{"id":14866,"date":"2026-10-08T14:08:38","date_gmt":"2026-10-08T05:08:38","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-air-waybill-import\/"},"modified":"2026-10-08T14:08:38","modified_gmt":"2026-10-08T05:08:38","slug":"en-air-waybill-import","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-air-waybill-import\/","title":{"rendered":"\u82f1\u6587\u306e\u822a\u7a7a\u8ca8\u7269\u904b\u9001\u72b6\uff08AWB\uff09\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u8aad\u307f\u53d6\u308a\u3001\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u3066\u3001\u500b\u6570\u30fb\u91cd\u91cf\u306e\u98df\u3044\u9055\u3044\u3092\u901a\u95a2\u306e\u524d\u306b\u62fe\u3046"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u822a\u7a7a\u4fbf\u3067\u5c4a\u304f\u82f1\u6587\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u8aad\u307f\u53d6\u308a\u3001AWB\u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u30fb\u54c1\u540d\u3092\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u30022\u3064\u306e\u66f8\u985e\u306e\u500b\u6570\u3068\u91cd\u91cf\u3092\u6bd4\u3079\u3001\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059\u524d\u306b\u98df\u3044\u9055\u3044\u3092\u62fe\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0946","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-08","tech_verified_date":"2026-10-08","trigger":"**\u8d77\u70b9\u306f\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3067\u3059\u3002** \u5171\u6709\u53d7\u4fe1\u7bb1\u306e\u30eb\u30fc\u30eb\u3067\u3001\u767b\u9332\u3057\u305f\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u822a\u7a7a\u4f1a\u793e\u306e\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092S3\u3078\u8ee2\u9001\u3057\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u304b\u3089\u53f0\u5e33\u3078\u306e\u8a18\u9332\u307e\u3067\u3092\u6e08\u307e\u305b\u307e\u3059\u3002\n\n**AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u5225\u3005\u306e\u30e1\u30fc\u30eb\u3067\u3001\u5225\u3005\u306e\u6642\u523b\u306b\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5148\u306b\u5c4a\u3044\u305f\u66f8\u985e\u3060\u3051\u3067\u53f0\u5e33\u306e\u884c\u3092\u4f5c\u308a\u3001**\u76f8\u624b\u306e\u66f8\u985e\u304c\u6765\u308b\u307e\u3067\u7167\u5408\u3092\u300c\u5f85\u3061\u300d\u306b\u3057\u307e\u3059\u3002** \u76f8\u624b\u304c\u5c4a\u3044\u305f\u6642\u70b9\u3067\u7167\u5408\u3092\u3084\u308a\u76f4\u3057\u307e\u3059\u3002\n\n**\u6bce\u671d8\u6642\u306b\u30821\u56de\u52d5\u304b\u3057\u307e\u3059\u3002** \u5230\u7740\u4fbf\u304c\u7fcc\u65e5\u307e\u3067\u306a\u306e\u306b\u66f8\u985e\u306e\u7247\u65b9\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u4ef6\u3068\u3001`needs_human` \u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u308b\u4ef6\u3092\u4e00\u89a7\u306b\u3057\u3066\u3001\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| AWB | PDF\u3002\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u8377\u53d7\u4eba\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3001\u4fbf\u540d\u3001\u500b\u6570\u3001\u7dcf\u91cd\u91cf\u3068\u5358\u4f4d\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3001\u54c1\u540d\uff08Nature and Quantity of Goods\uff09 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9 | PDF\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u4ed5\u51fa\u4eba\u3001\u8cb7\u3044\u624b\u3001\u767a\u6ce8\u756a\u53f7\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5358\u4fa1\u306e\u660e\u7d30\u3001\u68b1\u5305\u306e\u6570\u3001\u7dcf\u91cd\u91cf\u30fb\u6b63\u5473\u91cd\u91cf\uff08\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\uff09 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u3068\u660e\u7d30\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u8f38\u5165\u53f0\u5e33 | \u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u8377\u4e3b\u3001\u4ed5\u51fa\u4eba\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u767a\u6ce8\u756a\u53f7\u3001\u901a\u95a2\u306e\u72b6\u614b | \u822a\u7a7a\u8f38\u5165\u8ab2\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u7167\u5408\u306e\u898f\u5247\u306e\u8868 | \u8377\u4e3b\u3054\u3068\u306e\u91cd\u91cf\u306e\u8a31\u5bb9\u5dee\u3001\u68b1\u5305\u306e\u6570\u3092\u53d6\u308b\u66f8\u985e\u3001\u5206\u5272\u306e\u8ca8\u7269\u306e\u6271\u3044 | \u8377\u4e3b\u3068\u6c7a\u3081\u305f\u6761\u4ef6\u3092\u8868\u306b\u3057\u305f\u3082\u306e |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067\u3059\u3002** \u8a31\u5bb9\u5dee\u3092\u6c7a\u3081\u305a\u306b\u6bd4\u3079\u308b\u3068\u3001\u5305\u88c5\u6750\u306e\u91cd\u3055\u306e\u9055\u3044\u3067\u6bce\u56de\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002\n\n**AWB\u306b\u306f\u767a\u6ce8\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u767a\u6ce8\u756a\u53f7\u3067\u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u3001AWB\u306f\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3067\u7d50\u3073\u307e\u3059\u3002**","data_source":"**AWB\u306f StartDocumentAnalysis \u3067\u8aad\u307f\u307e\u3059\u3002** S3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u3001\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u307e\u3059\u3002\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES` | \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u500b\u6570\u3068\u91cd\u91cf\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u756a\u53f7\u3084\u91cd\u91cf\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u66f8\u985e\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u66f8\u985e\u306e\u7a2e\u985e\u3068\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u306e\u8b58\u5225\u5b50 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `MAWB_NO` | What is the master air waybill number? |\n| `HAWB_NO` | What is the house air waybill number? |\n| `PIECES` | What is the total number of pieces? |\n| `GROSS_WEIGHT` | What is the total gross weight and its unit? |\n| `CHARGEABLE_WEIGHT` | What is the chargeable weight? |\n| `FLIGHT` | What is the flight number and date? |\n| `GOODS` | What is the nature and quantity of goods? |\n\n**\u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u305a\u30011\u30da\u30fc\u30b8\u3042\u305f\u308a\u975e\u540c\u671f\u306730\u500b\u307e\u3067\u3067\u3059\u3002** \u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u306e\u3067\u3001\u7a7a\u306e\u3068\u304d\u306f\u5168\u6587\u304b\u3089 `Pieces`\u3001`Gross Weight`\u3001`Chargeable` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001**\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\n\n**\u30a4\u30f3\u30dc\u30a4\u30b9\u306f StartExpenseAnalysis \u3067\u8aad\u307f\u307e\u3059\u3002** \u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u304b\u3089\u3001\u4ed5\u5165\u5148\u3084\u54c1\u76ee\u3001\u5408\u8a08\u306a\u3069\u3092\u53d6\u308a\u51fa\u3059\u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001\u7d50\u679c\u306f GetExpenseAnalysis \u3067\u53d6\u308a\u307e\u3059\u3002\u5165\u529b\u306fJPEG\u3001PNG\u3001PDF\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u767a\u6ce8\u756a\u53f7 | `INVOICE_RECEIPT_ID`\u3001`INVOICE_RECEIPT_DATE`\u3001`PO_NUMBER` | \u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u308b |\n| \u54c1\u540d\u3068\u6570\u91cf | \u660e\u7d30\u306e `ITEM`\u3001`QUANTITY`\u3001`UNIT_PRICE`\u3001`PRICE` | \u54c1\u540d\u306e\u7167\u5408\u3068\u53f0\u5e33\u3078\u306e\u8a18\u9332 |\n| \u68b1\u5305\u306e\u6570\u3001\u91cd\u91cf | \u6a19\u6e96\u9805\u76ee\u306b\u5f53\u305f\u3089\u306a\u3044 `OTHER` \u306e\u9805\u76ee\u3068\u3001\u305d\u306e `LabelDetection` | AWB\u3068\u306e\u7167\u5408 |\n\n**\u68b1\u5305\u306e\u6570\u3068\u91cd\u91cf\u306f\u3001\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u306b\u3042\u308a\u307e\u305b\u3093\u3002** \u6a19\u6e96\u306b\u5f53\u305f\u3089\u306a\u3044\u9805\u76ee\u306f `OTHER` \u3068\u3057\u3066\u8fd4\u308a\u3001\u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u9805\u76ee\u540d\u304c `LabelDetection` \u306b\u5165\u308a\u307e\u3059\u3002**`Total Cartons`\u3001`Gross Weight`\u3001`Net Weight` \u3068\u3044\u3063\u305f\u9805\u76ee\u540d\u304b\u3089\u3001\u3069\u306e\u5024\u304c\u4f55\u304b\u3092\u751f\u6210AI\u306b\u6c7a\u3081\u3055\u305b\u307e\u3059\u3002**\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\u8f38\u5165\u53f0\u5e33\u3068\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u306f Python \u304c\u8aad\u307f\u3001\u751f\u6210AI\u306b\u306f\u6e21\u3057\u307e\u305b\u3093\u3002**","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u8acb\u6c42\u66f8\u306e\u5206\u6790\u306b\u56de\u3059\u306e\u306fJPEG\u3001PNG\u3001PDF\u3060\u3051\u3067\u3001TIFF\u306fPDF\u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u66f8\u985e\u306e\u632f\u308a\u5206\u3051** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30011\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u306e\u8a9e\uff08`Air Waybill`\u3001`Commercial Invoice`\u3001`Packing List`\uff09\u3067\u3001AWB\u30fb\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u305d\u306e\u4ed6\u306b\u5206\u3051\u307e\u3059\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\n6. **1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u5206\u5272** \u2026 AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c1\u3064\u306ePDF\u306b\u307e\u3068\u307e\u3063\u3066\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u30da\u30fc\u30b8\u3054\u3068\u306e\u898b\u51fa\u3057\u3067\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306e\u8aad\u307f\u65b9\u306b\u56de\u3057\u307e\u3059**\n\n**6\u756a\u76ee\u3092\u7701\u304f\u3068\u3001AWB\u306e\u904b\u8cc3\u306e\u6b04\u304c\u8acb\u6c42\u66f8\u306e\u5408\u8a08\u3068\u3057\u3066\u8fd4\u308a\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u5024\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u306e\u5024\u304c\u300c\u4f55\u306e\u6570\u3067\u3001\u3069\u306e\u5358\u4f4d\u304b\u300d\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u8a31\u5bb9\u5dee\u306e\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| AWB\u756a\u53f7 | \u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u3092\u5206\u3051\u3066\u539f\u6587\u306e\u307e\u307e | \u3069\u3061\u3089\u304b\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u4fbf\u540d\u3068\u7a7a\u6e2f | \u4fbf\u540d\u3001\u65e5\u4ed8\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3092\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| AWB\u306e\u500b\u6570 | \u539f\u6587\u3068\u6570\u5024\u3002\u30de\u30b9\u30bf\u30fc\u304b\u30cf\u30a6\u30b9\u304b\u3092\u4ed8\u3051\u308b | \u6570\u5b57\u304c\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| AWB\u306e\u91cd\u91cf | \u7dcf\u91cd\u91cf\u3068\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3092\u5206\u3051\u3001\u5358\u4f4d\uff08kg\uff0flb\uff09\u3092\u4ed8\u3051\u308b | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n| AWB\u306e\u54c1\u540d | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6570\u91cf | \u660e\u7d30\u306e\u884c\u3054\u3068\u306b\u6570\u91cf\u3068\u5358\u4f4d\uff08pcs\u3001sets \u306a\u3069\uff09 | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070\u7a7a |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570 | \u9805\u76ee\u540d\u3068\u5024\u3092\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u91cd\u91cf | \u7dcf\u91cd\u91cf\u304b\u6b63\u5473\u91cd\u91cf\u304b\u3092\u5206\u3051\u3001\u5358\u4f4d\u3092\u4ed8\u3051\u308b | \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n\n**\u91cd\u91cf\u306e\u300c\u7dcf\u91cd\u91cf\u304b\u6b63\u5473\u91cd\u91cf\u304b\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u304b\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** AWB\u306e\u7dcf\u91cd\u91cf\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6b63\u5473\u91cd\u91cf\u3092\u6bd4\u3079\u308b\u3068\u3001\u5305\u88c5\u6750\u306e\u5206\u3060\u3051\u3044\u3064\u3082\u98df\u3044\u9055\u3044\u307e\u3059\u3002**\u7a2e\u985e\u304c\u5206\u304b\u3089\u306a\u3044\u91cd\u91cf\u306f\u3001\u6bd4\u3079\u305a\u306b `not_comparable` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u500b\u6570\u30fb\u91cd\u91cf\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067 Python \u304c\u884c\u3046 |\n| \u5358\u4f4d\u306e\u63db\u7b97 | \u30dd\u30f3\u30c9\u3068\u30ad\u30ed\u30b0\u30e9\u30e0\u306e\u63db\u7b97\u306f Python \u304c\u884c\u3046 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u68b1\u5305\u306e\u6570\u306e\u88dc\u5b8c | \u660e\u7d30\u306e\u6570\u91cf\u304b\u3089\u63a8\u3057\u91cf\u308b\u3068\u3001\u6bd4\u3079\u3089\u308c\u306a\u3044\u5024\u3092\u6bd4\u3079\u308b\u3053\u3068\u306b\u306a\u308b |\n| AWB\u756a\u53f7\u306e\u88dc\u6b63 | 1\u6841\u9055\u3046\u3068\u5225\u306e\u8ca8\u7269\u306b\u306a\u308b |\n| \u98df\u3044\u9055\u3044\u306e\u539f\u56e0\u306e\u63a8\u6e2c | \u5206\u5272\u306e\u51fa\u8377\u304b\u3001\u66f8\u304d\u8aa4\u308a\u304b\u306f\u4eba\u304c\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3092\u500b\u6570\u3068\u3057\u3066\u8fd4\u3059\u3068\u3001**100\u500b\u306e\u5546\u54c1\u30923\u7bb1\u3067\u9001\u3063\u305f\u8ca8\u7269\u304c\u3001AWB\u306e3\u500b\u3068\u98df\u3044\u9055\u3063\u3066\u898b\u3048\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u7269\u6d41\u4f1a\u793e\u306e\u822a\u7a7a\u8f38\u5165\u8ab2\u3067\u3001\u82f1\u6587\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u8a18\u8f09\u3092\n\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002OCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010AWB\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nmawb_no\u3001hawb_no\u3001flight_raw\u3001origin_raw\u3001destination_raw\u3001\npieces_raw\u3001pieces\u3001pieces_level\uff08master \/ house \/ unknown\uff09\u3001\ngross_weight_raw\u3001gross_weight\u3001gross_weight_unit\uff08kg \/ lb \/ unknown\uff09\u3001\nchargeable_weight_raw\u3001goods_raw\n\n\u3010\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ninvoice_no\u3001invoice_date\u3001po_no\u3001\nlines\uff08\u914d\u5217\uff1aitem_raw\u3001quantity\u3001quantity_unit\uff09\u3001\npackages_raw\u3001packages\u3001\nweights\uff08\u914d\u5217\uff1alabel_raw\u3001kind\uff08gross \/ net \/ unknown\uff09\u3001value\u3001unit\uff09\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ............. \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing ........ \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- not_stated ..... \u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ..... \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous ...... \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3044\n- unit_unknown ... \u91cd\u91cf\u306e\u5358\u4f4d\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30de\u30b9\u30bf\u30fcAWB\u3068\u30cf\u30a6\u30b9AWB\u3092\u533a\u5225\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6df7\u8f09\u306e\u66f8\u985e\u3067\u306f\n  \u30de\u30b9\u30bf\u30fc\u306e\u500b\u6570\u30fb\u91cd\u91cf\u3092\u3001\u30cf\u30a6\u30b9\u306e\u5024\u3068\u3057\u3066\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91cd\u91cf\u306f\u3001\u7dcf\u91cd\u91cf\uff08gross\uff09\u3001\u6b63\u5473\u91cd\u91cf\uff08net\uff09\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\n  \uff08chargeable\uff09\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u9805\u76ee\u540d\u304b\u3089\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\n  kind \u3092 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5358\u4f4d\u306f\u66f8\u985e\u306b\u66f8\u304b\u308c\u305f\u3082\u306e\u3060\u3051\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002kg \u3068 lb \u3092\n  \u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f not_stated \u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- AWB\u756a\u53f7\u306f\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u3092\u88dc\u3063\u305f\u308a\u3001\u4f3c\u305f\u6587\u5b57\u306b\u76f4\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u500b\u6570\u3084\u91cd\u91cf\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u98df\u3044\u9055\u3044\u306e\u7406\u7531\u304c\u4f55\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- AWB\u3067\u3082\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u3082\u306a\u3044\u66f8\u985e\uff08\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3001\u904b\u8cc3\u306e\u8acb\u6c42\u66f8\u3001\n  \u539f\u7523\u5730\u8a3c\u660e\u66f8\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011{document_type_hint}\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3067\u57cb\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u57cb\u3081\u307e\u3059\u3002** \u68b1\u5305\u306e\u6570\u306e\u6b04\u304c\u7121\u3044\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u3001\u4f55\u304b\u6570\u3092\u8fd4\u305d\u3046\u3068\u3057\u3066\u660e\u7d30\u306e\u6570\u91cf\u3092\u8db3\u3057\u5408\u308f\u305b\u3001**\u5f8c\u6bb5\u306e\u7167\u5408\u3067AWB\u306e\u500b\u6570\u3068\u5927\u304d\u304f\u98df\u3044\u9055\u3063\u3066\u898b\u3048\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u66f8\u985e\u3054\u3068\u306b\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"document_type\": \"air_waybill\",\n  \"mawb_no\": \"000-00000000\",\n  \"hawb_no\": \"HKG26100123\",\n  \"flight_raw\": \"XX123\/10OCT\",\n  \"pieces_raw\": \"5\",\n  \"pieces\": 5,\n  \"pieces_level\": \"house\",\n  \"gross_weight_raw\": \"86.5 K\",\n  \"gross_weight\": 86.5,\n  \"gross_weight_unit\": \"kg\",\n  \"chargeable_weight_raw\": \"120.0\",\n  \"goods_raw\": \"ELECTRONIC PARTS\",\n  \"items\": [\n    { \"item\": \"pieces\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\n\n\u30a4\u30f3\u30dc\u30a4\u30b9\u306f `document_type` \u3092 `commercial_invoice` \u3068\u3057\u3001`invoice_no`\u3001`po_no`\u3001`lines`\u3001`packages`\u3001`weights` \u3092\u540c\u3058\u5f62\u306e `items` \u3068\u3042\u308f\u305b\u3066\u8fd4\u3055\u305b\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3067\u7d44\u3092\u4f5c\u308a\u3001\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3092\u5f15\u3044\u3066\u3001\u6bd4\u3079\u3066\u3088\u3044\u5024\u3069\u3046\u3057\u3060\u3051\u3092\u6bd4\u3079\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u500b\u6570\u304c\u68b1\u5305\u306e\u6570\u3068\u4e00\u81f4\u3057\u3001\u7dcf\u91cd\u91cf\u3069\u3046\u3057\u306e\u5dee\u304c\u8a31\u5bb9\u5dee\u306e\u7bc4\u56f2\u5185 |\n| `pieces_mismatch` | AWB\u306e\u30cf\u30a6\u30b9\u306e\u500b\u6570\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u304c\u9055\u3046 |\n| `weight_mismatch` | \u7dcf\u91cd\u91cf\u3069\u3046\u3057\u306e\u5dee\u304c\u3001\u8377\u4e3b\u3054\u3068\u306e\u8a31\u5bb9\u5dee\u3092\u8d85\u3048\u308b |\n| `not_comparable` | \u68b1\u5305\u306e\u6570\u304c `not_stated`\u3001\u91cd\u91cf\u306e\u7a2e\u985e\u304c\u5408\u308f\u306a\u3044\u3001\u307e\u305f\u306f\u5358\u4f4d\u304c\u5206\u304b\u3089\u306a\u3044 |\n| `needs_human` | `ambiguous`\u3001`unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u7d44\u306b\u306a\u308b\u76f8\u624b\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u300c\u6bd4\u3079\u3089\u308c\u306a\u304b\u3063\u305f\u300d\u3092\u8a18\u9332\u3068\u3057\u3066\u6b8b\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `not_comparable` \u306f\u98df\u3044\u9055\u3044\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001**\u7167\u5408\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u5370\u3068\u3057\u3066\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u540c\u3058\u4ed5\u51fa\u4eba\u3067\u6bce\u56de `not_comparable` \u306b\u306a\u308b\u306a\u3089\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u3068\u7dcf\u91cd\u91cf\u3092\u66f8\u3044\u3066\u3082\u3089\u3046\u3088\u3046\u3001\u8377\u4e3b\u304b\u3089\u983c\u3080\u5148\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u66f8\u985e\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | AWB\u306f\u6587\u66f8\u306e\u5206\u6790\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u8acb\u6c42\u66f8\u306e\u5206\u6790\u3002\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5024\u306e\u53d6\u308a\u51fa\u3057\u3068\u3001\u7a2e\u985e\u30fb\u5358\u4f4d\u306e\u8a18\u9332 |\n| \u8f38\u5165\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u884c\u3092\u6c7a\u3081\u3066\u5024\u3092\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u7167\u5408\u306e\u898f\u5247\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u8377\u4e3b\u3054\u3068\u306e\u8a31\u5bb9\u5dee\u3068\u68b1\u5305\u306e\u6570\u3092\u53d6\u308b\u66f8\u985e\u3092\u5f15\u304f |\n| \u901a\u77e5 | \u30e1\u30fc\u30eb | \u6bce\u671d\u306e\u672a\u7740\u30fb\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u62c5\u5f53\u8005\u306b\u9001\u308b |\n\n**\u901a\u95a2\u696d\u8005\u3078\u306e\u53d7\u3051\u6e21\u3057\u3068\u3001\u7a0e\u95a2\u3078\u306e\u7533\u544a\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u7167\u5408\u306e\u6e08\u3093\u3060\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u3059\u306e\u306f\u62c5\u5f53\u8005\u3067\u3059\u3002**\u7533\u544a\u306e\u5185\u5bb9\u3092\u3069\u3046\u3059\u308b\u304b\u306f\u3001\u901a\u95a2\u696d\u8005\u304c\u66f8\u985e\u3092\u898b\u3066\u5224\u65ad\u3057\u307e\u3059\u3002**","human_review":"**\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u3082\u306e\u3067\u3059\u3002** \u5370\u306e\u7121\u3044\u3082\u306e\u306f\u53f0\u5e33\u306e\u5024\u306e\u307e\u307e\u6271\u3044\u307e\u3059\u3002**`human_check` \u3092\u300c\u6761\u4ef6\u4ed8\u304d\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002**\n\n1. **`pieces_mismatch` \u3068 `weight_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u5206\u5272\u306e\u51fa\u8377\u304b\u3001\u66f8\u304d\u8aa4\u308a\u304b\u3092\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\n2. **`needs_human` \u306e\u5024\u3092\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u306e\u5225\u3001\u91cd\u91cf\u306e\u5358\u4f4d\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`not_comparable` \u3092\u6d41\u3057\u898b\u308b** \u2026 \u6bd4\u3079\u3089\u308c\u306a\u304b\u3063\u305f\u7406\u7531\u3092\u898b\u3066\u3001\u6025\u304e\u306e\u8ca8\u7269\u3060\u3051\u306f\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3067\u500b\u6570\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u89e3\u6c7a\u3057\u305f\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059** \u2026 \u8a02\u6b63\u3055\u308c\u305f\u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u5c4a\u3044\u305f\u3089\u3001\u7167\u5408\u3092\u3084\u308a\u76f4\u3057\u3066\u304b\u3089\u6e21\u3057\u307e\u3059","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c1\u3064\u306ePDF | \u30da\u30fc\u30b8\u306e\u898b\u51fa\u3057\u3067\u5206\u5272\u3057\u3066\u304b\u3089\u3001\u305d\u308c\u305e\u308c\u306e\u8aad\u307f\u65b9\u306b\u56de\u3059 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u8907\u6570\u306eAWB\u306b\u5206\u304b\u308c\u3066\u9001\u3089\u308c\u308b | \u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067\u5206\u5272\u306e\u8ca8\u7269\u3068\u3057\u3001**\u540c\u3058\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u306eAWB\u306e\u500b\u6570\u3068\u91cd\u91cf\u3092\u5408\u8a08\u3057\u3066\u6bd4\u3079\u308b** |\n| 1\u901a\u306eAWB\u306b\u8907\u6570\u306e\u30a4\u30f3\u30dc\u30a4\u30b9 | \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u3068\u91cd\u91cf\u3092\u5408\u8a08\u3057\u3066\u6bd4\u3079\u308b |\n| \u91cd\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 | `unit_unknown`\u3002\u6bd4\u3079\u305a\u306b `not_comparable` |\n| \u7d44\u306b\u306a\u308b\u76f8\u624b\u306e\u66f8\u985e\u304c\u5c4a\u304b\u306a\u3044 | \u300c\u5f85\u3061\u300d\u306e\u307e\u307e\u6bce\u671d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u7d44\u307f\u65b9\u3092\u898f\u5247\u306e\u8868\u306b\u66f8\u3044\u3066\u304a\u304b\u306a\u3044\u3068\u3001\u6b63\u3057\u3044\u66f8\u985e\u304c\u3059\u3079\u3066\u98df\u3044\u9055\u3044\u306b\u898b\u3048\u307e\u3059\u3002**","log_storage":"- \u5143\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u308a\u5143\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\uff08\u539f\u6587\u3068\u3001\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u7a2e\u985e\u306e\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u306e\u7248**\n- \u62c5\u5f53\u8005\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332\u3068\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u30fb\u4ed5\u51fa\u4eba\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u56de\u7b54\n- **\u8a02\u6b63\u3055\u308c\u305f\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u3001\u5143\u306e\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u306e\u5bfe\u5fdc**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u901a\u95a2\u306e\u5f8c\u3067\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u3063\u305f\u3068\u304d\u306b\u3001\u3069\u306e\u7248\u306e\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u7167\u5408\u3057\u305f\u304b\u3092\u5f15\u304f\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":4,"assumption_frequency":400,"assumption_workdays":20,"volume_month":400,"before_minutes_per_case":9,"after_minutes_per_case":3,"hourly_cost":3000,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":1440000,"summary":"\u822a\u7a7a\u4fbf\u3067\u5c4a\u304f\u82f1\u6587\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u8aad\u307f\u53d6\u308a\u3001AWB\u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u30fb\u54c1\u540d\u3092\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u30022\u3064\u306e\u66f8\u985e\u306e\u500b\u6570\u3068\u91cd\u91cf\u3092\u6bd4\u3079\u3001\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059\u524d\u306b\u98df\u3044\u9055\u3044\u3092\u62fe\u3044\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305fAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306ePDF\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f\n2. AWB\u304b\u3089\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u8377\u53d7\u4eba\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3001\u4fbf\u540d\u3001\u500b\u6570\u3001\u7dcf\u91cd\u91cf\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3001\u54c1\u540d\u3092\u8aad\u3080\n3. \u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u767a\u6ce8\u756a\u53f7\u3001\u54c1\u540d\u3001\u6570\u91cf\u3001\u68b1\u5305\u306e\u6570\u3001\u91cd\u91cf\u3092\u8aad\u3080\n4. \u8f38\u5165\u53f0\u5e33\u3067\u8377\u4e3b\u3068\u767a\u6ce8\u756a\u53f7\u306e\u884c\u3092\u63a2\u3057\u3001\u8ee2\u8a18\u3059\u308b\n5. AWB\u306e\u500b\u6570\u30fb\u91cd\u91cf\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u30fb\u91cd\u91cf\u3092\u898b\u6bd4\u3079\u308b\n6. \u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u8377\u4e3b\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u3001\u901a\u95a2\u696d\u8005\u306b\u66f8\u985e\u3092\u6e21\u3059\n\n**\uff08a\uff09\u98df\u3044\u9055\u3044\u306b\u901a\u95a2\u306e\u6bb5\u3067\u6c17\u3065\u304f\u3002** 5\u756a\u76ee\u306e\u898b\u6bd4\u3079\u306f\u3001\u5230\u7740\u304c\u91cd\u306a\u308b\u65e5\u307b\u3069\u7701\u304b\u308c\u307e\u3059\u3002**\u901a\u95a2\u696d\u8005\u304c\u7533\u544a\u306e\u6e96\u5099\u3067\u500b\u6570\u3084\u91cd\u91cf\u306e\u9055\u3044\u306b\u6c17\u3065\u304d\u3001\u554f\u3044\u5408\u308f\u305b\u304c\u623b\u3063\u3066\u304d\u305f\u3068\u304d\u306b\u306f\u3001\u8ca8\u7269\u306f\u3082\u3046\u7740\u3044\u3066\u3044\u307e\u3059\u3002** \u4ed5\u51fa\u4eba\u306e\u8a02\u6b63\u3092\u5f85\u3064\u3042\u3044\u3060\u3001\u6025\u304e\u306e\u90e8\u54c1\u304c\u5009\u5eab\u306b\u7559\u307e\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u3092\u53d6\u308a\u9055\u3048\u308b\u3002** \u6df7\u8f09\u306e\u8ca8\u7269\u3067\u306f\u3001\u30de\u30b9\u30bf\u30fcAWB\u306e\u500b\u6570\u3068\u91cd\u91cf\u306f\u6df7\u8f09\u5168\u4f53\u306e\u5024\u3067\u3059\u3002**\u30de\u30b9\u30bf\u30fc\u306e\u5024\u3092\u53f0\u5e33\u306b\u5199\u3059\u3068\u3001\u81ea\u793e\u306e\u8ca8\u7269\u304c\u6570\u500d\u306e\u91cd\u91cf\u3067\u8a18\u9332\u3055\u308c\u307e\u3059\u3002** \u66f8\u5f0f\u304c\u4f3c\u3066\u3044\u308b\u305f\u3081\u3001\u6025\u3044\u3067\u3044\u308b\u3068\u53d6\u308a\u9055\u3048\u307e\u3059\u3002\n\n**\uff08c\uff09\u5358\u4f4d\u306e\u9055\u3046\u5024\u3092\u6bd4\u3079\u3066\u3057\u307e\u3046\u3002** \u30ad\u30ed\u30b0\u30e9\u30e0\u3068\u30dd\u30f3\u30c9\u3001\u7dcf\u91cd\u91cf\u3068\u6b63\u5473\u91cd\u91cf\u3092\u78ba\u304b\u3081\u305a\u306b\u6bd4\u3079\u308b\u3068\u3001**\u6b63\u3057\u3044\u66f8\u985e\u3092\u98df\u3044\u9055\u3044\u3068\u3057\u3066\u554f\u3044\u5408\u308f\u305b\u3066\u3057\u307e\u3044\u307e\u3059\u3002**","before_flow_steps":["\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305fAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306ePDF\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f","AWB\u304b\u3089\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u8377\u53d7\u4eba\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3001\u4fbf\u540d\u3001\u500b\u6570\u3001\u7dcf\u91cd\u91cf\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3001\u54c1\u540d\u3092\u8aad\u3080","\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u767a\u6ce8\u756a\u53f7\u3001\u54c1\u540d\u3001\u6570\u91cf\u3001\u68b1\u5305\u306e\u6570\u3001\u91cd\u91cf\u3092\u8aad\u3080","\u8f38\u5165\u53f0\u5e33\u3067\u8377\u4e3b\u3068\u767a\u6ce8\u756a\u53f7\u306e\u884c\u3092\u63a2\u3057\u3001\u8ee2\u8a18\u3059\u308b","AWB\u306e\u500b\u6570\u30fb\u91cd\u91cf\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u30fb\u91cd\u91cf\u3092\u898b\u6bd4\u3079\u308b","\u98df\u3044\u9055\u3044\u304c\u3042\u308c\u3070\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u8377\u4e3b\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u3001\u901a\u95a2\u696d\u8005\u306b\u66f8\u985e\u3092\u6e21\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305fAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306ePDF\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u3001AWB\u304b\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3092\u632f\u308a\u5206\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001AWB\u306f\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u3068\u660e\u7d30\u3092\u3001\u305d\u308c\u305e\u308c\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001AWB\u306e\u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u30fb\u54c1\u540d\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u756a\u53f7\u30fb\u6570\u91cf\u30fb\u68b1\u5305\u306e\u6570\u30fb\u91cd\u91cf\u3092\u3001\u539f\u6587\u3068\u5358\u4f4d\u3092\u6b8b\u3057\u3066\u53d6\u308a\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3067\u66f8\u985e\u3092\u7d44\u306b\u3057\u3001\u8f38\u5165\u53f0\u5e33\u306e\u884c\u306b\u66f8\u304f\n6. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u6bd4\u3079\u3066\u3088\u3044\u5024\u3069\u3046\u3057\u3060\u3051\u3092\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u30fb\u8377\u4e3b\u30fb\u4ed5\u51fa\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n8. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u7121\u3044\u4ef6\u3068\u89e3\u6c7a\u3057\u305f\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f400\u4ef6\u3092\u958b\u304b\u305a\u3001**\u98df\u3044\u9055\u3044\u3068\u6bd4\u3079\u3089\u308c\u306a\u304b\u3063\u305f\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**6\u756a\u76ee\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u5358\u4f4d\u306e\u63db\u7b97\u3082\u8a31\u5bb9\u5dee\u306e\u5224\u5b9a\u3082\u898f\u5247\u3067\u6c7a\u307e\u308b\u51e6\u7406\u3067\u3001**AI\u306b\u306f\u5024\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u306e\u5024\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u8a18\u9332\u3059\u308b\u3068\u3053\u308d\u307e\u3067\u3092\u3055\u305b\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305fAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306ePDF\u304c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u3001AWB\u304b\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3092\u632f\u308a\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001AWB\u306f\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u3092\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u3068\u660e\u7d30\u3092\u3001\u305d\u308c\u305e\u308c\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001AWB\u306e\u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u30fb\u54c1\u540d\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u756a\u53f7\u30fb\u6570\u91cf\u30fb\u68b1\u5305\u306e\u6570\u30fb\u91cd\u91cf\u3092\u3001\u539f\u6587\u3068\u5358\u4f4d\u3092\u6b8b\u3057\u3066\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3067\u66f8\u985e\u3092\u7d44\u306b\u3057\u3001\u8f38\u5165\u53f0\u5e33\u306e\u884c\u306b\u66f8\u304f","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u6bd4\u3079\u3066\u3088\u3044\u5024\u3069\u3046\u3057\u3060\u3051\u3092\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u30fb\u8377\u4e3b\u30fb\u4ed5\u51fa\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u7121\u3044\u4ef6\u3068\u89e3\u6c7a\u3057\u305f\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059"],"architecture":"```\n\u82f1\u6587\u306eAWB\u30fb\u30a4\u30f3\u30dc\u30a4\u30b9\uff08PDF\u3002\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u304b\u3089\u306e\u30e1\u30fc\u30eb\u6dfb\u4ed8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u4fdd\u5b58\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\u3001\u66f8\u985e\u306e\u632f\u308a\u5206\u3051\n   \u251c\u2500\u25b6 AWB\uff1aAWS Textract\uff08StartDocumentAnalysis\uff1aFORMS\uff0fTABLES\uff0fQUERIES\uff09\n   \u2514\u2500\u25b6 \u30a4\u30f3\u30dc\u30a4\u30b9\uff1aAWS Textract\uff08StartExpenseAnalysis\uff09\n   \u25bc\nClaude API \u2500\u2500 \u5024\u3092\u539f\u6587\u30fb\u5358\u4f4d\u30fb\u7a2e\u985e\u3064\u304d\u3067\u53d6\u308a\u51fa\u3059\n   \u2502   \u2460 AWB\u756a\u53f7\uff08\u30de\u30b9\u30bf\u30fc\uff0f\u30cf\u30a6\u30b9\uff09  \u2461 \u4fbf\u540d\u3068\u7a7a\u6e2f  \u2462 \u500b\u6570\n   \u2502   \u2463 \u7dcf\u91cd\u91cf\u3068\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf         \u2464 \u54c1\u540d       \u2465 \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6570\u91cf\u30fb\u68b1\u5305\u306e\u6570\u30fb\u91cd\u91cf\n   \u25bc\nPython \u2500\u2500 \u66f8\u985e\u3092\u7d44\u306b\u3057\u3001\u53f0\u5e33\u306b\u66f8\u304d\u3001\u6bd4\u3079\u3066\u3088\u3044\u5024\u3069\u3046\u3057\u3092\u6bd4\u3079\u308b\n   \u25bc\n\u53f0\u5e33\uff08ok \uff0f pieces_mismatch \uff0f weight_mismatch \uff0f not_comparable \uff0f needs_human\uff09\n   \u25bc\n\u3010\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u30fb\u8377\u4e3b\u30fb\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u3001\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fStartExpenseAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u5024\u306e\u53d6\u308a\u51fa\u3057\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u66f8\u985e\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u5358\u4f4d\u306e\u63db\u7b97\u3001\u500b\u6570\u30fb\u91cd\u91cf\u306e\u7167\u5408\uff09 | \u8f38\u5165\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u7167\u5408\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u66f8\u985e\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u7167\u5408\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8f38\u5165\u53f0\u5e33\u3068\u767a\u6ce8\u756a\u53f7\u306e\u4e00\u89a7\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u8377\u4e3b\u3054\u3068\u306e\u7167\u5408\u306e\u898f\u5247\u3092\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8aad\u3081\u308b\u8868\u306b\u3059\u308b\u3053\u3068**\u3067\u3059\u3002\u91cd\u91cf\u306e\u8a31\u5bb9\u5dee\u3001\u68b1\u5305\u306e\u6570\u3092\u3069\u306e\u66f8\u985e\u304b\u3089\u53d6\u308b\u304b\u3001\u5206\u5272\u3057\u3066\u9001\u3089\u308c\u308b\u8ca8\u7269\u306e\u6271\u3044\u30921\u884c\u305a\u3064\u6301\u305f\u305b\u307e\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u65e5\u672c\u8a9e\u3084\u4e2d\u56fd\u8a9e\u306f\u8aad\u3081\u305a\u3001\u7e26\u66f8\u304d\u306b\u3082\u5bfe\u5fdc\u3057\u307e\u305b\u3093\u3002** \u4e2d\u56fd\u306e\u4ed5\u51fa\u4eba\u304c\u4e2d\u56fd\u8a9e\u3092\u4f75\u8a18\u3057\u305f\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u3001\u82f1\u8a9e\u306e\u90e8\u5206\u304c\u8aad\u3081\u3066\u3082\u54c1\u540d\u306e\u7167\u5408\u306b\u306f\u4f7f\u308f\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u66f8\u985e\u3054\u3068\u306b\u8aad\u307f\u65b9\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3059\u3002** AWB\u306f\u6c7a\u307e\u3063\u305f\u6b04\u306b\u756a\u53f7\u3068\u5024\u304c\u4e26\u3076\u66f8\u985e\u306a\u306e\u3067\u3001\u30ad\u30fc\u3068\u5024\uff08`FORMS`\uff09\u3068\u8cea\u554f\uff08`QUERIES`\uff09\u3067\u8aad\u307f\u307e\u3059\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u306e\u5206\u6790\uff08`StartExpenseAnalysis`\uff09\u3067\u8aad\u307f\u307e\u3059\u3002**\u8acb\u6c42\u66f8\u306e\u5206\u6790\u306f\u3001\u8acb\u6c42\u66f8\u756a\u53f7\u3092 `INVOICE_RECEIPT_ID`\u3001\u54c1\u540d\u3092 `ITEM`\u3001\u6570\u91cf\u3092 `QUANTITY` \u306e\u3088\u3046\u306b\u3001\u66f8\u5f0f\u304c\u9055\u3063\u3066\u3082\u540c\u3058\u540d\u524d\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u3066\u8fd4\u3057\u307e\u3059\u3002**\n\n**\u7167\u5408\u304c\u8981\u308b\u7406\u7531\u306f\u3001\u7a0e\u95a2\u306e\u624b\u7d9a\u304d\u306b\u3042\u308a\u307e\u3059\u3002** \u7a0e\u95a2\u306e\u30ab\u30b9\u30bf\u30e0\u30b9\u30a2\u30f3\u30b5\u30fc\u306f\u3001\u8f38\u5165\u7533\u544a\u306e\u969b\u306b\u8f38\u5165\uff08\u7d0d\u7a0e\uff09\u7533\u544a\u66f8\u306e\u307b\u304b\u306b\u3001**\u4ed5\u5165\u66f8\uff08\u30a4\u30f3\u30dc\u30a4\u30b9\uff09\u3001\u5305\u88c5\u660e\u7d30\u66f8\u3001\u8239\u8377\u8a3c\u5238\u53c8\u306f\u6d77\u4e0a\u904b\u9001\u72b6\uff08\u822a\u7a7a\u8ca8\u7269\u306b\u3064\u3044\u3066\u306f\u822a\u7a7a\u8ca8\u7269\u904b\u9001\u72b6\uff09**\u306a\u3069\u306e\u63d0\u51fa\u304c\u5fc5\u8981\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u66f8\u985e\u3069\u3046\u3057\u304c\u98df\u3044\u9055\u3063\u3066\u3044\u308b\u3068\u3001\u901a\u95a2\u696d\u8005\u306e\u7533\u544a\u306e\u6e96\u5099\u304c\u305d\u3053\u3067\u6b62\u307e\u308a\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306bPDF\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3067\u3059\u3002** \u5171\u6709\u53d7\u4fe1\u7bb1\u306e\u30eb\u30fc\u30eb\u3067\u3001\u767b\u9332\u3057\u305f\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u822a\u7a7a\u4f1a\u793e\u306e\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u306e\u6dfb\u4ed8\u3092S3\u3078\u8ee2\u9001\u3057\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u304b\u3089\u53f0\u5e33\u3078\u306e\u8a18\u9332\u307e\u3067\u3092\u6e08\u307e\u305b\u307e\u3059\u3002\n\n**AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u5225\u3005\u306e\u30e1\u30fc\u30eb\u3067\u3001\u5225\u3005\u306e\u6642\u523b\u306b\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5148\u306b\u5c4a\u3044\u305f\u66f8\u985e\u3060\u3051\u3067\u53f0\u5e33\u306e\u884c\u3092\u4f5c\u308a\u3001**\u76f8\u624b\u306e\u66f8\u985e\u304c\u6765\u308b\u307e\u3067\u7167\u5408\u3092\u300c\u5f85\u3061\u300d\u306b\u3057\u307e\u3059\u3002** \u76f8\u624b\u304c\u5c4a\u3044\u305f\u6642\u70b9\u3067\u7167\u5408\u3092\u3084\u308a\u76f4\u3057\u307e\u3059\u3002\n\n**\u6bce\u671d8\u6642\u306b\u30821\u56de\u52d5\u304b\u3057\u307e\u3059\u3002** \u5230\u7740\u4fbf\u304c\u7fcc\u65e5\u307e\u3067\u306a\u306e\u306b\u66f8\u985e\u306e\u7247\u65b9\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u4ef6\u3068\u3001`needs_human` \u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u308b\u4ef6\u3092\u4e00\u89a7\u306b\u3057\u3066\u3001\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| AWB | PDF\u3002\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u8377\u53d7\u4eba\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3001\u4fbf\u540d\u3001\u500b\u6570\u3001\u7dcf\u91cd\u91cf\u3068\u5358\u4f4d\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3001\u54c1\u540d\uff08Nature and Quantity of Goods\uff09 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9 | PDF\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u4ed5\u51fa\u4eba\u3001\u8cb7\u3044\u624b\u3001\u767a\u6ce8\u756a\u53f7\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5358\u4fa1\u306e\u660e\u7d30\u3001\u68b1\u5305\u306e\u6570\u3001\u7dcf\u91cd\u91cf\u30fb\u6b63\u5473\u91cd\u91cf\uff08\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\uff09 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u3068\u660e\u7d30\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u8f38\u5165\u53f0\u5e33 | \u30cf\u30a6\u30b9AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fcAWB\u756a\u53f7\u3001\u8377\u4e3b\u3001\u4ed5\u51fa\u4eba\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u767a\u6ce8\u756a\u53f7\u3001\u901a\u95a2\u306e\u72b6\u614b | \u822a\u7a7a\u8f38\u5165\u8ab2\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n| \u7167\u5408\u306e\u898f\u5247\u306e\u8868 | \u8377\u4e3b\u3054\u3068\u306e\u91cd\u91cf\u306e\u8a31\u5bb9\u5dee\u3001\u68b1\u5305\u306e\u6570\u3092\u53d6\u308b\u66f8\u985e\u3001\u5206\u5272\u306e\u8ca8\u7269\u306e\u6271\u3044 | \u8377\u4e3b\u3068\u6c7a\u3081\u305f\u6761\u4ef6\u3092\u8868\u306b\u3057\u305f\u3082\u306e |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067\u3059\u3002** \u8a31\u5bb9\u5dee\u3092\u6c7a\u3081\u305a\u306b\u6bd4\u3079\u308b\u3068\u3001\u5305\u88c5\u6750\u306e\u91cd\u3055\u306e\u9055\u3044\u3067\u6bce\u56de\u5370\u304c\u4ed8\u304d\u307e\u3059\u3002\n\n**AWB\u306b\u306f\u767a\u6ce8\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u767a\u6ce8\u756a\u53f7\u3067\u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u3001AWB\u306f\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3067\u7d50\u3073\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**AWB\u306f StartDocumentAnalysis \u3067\u8aad\u307f\u307e\u3059\u3002** S3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u3001\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u307e\u3059\u3002\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES` | \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u500b\u6570\u3068\u91cd\u91cf\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u756a\u53f7\u3084\u91cd\u91cf\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u66f8\u985e\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u66f8\u985e\u306e\u7a2e\u985e\u3068\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u306e\u8b58\u5225\u5b50 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `MAWB_NO` | What is the master air waybill number? |\n| `HAWB_NO` | What is the house air waybill number? |\n| `PIECES` | What is the total number of pieces? |\n| `GROSS_WEIGHT` | What is the total gross weight and its unit? |\n| `CHARGEABLE_WEIGHT` | What is the chargeable weight? |\n| `FLIGHT` | What is the flight number and date? |\n| `GOODS` | What is the nature and quantity of goods? |\n\n**\u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u305a\u30011\u30da\u30fc\u30b8\u3042\u305f\u308a\u975e\u540c\u671f\u306730\u500b\u307e\u3067\u3067\u3059\u3002** \u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u306e\u3067\u3001\u7a7a\u306e\u3068\u304d\u306f\u5168\u6587\u304b\u3089 `Pieces`\u3001`Gross Weight`\u3001`Chargeable` \u3092\u542b\u3080\u884c\u3092\u63a2\u3057\u3001**\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\n\n**\u30a4\u30f3\u30dc\u30a4\u30b9\u306f StartExpenseAnalysis \u3067\u8aad\u307f\u307e\u3059\u3002** \u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u304b\u3089\u3001\u4ed5\u5165\u5148\u3084\u54c1\u76ee\u3001\u5408\u8a08\u306a\u3069\u3092\u53d6\u308a\u51fa\u3059\u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001\u7d50\u679c\u306f GetExpenseAnalysis \u3067\u53d6\u308a\u307e\u3059\u3002\u5165\u529b\u306fJPEG\u3001PNG\u3001PDF\u3067\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3001\u65e5\u4ed8\u3001\u767a\u6ce8\u756a\u53f7 | `INVOICE_RECEIPT_ID`\u3001`INVOICE_RECEIPT_DATE`\u3001`PO_NUMBER` | \u53f0\u5e33\u306e\u884c\u3092\u6c7a\u3081\u308b |\n| \u54c1\u540d\u3068\u6570\u91cf | \u660e\u7d30\u306e `ITEM`\u3001`QUANTITY`\u3001`UNIT_PRICE`\u3001`PRICE` | \u54c1\u540d\u306e\u7167\u5408\u3068\u53f0\u5e33\u3078\u306e\u8a18\u9332 |\n| \u68b1\u5305\u306e\u6570\u3001\u91cd\u91cf | \u6a19\u6e96\u9805\u76ee\u306b\u5f53\u305f\u3089\u306a\u3044 `OTHER` \u306e\u9805\u76ee\u3068\u3001\u305d\u306e `LabelDetection` | AWB\u3068\u306e\u7167\u5408 |\n\n**\u68b1\u5305\u306e\u6570\u3068\u91cd\u91cf\u306f\u3001\u8acb\u6c42\u66f8\u306e\u6a19\u6e96\u9805\u76ee\u306b\u3042\u308a\u307e\u305b\u3093\u3002** \u6a19\u6e96\u306b\u5f53\u305f\u3089\u306a\u3044\u9805\u76ee\u306f `OTHER` \u3068\u3057\u3066\u8fd4\u308a\u3001\u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u9805\u76ee\u540d\u304c `LabelDetection` \u306b\u5165\u308a\u307e\u3059\u3002**`Total Cartons`\u3001`Gross Weight`\u3001`Net Weight` \u3068\u3044\u3063\u305f\u9805\u76ee\u540d\u304b\u3089\u3001\u3069\u306e\u5024\u304c\u4f55\u304b\u3092\u751f\u6210AI\u306b\u6c7a\u3081\u3055\u305b\u307e\u3059\u3002**\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002**\u8f38\u5165\u53f0\u5e33\u3068\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u306f Python \u304c\u8aad\u307f\u3001\u751f\u6210AI\u306b\u306f\u6e21\u3057\u307e\u305b\u3093\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u8acb\u6c42\u66f8\u306e\u5206\u6790\u306b\u56de\u3059\u306e\u306fJPEG\u3001PNG\u3001PDF\u3060\u3051\u3067\u3001TIFF\u306fPDF\u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u30b5\u30a4\u30ba\u3068\u30da\u30fc\u30b8\u6570\u306e\u78ba\u8a8d** \u2026 \u975e\u540c\u671f\u306e\u51e6\u7406\u3067\u3001PDF\u3068TIFF\u306f500MB\u30fb3,000\u30da\u30fc\u30b8\u307e\u3067\u3067\u3059\n4. **\u66f8\u985e\u306e\u632f\u308a\u5206\u3051** \u2026 \u30d5\u30a1\u30a4\u30eb\u540d\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\u30011\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u306e\u8a9e\uff08`Air Waybill`\u3001`Commercial Invoice`\u3001`Packing List`\uff09\u3067\u3001AWB\u30fb\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u305d\u306e\u4ed6\u306b\u5206\u3051\u307e\u3059\n5. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059\n6. **1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u306e\u5206\u5272** \u2026 AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c1\u3064\u306ePDF\u306b\u307e\u3068\u307e\u3063\u3066\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u30da\u30fc\u30b8\u3054\u3068\u306e\u898b\u51fa\u3057\u3067\u5206\u3051\u3001\u305d\u308c\u305e\u308c\u306e\u8aad\u307f\u65b9\u306b\u56de\u3057\u307e\u3059**\n\n**6\u756a\u76ee\u3092\u7701\u304f\u3068\u3001AWB\u306e\u904b\u8cc3\u306e\u6b04\u304c\u8acb\u6c42\u66f8\u306e\u5408\u8a08\u3068\u3057\u3066\u8fd4\u308a\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u5024\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u306e\u5024\u304c\u300c\u4f55\u306e\u6570\u3067\u3001\u3069\u306e\u5358\u4f4d\u304b\u300d\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\u8a31\u5bb9\u5dee\u306e\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u53d6\u308a\u51fa\u3057\u65b9 | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| AWB\u756a\u53f7 | \u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u3092\u5206\u3051\u3066\u539f\u6587\u306e\u307e\u307e | \u3069\u3061\u3089\u304b\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u4fbf\u540d\u3068\u7a7a\u6e2f | \u4fbf\u540d\u3001\u65e5\u4ed8\u3001\u51fa\u767a\u7a7a\u6e2f\u3001\u5230\u7740\u7a7a\u6e2f\u3092\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| AWB\u306e\u500b\u6570 | \u539f\u6587\u3068\u6570\u5024\u3002\u30de\u30b9\u30bf\u30fc\u304b\u30cf\u30a6\u30b9\u304b\u3092\u4ed8\u3051\u308b | \u6570\u5b57\u304c\u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| AWB\u306e\u91cd\u91cf | \u7dcf\u91cd\u91cf\u3068\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3092\u5206\u3051\u3001\u5358\u4f4d\uff08kg\uff0flb\uff09\u3092\u4ed8\u3051\u308b | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n| AWB\u306e\u54c1\u540d | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6570\u91cf | \u660e\u7d30\u306e\u884c\u3054\u3068\u306b\u6570\u91cf\u3068\u5358\u4f4d\uff08pcs\u3001sets \u306a\u3069\uff09 | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070\u7a7a |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570 | \u9805\u76ee\u540d\u3068\u5024\u3092\u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_stated` |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u91cd\u91cf | \u7dcf\u91cd\u91cf\u304b\u6b63\u5473\u91cd\u91cf\u304b\u3092\u5206\u3051\u3001\u5358\u4f4d\u3092\u4ed8\u3051\u308b | \u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 `ambiguous` |\n\n**\u91cd\u91cf\u306e\u300c\u7dcf\u91cd\u91cf\u304b\u6b63\u5473\u91cd\u91cf\u304b\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u304b\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** AWB\u306e\u7dcf\u91cd\u91cf\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6b63\u5473\u91cd\u91cf\u3092\u6bd4\u3079\u308b\u3068\u3001\u5305\u88c5\u6750\u306e\u5206\u3060\u3051\u3044\u3064\u3082\u98df\u3044\u9055\u3044\u307e\u3059\u3002**\u7a2e\u985e\u304c\u5206\u304b\u3089\u306a\u3044\u91cd\u91cf\u306f\u3001\u6bd4\u3079\u305a\u306b `not_comparable` \u306b\u3057\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u500b\u6570\u30fb\u91cd\u91cf\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067 Python \u304c\u884c\u3046 |\n| \u5358\u4f4d\u306e\u63db\u7b97 | \u30dd\u30f3\u30c9\u3068\u30ad\u30ed\u30b0\u30e9\u30e0\u306e\u63db\u7b97\u306f Python \u304c\u884c\u3046 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u68b1\u5305\u306e\u6570\u306e\u88dc\u5b8c | \u660e\u7d30\u306e\u6570\u91cf\u304b\u3089\u63a8\u3057\u91cf\u308b\u3068\u3001\u6bd4\u3079\u3089\u308c\u306a\u3044\u5024\u3092\u6bd4\u3079\u308b\u3053\u3068\u306b\u306a\u308b |\n| AWB\u756a\u53f7\u306e\u88dc\u6b63 | 1\u6841\u9055\u3046\u3068\u5225\u306e\u8ca8\u7269\u306b\u306a\u308b |\n| \u98df\u3044\u9055\u3044\u306e\u539f\u56e0\u306e\u63a8\u6e2c | \u5206\u5272\u306e\u51fa\u8377\u304b\u3001\u66f8\u304d\u8aa4\u308a\u304b\u306f\u4eba\u304c\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3092\u500b\u6570\u3068\u3057\u3066\u8fd4\u3059\u3068\u3001**100\u500b\u306e\u5546\u54c1\u30923\u7bb1\u3067\u9001\u3063\u305f\u8ca8\u7269\u304c\u3001AWB\u306e3\u500b\u3068\u98df\u3044\u9055\u3063\u3066\u898b\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\u7269\u6d41\u4f1a\u793e\u306e\u822a\u7a7a\u8f38\u5165\u8ab2\u3067\u3001\u82f1\u6587\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u8a18\u8f09\u3092\n\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002OCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010AWB\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\nmawb_no\u3001hawb_no\u3001flight_raw\u3001origin_raw\u3001destination_raw\u3001\npieces_raw\u3001pieces\u3001pieces_level\uff08master \/ house \/ unknown\uff09\u3001\ngross_weight_raw\u3001gross_weight\u3001gross_weight_unit\uff08kg \/ lb \/ unknown\uff09\u3001\nchargeable_weight_raw\u3001goods_raw\n\n\u3010\u30a4\u30f3\u30dc\u30a4\u30b9\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ninvoice_no\u3001invoice_date\u3001po_no\u3001\nlines\uff08\u914d\u5217\uff1aitem_raw\u3001quantity\u3001quantity_unit\uff09\u3001\npackages_raw\u3001packages\u3001\nweights\uff08\u914d\u5217\uff1alabel_raw\u3001kind\uff08gross \/ net \/ unknown\uff09\u3001value\u3001unit\uff09\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ............. \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing ........ \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- not_stated ..... \u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\n- unreadable ..... \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u5024\u3068\u3057\u3066\u78ba\u5b9a\u3067\u304d\u306a\u3044\n- ambiguous ...... \u5019\u88dc\u304c\u8907\u6570\u3042\u308b\u3001\u307e\u305f\u306f\u7a2e\u985e\u304c\u6c7a\u307e\u3089\u306a\u3044\n- unit_unknown ... \u91cd\u91cf\u306e\u5358\u4f4d\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30de\u30b9\u30bf\u30fcAWB\u3068\u30cf\u30a6\u30b9AWB\u3092\u533a\u5225\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6df7\u8f09\u306e\u66f8\u985e\u3067\u306f\n  \u30de\u30b9\u30bf\u30fc\u306e\u500b\u6570\u30fb\u91cd\u91cf\u3092\u3001\u30cf\u30a6\u30b9\u306e\u5024\u3068\u3057\u3066\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91cd\u91cf\u306f\u3001\u7dcf\u91cd\u91cf\uff08gross\uff09\u3001\u6b63\u5473\u91cd\u91cf\uff08net\uff09\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\n  \uff08chargeable\uff09\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u9805\u76ee\u540d\u304b\u3089\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\n  kind \u3092 unknown \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5358\u4f4d\u306f\u66f8\u985e\u306b\u66f8\u304b\u308c\u305f\u3082\u306e\u3060\u3051\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002kg \u3068 lb \u3092\n  \u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u306f not_stated \u306b\n  \u3057\u3066\u304f\u3060\u3055\u3044\u3002\u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- AWB\u756a\u53f7\u306f\u8aad\u307f\u53d6\u3063\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6841\u3092\u88dc\u3063\u305f\u308a\u3001\u4f3c\u305f\u6587\u5b57\u306b\u76f4\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u500b\u6570\u3084\u91cd\u91cf\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u3001\u98df\u3044\u9055\u3044\u306e\u7406\u7531\u304c\u4f55\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- AWB\u3067\u3082\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u3082\u306a\u3044\u66f8\u985e\uff08\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3001\u904b\u8cc3\u306e\u8acb\u6c42\u66f8\u3001\n  \u539f\u7523\u5730\u8a3c\u660e\u66f8\u306a\u3069\uff09\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a\n  document_type \u306b\u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011{document_type_hint}\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n```\n\n**\u300c\u660e\u7d30\u306e\u6570\u91cf\u306e\u5408\u8a08\u3067\u57cb\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u57cb\u3081\u307e\u3059\u3002** \u68b1\u5305\u306e\u6570\u306e\u6b04\u304c\u7121\u3044\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u3001\u4f55\u304b\u6570\u3092\u8fd4\u305d\u3046\u3068\u3057\u3066\u660e\u7d30\u306e\u6570\u91cf\u3092\u8db3\u3057\u5408\u308f\u305b\u3001**\u5f8c\u6bb5\u306e\u7167\u5408\u3067AWB\u306e\u500b\u6570\u3068\u5927\u304d\u304f\u98df\u3044\u9055\u3063\u3066\u898b\u3048\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\uff08`output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\uff09\u3067\u3001\u66f8\u985e\u3054\u3068\u306b\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"file\": \"\",\n  \"document_type\": \"air_waybill\",\n  \"mawb_no\": \"000-00000000\",\n  \"hawb_no\": \"HKG26100123\",\n  \"flight_raw\": \"XX123\/10OCT\",\n  \"pieces_raw\": \"5\",\n  \"pieces\": 5,\n  \"pieces_level\": \"house\",\n  \"gross_weight_raw\": \"86.5 K\",\n  \"gross_weight\": 86.5,\n  \"gross_weight_unit\": \"kg\",\n  \"chargeable_weight_raw\": \"120.0\",\n  \"goods_raw\": \"ELECTRONIC PARTS\",\n  \"items\": [\n    { \"item\": \"pieces\", \"status\": \"ok\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\n\n\u30a4\u30f3\u30dc\u30a4\u30b9\u306f `document_type` \u3092 `commercial_invoice` \u3068\u3057\u3001`invoice_no`\u3001`po_no`\u3001`lines`\u3001`packages`\u3001`weights` \u3092\u540c\u3058\u5f62\u306e `items` \u3068\u3042\u308f\u305b\u3066\u8fd4\u3055\u305b\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c\u30cf\u30a6\u30b9AWB\u756a\u53f7\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3067\u7d44\u3092\u4f5c\u308a\u3001\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3092\u5f15\u3044\u3066\u3001\u6bd4\u3079\u3066\u3088\u3044\u5024\u3069\u3046\u3057\u3060\u3051\u3092\u6bd4\u3079\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u500b\u6570\u304c\u68b1\u5305\u306e\u6570\u3068\u4e00\u81f4\u3057\u3001\u7dcf\u91cd\u91cf\u3069\u3046\u3057\u306e\u5dee\u304c\u8a31\u5bb9\u5dee\u306e\u7bc4\u56f2\u5185 |\n| `pieces_mismatch` | AWB\u306e\u30cf\u30a6\u30b9\u306e\u500b\u6570\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u304c\u9055\u3046 |\n| `weight_mismatch` | \u7dcf\u91cd\u91cf\u3069\u3046\u3057\u306e\u5dee\u304c\u3001\u8377\u4e3b\u3054\u3068\u306e\u8a31\u5bb9\u5dee\u3092\u8d85\u3048\u308b |\n| `not_comparable` | \u68b1\u5305\u306e\u6570\u304c `not_stated`\u3001\u91cd\u91cf\u306e\u7a2e\u985e\u304c\u5408\u308f\u306a\u3044\u3001\u307e\u305f\u306f\u5358\u4f4d\u304c\u5206\u304b\u3089\u306a\u3044 |\n| `needs_human` | `ambiguous`\u3001`unreadable` \u306e\u9805\u76ee\u304c\u3042\u308b\u3001\u7d44\u306b\u306a\u308b\u76f8\u624b\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u300c\u6bd4\u3079\u3089\u308c\u306a\u304b\u3063\u305f\u300d\u3092\u8a18\u9332\u3068\u3057\u3066\u6b8b\u305b\u308b\u3053\u3068\u3067\u3059\u3002** `not_comparable` \u306f\u98df\u3044\u9055\u3044\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001**\u7167\u5408\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u5370\u3068\u3057\u3066\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u540c\u3058\u4ed5\u51fa\u4eba\u3067\u6bce\u56de `not_comparable` \u306b\u306a\u308b\u306a\u3089\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u3068\u7dcf\u91cd\u91cf\u3092\u66f8\u3044\u3066\u3082\u3089\u3046\u3088\u3046\u3001\u8377\u4e3b\u304b\u3089\u983c\u3080\u5148\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u66f8\u985e\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | AWB\u306f\u6587\u66f8\u306e\u5206\u6790\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u8acb\u6c42\u66f8\u306e\u5206\u6790\u3002\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5024\u306e\u53d6\u308a\u51fa\u3057\u3068\u3001\u7a2e\u985e\u30fb\u5358\u4f4d\u306e\u8a18\u9332 |\n| \u8f38\u5165\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u884c\u3092\u6c7a\u3081\u3066\u5024\u3092\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u7167\u5408\u306e\u898f\u5247\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u8377\u4e3b\u3054\u3068\u306e\u8a31\u5bb9\u5dee\u3068\u68b1\u5305\u306e\u6570\u3092\u53d6\u308b\u66f8\u985e\u3092\u5f15\u304f |\n| \u901a\u77e5 | \u30e1\u30fc\u30eb | \u6bce\u671d\u306e\u672a\u7740\u30fb\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u62c5\u5f53\u8005\u306b\u9001\u308b |\n\n**\u901a\u95a2\u696d\u8005\u3078\u306e\u53d7\u3051\u6e21\u3057\u3068\u3001\u7a0e\u95a2\u3078\u306e\u7533\u544a\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u7167\u5408\u306e\u6e08\u3093\u3060\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u79fb\u3059\u306e\u306f\u62c5\u5f53\u8005\u3067\u3059\u3002**\u7533\u544a\u306e\u5185\u5bb9\u3092\u3069\u3046\u3059\u308b\u304b\u306f\u3001\u901a\u95a2\u696d\u8005\u304c\u66f8\u985e\u3092\u898b\u3066\u5224\u65ad\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u3082\u306e\u3067\u3059\u3002** \u5370\u306e\u7121\u3044\u3082\u306e\u306f\u53f0\u5e33\u306e\u5024\u306e\u307e\u307e\u6271\u3044\u307e\u3059\u3002**`human_check` \u3092\u300c\u6761\u4ef6\u4ed8\u304d\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002**\n\n1. **`pieces_mismatch` \u3068 `weight_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u5206\u5272\u306e\u51fa\u8377\u304b\u3001\u66f8\u304d\u8aa4\u308a\u304b\u3092\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\n2. **`needs_human` \u306e\u5024\u3092\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 AWB\u756a\u53f7\u3001\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u306e\u5225\u3001\u91cd\u91cf\u306e\u5358\u4f4d\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **`not_comparable` \u3092\u6d41\u3057\u898b\u308b** \u2026 \u6bd4\u3079\u3089\u308c\u306a\u304b\u3063\u305f\u7406\u7531\u3092\u898b\u3066\u3001\u6025\u304e\u306e\u8ca8\u7269\u3060\u3051\u306f\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3067\u500b\u6570\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u89e3\u6c7a\u3057\u305f\u4ef6\u3092\u901a\u95a2\u696d\u8005\u306b\u6e21\u3059** \u2026 \u8a02\u6b63\u3055\u308c\u305f\u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u5c4a\u3044\u305f\u3089\u3001\u7167\u5408\u3092\u3084\u308a\u76f4\u3057\u3066\u304b\u3089\u6e21\u3057\u307e\u3059\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c1\u3064\u306ePDF | \u30da\u30fc\u30b8\u306e\u898b\u51fa\u3057\u3067\u5206\u5272\u3057\u3066\u304b\u3089\u3001\u305d\u308c\u305e\u308c\u306e\u8aad\u307f\u65b9\u306b\u56de\u3059 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u8907\u6570\u306eAWB\u306b\u5206\u304b\u308c\u3066\u9001\u3089\u308c\u308b | \u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067\u5206\u5272\u306e\u8ca8\u7269\u3068\u3057\u3001**\u540c\u3058\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u306eAWB\u306e\u500b\u6570\u3068\u91cd\u91cf\u3092\u5408\u8a08\u3057\u3066\u6bd4\u3079\u308b** |\n| 1\u901a\u306eAWB\u306b\u8907\u6570\u306e\u30a4\u30f3\u30dc\u30a4\u30b9 | \u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u3068\u91cd\u91cf\u3092\u5408\u8a08\u3057\u3066\u6bd4\u3079\u308b |\n| \u91cd\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 | `unit_unknown`\u3002\u6bd4\u3079\u305a\u306b `not_comparable` |\n| \u7d44\u306b\u306a\u308b\u76f8\u624b\u306e\u66f8\u985e\u304c\u5c4a\u304b\u306a\u3044 | \u300c\u5f85\u3061\u300d\u306e\u307e\u307e\u6bce\u671d\u306e\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u306f\u3001\u7d44\u307f\u65b9\u3092\u898f\u5247\u306e\u8868\u306b\u66f8\u3044\u3066\u304a\u304b\u306a\u3044\u3068\u3001\u6b63\u3057\u3044\u66f8\u985e\u304c\u3059\u3079\u3066\u98df\u3044\u9055\u3044\u306b\u898b\u3048\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u9001\u308a\u5143\u3001\u30e1\u30fc\u30eb\u306e\u4ef6\u540d\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u4f7f\u3063\u305f\u8cea\u554f\u306e\u4e00\u89a7\n- Claude API \u304c\u8fd4\u3057\u305fJSON\uff08\u539f\u6587\u3068\u3001\u6570\u5024\u30fb\u5358\u4f4d\u30fb\u7a2e\u985e\u306e\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u306e\u7248**\n- \u62c5\u5f53\u8005\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332\u3068\u3001\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u30fb\u4ed5\u51fa\u4eba\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u56de\u7b54\n- **\u8a02\u6b63\u3055\u308c\u305f\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u3001\u5143\u306e\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u306e\u5bfe\u5fdc**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u901a\u95a2\u306e\u5f8c\u3067\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u3063\u305f\u3068\u304d\u306b\u3001\u3069\u306e\u7248\u306e\u30a4\u30f3\u30dc\u30a4\u30b9\u3067\u7167\u5408\u3057\u305f\u304b\u3092\u5f15\u304f\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u822a\u7a7a\u8ca8\u7269\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08**\u6df7\u8f09\u3067\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u304c\u4e21\u65b9\u3042\u308b\u3082\u306e\u3001\u91cd\u91cf\u304c\u30dd\u30f3\u30c9\u3067\u66f8\u304b\u308c\u305f\u3082\u306e\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306b\u68b1\u5305\u306e\u6570\u304c\u7121\u3044\u3082\u306e\u3001\u5206\u5272\u3067\u9001\u3089\u308c\u305f\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306bAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u30921\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u3053\u306eAWB\u306e\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u306e\u756a\u53f7\u3001\u500b\u6570\u3001\u7dcf\u91cd\u91cf\u3068\u5358\u4f4d\u3001\u904b\u8cc3\u8a08\u7b97\u91cd\u91cf\u3001\u54c1\u540d\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u68b1\u5305\u306e\u6570\u3068\u91cd\u91cf\uff08\u7dcf\u91cd\u91cf\u304b\u6b63\u5473\u91cd\u91cf\u304b\uff09\u3082\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5024\u306f\u300e\u8a18\u8f09\u306a\u3057\u300f\u3068\u3057\u3001\u660e\u7d30\u306e\u6570\u91cf\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u53f0\u5e33\u306e\u5f53\u6642\u306e\u5024\u3068\u3001\u901a\u95a2\u696d\u8005\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u304c\u3042\u3063\u305f\u4ef6\u306e\u8a18\u9332\u3068\u898b\u6bd4\u3079\u308b\n\n**30\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u306e\u533a\u5225\u3001\u91cd\u91cf\u306e\u7a2e\u985e\u3068\u5358\u4f4d\u3001\u68b1\u5305\u306e\u6570\u306e\u88dc\u5b8c**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u306e\u7a2e\u985e\u3068\u5358\u4f4d\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u53d6\u308a\u51fa\u3057\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u68b1\u5305\u306e\u6570\u3092\u660e\u7d30\u306e\u6570\u91cf\u3067\u57cb\u3081\u305f | \u88dc\u5b8c\u3092\u7981\u3058\u308b\u6307\u793a\u3092\u8db3\u3059\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u30de\u30b9\u30bf\u30fc\u306e\u5024\u3092\u30cf\u30a6\u30b9\u3068\u3057\u3066\u8fd4\u3057\u305f | \u6df7\u8f09\u306e\u66f8\u985e\u306e\u898b\u5206\u3051\u65b9\u3092\u6307\u793a\u306b\u8db3\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u9805\u76ee\u306e\u8aad\u307f\u53d6\u308a","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u53f0\u5e33\u306b\u66f8\u304d\u3001\u500b\u6570\u3068\u91cd\u91cf\u3092\u7167\u5408\u3059\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3001\u8ee2\u8a18\u3001\u7167\u5408\u3001\u672a\u7740\u306e\u66f8\u985e\u306e\u6d17\u3044\u51fa\u3057","full_setup":"\u4e0a\u8a18\uff0b\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3082\u8aad\u307f\u3001\u54c1\u76ee\u3054\u3068\u306e\u6570\u91cf\u3068\u68b1\u5305\u306e\u5bfe\u5fdc\u307e\u3067\u7167\u5408\u3059\u308b \uff0f \u66f8\u985e\u4e00\u5f0f\u306e\u7167\u5408","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8ee2\u8a18\u3068\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u4ef6\u3092\u78ba\u304b\u3081\u3066\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002**1\u4ef69\u5206\u304c3\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3067\u3059\u3002** \u8aad\u3081\u3070\u3001**\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u6570\u91cf\u3001\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u7bb1\u306e\u6570\u3068AWB\u306e\u500b\u6570**\u3092\u3001\u305d\u308c\u305e\u308c\u7167\u5408\u3067\u304d\u307e\u3059\u3002\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u3067 `not_comparable` \u304c\u591a\u3044\u4ed5\u51fa\u4eba\u3068\u5206\u5272\u306e\u591a\u3044\u8377\u4e3b\u3092\u5148\u306b\u77e5\u308a\u3001**\u898f\u5247\u306e\u8868\u3092\u6574\u3048\u3066\u304b\u3089\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u9032\u307f\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| AWB\u306e\u500b\u6570\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u6570\u91cf\u3092\u6bd4\u3079\u308b | **\u68b1\u5305\u306e\u6570\u3068\u3060\u3051\u6bd4\u3079\u308b\u3002** \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `not_comparable` |\n| \u7dcf\u91cd\u91cf\u3068\u6b63\u5473\u91cd\u91cf\u3092\u6bd4\u3079\u308b | \u91cd\u91cf\u306e\u7a2e\u985e\u3092\u8a18\u9332\u3057\u3001\u7dcf\u91cd\u91cf\u3069\u3046\u3057\u3060\u3051\u3092\u6bd4\u3079\u308b |\n| \u30de\u30b9\u30bf\u30fc\u306e\u5024\u3092\u81ea\u793e\u306e\u8ca8\u7269\u306e\u5024\u3068\u3057\u3066\u8a18\u9332\u3059\u308b | \u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u3092\u5206\u3051\u3066\u53d6\u308a\u51fa\u3057\u3001\u7167\u5408\u306f\u30cf\u30a6\u30b9\u3067\u884c\u3046 |\n| \u30dd\u30f3\u30c9\u3068\u30ad\u30ed\u30b0\u30e9\u30e0\u3092\u53d6\u308a\u9055\u3048\u308b | \u5358\u4f4d\u3092\u539f\u6587\u306e\u307e\u307e\u6b8b\u3057\u3001\u63db\u7b97\u306f Python \u3067\u884c\u3046 |\n| \u68b1\u5305\u306e\u6570\u3092\u660e\u7d30\u306e\u6570\u91cf\u3067\u57cb\u3081\u308b | **\u88dc\u5b8c\u3092\u7981\u3058\u3001`not_stated` \u3067\u8a18\u9332\u3059\u308b** |\n| 1\u3064\u306ePDF\u306bAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u5165\u3063\u3066\u3044\u308b | \u30da\u30fc\u30b8\u306e\u898b\u51fa\u3057\u3067\u5206\u5272\u3057\u3066\u304b\u3089\u8aad\u3080 |\n| \u5206\u5272\u306e\u51fa\u8377\u304c\u5168\u90e8\u98df\u3044\u9055\u3044\u306b\u898b\u3048\u308b | \u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3067\u5206\u5272\u3092\u6271\u3044\u3001\u540c\u3058\u30a4\u30f3\u30dc\u30a4\u30b9\u756a\u53f7\u3067\u5408\u8a08\u3059\u308b |\n| \u8a31\u5bb9\u5dee\u3092\u6c7a\u3081\u305a\u306b\u6bd4\u3079\u3066\u5370\u304c\u5897\u3048\u308b | \u8377\u4e3b\u3068\u8a31\u5bb9\u5dee\u3092\u6c7a\u3081\u3001\u8868\u306b\u6301\u305f\u305b\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u610f\u5473\u306e\u9055\u3046\u5024\u3092\u4e26\u3079\u308b\u8aa4\u308a\u3067\u3001**\u5370\u304c\u5f53\u3066\u306b\u306a\u3089\u306a\u304f\u306a\u308b\u3068\u3001\u62c5\u5f53\u8005\u306f\u7d50\u5c40\u3059\u3079\u3066\u306e\u66f8\u985e\u3092\u81ea\u5206\u3067\u898b\u6bd4\u3079\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8377\u4e3b\u3068\u4ed5\u51fa\u4eba\u306e\u540d\u79f0\u3068\u4f4f\u6240\u3001AWB\u756a\u53f7\u3001\u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4fa1\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u91d1\u984d\u3067\u3059\u3002**\u500b\u4eba\u306e\u60c5\u5831\u306f\u307b\u3068\u3093\u3069\u542b\u307f\u307e\u305b\u3093\u304c\u3001\u8377\u4e3b\u306e\u4ed5\u5165\u5148\u3068\u4ed5\u5165\u5024\u306f\u5916\u306b\u51fa\u305b\u306a\u3044\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u8aad\u307f\u53d6\u308a\u306b\u5fc5\u8981\u306a\u3082\u306e\u306b\u9650\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306fAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002**\u8f38\u5165\u53f0\u5e33\u3001\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3001\u4ed6\u306e\u8377\u4e3b\u306e\u60c5\u5831\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u5358\u4fa1\u3068\u91d1\u984d\u3092\u3001\u7167\u5408\u306b\u4f7f\u308f\u306a\u3044\u9805\u76ee\u3068\u3057\u3066\u6271\u3046** \u2026 \u500b\u6570\u3068\u91cd\u91cf\u306e\u7167\u5408\u306b\u5358\u4fa1\u306f\u8981\u308a\u307e\u305b\u3093\u3002\u53f0\u5e33\u306b\u91d1\u984d\u3092\u5199\u3059\u304b\u306f\u8377\u4e3b\u3068\u306e\u53d6\u308a\u6c7a\u3081\u3067\u6c7a\u3081\u3001**\u5199\u3055\u306a\u3044\u306a\u3089\u751f\u6210AI\u306e\u51fa\u529b\u304b\u3089\u3082\u5916\u3057\u307e\u3059**\n3. **\u4ed5\u51fa\u4eba\u3078\u306e\u9023\u7d61\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u98df\u3044\u9055\u3044\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001**\u62c5\u5f53\u8005\u304c\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3068\u8377\u4e3b\u306b\u78ba\u304b\u3081\u3066\u304b\u3089\u884c\u3044\u307e\u3059**\n4. **\u8377\u4e3b\u3054\u3068\u306b\u898b\u3089\u308c\u308b\u7bc4\u56f2\u3092\u5206\u3051\u308b** \u2026 \u53f0\u5e33\u3092\u8377\u4e3b\u306b\u5171\u6709\u3059\u308b\u3068\u304d\u306f\u3001**\u305d\u306e\u8377\u4e3b\u306e\u884c\u3060\u3051\u304c\u898b\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u98df\u3044\u9055\u3044\u3092\u898b\u843d\u3068\u3057\u305f\u307e\u307e\u901a\u95a2\u696d\u8005\u306b\u66f8\u985e\u3092\u6e21\u3057\u3001\u7533\u544a\u306e\u6e96\u5099\u3067\u6b62\u307e\u308b\u3053\u3068\u3067\u3059\u3002** **\u6bd4\u3079\u3089\u308c\u306a\u3044\u3082\u306e\u306f\u6bd4\u3079\u306a\u3044\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u90e8\u54c1\u30fb\u30b5\u30f3\u30d7\u30eb\u30fb\u533b\u7642\u6a5f\u5668\u30fb\u96fb\u5b50\u90e8\u6750\u306a\u3069\u3092\u822a\u7a7a\u4fbf\u3067\u6708\u306b\u6570\u767e\u4ef6\u8f38\u5165\u3059\u308b\u7269\u6d41\u4f1a\u793e\u306e\u8f38\u5165\u696d\u52d9\u90e8\u9580\u3068\u3001\u81ea\u793e\u3067\u8f38\u5165\u3092\u7ba1\u7406\u3059\u308b\u5546\u793e\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u5c0f\u58f2\u3002\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u3084\u822a\u7a7a\u4f1a\u793e\u304b\u3089\u82f1\u6587\u306eAWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u304cPDF\u3067\u5c4a\u304d\u3001AWB\u756a\u53f7\u30fb\u500b\u6570\u30fb\u91cd\u91cf\u3092\u62c5\u5f53\u8005\u304c\u8f38\u5165\u53f0\u5e33\u306b\u624b\u3067\u5199\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u901a\u95a2\u696d\u8005\u306b\u66f8\u985e\u3092\u6e21\u3057\u305f\u3042\u3068\u3067\u500b\u6570\u3084\u91cd\u91cf\u306e\u98df\u3044\u9055\u3044\u304c\u5206\u304b\u308a\u3001\u901a\u95a2\u304c\u6b62\u307e\u308b\u3053\u3068\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u822a\u7a7a\u4fbf\u306e\u8f38\u5165\u304c\u6708\u306b\u6570\u4ef6\u306e\u4f01\u696d\u3002\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u306e\u8ca8\u7269\u8ffd\u8de1\u306e\u30c7\u30fc\u30bf\u9023\u643a\u3067AWB\u306e\u9805\u76ee\u3092\u53d7\u3051\u53d6\u308c\u3066\u304a\u308a\u3001PDF\u3092\u8aad\u3080\u5de5\u7a0b\u304c\u7121\u3044\u5834\u5408\u3002AWB\u3084\u30a4\u30f3\u30dc\u30a4\u30b9\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u30fb\u65e5\u672c\u8a9e\u306a\u3069\uff09\u3067\u5c4a\u304f\u3053\u3068\u304c\u591a\u3044\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306eOCR\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3057\u304b\u8aad\u3081\u305a\u3001\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3059\uff09\u3002\u306a\u304a\u3001\u98df\u3044\u9055\u3044\u306e\u539f\u56e0\u306e\u7279\u5b9a\u3001\u4ed5\u51fa\u4eba\u3078\u306e\u8a02\u6b63\u306e\u4f9d\u983c\u3001\u7a0e\u95a2\u3078\u306e\u7533\u544a\u5185\u5bb9\u306e\u5224\u65ad\u306f\u3001\u8f38\u5165\u696d\u52d9\u306e\u62c5\u5f53\u8005\u3068\u901a\u95a2\u696d\u8005\u304c\u884c\u3046\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u7167\u5408\u306e\u898f\u5247\u3092\u8868\u306b\u3059\u308b**\n\n\u8377\u4e3b\u3054\u3068\u306b\u3001\u91cd\u91cf\u306e\u8a31\u5bb9\u5dee\u3001\u68b1\u5305\u306e\u6570\u3092\u53d6\u308b\u66f8\u985e\u3001\u5206\u5272\u306e\u51fa\u8377\u306e\u6271\u3044\u3092\u8868\u306b\u3057\u307e\u3059\u3002**\u4ef6\u6570\u306e\u591a\u3044\u4e0a\u4f4d5\u793e\u306e\u8377\u4e3b\u304b\u3089\u59cb\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u822a\u7a7a\u8ca8\u7269\u304b\u308930\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067AWB\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u30de\u30b9\u30bf\u30fc\u3068\u30cf\u30a6\u30b9\u3092\u5206\u3051\u3089\u308c\u308b\u304b\u3001\u91cd\u91cf\u306e\u7a2e\u985e\u3068\u5358\u4f4d\u3092\u6b8b\u305b\u308b\u304b\u3001\u68b1\u5305\u306e\u6570\u3092\u88dc\u308f\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u66f8\u985e\u306e\u632f\u308a\u5206\u3051\u3092\u4f5c\u308b**\n\n\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u3063\u305fPDF\u3092\u3001AWB\u30fb\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u305d\u306e\u4ed6\u306b\u5206\u3051\u3001**1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u5165\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u5206\u5272\u3059\u308b**\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002\u3053\u3053\u304c\u8aa4\u308b\u3068\u3001\u5f8c\u6bb5\u306e\u8aad\u307f\u53d6\u308a\u304c\u3059\u3079\u3066\u305a\u308c\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u53f0\u5e33\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u53f0\u5e33\u306b\u5024\u3068\u5370\u3092\u66f8\u304f\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u4ef6\u6570\u306e\u591a\u30442\u793e\u306e\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u306e\u66f8\u985e\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u5168\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\u306b\u5e83\u3052\u3001`pieces_mismatch` \u3068 `not_comparable` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u7167\u5408\u306e\u898f\u5247\u306e\u8868\u3092\u76f4\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u6bce\u671d\u306e\u672a\u7740\u30fb\u8981\u78ba\u8a8d\u306e\u4e00\u89a7\u3092\u904b\u7528\u306b\u4e57\u305b\u30011\u4ef69\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u901a\u95a2\u696d\u8005\u304b\u3089\u306e\u500b\u6570\u30fb\u91cd\u91cf\u306e\u554f\u3044\u5408\u308f\u305b\u304c\u3001\u66f8\u985e\u304c\u5c4a\u3044\u305f\u65e5\u306e\u3046\u3061\u306b\u62fe\u308f\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0031","UC-0598","UC-0768","UC-0947"],"related_articles":[{"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"},{"id":5475,"slug":"kobai-bumon-taio","title":"\u8cfc\u8cb7\u90e8\u9580\u304c\u5165\u308b\u5546\u8ac7\u306b\u5099\u3048\u308b5\u5de5\u7a0b\uff5c\u76f8\u898b\u7a4d\u308a\u3067\u8ca0\u3051\u306a\u3044"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u8f38\u5165\u7533\u544a\u306f\u8f38\u5165\uff08\u7d0d\u7a0e\uff09\u7533\u544a\u66f8\u3092\u7a0e\u95a2\u9577\u306b\u63d0\u51fa\u3057\u3066\u884c\u3044\u3001\u307b\u304b\u306b\u4ed5\u5165\u66f8\uff08\u30a4\u30f3\u30dc\u30a4\u30b9\uff09\u3001\u5305\u88c5\u660e\u7d30\u66f8\u3001\u8239\u8377\u8a3c\u5238\u53c8\u306f\u6d77\u4e0a\u904b\u9001\u72b6\uff08\u822a\u7a7a\u8ca8\u7269\u306b\u3064\u3044\u3066\u306f\u822a\u7a7a\u8ca8\u7269\u904b\u9001\u72b6\uff09\u3001\u904b\u8cc3\u660e\u7d30\u66f8\u3001\u4fdd\u967a\u6599\u660e\u7d30\u66f8\u3001\u5951\u7d04\u66f8\u3001\u4fa1\u683c\u8868\u306e\u63d0\u51fa\u304c\u5fc5\u8981\u3068\u3055\u308c\u308b\u3053\u3068\u3002\u822a\u7a7a\u8ca8\u7269\u904b\u9001\u72b6\uff08AWB\uff09\u304c\u822a\u7a7a\u8ca8\u7269\u306e\u904b\u9001\u306b\u95a2\u3059\u308b\u8377\u9001\u4eba\u3068\u904b\u9001\u4eba\u306e\u904b\u9001\u5951\u7d04\u66f8\u3067\u3042\u308b\u3053\u3068 | [\u7a0e\u95a2: \u30ab\u30b9\u30bf\u30e0\u30b9\u30a2\u30f3\u30b5\u30fc 1107 \u8f38\u5165\u7533\u544a\u306e\u969b\u306b\u5fc5\u8981\u306a\u66f8\u985e](https:\/\/www.customs.go.jp\/tetsuzuki\/c-answer\/imtsukan\/1107_jr.htm) | 2026-10-08 |\n| \u5bfe\u5fdc\u3059\u308b\u5f62\u5f0f\u304cJPEG\u3001PNG\u3001PDF\u3001TIFF\u3067\u3042\u308b\u3053\u3068\u3002\u540c\u671f\u306fPDF1\u30da\u30fc\u30b8\u30fb10MB\u3001\u975e\u540c\u671f\u306fPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u3067\u3042\u308b\u3053\u3068\u3002PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3067\u304d\u306a\u3044\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u7e26\u66f8\u304d\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3002\u8cea\u554f\u306e\u691c\u51fa\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3067\u3001\u975e\u540c\u671f\u30671\u30da\u30fc\u30b830\u500b\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3042\u308b\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-08 |\n| StartDocumentAnalysis \u306e `FeatureTypes`\uff08TABLES\uff0fFORMS\uff0fQUERIES\uff0fSIGNATURES\uff0fLAYOUT\uff09\u3001`QueriesConfig`\u3001`ClientRequestToken`\u3001`JobTag`\u3001`NotificationChannel` \u3067 Amazon SNS \u306b\u5b8c\u4e86\u3092\u901a\u77e5\u3059\u308b\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-08 |\n| GetDocumentAnalysis \u304c\u30ad\u30fc\u3068\u5024\u30fb\u8868\u3068\u30bb\u30eb\u30fb\u8cea\u554f\u3068\u7b54\u3048\u306e\u30d6\u30ed\u30c3\u30af\u3092\u8fd4\u3059\u3053\u3068\u3002`JobStatus`\uff08SUCCEEDED\uff0fFAILED\uff0fPARTIAL_SUCCESS \u307b\u304b\uff09\u3001`MaxResults`\uff08\u6700\u59271,000\uff09\u3068 `NextToken`\u3001`StatusMessage`\u3001`Warnings` | [AWS: GetDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_GetDocumentAnalysis.html) | 2026-10-08 |\n| \u8cea\u554f\u306e\u5fdc\u7b54\u304c\u5225\u540d\uff08Alias\uff09\u3068\u4fe1\u983c\u5ea6\u3092\u6301\u3061\u3001\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u3053\u3068 | [AWS: Queries](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/queryresponse.html) | 2026-10-08 |\n| StartExpenseAnalysis \u304c\u8acb\u6c42\u66f8\u30fb\u9818\u53ce\u66f8\u306e\u975e\u540c\u671f\u306e\u5206\u6790\u3067\u3001JPEG\u3001PNG\u3001PDF\u3092\u5bfe\u8c61\u3068\u3057\u3001\u5b8c\u4e86\u3092 Amazon SNS \u306b\u901a\u77e5\u3057\u3066 GetExpenseAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308b\u3053\u3068 | [AWS: StartExpenseAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartExpenseAnalysis.html) | 2026-10-08 |\n| \u8acb\u6c42\u66f8\u306e\u5206\u6790\u304c `INVOICE_RECEIPT_ID`\u3001`PO_NUMBER`\u3001`ITEM`\u3001`QUANTITY`\u3001`UNIT_PRICE`\u3001`PRICE` \u306a\u3069\u306e\u6a19\u6e96\u9805\u76ee\u3092\u8fd4\u3057\u3001\u6a19\u6e96\u306b\u5f53\u305f\u3089\u306a\u3044\u9805\u76ee\u306f `OTHER` \u3068\u3055\u308c\u308b\u3053\u3068\u3002\u66f8\u985e\u4e0a\u306e\u9805\u76ee\u540d\u304c `LabelDetection`\u3001\u5024\u304c `ValueDetection` \u306b\u5165\u308a\u3001\u305d\u308c\u305e\u308c\u4fe1\u983c\u5ea6\u3092\u6301\u3064\u3053\u3068 | [AWS: Analyzing Invoices and Receipts](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/invoices-receipts.html) | 2026-10-08 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066\u53d7\u3051\u53d6\u308c\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-08 |\n\n**\u7533\u544a\u306b\u7528\u3044\u308b\u66f8\u985e\u3068\u305d\u306e\u5185\u5bb9\u306e\u5224\u65ad\u306f\u3001\u901a\u95a2\u696d\u8005\u3068\u7a0e\u95a2\u306e\u6c42\u3081\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u7a0e\u95a2\u306e\u30ab\u30b9\u30bf\u30e0\u30b9\u30a2\u30f3\u30b5\u30fc\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u304a\u308a\u3001\u8ca8\u7269\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u5fc5\u8981\u306a\u66f8\u985e\u304c\u5909\u308f\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[123,122,124],"uc_ai_service":[129,127,128],"uc_automation":[138],"uc_industry":[28,22,21,18],"uc_department":[53,50],"uc_task":[56,60],"uc_issue":[71,67,72],"uc_effect":[83,82,78],"uc_ai_function":[88],"class_list":["post-14866","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-chatgpt","uc_ai_model-claude","uc_ai_model-gemini","uc_ai_service-aws-textract","uc_ai_service-azure-ai","uc_ai_service-google-document-ai","uc_automation-python","uc_industry-trading","uc_industry-retail","uc_industry-logistics","uc_industry-manufacturing","uc_department-logistics-dept","uc_department-procurement","uc_task-data-entry","uc_task-review-check","uc_issue-short-staffed","uc_issue-too-much-entry","uc_issue-check-errors","uc_effect-fewer-omissions","uc_effect-faster-response","uc_effect-hours-saved","uc_ai_function-extraction"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/14866","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/14866\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=14866"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=14866"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=14866"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=14866"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=14866"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=14866"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=14866"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=14866"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=14866"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=14866"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}