2026 1\u3064\u306e PDF \u306b\u6570\u5341\u679a\u306e\u53d7\u9818\u66f8\u304c\u5165\u308b\u306e\u3067\u30011\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u307e\u3059\u3002**\u8907\u5199\u5f0f\u306e\u4f1d\u7968\u30672\u679a\u304c\u91cd\u306a\u3063\u3066\u8aad\u307f\u8fbc\u307e\u308c\u305f\u3082\u306e\u306f\u3001\u5bf8\u6cd5\u3067\u898b\u3064\u3051\u3066\u4eba\u3078\u56de\u3057\u307e\u3059**\n2. **\u5411\u304d\u306e\u78ba\u8a8d** \u2026 \u4e0a\u4e0b\u9006\u306b\u5dee\u3057\u8fbc\u307e\u308c\u305f\u30da\u30fc\u30b8\u3092\u76f4\u3057\u307e\u3059\n3. **\u5bf8\u6cd5\u3068\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u753b\u50cf\u306f50\u00d750\u301c10,000\u00d710,000\u30d4\u30af\u30bb\u30eb\u3001\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u306f1024\u00d7768\u306e\u753b\u50cf\u306712\u30d4\u30af\u30bb\u30eb\uff08150dpi\u3067\u7d048\u30dd\u30a4\u30f3\u30c8\uff09\u3067\u3059\u3002**\u8907\u5408\u6a5f\u306e\u65e2\u5b9a\u306e\u89e3\u50cf\u5ea6\u306e\u307e\u307e\u306b\u305b\u305a\u3001200dpi\u4ee5\u4e0a\u3067\u305d\u308d\u3048\u307e\u3059**\n4. **\u30d5\u30a1\u30a4\u30eb\u306e\u5927\u304d\u3055** \u2026 \u6709\u6599\uff08S0\uff09\u30ec\u30d9\u30eb\u3067500MB\u3001PDF \u306f2,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\u3002\u5915\u65b9\u306e\u30b9\u30ad\u30e3\u30f3\u306f\u3053\u306e\u7bc4\u56f2\u306b\u5341\u5206\u53ce\u307e\u308a\u307e\u3059\n5. **\u767d\u7d19\u3068\u88cf\u9762\u306e\u9664\u5916** \u2026 \u4e21\u9762\u30b9\u30ad\u30e3\u30f3\u3067\u51fa\u308b\u88cf\u9762\u306e\u767d\u7d19\u3092\u9664\u304d\u307e\u3059\n6. **\u91cd\u8907\u306e\u691c\u77e5** \u2026 \u540c\u3058\u4f1d\u7968\u756a\u53f7\u306e\u53d7\u9818\u66f8\u304c\u4e8c\u5ea6\u8aad\u307e\u308c\u305f\u3089\u3001\u65b0\u3057\u3044\u65b9\u3092\u300c\u4e8c\u91cd\u300d\u3068\u5370\u3092\u4ed8\u3051\u3066\u4eba\u3078\u56de\u3057\u307e\u3059\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u53d7\u9818\u5370\u306f\u6731\u8089\u304c\u304b\u3059\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001**\u89e3\u50cf\u5ea6\u304c\u4f4e\u3044\u3068\u300c\u6b04\u304c\u7a7a\u3044\u3066\u3044\u308b\u300d\u3068\u533a\u5225\u304c\u3064\u304d\u307e\u305b\u3093\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb\u306b\u3055\u305b\u308b\u306e\u306f\u30014\u3064\u306e\u9805\u76ee\u306e\u5024\u3068\u3001\u53d7\u9818\u5370\u306e\u6b04\u306b\u7f72\u540d\uff08\u5370\u5f71\u30fb\u30b5\u30a4\u30f3\uff09\u304c\u3042\u308b\u304b\u306e\u691c\u51fa\u3067\u3059\u3002** \u751f\u6210AI\u306b\u3055\u305b\u308b\u306e\u306f\u3001\u5099\u8003\u6b04\u306e\u624b\u66f8\u304d\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002\n\n| \u898b\u308b\u3082\u306e | \u8ab0\u304c\u3059\u308b\u304b | \u5224\u5b9a\u306e\u4ed5\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d |\n|:--|:--|:--|:--|\n| \u4f1d\u7968\u756a\u53f7 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u5024\u3092\u53d6\u308a\u51fa\u3057\u3001\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u308b | \u4fe1\u983c\u5ea6\u304c\u4f4e\u3051\u308c\u3070 `uncertain` |\n| \u53d7\u9818\u65e5 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u65e5\u4ed8\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\u304b\u3002\u69d8\u5f0f\u306b\u6b04\u304c\u7121\u3051\u308c\u3070\u898b\u306a\u3044 | \u8aad\u3081\u306a\u3051\u308c\u3070 `uncertain` |\n| \u53d7\u9818\u5370\u306e\u6b04 | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb | \u7f72\u540d\u306e\u9805\u76ee\u304c\u691c\u51fa\u3055\u308c\u305f\u304b | \u4fe1\u983c\u5ea6\u304c\u4e2d\u9593\u306a\u3089 `uncertain` |\n| \u5099\u8003\u306e\u624b\u66f8\u304d | \u8aad\u307f\u53d6\u308a\u306e\u30e2\u30c7\u30eb \u2192 \u751f\u6210AI | \u624b\u66f8\u304d\u304c\u3042\u308c\u3070\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059 | \u533a\u5206\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `other` |\n\n**\u53d7\u9818\u5370\u306e\u6b04\u306e\u5224\u5b9a\u306f\u3001\u898f\u5247\u3067\u6c7a\u3081\u307e\u3059\u3002** \u7f72\u540d\u306e\u9805\u76ee\u304c\u9ad8\u3044\u4fe1\u983c\u5ea6\u3067\u691c\u51fa\u3055\u308c\u308c\u3070 `present`\u3001\u4f55\u3082\u691c\u51fa\u3055\u308c\u305a\u3001\u305d\u306e\u6b04\u306e\u5468\u308a\u306b\u6587\u5b57\u3082\u7121\u3051\u308c\u3070 `absent`\u3001\u691c\u51fa\u306f\u3055\u308c\u305f\u304c\u4fe1\u983c\u5ea6\u304c\u4e2d\u9593\u306a\u3089 `uncertain` \u3067\u3059\u3002**\u3069\u3053\u3067\u7dda\u3092\u5f15\u304f\u304b\u306f\u3001\u7b2c8\u7ae0\u306e\u8a66\u3057\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**\u751f\u6210AI\u306b\u53d7\u9818\u5370\u306e\u6709\u7121\u3092\u5224\u65ad\u3055\u305b\u306a\u3044\u7406\u7531\u306f\u3001\u6839\u62e0\u3092\u6570\u5024\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** **\u4fe1\u983c\u5ea6\u3068\u3044\u3046\u6570\u5024\u3067\u7dda\u3092\u5f15\u3051\u3070\u3001\u7dda\u3092\u52d5\u304b\u3057\u305f\u3068\u304d\u306b\u4f55\u4ef6\u304c\u5165\u308c\u66ff\u308f\u308b\u304b\u3092\u6570\u3048\u3089\u308c\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u53d7\u9818\u5370\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u8ab0\u306e\u5370\u3067\u3088\u3044\u304b\u306f\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3002\u6a5f\u68b0\u306f\u6b04\u306b\u4f55\u304b\u3042\u308b\u304b\u3060\u3051\u3092\u898b\u308b |\n| \u8aad\u3081\u306a\u3044\u4f1d\u7968\u756a\u53f7\u306e\u63a8\u6e2c | \u4f3c\u305f\u756a\u53f7\u306b\u5bc4\u305b\u308b\u3068\u3001\u5225\u306e\u4f1d\u7968\u3092\u56de\u53ce\u6e08\u307f\u306b\u3057\u3066\u3057\u307e\u3046 |\n| \u53d7\u9818\u65e5\u306e\u88dc\u5b8c | \u914d\u9054\u65e5\u3067\u57cb\u3081\u308b\u3068\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u3044\u3046\u4e8b\u5b9f\u304c\u6d88\u3048\u308b |\n| \u5099\u8003\u306e\u5185\u5bb9\u306e\u8981\u7d04\u30fb\u8a00\u3044\u63db\u3048 | \u300c2\u30b1\u30fc\u30b9\u4e0d\u8db3\u300d\u3092\u300c\u6570\u91cf\u306e\u76f8\u9055\u3042\u308a\u300d\u3068\u3060\u3051\u66f8\u304f\u3068\u3001\u8377\u4e3b\u3078\u306e\u8aac\u660e\u306b\u4f7f\u3048\u306a\u3044 |\n| \u672a\u56de\u53ce\u306e\u7406\u7531\u306e\u63a8\u6e2c | \u4e57\u52d9\u54e1\u306b\u78ba\u304b\u3081\u308b\u307e\u3067\u5206\u304b\u3089\u306a\u3044 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u4f1d\u7968\u756a\u53f7\u306e1\u6587\u5b57\u304c\u8aad\u3081\u306a\u3044\u3068\u304d\u3001\u914d\u9054\u5b9f\u7e3e\u306b\u8fd1\u3044\u756a\u53f7\u304c\u3042\u308c\u3070\u300c\u305f\u3076\u3093\u3053\u308c\u300d\u3068\u5bc4\u305b\u305f\u304f\u306a\u308a\u307e\u3059\u3002**\u5bc4\u305b\u305f\u77ac\u9593\u3001\u672c\u5f53\u306b\u623b\u3063\u3066\u3044\u306a\u3044\u4f1d\u7968\u304c\u56de\u53ce\u6e08\u307f\u306b\u306a\u308a\u3001\u672a\u56de\u53ce\u306e\u4e00\u89a7\u304b\u3089\u6d88\u3048\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u904b\u9001\u4f1a\u793e\u306e\u55b6\u696d\u6240\u3067\u3001\u914d\u9001\u5148\u304b\u3089\u623b\u3063\u305f\u53d7\u9818\u66f8\u306e\u5099\u8003\u6b04\u3092\u6574\u7406\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\n\u6e21\u3059\u306e\u306f\u3001\u53d7\u9818\u66f8\u306e\u5099\u8003\u6b04\u304b\u3089\u8aad\u307f\u53d6\u3063\u305f\u624b\u66f8\u304d\u306e\u6587\u5b57\u5217\u3060\u3051\u3067\u3059\u3002\n\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u533a\u5206\u3011\n- shortage ..... \u6570\u91cf\u304c\u8db3\u308a\u306a\u3044\u3001\u500b\u6570\u304c\u9055\u3046\u3001\u6b20\u54c1\u306e\u8a18\u8f09\n- damage ....... \u7834\u640d\u3001\u3078\u3053\u307f\u3001\u6fe1\u308c\u3001\u6c5a\u308c\u306e\u8a18\u8f09\n- refusal ...... \u53d7\u3051\u53d6\u308a\u3092\u65ad\u3063\u305f\u3001\u6301\u3061\u5e30\u308a\u306e\u8a18\u8f09\n- time ......... \u6642\u9593\u306e\u6307\u5b9a\u3001\u9045\u308c\u3001\u65e9\u7740\u306e\u8a18\u8f09\n- other ........ \u4e0a\u306e\u3069\u308c\u306b\u3082\u5f53\u305f\u3089\u306a\u3044\u8a18\u8f09\n1\u3064\u306e\u5099\u8003\u306b\u8907\u6570\u306e\u8a18\u8f09\u304c\u3042\u308c\u3070\u3001\u8a18\u8f09\u3054\u3068\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u539f\u6587\u306e\u6587\u5b57\u5217\u3092 original \u306b\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6570\u91cf\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070 quantity \u306b\u6570\u5b57\u3068\u5358\u4f4d\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u54c1\u540d\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070 item \u306b\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u3081\u306a\u3044\u6587\u5b57\u306f\u300c\u25a0\u300d\u306b\u7f6e\u304d\u63db\u3048\u3001unreadable \u3092 true \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u524d\u5f8c\u304b\u3089\u63a8\u6e2c\u3057\u3066\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u53d7\u9818\u5370\u306e\u6709\u7121\u3001\u914d\u9054\u306e\u6210\u5426\u3001\u8cac\u4efb\u306e\u6240\u5728\u306b\u3064\u3044\u3066\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5099\u8003\u6b04\u304c\u7a7a\u3001\u307e\u305f\u306f\u5370\u5237\u3055\u308c\u305f\u6587\u5b57\u3060\u3051\u306e\u5834\u5408\u306f\u3001notes \u3092\u7a7a\u306e\u914d\u5217\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5099\u8003\u6b04\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{remarks_text}\n\u3010\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u3011{remarks_confidence}\n\u3010\u8377\u4e3b\u306e\u540d\u524d\u3011{shipper_name}\n```\n\n**\u300c\u8a00\u3044\u63db\u3048\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u77ed\u304f\u307e\u3068\u3081\u307e\u3059\u3002** \u300c\u5916\u7bb11\u30b1\u30fc\u30b9\u3078\u3053\u307f\u6709\u3001\u4e2d\u8eab\u672a\u78ba\u8a8d\u300d\u3092\u300c\u7834\u640d\u3042\u308a\u300d\u3068\u66f8\u304b\u308c\u308b\u3068\u3001\u8377\u4e3b\u3078\u8fd4\u3059\u3068\u304d\u306b\u4e2d\u8eab\u3092\u78ba\u304b\u3081\u305f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u533a\u5206\u306f\u4ed8\u3051\u3055\u305b\u3066\u3082\u3001\u539f\u6587\u306f\u5fc5\u305a\u6b8b\u3055\u305b\u307e\u3059\u3002**\n\n**\u300c\u8a08\u7b97\u3057\u306a\u3044\u300d\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c10\u30b1\u30fc\u30b9\u4e2d2\u30b1\u30fc\u30b9\u4e0d\u8db3\u300d\u304b\u3089\u300c8\u30b1\u30fc\u30b9\u53d7\u9818\u300d\u3068\u66f8\u304d\u63db\u3048\u3055\u305b\u308b\u3068\u3001\u914d\u9001\u5148\u304c\u66f8\u3044\u305f\u4e8b\u5b9f\u3067\u306f\u306a\u304f\u3001AI\u306e\u8a08\u7b97\u304c\u6b8b\u308a\u307e\u3059\u3002**\u6570\u91cf\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5199\u3055\u305b\u3001\u8a08\u7b97\u304c\u8981\u308b\u306a\u3089\u7a81\u5408\u306e\u51e6\u7406\u306e\u5074\u3067\u884c\u3044\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u8aad\u307f\u53d6\u308a\u3068\u7a81\u5408\u3068\u751f\u6210AI\u306e\u7d50\u679c\u3092\u3001\u53d7\u9818\u66f81\u679a\u3054\u3068\u306b\u6b21\u306e\u5f62\u306eJSON\u306b\u307e\u3068\u3081\u307e\u3059\u3002** \u751f\u6210AI\u306e\u90e8\u5206\u306f\u3001Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001`response_format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066 `strict: true` \u306b\u3057\u3001**\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u5fc5\u9808\u306b\u3057\u3066\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b `additionalProperties: false` \u3092\u4ed8\u3051\u308b**\u5fc5\u8981\u304c\u3042\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n```json\n{\n  \"receipt_id\": \"2026-10-13_A\u55b6\u696d\u6240_0042\",\n  \"shipper_form\": \"shipper_07\",\n  \"form_confidence\": 0.93,\n  \"slip_no\": { \"value\": \"\", \"confidence\": 0, \"word_min_confidence\": 0 },\n  \"delivery_match\": \"matched | not_found | duplicate\",\n  \"received_date\": { \"status\": \"present | absent | uncertain | not_required\", \"value\": \"\" },\n  \"receipt_seal\": { \"status\": \"present | absent | uncertain\", \"confidence\": 0 },\n  \"notes\": [\n    { \"category\": \"shortage | damage | refusal | time | other\",\n      \"original\": \"\", \"quantity\": \"\", \"item\": \"\", \"unreadable\": false }\n  ],\n  \"verdict\": \"complete | missing | review\",\n  \"driver\": \"\",\n  \"delivered_on\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`status` \u3068 `verdict` \u3092\u5225\u306e\u5c64\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** `receipt_seal` \u3068 `received_date` \u306e `status` \u306f\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u305f\u3082\u306e\u3067\u3001`verdict` \u306f\u7a81\u5408\u306e\u51e6\u7406\u304c\u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u3092\u898b\u3066\u6c7a\u3081\u307e\u3059\u3002**\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u76f4\u3059\u306e\u306f\u53f0\u5e33\u3068\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n| \u6761\u4ef6 | `verdict` |\n|:--|:--|\n| \u4f1d\u7968\u756a\u53f7\u304c `matched`\u3001\u53d7\u9818\u5370\u304c `present`\u3001\u53d7\u9818\u65e5\u304c `present` \u304b `not_required` | `complete` |\n| \u53d7\u9818\u5370\u304b\u53d7\u9818\u65e5\u306e\u3069\u3061\u3089\u304b\u304c `absent` | `missing` |\n| \u3069\u308c\u304b\u304c `uncertain`\u3001\u307e\u305f\u306f\u4f1d\u7968\u756a\u53f7\u304c `not_found` \u30fb `duplicate`\u3001\u307e\u305f\u306f\u69d8\u5f0f\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | `review` |\n| `notes` \u304c1\u3064\u3067\u3082\u3042\u308b | `verdict` \u3068\u306f\u5225\u306b\u300c\u5099\u8003\u3042\u308a\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b |\n\n**2\u3064\u76ee\u306f\u3001\u4e57\u52d9\u54e1\u3054\u3068\u306b\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `driver` \u3068 `delivered_on` \u3092\u6301\u305f\u305b\u3066\u304a\u3051\u3070\u3001\u7fcc\u671d\u306e\u4e00\u89a7\u3092\u4e57\u52d9\u54e1\u3054\u3068\u306b\u4e26\u3079\u66ff\u3048\u308b\u3060\u3051\u3067\u3001**\u300cA\u3055\u3093\uff1a\u6628\u65e5\u306e3\u4ef6\u3001\u53d7\u9818\u5370\u306a\u3057\u300d**\u3068\u3044\u3046\u5f62\u3067\u6e21\u305b\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001\u672a\u56de\u53ce\u3092\u3053\u306eJSON\u306e\u5916\u3067\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u672a\u56de\u53ce\u306f\u300c\u623b\u3063\u3066\u3053\u306a\u304b\u3063\u305f\u4f1d\u7968\u300d\u306a\u306e\u3067\u3001**\u914d\u9054\u5b9f\u7e3e\u304b\u3089 `matched` \u306e\u4ed8\u304b\u306a\u304b\u3063\u305f\u4f1d\u7968\u3092\u5f15\u304d\u7b97\u3057\u3066\u5225\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\u3002**\n\n```\n\u3010\u672a\u56de\u53ce\u306e\u4e00\u89a7\uff082026-10-14 \u671d\uff09\u3011\n\u4e57\u52d9\u54e1 \/ \u914d\u9054\u65e5 \/ \u4f1d\u7968\u756a\u53f7 \/ \u8377\u4e3b \/ \u914d\u9001\u5148 \/ \u914d\u9054\u304b\u3089\u306e\u65e5\u6570\n```\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u4fdd\u7ba1\u5148\uff08Blob Storage\uff09 | Azure Functions \u306e\u30c8\u30ea\u30ac\u30fc | \u30b9\u30ad\u30e3\u30f3\u306e PDF \u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3059\u308b |\n| Azure AI Document Intelligence | API\u547c\u3073\u51fa\u3057 | \u9805\u76ee\u30fb\u7f72\u540d\u306e\u9805\u76ee\u30fb\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059 |\n| \u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e CSV \u306e\u66f8\u304d\u51fa\u3057\u3092\u8aad\u3080 | \u914d\u9054\u5b9f\u7e3e\u3092\u7167\u3089\u3059 |\n| Azure OpenAI | API\u547c\u3073\u51fa\u3057\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09 | \u5099\u8003\u306e\u624b\u66f8\u304d\u3092\u533a\u5206\u306b\u5206\u3051\u3066\u5199\u3059 |\n| \u55b6\u696d\u6240\u306e\u753b\u9762\u3068\u4e00\u89a7 | \u7a81\u5408\u306e\u51e6\u7406\u304c\u66f8\u304d\u51fa\u3059 | \u6b20\u3051\u30fb\u8ff7\u3044\u30fb\u672a\u56de\u53ce\u30fb\u5099\u8003\u3042\u308a\u306e\u4e00\u89a7 |\n\n**\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u56de\u53ce\u6e08\u307f\u306e\u5370\u3092\u81ea\u52d5\u3067\u66f8\u304d\u623b\u3059\u3068\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304c\u305d\u306e\u307e\u307e\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u8a18\u9332\u306b\u306a\u308a\u307e\u3059\u3002**\u6700\u521d\u306e\u6570\u304b\u6708\u306f\u3001\u55b6\u696d\u6240\u306e\u4e00\u89a7\u3067\u4e8b\u52d9\u62c5\u5f53\u304c\u78ba\u304b\u3081\u305f\u3082\u306e\u3060\u3051\u3092\u3001\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u624b\u3067\u5165\u308c\u307e\u3059\u3002**\n\n**\u8377\u4e3b\u3078\u3082\u81ea\u52d5\u3067\u306f\u9001\u308a\u307e\u305b\u3093\u3002** \u6708\u672b\u306e\u56de\u53ce\u306e\u4e00\u89a7\u306f\u66f8\u304d\u51fa\u3057\u307e\u3067\u306b\u3057\u3001\u53d7\u9818\u66f8\u306e\u675f\u3068\u4e00\u7dd2\u306b\u4e8b\u52d9\u62c5\u5f53\u304c\u8fd4\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u4eba\u304c\u958b\u304f\u306e\u306f `missing` \u3068 `review` \u306e\u3082\u306e\u3060\u3051\u3067\u3059\u3002** `complete` \u306e\u3082\u306e\u306f\u3001\u4ef6\u6570\u3068\u4e57\u52d9\u54e1\u3054\u3068\u306e\u5185\u8a33\u3092\u4e00\u89a7\u3067\u898b\u308b\u3060\u3051\u306b\u3057\u307e\u3059\u3002\u5168\u4ef6\u3092\u958b\u304f\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001\u7b2c10\u7ae0\u306e30.0\u6642\u9593\u306b\u306f\u53ce\u307e\u308a\u307e\u305b\u3093\u3002\n\n1. **`review` \u3092\u5148\u306b\u898b\u308b** \u2026 \u4f1d\u7968\u756a\u53f7\u304c\u8a72\u5f53\u306a\u3057\u3001\u53d7\u9818\u5370\u304b\u53d7\u9818\u65e5\u304c\u8ff7\u3044\u3001\u69d8\u5f0f\u306e\u5224\u5225\u304c\u4f4e\u3044\u3082\u306e\u3002**\u591a\u304f\u306f\u753b\u50cf\u3092\u898b\u308c\u3070\u6570\u79d2\u3067\u6c7a\u307e\u308a\u307e\u3059**\n2. **`missing` \u306e\u6839\u62e0\u3092\u753b\u50cf\u3067\u78ba\u304b\u3081\u308b** \u2026 \u53d7\u9818\u5370\u306e\u6b04\u304c\u672c\u5f53\u306b\u7a7a\u3044\u3066\u3044\u308b\u304b\u3001\u53d7\u9818\u65e5\u304c\u672c\u5f53\u306b\u7121\u3044\u304b\u3092\u76ee\u3067\u898b\u307e\u3059\u3002**\u6731\u8089\u306e\u304b\u3059\u308c\u3067 `absent` \u306b\u306a\u3063\u3066\u3044\u306a\u3044\u304b**\u3092\u898b\u307e\u3059\n3. **\u4e57\u52d9\u54e1\u3078\u306e\u4e00\u89a7\u3092\u78ba\u5b9a\u3059\u308b** \u2026 \u78ba\u304b\u3081\u305f\u6b20\u3051\u3060\u3051\u3092\u3001\u70b9\u547c\u306e\u524d\u306b\u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\u306b\u8f09\u305b\u307e\u3059\n4. **\u672a\u56de\u53ce\u3092\u4e57\u52d9\u54e1\u306b\u78ba\u304b\u3081\u308b** \u2026 \u4e00\u89a7\u306e\u4f1d\u7968\u306b\u3064\u3044\u3066\u3001\u30c8\u30ec\u30fc\u306b\u51fa\u3057\u5fd8\u308c\u3066\u3044\u306a\u3044\u304b\u3001\u8eca\u306b\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u805e\u304d\u307e\u3059\n5. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 `absent` \u3092 `present` \u306b\u76f4\u3057\u305f\u3001\u306a\u3069\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** `missing` \u3068\u51fa\u305f\u53d7\u9818\u66f8\u306f\u3001**\u4e57\u52d9\u54e1\u3092\u914d\u9001\u5148\u3078\u3082\u3089\u3044\u76f4\u3057\u306b\u884c\u304b\u305b\u308b\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u958b\u304f\u306e\u304c2\u5272\u3092\u8d85\u3048\u308b\u6708\u306f\u3001\u89e3\u50cf\u5ea6\u304b\u898b\u672c\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u8907\u5199\u306e2\u679a\u304c\u91cd\u306a\u3063\u3066\u8aad\u307f\u8fbc\u307e\u308c\u305f | \u5bf8\u6cd5\u3068\u69d8\u5f0f\u306e\u5224\u5225\u3067\u898b\u3064\u3051\u3001`review` \u3067\u4eba\u3078\u3002**\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3059** |\n| \u69d8\u5f0f\u306e\u5224\u5225\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | \u898b\u672c\u306b\u7121\u3044\u69d8\u5f0f\u306e\u53ef\u80fd\u6027\u3002`review` \u3067\u4eba\u3078\u56de\u3057\u3001**5\u679a\u305f\u307e\u3063\u305f\u3089\u898b\u672c\u306b\u8db3\u3057\u3066\u5b66\u7fd2\u3057\u76f4\u3059** |\n| \u4f1d\u7968\u756a\u53f7\u304c\u914d\u9054\u5b9f\u7e3e\u306b\u7121\u3044 | \u914d\u9054\u65e5\u306e7\u65e5\u524d\u3088\u308a\u53e4\u3044\u304b\u3001\u5225\u306e\u55b6\u696d\u6240\u306e\u4f1d\u7968\u3002`not_found` \u3067\u4eba\u3078 |\n| \u540c\u3058\u4f1d\u7968\u756a\u53f7\u304c\u4e8c\u5ea6\u8aad\u307e\u308c\u305f | `duplicate`\u3002\u65b0\u3057\u3044\u65b9\u3092\u4eba\u3078\u56de\u3057\u3001\u4e8c\u91cd\u306b\u56de\u53ce\u6e08\u307f\u306b\u3057\u306a\u3044 |\n| \u53d7\u9818\u5370\u306e\u6b04\u306b\u5370\u5f71\u3068\u30b5\u30a4\u30f3\u306e\u4e21\u65b9\u304c\u3042\u308b | `present` \u3068\u3057\u3066\u6271\u3046\u3002**\u6709\u52b9\u304b\u3069\u3046\u304b\u306f\u898b\u306a\u3044** |\n| \u53d7\u9818\u5370\u306e\u6b04\u306e\u5916\u306b\u62bc\u3055\u308c\u3066\u3044\u308b | \u6b04\u306b\u4f55\u3082\u7121\u3051\u308c\u3070 `absent` \u306b\u306a\u308b\u3002**\u4e8b\u52d9\u62c5\u5f53\u304c\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u8986\u3057\u3001\u8a18\u9332\u306b\u6b8b\u3059** |\n| \u753b\u50cf\u306e\u5bf8\u6cd5\u3084\u6587\u5b57\u306e\u9ad8\u3055\u304c\u4e0b\u9650\u3092\u4e0b\u56de\u308b | 50\u00d750\u30d4\u30af\u30bb\u30eb\u672a\u6e80\u3001\u307e\u305f\u306f\u6587\u5b57\u304c12\u30d4\u30af\u30bb\u30eb\uff081024\u00d7768\uff09\u672a\u6e80\u306e\u3082\u306e\u306f `review` |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306e PDF | \u8907\u5408\u6a5f\u306e\u8a2d\u5b9a\u3067\u4ed8\u3044\u305f\u5834\u5408\u3002\u89e3\u9664\u304c\u8981\u308b\u306e\u3067\u3001**\u4fdd\u5b58\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3059** |\n| \u8aad\u307f\u53d6\u308a\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u51e6\u7406\u3092\u4f55\u5ea6\u304b\u3084\u308a\u76f4\u3057\u3001\u305d\u308c\u3067\u3082\u5931\u6557\u3057\u305f\u3082\u306e\u306f\u5931\u6557\u306e\u8a18\u9332\u306b\u6b8b\u3057\u3066\u671d\u306e\u4e00\u89a7\u306b\u300c\u672a\u51e6\u7406\u300d\u3068\u51fa\u3059 |\n\n**5\u884c\u76ee\u30686\u884c\u76ee\u306f\u3001\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u6c7a\u307e\u308b\u904b\u7528\u306e\u6c7a\u3081\u3054\u3068\u3067\u3059\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001Azure Functions \u306e\u4ed5\u7d44\u307f\u3067\u53d7\u3051\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001Blob Storage \u306e\u30c8\u30ea\u30ac\u30fc\u306e\u95a2\u6570\u304c\u5931\u6557\u3059\u308b\u3068**\u65e2\u5b9a\u3067\u5408\u8a085\u56de\u3084\u308a\u76f4\u3057**\u3001\u3059\u3079\u3066\u5931\u6557\u3059\u308b\u3068 `webjobs-blobtrigger-poison` \u3068\u3044\u3046\u540d\u524d\u306e\u30ad\u30e5\u30fc\u306b\u30e1\u30c3\u30bb\u30fc\u30b8\u304c\u5165\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u30ad\u30e5\u30fc\u3092\u671d\u306e\u4e00\u89a7\u306e\u300c\u672a\u51e6\u7406\u300d\u306b\u51fa\u305b\u3070\u3001\u8aad\u307e\u308c\u306a\u304b\u3063\u305f\u53d7\u9818\u66f8\u304c\u9ed9\u3063\u3066\u6d88\u3048\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u307e\u305f\u3001\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3092\u4e8c\u5ea6\u51e6\u7406\u3057\u306a\u3044\u305f\u3081\u306e\u53d7\u9818\u8a18\u9332\uff08blob receipts\uff09\u3092\u6301\u3064\u3068\u3055\u308c\u3066\u3044\u308b\u306e\u3067\u3001**\u518d\u51e6\u7406\u3057\u305f\u3044\u3068\u304d\u306f\u305d\u306e\u8a18\u9332\u3092\u6d88\u3057\u3066\u3084\u308a\u76f4\u3057\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u53d7\u9818\u66f8\u306e\u753b\u50cf\uff081\u30da\u30fc\u30b81\u679a\u306b\u5206\u3051\u305f\u3082\u306e\uff09\u3068\u3001\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u55b6\u696d\u6240\u30fb\u65e5\u6642\n- \u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u306e JSON \u306e\u5168\u6587\uff08\u9805\u76ee\u30fb\u7f72\u540d\u306e\u9805\u76ee\u30fb\u4fe1\u983c\u5ea6\u30fb\u5358\u8a9e\u306e\u4fe1\u983c\u5ea6\uff09\n- \u7a81\u5408\u306e\u7d50\u679c\uff08`delivery_match`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u7167\u3089\u3057\u305f\u914d\u9054\u5b9f\u7e3e\u306e CSV \u306e\u65e5\u4ed8**\n- \u5224\u5b9a\uff08`verdict`\uff09\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u306e\u7248**\n- **\u4eba\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u4e57\u52d9\u54e1\u304c\u3082\u3089\u3044\u76f4\u3057\u305f\u65e5\u3068\u3001\u3082\u3089\u3044\u76f4\u3057\u305f\u53d7\u9818\u66f8\u3068\u306e\u5bfe\u5fdc\n- \u8377\u4e3b\u3054\u3068\u306e `uncertain` \u3068 `absent` \u306e\u767a\u751f\u7387\n\n**4\u3064\u76ee\u3067\u300c\u53f0\u5e33\u306e\u7248\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u304c\u5f8c\u304b\u3089\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u53d7\u9818\u65e5\u306e\u6b04\u3092\u5fc5\u9808\u306b\u3059\u308b\u8377\u4e3b\u304c\u5897\u3048\u308b\u3068\u3001\u540c\u3058\u53d7\u9818\u66f8\u306e\u5224\u5b9a\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\u5f53\u6642\u306e\u53f0\u5e33\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u904e\u53bb\u306e\u5224\u5b9a\u304c\u6b63\u3057\u304b\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u3089\u308c\u307e\u305b\u3093\u3002**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u898b\u672c\u3092\u8db3\u3059\u9806\u756a\u3092\u6c7a\u3081\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u53d7\u9818\u66f8\u304b\u3089\u3001\u4e0a\u4f4d3\u793e\u306e\u8377\u4e3b\u306e\u69d8\u5f0f\u3067\u540430\u679a\u3001\u5408\u308f\u305b\u306690\u679a\u3092\u9078\u3076\uff08**\u3046\u306110\u679a\u306f\u3001\u53d7\u9818\u5370\u306e\u62bc\u3057\u5fd8\u308c\u3084\u53d7\u9818\u65e5\u306e\u66f8\u304d\u5fd8\u308c\u304c\u3042\u308b\u3068\u5206\u304b\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u5165\u308c\u308b**\uff09\n2. Document Intelligence Studio \u3067\u8377\u4e3b\u3054\u3068\u306b5\u679a\u305a\u3064\u3001\u4f1d\u7968\u756a\u53f7\u30fb\u53d7\u9818\u65e5\u30fb\u53d7\u9818\u5370\u306e\u6b04\uff08Signature \u578b\uff09\u30fb\u5099\u8003\u306e\u9818\u57df\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3059\u308b\n3. \u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u308b\uff08v4.0 \u3067\u306f10\u6642\u9593\u307e\u3067\u306e\u5b66\u7fd2\u304c\u7121\u6599\u3068\u3055\u308c\u3066\u3044\u308b\uff09\n4. \u6b8b\u308a\u306e75\u679a\u3092 Studio \u3067\u8aad\u307e\u305b\u3001\u53d7\u9818\u5370\u306e\u6b04\u306e\u691c\u51fa\u3068\u4fe1\u983c\u5ea6\u3092\u4e00\u89a7\u306b\u66f8\u304d\u5199\u3059\n5. \u5f53\u6642\u306e\u76ee\u8996\u306e\u7d50\u679c\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**90\u679a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u5370\u5f71\u3092\u7f72\u540d\u3068\u3057\u3066\u898b\u5206\u3051\u3089\u308c\u308b\u304b\u306f\u3001\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u90e8\u5206\u3067\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u62bc\u3057\u5fd8\u308c\u306e10\u679a\u304c\u3059\u3079\u3066\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5074\u306b\u5206\u304b\u308c\u305f | **\u7dda\u3092\u5f15\u3044\u3066\u3001\u7a81\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u62bc\u3055\u308c\u3066\u3044\u308b\u306e\u306b\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044\u53d7\u9818\u66f8\u304c\u591a\u3044 | \u898b\u672c\u3092\u8db3\u3059\u3002**\u304b\u3059\u308c\u305f\u5370\u5f71\u306e\u898b\u672c\u3092\u610f\u56f3\u3057\u3066\u5165\u308c\u308b** |\n| \u5370\u5f71\u3068\u30b5\u30a4\u30f3\u3067\u4fe1\u983c\u5ea6\u306e\u51fa\u65b9\u304c\u5927\u304d\u304f\u9055\u3046 | \u8377\u4e3b\u3054\u3068\u306b\u7dda\u3092\u5206\u3051\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u4f1d\u7968\u756a\u53f7\u306e\u8aad\u307f\u9055\u3044\u304c\u591a\u3044 | **\u89e3\u50cf\u5ea6\u304c\u5148\u3002** 200dpi\u4ee5\u4e0a\u3067\u53d6\u308a\u76f4\u3059 |\n\n**2\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** **\u300c\u304b\u3059\u308c\u3066\u3044\u3066\u3082\u62bc\u3055\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u4e8b\u52d9\u62c5\u5f53\u306e\u57fa\u6e96\u3092\u3001\u898b\u672c\u3068\u3057\u3066\u6559\u3048\u3066\u3044\u306a\u304b\u3063\u305f**\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u304b\u3059\u308c\u305f\u5370\u5f71\u30925\u679a\u4ee5\u4e0a\u8db3\u3057\u3001\u540c\u305875\u679a\u3067\u5206\u304b\u308c\u65b9\u304c\u3069\u3046\u5909\u308f\u308b\u304b\u3092\u898b\u3066\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"Studio \u3067\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u3001\u53d7\u9818\u66f8\u3092\u624b\u3067\u8aad\u307e\u305b\u3066\u7d50\u679c\u3092\u66f8\u304d\u5199\u3059 \uff0f \u53d7\u9818\u5370\u306e\u6b04\u306e\u691c\u51fa\u306e\u78ba\u304b\u3089\u3057\u3055\u306e\u78ba\u8a8d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u4fdd\u5b58\u3092\u8d77\u70b9\u306b\u81ea\u52d5\u3067\u8aad\u307f\u3001\u914d\u9054\u5b9f\u7e3e\u3068\u7a81\u304d\u5408\u308f\u305b\u3001\u6b20\u3051\u30fb\u8ff7\u3044\u30fb\u672a\u56de\u53ce\u306e\u4e00\u89a7\u3092\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u30fb\u7a81\u5408\u30fb\u4e00\u89a7\u306e\u4f5c\u6210","full_setup":"\u4e0a\u8a18\uff0b\u4e8b\u52d9\u62c5\u5f53\u304c\u78ba\u304b\u3081\u305f\u7d50\u679c\u3092\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u56de\u53ce\u306e\u8a18\u9332\u3078\u66f8\u304d\u623b\u3057\u3001\u8377\u4e3b\u3054\u3068\u306e\u56de\u53ce\u306e\u4e00\u89a7\u3092\u6708\u672b\u306b\u81ea\u52d5\u3067\u4f5c\u308b \uff0f \u56de\u53ce\u306e\u8a18\u9332\u3068\u8377\u4e3b\u3078\u306e\u8fd4\u5374\u306e\u6e96\u5099\u307e\u3067","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u679a\u6570\u304c\u3055\u3070\u3051\u307e\u305b\u3093\u3002** 1\u679a\u305a\u3064\u8aad\u307e\u305b\u3066\u66f8\u304d\u5199\u3059\u306e\u3067\u3001\u67083,000\u679a\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**\u53d7\u9818\u5370\u3092\u898b\u5206\u3051\u3089\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u679a2\u5206\u304c0.6\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** **\u4eba\u306b\u6b8b\u308b\u306e\u306f\u6b20\u3051\u3068\u8ff7\u3044\u3060\u3051\u306e\u78ba\u8a8d\u3067\u3059\u3002** \u672c\u683c\u69cb\u6210\u306e\u4fa1\u5024\u306f\u6642\u9593\u3088\u308a\u3082\u3001**\u624b\u5165\u529b\u306e\u8ee2\u8a18\u306e\u8aa4\u308a\u304c\u6d88\u3048\u308b\u3053\u3068\u306b\u3042\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\u30922\u304b\u6708\u898b\u3066\u3001`uncertain` \u306e\u591a\u3044\u8377\u4e3b\u3068\u53f0\u5e33\u306e\u98df\u3044\u9055\u3044\u3092\u76f4\u3057\u3066\u304b\u3089\u66f8\u304d\u623b\u3057\u306b\u9032\u3080\u307b\u3046\u304c\u3001**\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u8a18\u9332\u3092\u6c5a\u3057\u307e\u305b\u3093\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u62bc\u3055\u308c\u3066\u3044\u308b\u53d7\u9818\u5370\u304c `absent` \u306b\u306a\u308b | **\u6731\u8089\u306e\u304b\u3059\u308c\u3002** \u304b\u3059\u308c\u305f\u898b\u672c\u3092\u8db3\u3057\u3001\u89e3\u50cf\u5ea6\u3092200dpi\u4ee5\u4e0a\u306b\u3059\u308b |\n| \u5370\u5f71\u3092\u7f72\u540d\u3068\u3057\u3066\u898b\u5206\u3051\u3089\u308c\u308b\u304b\u5206\u304b\u3089\u306a\u3044 | \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306f\u7f72\u540d\u306e\u691c\u51fa\u3068\u3057\u3066\u66f8\u3044\u3066\u3044\u308b\u3002**90\u679a\u3067\u78ba\u304b\u3081\u3066\u304b\u3089\u9032\u3080** |\n| \u7f72\u540d\u306e\u9805\u76ee\u306e\u30e9\u30d9\u30eb\u306b\u5468\u308a\u306e\u6587\u5b57\u304c\u5165\u308b | \u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306f\u3001\u7f72\u540d\u3068\u9818\u57df\u306e\u30e9\u30d9\u30eb\u306b\u5468\u308a\u306e\u6587\u5b57\u3092\u542b\u3081\u306a\u3044\u3088\u3046\u66f8\u3044\u3066\u3044\u308b |\n| \u4f1d\u7968\u756a\u53f7\u306e1\u6587\u5b57\u3092\u8aad\u307f\u9055\u3048\u308b | \u9805\u76ee\u306e\u4fe1\u983c\u5ea6\u3068\u5358\u8a9e\u306e\u4fe1\u983c\u5ea6\u306e\u4e21\u65b9\u3092\u898b\u308b\u3002**\u4f3c\u305f\u756a\u53f7\u306b\u5bc4\u305b\u306a\u3044** |\n| \u65b0\u3057\u3044\u8377\u4e3b\u306e\u69d8\u5f0f\u304c\u6df7\u3056\u308b | \u69d8\u5f0f\u306e\u5224\u5225\u306e\u4fe1\u983c\u5ea6\u3067\u898b\u3064\u3051\u308b\u3002**5\u679a\u305f\u307e\u3063\u305f\u3089\u898b\u672c\u306b\u8db3\u3059** |\n| \u53d7\u9818\u65e5\u306e\u6b04\u304c\u7121\u3044\u69d8\u5f0f\u3067\u300c\u53d7\u9818\u65e5\u306a\u3057\u300d\u304c\u51fa\u7d9a\u3051\u308b | \u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u306b\u300c\u53d7\u9818\u65e5\u306e\u6b04\u306a\u3057\u300d\u3092\u6301\u305f\u305b\u308b |\n| \u4e00\u89a7\u304c\u4e57\u52d9\u54e1\u306b\u5c4a\u304f\u306e\u304c\u9045\u3044 | **\u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\u306b\u51fa\u3059\u3002** \u6708\u672b\u306b\u307e\u3068\u3081\u3066\u51fa\u3057\u3066\u3082\u610f\u5473\u304c\u306a\u3044 |\n| \u56de\u53ce\u6e08\u307f\u306e\u5370\u3092\u81ea\u52d5\u3067\u66f8\u304d\u623b\u3057\u3066\u8aa4\u308a\u304c\u6b8b\u308b | \u6700\u521d\u306f\u66f8\u304d\u623b\u3055\u306a\u3044\u3002\u78ba\u304b\u3081\u305f\u3082\u306e\u3060\u3051\u3092\u624b\u3067\u5165\u308c\u308b |\n| \u53d7\u9818\u5370\u306e\u6709\u52b9\u6027\u307e\u3067\u6a5f\u68b0\u306b\u5224\u65ad\u3055\u305b\u308b | **\u8ab0\u306e\u5370\u3067\u3088\u3044\u304b\u306f\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3002** \u6a5f\u68b0\u306f\u6b04\u306b\u4f55\u304b\u3042\u308b\u304b\u3060\u3051\u3092\u898b\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** **\u6700\u521d\u306e90\u679a\u3067\u7dda\u306e\u5f15\u304d\u65b9\u3092\u6c7a\u3081\u3001\u904b\u7528\u4e2d\u3082 `absent` \u3092\u8986\u3057\u305f\u8a18\u9332\u3092\u898b\u3066\u7dda\u3092\u52d5\u304b\u305b\u308b\u304b\u3067\u3001\u904b\u7528\u306b\u4e57\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8377\u4e3b\u306e\u540d\u524d\u3001\u914d\u9001\u5148\u306e\u4f1a\u793e\u540d\u3068\u4f4f\u6240\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u53d7\u9818\u3057\u305f\u4eba\u306e\u5370\u5f71\u3084\u30b5\u30a4\u30f3\u3001\u4e57\u52d9\u54e1\u306e\u540d\u524d\u3068\u914d\u9054\u306e\u8a18\u9332\u3067\u3059\u3002\n\n1. **\u53d7\u9818\u66f8\u306f\u8377\u4e3b\u306e\u3082\u306e\u3068\u3057\u3066\u6271\u3046** \u2026 \u8377\u4e3b\u3068\u306e\u5951\u7d04\u3067\u5b9a\u3081\u305f\u76ee\u7684\u306e\u5916\u3067\u4f7f\u308f\u305a\u3001**\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u3092\u5225\u306e\u8377\u4e3b\u306e\u5206\u6790\u306b\u6df7\u305c\u306a\u3044**\u3088\u3046\u3001\u4fdd\u7ba1\u5148\u3092\u8377\u4e3b\u3054\u3068\u306b\u5206\u3051\u307e\u3059\n2. **\u5370\u5f71\u3068\u30b5\u30a4\u30f3\u3092\u96c6\u3081\u305f\u4e00\u89a7\u3092\u4f5c\u3089\u306a\u3044** \u2026 **\u6b04\u306e\u753b\u50cf\u3092\u5207\u308a\u51fa\u3057\u3066\u4e00\u89a7\u306b\u3059\u308b\u3068\u3001\u5370\u5f71\u306e\u898b\u672c\u5e33\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002** \u5224\u5b9a\u306b\u8981\u308b\u306e\u306f\u300c\u3042\u308b\u304b\u306a\u3044\u304b\u300d\u3068\u4fe1\u983c\u5ea6\u3060\u3051\u3067\u3059\n3. **\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u5099\u8003\u6b04\u306e\u6587\u5b57\u5217\u3060\u3051\u306b\u3059\u308b** \u2026 \u53d7\u9818\u66f8\u306e\u753b\u50cf\u5168\u4f53\u3084\u914d\u9001\u5148\u306e\u4f4f\u6240\u306f\u6e21\u3057\u307e\u305b\u3093\n4. **\u4e57\u52d9\u54e1\u306e\u8a55\u4fa1\u306b\u76f4\u7d50\u3055\u305b\u306a\u3044** \u2026 **\u4ef6\u6570\u3060\u3051\u3067\u4e57\u52d9\u54e1\u3092\u8a55\u4fa1\u3059\u308b\u3068\u3001\u53d7\u9818\u66f8\u3092\u30c8\u30ec\u30fc\u306b\u51fa\u3055\u306a\u304f\u306a\u308b**\u307b\u3046\u3078\u52d5\u304d\u307e\u3059\n5. **\u914d\u9001\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u623b\u3057\u306f\u3001\u4eba\u304c\u78ba\u304b\u3081\u305f\u3082\u306e\u3060\u3051\u306b\u3059\u308b**\n6. **\u3053\u306e\u69cb\u6210\u306f\u3001\u8377\u4e3b\u306b\u5bfe\u3059\u308b\u8cac\u4efb\u306e\u5224\u65ad\u3092\u4ee3\u66ff\u3057\u307e\u305b\u3093** \u2026 \u53d7\u9818\u5370\u306e\u6b20\u3051\u305f\u8377\u7269\u306e\u6271\u3044\u3084\u6570\u91cf\u306e\u76f8\u9055\u306e\u8ca0\u62c5\u306f\u3001**\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3068\u55b6\u696d\u6240\u306e\u8cac\u4efb\u8005\u304c\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6b20\u3051\u3092\u898b\u843d\u3068\u3057\u3066\u8377\u4e3b\u3078\u8fd4\u3059\u3053\u3068\u3068\u3001\u62bc\u3055\u308c\u3066\u3044\u308b\u53d7\u9818\u66f8\u306e\u53d7\u9818\u5370\u3092\u3082\u3089\u3044\u76f4\u3057\u306b\u884c\u304b\u305b\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** **\u3069\u3061\u3089\u3082\u3001\u4fe1\u983c\u5ea6\u3067\u7dda\u3092\u5f15\u304d\u3001\u8ff7\u3044\u3092\u4eba\u306b\u56de\u3059\u3053\u3068\u3067\u9632\u304e\u307e\u3059\u3002**","recommended_for":"\u8377\u4e3b\u304b\u3089\u9810\u304b\u3063\u305f\u8ca8\u7269\u3092\u914d\u9001\u3057\u3001\u914d\u9001\u5148\u306e\u53d7\u9818\u5370\uff08\u307e\u305f\u306f\u30b5\u30a4\u30f3\uff09\u3092\u3082\u3089\u3063\u305f\u7d19\u306e\u53d7\u9818\u66f8\u3092\u8377\u4e3b\u3078\u8fd4\u3059\u904b\u7528\u304c\u6b8b\u3063\u3066\u3044\u308b\u904b\u9001\u4f1a\u793e\u30fb3PL\u3002\u55b6\u696d\u6240\u306e\u4e8b\u52d9\u62c5\u5f53\u304c\u3001\u4e57\u52d9\u54e1\u306e\u6301\u3061\u5e30\u3063\u305f\u53d7\u9818\u66f8\u3092\u914d\u9054\u5b9f\u7e3e\u306e\u4e00\u89a7\u30681\u679a\u305a\u3064\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u3066\u304a\u308a\u3001\u53d7\u9818\u5370\u306e\u62bc\u3057\u5fd8\u308c\u3084\u672a\u56de\u53ce\u306b\u6708\u672b\u306e\u8fd4\u5374\u306e\u76f4\u524d\u307e\u3067\u6c17\u3065\u304b\u306a\u3044\u5834\u5408\u3002\u8377\u4e3b\u3054\u3068\u306b\u53d7\u9818\u66f8\u306e\u69d8\u5f0f\u304c\u6570\u7a2e\u985e\u306b\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u914d\u9001\u5148\u306e\u53d7\u9818\u3092\u7aef\u672b\u306e\u96fb\u5b50\u30b5\u30a4\u30f3\u3067\u53d6\u3063\u3066\u3044\u3066\u3001\u7d19\u306e\u53d7\u9818\u66f8\u304c\u307b\u3068\u3093\u3069\u623b\u3089\u306a\u3044\u5834\u5408\u3002\u6708\u306e\u53d7\u9818\u66f8\u304c\u6570\u767e\u679a\u4ee5\u4e0b\u3067\u3001\u76ee\u3067\u7167\u3089\u3057\u3066\u3082\u8ca0\u62c5\u306b\u306a\u3089\u306a\u3044\u5834\u5408\u3002\u8377\u4e3b\u3054\u3068\u306b\u53d7\u9818\u66f8\u306e\u69d8\u5f0f\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u6570\u5341\u7a2e\u985e\u3092\u8d85\u3048\u308b\u5834\u5408\uff08\u898b\u672c\u3092\u305d\u308d\u3048\u308b\u624b\u9593\u304c\u8aad\u307f\u53d6\u308a\u306e\u52b9\u679c\u3092\u4e0a\u56de\u308b\uff09\u3002\u306a\u304a\u3001\u53d7\u9818\u5370\u306e\u6b20\u3051\u305f\u8377\u7269\u306e\u8cac\u4efb\u3092\u3069\u3046\u6271\u3046\u304b\u3001\u8377\u4e3b\u3078\u3069\u3046\u8aac\u660e\u3059\u308b\u304b\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u8377\u4e3b\u306e\u69d8\u5f0f\u306e\u53f0\u5e33\u3092\u4f5c\u308b**\n\n\u4e0a\u4f4d10\u793e\u306e\u69d8\u5f0f\u306e\u898b\u672c\u3092\u96c6\u3081\u3001**\u53d7\u9818\u65e5\u306e\u6b04\u304c\u3042\u308b\u304b\u3001\u53d7\u9818\u5370\u3068\u30b5\u30a4\u30f3\u306e\u3069\u3061\u3089\u3067\u3088\u3044\u304b\u3001\u53d7\u9818\u5370\u306e\u6b04\u304c\u3069\u3053\u306b\u3042\u308b\u304b**\u3092\u53f0\u5e33\u306b\u66f8\u304d\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a90\u679a\u3067\u8a66\u3059**\n\n\u4e0a\u4f4d3\u793e\u306e\u69d8\u5f0f\u306790\u679a\u3092\u9078\u3073\u3001Studio \u3067\u5b66\u7fd2\u3055\u305b\u3066\u6b8b\u308a\u3092\u8aad\u307e\u305b\u307e\u3059\u3002**\u62bc\u3057\u5fd8\u308c\u306e\u53d7\u9818\u66f8\u304c\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u5074\u306b\u5206\u304b\u308c\u308b\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u30b9\u30ad\u30e3\u30f3\u306e\u8a2d\u5b9a\u3092\u305d\u308d\u3048\u308b**\n\n\u8907\u5408\u6a5f\u306e\u89e3\u50cf\u5ea6\u3092200dpi\u4ee5\u4e0a\u306b\u305d\u308d\u3048\u3001**\u4fdd\u5b58\u5148\u30921\u304b\u6240\u306b\u6c7a\u3081\u307e\u3059\u3002** \u914d\u9054\u5b9f\u7e3e\u306e CSV \u3092\u6bce\u6669\u66f8\u304d\u51fa\u3059\u8a2d\u5b9a\u3082\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u4fdd\u5b58\u304b\u3089\u4e00\u89a7\u307e\u3067\u3092\u3064\u306a\u3050**\n\n\u8aad\u307f\u53d6\u308a\u30fb\u7a81\u5408\u30fb\u4e00\u89a7\u306e\u4f5c\u6210\u307e\u3067\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u4e57\u52d9\u54e1\u3078\u306e\u4e00\u89a7\u306f\u51fa\u3055\u305a\u3001\u4e8b\u52d9\u62c5\u5f53\u304c\u3053\u308c\u307e\u3067\u306e\u76ee\u8996\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u7fcc\u671d\u306e\u70b9\u547c\u306e\u524d\u306b\u4e57\u52d9\u54e1\u3054\u3068\u306e\u4e00\u89a7\u3092\u51fa\u3057\u59cb\u3081\u3001`missing` \u3068 `review` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002\u5099\u8003\u306e\u533a\u5206\u5206\u3051\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 1\u679a2\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u3001\u6b8b\u308a\u306e\u8377\u4e3b\u306e\u69d8\u5f0f\u3092\u898b\u672c\u306b\u8db3\u3057\u307e\u3059\u3002**\u8377\u4e3b\u3054\u3068\u306e `uncertain` \u306e\u767a\u751f\u7387\u304c\u843d\u3061\u7740\u304d\u3001\u6708\u672b\u306b\u675f\u306d\u308b\u3068\u304d\u306b\u6b20\u3051\u304c\u898b\u3064\u304b\u3089\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0768","UC-0598","UC-0946","UC-0947"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":3912,"slug":"factcheck-taisei-content-ai","title":"\u8a18\u4e8b\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af5\u5de5\u7a0b\uff5c\u8aa4\u60c5\u5831\u3092\u4e16\u306b\u51fa\u3055\u306a\u3044"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\u304c\u30ec\u30a4\u30a2\u30a6\u30c8\u3068\u8a00\u8a9e\u306e\u7279\u5fb4\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u540c\u3058\u60c5\u5831\u3067\u898b\u305f\u76ee\u304c\u9055\u3046\u6587\u66f8\u306b\u5411\u304f\u3053\u3068\u3002v4.0\uff082024-11-30 GA\uff09\u3067\u7f72\u540d\u306e\u691c\u51fa\u306b\u5bfe\u5fdc\u3057\u3001Signature \u578b\u3067\u9818\u57df\u3092\u56f2\u3093\u3067\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u3001\u7f72\u540d\u3092\u30e9\u30d9\u30eb\u4ed8\u3051\u3057\u305f\u898b\u672c\u3092\u5c11\u306a\u304f\u3068\u30825\u3064\u4f7f\u3046\u3053\u3068\u3002\u69d8\u5f0f\u306e\u3070\u3089\u3064\u304d\u3054\u3068\u306b\u898b\u672c\u30925\u3064\u4ee5\u4e0a\u8db3\u3059\u3053\u3068\u3002\u5165\u529b\u306e\u5f62\u5f0f\u30fb\u5bf8\u6cd5\u30fb\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u30fbS0 \u3067500MB\u30fbPDF 2,000\u30da\u30fc\u30b8\u3002v4.0 \u306710\u6642\u9593\u307e\u3067\u306e\u5b66\u7fd2\u304c\u7121\u6599\u3067\u3042\u308b\u3053\u3068 | [Microsoft Learn: Custom neural document model](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/train\/custom-neural?view=doc-intel-4.0.0) | 2026-10-14 |\n| \u30ab\u30b9\u30bf\u30e0 \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8 \u30e2\u30c7\u30eb\u304c\u7f72\u540d\u306e\u9805\u76ee\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u8868\u306b\u5bfe\u5fdc\u3057\u3001\u6c7a\u307e\u3063\u305f\u898b\u305f\u76ee\u306e\u66f8\u5f0f\u306b\u5411\u304f\u3053\u3068\u3002\u898b\u305f\u76ee\u304c\u5909\u308f\u308b\u3068\u7cbe\u5ea6\u304c\u843d\u3061\u3001\u69d8\u5f0f\u3054\u3068\u306b\u898b\u672c\u30925\u3064\u4ee5\u4e0a\u7528\u610f\u3057\u3066\u30e2\u30c7\u30eb\u3092\u5206\u3051\u3001compose \u30671\u3064\u306e\u7a93\u53e3\u306b\u307e\u3068\u3081\u3089\u308c\u308b\u3053\u3068\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306e PDF \u306f\u89e3\u9664\u304c\u8981\u308b\u3053\u3068 | [Microsoft Learn: Custom template document model](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/train\/custom-template?view=doc-intel-4.0.0) | 2026-10-14 |\n| \u30ab\u30b9\u30bf\u30e0 \u30cb\u30e5\u30fc\u30e9\u30eb \u30e2\u30c7\u30eb\u3068\u30ab\u30b9\u30bf\u30e0 \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8 \u30e2\u30c7\u30eb\u306e\u624b\u66f8\u304d\u306e\u6587\u5b57\u306e\u5bfe\u5fdc\u8a00\u8a9e\u306b\u65e5\u672c\u8a9e\u304c\u542b\u307e\u308c\u308b\u3053\u3068 | [Microsoft Learn: Language support for custom models](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/language-support\/custom?view=doc-intel-4.0.0) | 2026-10-14 |\n| \u5358\u8a9e\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u9818\u57df\u30fb\u7f72\u540d\u306b\u4fe1\u983c\u5ea6\u304c\u8fd4\u308b\u3053\u3068\u3002\u30ab\u30b9\u30bf\u30e0 \u30e2\u30c7\u30eb\u306e\u9805\u76ee\u306e\u4fe1\u983c\u5ea6\u306f\u5024\u306e\u4f4d\u7f6e\u306b\u3064\u3044\u3066\u306e\u3082\u306e\u3067\u3001OCR \u306e\u4fe1\u983c\u5ea6\u3068\u3042\u308f\u305b\u3066\u7dcf\u5408\u3059\u308b\u3053\u3068\u3002\u7f72\u540d\u3068\u9818\u57df\u306e\u30e9\u30d9\u30eb\u306b\u5468\u308a\u306e\u6587\u5b57\u3092\u542b\u3081\u306a\u3044\u3053\u3068\u3002\u4fe1\u983c\u5ea6\u3067\u81ea\u52d5\u63a1\u7528\u304b\u4eba\u306e\u78ba\u8a8d\u304b\u3092\u5206\u3051\u3089\u308c\u308b\u3053\u3068 | [Microsoft Learn: Interpret and improve model accuracy and confidence scores](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-services\/document-intelligence\/concept\/accuracy-confidence?view=doc-intel-4.0.0) | 2026-10-14 |\n| Blob Storage \u306e\u30c8\u30ea\u30ac\u30fc\u306b\u30a4\u30d9\u30f3\u30c8\u65b9\u5f0f\u3068\u30dd\u30fc\u30ea\u30f3\u30b0\u65b9\u5f0f\u304c\u3042\u308a\u3001\u9045\u308c\u306e\u5c0f\u3055\u3044\u30a4\u30d9\u30f3\u30c8\u65b9\u5f0f\u304c\u63a8\u5968\u3055\u308c\u308b\u3053\u3068\u3002\u30dd\u30fc\u30ea\u30f3\u30b0\u65b9\u5f0f\u306f\u5f93\u91cf\u8ab2\u91d1\u306e\u30d7\u30e9\u30f3\u3067\u6700\u592710\u5206\u306e\u9045\u308c\u304c\u51fa\u3046\u308b\u3053\u3068\u3002\u5931\u6557\u6642\u306f\u65e2\u5b9a\u3067\u5408\u8a085\u56de\u3084\u308a\u76f4\u3057\u3001\u3059\u3079\u3066\u5931\u6557\u3059\u308b\u3068 `webjobs-blobtrigger-poison` \u30ad\u30e5\u30fc\u306b\u5165\u308b\u3053\u3068\u3002blob receipts \u3067\u540c\u3058\u30d5\u30a1\u30a4\u30eb\u3092\u4e8c\u5ea6\u51e6\u7406\u3057\u306a\u3044\u3053\u3068 | [Microsoft Learn: Azure Blob storage trigger for Azure Functions](https:\/\/learn.microsoft.com\/en-us\/azure\/azure-functions\/functions-bindings-storage-blob-trigger) | 2026-10-14 |\n| Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u304c `response_format` \u306e `json_schema` \u3068 `strict: true` \u3067\u6307\u5b9a\u3057\u3001\u3059\u3079\u3066\u306e\u9805\u76ee\u3092\u5fc5\u9808\u306b\u3057\u3066 `additionalProperties: false` \u3092\u4ed8\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Microsoft Learn: How to use structured outputs with Azure OpenAI](https:\/\/learn.microsoft.com\/en-us\/azure\/foundry\/openai\/how-to\/structured-outputs) | 2026-10-14 |\n\n**\u53d7\u9818\u5370\u306e\u6b20\u3051\u305f\u8377\u7269\u306e\u6271\u3044\u3068\u3001\u8ab0\u306e\u5370\u3092\u6709\u52b9\u3068\u3059\u308b\u304b\u306f\u3001\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3068\u55b6\u696d\u6240\u306e\u8cac\u4efb\u8005\u3067\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f Microsoft Learn \u306e\u516c\u958b\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u65e5\u672c\u306e\u53d7\u9818\u5370\u306e\u5370\u5f71\u3092\u7f72\u540d\u306e\u9805\u76ee\u3068\u3057\u3066\u898b\u5206\u3051\u3089\u308c\u308b\u304b\u306f\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u306b\u66f8\u304b\u308c\u3066\u304a\u3089\u305a\u3001\u81ea\u793e\u306e\u53d7\u9818\u66f8\u3067\u78ba\u304b\u3081\u308b\u524d\u63d0\u3067\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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