{"id":14867,"date":"2026-10-08T14:08:39","date_gmt":"2026-10-08T05:08:39","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-phytosanitary-fumigation-cert\/"},"modified":"2026-10-08T14:08:39","modified_gmt":"2026-10-08T05:08:39","slug":"en-phytosanitary-fumigation-cert","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-phytosanitary-fumigation-cert\/","title":{"rendered":"\u8f38\u5165\u3059\u308b\u6728\u6750\u30fb\u8fb2\u7523\u54c1\u306e\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u71fb\u84b8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u51e6\u7406\u306e\u6761\u4ef6\u3092\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u3066\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u306e\u98df\u3044\u9055\u3044\u3068\u8a18\u8f09\u306e\u6b20\u3051\u3092\u62fe\u3046"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u8f38\u5165\u3059\u308b\u6728\u6750\u30fb\u8fb2\u7523\u54c1\u306b\u4ed8\u304f\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u71fb\u84b8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u30ed\u30c3\u30c8\u30fb\u51e6\u7406\u65e5\u30fb\u85ac\u5264\u30fb\u51e6\u7406\u6761\u4ef6\u3092\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u54c1\u540d\u30fb\u6570\u91cf\u3092\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u3068\u8a18\u8f09\u306e\u6b20\u3051\u3092\u62fe\u3044\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0947","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\u4ed5\u51fa\u4eba\u3068\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\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**\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u5225\u3005\u306b\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5148\u306b\u5c4a\u3044\u305f\u66f8\u985e\u3067\u53f0\u5e33\u306e\u884c\u3092\u4f5c\u308a\u3001**\u7d44\u306b\u306a\u308b\u76f8\u624b\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** \u5165\u6e2f\u304c3\u65e5\u4ee5\u5185\u306a\u306e\u306b\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u30ed\u30c3\u30c8\u3068\u3001`needs_human` \u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u308b\u30ed\u30c3\u30c8\u3092\u4e00\u89a7\u306b\u3057\u3066\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8 | PDF\u3002\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u767a\u884c\u6a5f\u95a2\u3001\u8f38\u51fa\u8005\u3001\u8377\u53d7\u4eba\u3001\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u539f\u7523\u5730\u3001\u8f38\u9001\u624b\u6bb5\u3001\u5165\u56fd\u5730\u70b9\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d\u3001\u8ffd\u52a0\u8a18\u8f09\u3001\u51e6\u7406\u306e\u6b04\u3001\u7f72\u540d\u3068\u65e5\u4ed8 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u71fb\u84b8\u8a3c\u660e\u66f8 | PDF\u3002\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u71fb\u84b8\u696d\u8005\u3001\u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61\u306e\u30b3\u30f3\u30c6\u30ca\u30fb\u30ed\u30c3\u30c8 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8 | PDF\u3002\u54c1\u540d\u3001\u6570\u91cf\u3068\u5358\u4f4d\u3001\u68b1\u5305\u306e\u6570\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3001\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3001\u8239\u7a4d\u65e5 | \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\u7f72\u540d\u306e\u4f4d\u7f6e\u3001**\u4fe1\u983c\u5ea6\u3068\u624b\u66f8\u304d\u304b\u5370\u5b57\u304b\u306e\u5225** | AWS Textract |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868 | \u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306e\u71fb\u84b8\u306e\u6761\u4ef6\uff08\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u306e\u4e0b\u9650\uff09 | \u53d7\u5165\u6761\u4ef6\u306e\u4e00\u89a7\u3092\u8868\u306b\u3057\u305f\u3082\u306e |\n| \u8f38\u5165\u53f0\u5e33 | \u30ed\u30c3\u30c8\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u54c1\u76ee\u3001\u5165\u6e2f\u4e88\u5b9a\u65e5\u3001\u7533\u8acb\u306e\u72b6\u614b | \u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3067\u3059\u3002** \u71fb\u84b8\u306e\u6761\u4ef6\u306f\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u306e\u7d44\u3067\u9055\u3044\u3001**\u8868\u306b\u7121\u3044\u7d44\u306f\u7167\u5408\u305b\u305a\u306b\u4eba\u306b\u56de\u3057\u307e\u3059\u3002**","data_source":"\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES`\u3001`SIGNATURES` | \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u54c1\u540d\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee\u3001\u7f72\u540d\u306e\u6709\u7121 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u51e6\u7406\u306e\u6b04\u306e\u5024\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\u4ed5\u51fa\u4eba\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| `CERT_NO` | What is the certificate number? |\n| `PACKAGES` | What is the number and description of packages? |\n| `MARKS` | What are the distinguishing marks? |\n| `PRODUCE_QTY` | What is the name of produce and quantity declared? |\n| `BOTANICAL` | What is the botanical name of plants? |\n| `TREAT_DATE` | What is the date of treatment? |\n| `CHEMICAL` | What chemical or active ingredient was used? |\n| `DURATION_TEMP` | What are the duration and temperature of the treatment? |\n| `CONCENTRATION` | What is the concentration or dosage? |\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\u9805\u76ee\u306f\u5168\u6587\u304b\u3089\u6b04\u306e\u898b\u51fa\u3057\u306e\u8a9e\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\n\n**\u624b\u66f8\u304d\u306e\u6b04\u306f `TextType` \u304c `HANDWRITING` \u3068\u3057\u3066\u8fd4\u308a\u307e\u3059\u3002** \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306f\u51e6\u7406\u306e\u6b04\u3084\u6570\u91cf\u3092\u624b\u66f8\u304d\u3067\u57cb\u3081\u305f\u3082\u306e\u304c\u3042\u308a\u3001**\u624b\u66f8\u304d\u306e\u5024\u306f\u5370\u5b57\u306e\u5024\u3088\u308a\u78ba\u8a8d\u306e\u512a\u5148\u5ea6\u3092\u4e0a\u3052\u3066\u4e00\u89a7\u306b\u51fa\u3057\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**\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3068\u8f38\u5165\u53f0\u5e33\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\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 1\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u306e\u8a9e\uff08`Phytosanitary Certificate`\u3001`Fumigation Certificate`\u3001`Commercial Invoice`\u3001`Packing List`\uff09\u3067\u632f\u308a\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. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f15\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0a\u3067\u3001150DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306b\u5f53\u305f\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30b9\u30bf\u30f3\u30d7\u304c\u91cd\u306a\u3063\u305f\u5c0f\u3055\u306a\u6587\u5b57\u306f\u3001\u9ad8\u3044\u89e3\u50cf\u5ea6\u3067\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059**\n\n**4\u756a\u76ee\u3067\u300cRe-export\u300d\u306e\u8a9e\u3082\u898b\u307e\u3059\u3002** \u518d\u8f38\u51fa\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306f\u66f8\u5f0f\u304c\u9055\u3044\u3001**\u5143\u306e\u8a3c\u660e\u66f8\u306e\u5199\u3057\u304c\u4ed8\u304f\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u30011\u3064\u306ePDF\u306b2\u901a\u306e\u8a3c\u660e\u66f8\u304c\u5165\u308a\u307e\u3059\u3002** \u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u3066\u8aad\u307f\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8a3c\u660e\u66f8\u306e\u5404\u6b04\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u5024\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\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| \u8a3c\u660e\u66f8\u756a\u53f7\u3068\u767a\u884c\u6a5f\u95a2 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u8f38\u51fa\u8005\u3068\u8377\u53d7\u4eba | \u540d\u79f0\u3068\u4f4f\u6240\u3092\u539f\u6587\u306e\u307e\u307e | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e | \u6570\u3068\u7a2e\u985e\uff08bags\u3001cartons\u3001containers \u306a\u3069\uff09\u3092\u5206\u3051\u3066 | \u7a2e\u985e\u304c\u7121\u3051\u308c\u3070\u6570\u3060\u3051 |\n| \u8b58\u5225\u8a18\u53f7 | \u30ed\u30c3\u30c8\u756a\u53f7\u3084\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3092\u914d\u5217\u3067 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u54c1\u540d\u3068\u6570\u91cf | \u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3092\u5206\u3051\u3066\u539f\u6587\u306e\u307e\u307e | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n| \u5b66\u540d | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u51e6\u7406\u306e\u6b04 | \u65e5\u4ed8\u3001\u51e6\u7406\u3001\u85ac\u5264\u3001\u6642\u9593\u3068\u6e29\u5ea6\u3001\u6fc3\u5ea6\u3092\u6b04\u3054\u3068\u306b | \u6b04\u304c\u7a7a\u306a\u3089 `blank`\u3001\u6b04\u3054\u3068\u7121\u3051\u308c\u3070 `missing` |\n| \u71fb\u84b8\u8a3c\u660e\u66f8 | \u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61 | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n\n**\u51e6\u7406\u306e\u6b04\u306e\u300c\u7a7a\u6b04\u300d\u3068\u300c\u6b04\u304c\u7121\u3044\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u51e6\u7406\u3092\u3057\u3066\u3044\u306a\u3044\u8ca8\u7269\u3067\u306f\u51e6\u7406\u306e\u6b04\u306f\u7a7a\u3067\u5f53\u7136\u3067\u3001**\u71fb\u84b8\u3092\u6c42\u3081\u308b\u54c1\u76ee\u3067\u3060\u3051\u3001\u7a7a\u6b04\u304c\u6b20\u3051\u306b\u306a\u308a\u307e\u3059\u3002** \u3069\u3061\u3089\u304b\u3092\u6c7a\u3081\u308b\u306e\u306fAI\u3067\u306f\u306a\u304f\u3001\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3092\u5f15\u304f Python \u3067\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u8a3c\u660e\u66f8\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u690d\u7269\u9632\u75ab\u5b98\u304c\u5224\u65ad\u3059\u308b |\n| \u71fb\u84b8\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u304b\u306e\u5224\u65ad | \u53d7\u5165\u6761\u4ef6\u306e\u8868\u3067 Python \u304c\u7167\u3089\u3059 |\n| \u65e5\u4ed8\u306e\u65e5\u3068\u6708\u306e\u88dc\u5b8c | \u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u3092\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u3001\u524d\u5f8c\u306e\u78ba\u8a8d\u304c\u8aa4\u308b |\n| \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u7a7a\u6b04\u3092\u3001\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u308b\u3053\u3068 | \u3069\u3061\u3089\u306e\u66f8\u985e\u306b\u66f8\u304b\u308c\u305f\u5024\u304b\u304c\u6d88\u3048\u308b |\n| \u5b66\u540d\u306e\u88dc\u5b8c | \u54c1\u540d\u304b\u3089\u63a8\u3057\u3066\u66f8\u304f\u3068\u3001\u6b20\u3051\u304c\u898b\u3048\u306a\u304f\u306a\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** 2\u901a\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001\u7a7a\u306e\u51e6\u7406\u306e\u6b04\u3092\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u3066\u8fd4\u3057\u3001**\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u6b20\u3051\u304c\u6d88\u3048\u307e\u3059\u3002** \u66f8\u985e\u306f1\u901a\u305a\u3064\u6e21\u3057\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u8f38\u5165\u5546\u793e\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\n\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\u6e21\u3059\u306e\u306f1\u901a\u306e\u66f8\u985e\u3060\u3051\u3067\u3059\u3002\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ncert_no\u3001issuing_org_raw\u3001exporter_raw\u3001consignee_raw\u3001\npackages_count\u3001packages_kind_raw\u3001marks\uff08\u914d\u5217\uff09\u3001origin_raw\u3001\nconveyance_raw\u3001entry_point_raw\u3001\nproduce\uff08\u914d\u5217\uff1aname_raw\u3001quantity\u3001unit_raw\uff09\u3001botanical_raw\u3001\nadditional_declaration_raw\u3001\ntreatment\uff08date_raw\u3001date\u3001treatment_raw\u3001chemical_raw\u3001\nduration_temp_raw\u3001concentration_raw\uff09\u3001\nsignature_detected\u3001handwritten_fields\uff08\u914d\u5217\uff09\n\n\u3010\u71fb\u84b8\u8a3c\u660e\u66f8\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ncert_no\u3001fumigator_raw\u3001date_raw\u3001date\u3001chemical_raw\u3001\ndosage\u3001dosage_unit_raw\u3001duration_raw\u3001temperature_raw\u3001\ntargets\uff08\u914d\u5217\uff1a\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3084\u30ed\u30c3\u30c8\u756a\u53f7\uff09\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ............. \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u6b04\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- blank .......... \u6b04\u306f\u3042\u308b\u304c\u7a7a\n- missing ........ \u6b04\u305d\u306e\u3082\u306e\u304c\u898b\u5f53\u305f\u3089\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\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n- unit_unknown ... \u6570\u91cf\u3084\u6295\u85ac\u91cf\u306e\u5358\u4f4d\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6b04\u304c\u7a7a\u306a\u3089 blank\u3001\u6b04\u304c\u7121\u3051\u308c\u3070 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4ed6\u306e\u6b04\u3084\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u6708\u304c\u82f1\u8a9e\u306e\u540d\u524d\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3001\u6587\u9762\u304b\u3089\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\n  \u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067 date \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 date \u3092\u7a7a\u306b\u3057\u3001ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6570\u91cf\u30fb\u6295\u85ac\u91cf\u306f\u6570\u5024\u3068\u5358\u4f4d\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5b66\u540d\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u54c1\u540d\u304b\u3089\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a3c\u660e\u66f8\u304c\u6709\u52b9\u304b\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3059\u304b\u3001\u691c\u67fb\u306b\u901a\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u30fb\u71fb\u84b8\u8a3c\u660e\u66f8\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a 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**\u300c1\u901a\u306e\u66f8\u985e\u3060\u3051\u300d\u3068\u300c\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u300d\u3092\u4e21\u65b9\u66f8\u304b\u306a\u3044\u3068\u3001\u57cb\u3081\u307e\u3059\u3002** \u540c\u3058\u30ed\u30c3\u30c8\u306e\u66f8\u985e\u3060\u3068\u5206\u304b\u308b\u3068\u3001\u6b20\u3051\u305f\u6b04\u3092\u88dc\u304a\u3046\u3068\u3057\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\": \"phytosanitary_certificate\",\n  \"cert_no\": \"\",\n  \"packages_count\": 20,\n  \"packages_kind_raw\": \"BUNDLES\",\n  \"marks\": [\"LOT 2610-07\", \"ABCU1234567\"],\n  \"produce\": [\n    { \"name_raw\": \"SAWN TIMBER\", \"quantity\": 48.6, \"unit_raw\": \"M3\" }\n  ],\n  \"botanical_raw\": \"\",\n  \"treatment\": {\n    \"date_raw\": \"03\/10\/2026\", \"date\": \"\",\n    \"treatment_raw\": \"FUMIGATION\", \"chemical_raw\": \"\",\n    \"duration_temp_raw\": \"\", \"concentration_raw\": \"\"\n  },\n  \"signature_detected\": true,\n  \"items\": [\n    { \"item\": \"treatment.date\", \"status\": \"ambiguous\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\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\u30ed\u30c3\u30c8\u756a\u53f7\u3068\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3067\u66f8\u985e\u3092\u7d44\u306b\u3057\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5305\u88c5\u306e\u6570\u304c\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u5408\u3044\u3001\u51e6\u7406\u306e\u6761\u4ef6\u304c\u53d7\u5165\u6761\u4ef6\u3092\u6e80\u305f\u3059 |\n| `quantity_mismatch` | \u6570\u91cf\uff08\u5358\u4f4d\u304c\u540c\u3058\u3082\u306e\uff09\u307e\u305f\u306f\u5305\u88c5\u306e\u6570\u304c\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3068\u9055\u3046 |\n| `treatment_mismatch` | \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u51e6\u7406\u306e\u6b04\u3068\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u304c\u9055\u3046\u3001\u307e\u305f\u306f\u53d7\u5165\u6761\u4ef6\u306b\u5c4a\u304b\u306a\u3044 |\n| `field_missing` | \u5b66\u540d\u3001\u8b58\u5225\u8a18\u53f7\u3001\u7f72\u540d\u306a\u3069\u304c `missing` \u304b `blank`\u3001\u307e\u305f\u306f\u71fb\u84b8\u3092\u6c42\u3081\u308b\u54c1\u76ee\u3067\u51e6\u7406\u306e\u6b04\u304c\u7a7a |\n| `needs_human` | `ambiguous`\u3001`unreadable`\u3001`unit_unknown` \u304c\u3042\u308b\u3001\u8868\u306b\u54c1\u76ee\u306e\u7d44\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u65e5\u4ed8\u306e\u524d\u5f8c\u3092\u898f\u5247\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u51e6\u7406\u65e5\u3068\u8239\u7a4d\u65e5\u304c\u3068\u3082\u306b\u78ba\u5b9a\u3057\u305f\u3068\u304d\u3060\u3051\u524d\u5f8c\u3092\u6bd4\u3079\u3001**\u51e6\u7406\u65e5\u304c\u8239\u7a4d\u65e5\u3088\u308a\u5f8c\u306a\u3089 `needs_human` \u306b\u3057\u307e\u3059\u3002** \u8f38\u9001\u4e2d\u306b\u59cb\u3081\u308b\u51e6\u7406\u3082\u3042\u308a\u3046\u308b\u306e\u3067\u3001\u98df\u3044\u9055\u3044\u3068\u306f\u6c7a\u3081\u3064\u3051\u307e\u305b\u3093\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 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5404\u6b04\u306e\u53d6\u308a\u51fa\u3057 |\n| \u8f38\u5165\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u30ed\u30c3\u30c8\u306e\u884c\u306b\u5024\u3092\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306e\u71fb\u84b8\u306e\u6761\u4ef6\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**\u690d\u7269\u9632\u75ab\u6240\u3078\u306e\u7533\u8acb\u3068\u3001\u901a\u95a2\u696d\u8005\u3078\u306e\u53d7\u3051\u6e21\u3057\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u66f8\u985e\u304c\u305d\u308d\u3063\u305f\u30ed\u30c3\u30c8\u3092\u7533\u8acb\u306e\u62c5\u5f53\u306b\u56de\u3059\u306e\u306f\u62c5\u5f53\u8005\u3067\u3059\u3002","human_review":"**\u62c5\u5f53\u8005\u306f\u5168\u4ef6\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** `human_check` \u3092\u300c\u5fc5\u9808\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002\u4e00\u89a7\u306b\u306f\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b\u6b04\u306e\u57cb\u307e\u308a\u65b9\u3001\u7167\u5408\u306e\u7d50\u679c\u3001\u624b\u66f8\u304d\u306e\u6b04\u3001\u7f72\u540d\u306e\u6709\u7121\u30921\u884c\u3067\u51fa\u3057\u307e\u3059\u3002\n\n1. **`field_missing` \u3068 `treatment_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u8a3c\u660e\u66f8\u306e\u518d\u767a\u884c\u304c\u8981\u308b\u304b\u3092\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u518d\u767a\u884c\u306f\u8f38\u51fa\u56fd\u306e\u6a5f\u95a2\u306e\u624b\u7d9a\u304d\u306a\u306e\u3067\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059**\n2. **`quantity_mismatch` \u306e\u5358\u4f4d\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6570\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u985e\u3054\u3068\u306b\u9055\u3046\u3060\u3051\u306a\u3089\u3001\u53f0\u5e33\u306b\u6ce8\u8a18\u3057\u3066\u89e3\u6c7a\u306b\u3057\u307e\u3059\n3. **`needs_human` \u306e\u5024\u3092\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u3001\u624b\u66f8\u304d\u306e\u6570\u5b57\u3001\u30b9\u30bf\u30f3\u30d7\u306e\u91cd\u306a\u3063\u305f\u6587\u5b57\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u5370\u306e\u7121\u3044\u3082\u306e\u3092\u4e00\u89a7\u3067\u6d41\u3057\u898b\u308b** \u2026 \u624b\u66f8\u304d\u306e\u6b04\u304c\u3042\u308b\u3082\u306e\u3060\u3051\u3001\u753b\u50cf\u3092\u958b\u304d\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\u8a3c\u660e\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u518d\u8f38\u51fa\u306e\u8a3c\u660e\u66f8\u306b\u5143\u306e\u8a3c\u660e\u66f8\u306e\u5199\u3057\u304c\u4ed8\u304f | \u30da\u30fc\u30b8\u3067\u5206\u3051\u3001\u4e21\u65b9\u3092\u8a18\u9332\u3059\u308b |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u4ed5\u51fa\u4eba\u306e\u66f8\u304d\u65b9\u3068\u753b\u50cf\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| \u6570\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u985e\u3054\u3068\u306b\u9055\u3046 | \u63db\u7b97\u305b\u305a\u306b `needs_human`\u3002\u4eba\u304c\u540c\u3058\u6570\u91cf\u304b\u3092\u78ba\u304b\u3081\u308b |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u306e\u7d44\u304c\u7121\u3044 | \u7167\u5408\u305b\u305a\u306b `needs_human`\u3002\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3066\u8868\u306b\u8db3\u3059 |\n| \u7f72\u540d\u306e\u6b04\u304c\u7a7a | `field_missing`\u3002\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u308b |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u304c\u3001\u8aa4\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u5024\u3092\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u8aa4\u308b\u3082\u306e\u3067\u3001**\u4eba\u304c\u753b\u50cf\u3067\u78ba\u5b9a\u3059\u308b\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","log_storage":"- \u5143\u306e\u66f8\u985e\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\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306e\u7248**\n- \u62c5\u5f53\u8005\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332\u3068\u3001\u4ed5\u51fa\u4eba\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u56de\u7b54\n- **\u518d\u767a\u884c\u3055\u308c\u305f\u8a3c\u660e\u66f8\u3068\u3001\u5143\u306e\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u540c\u3058\u4ed5\u51fa\u4eba\u306e\u6b20\u3051\u306e\u50be\u5411\u3092\u898b\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u6b04\u306e\u6b20\u3051\u304c\u7d9a\u304f\u4ed5\u51fa\u4eba\u306b\u306f\u3001**\u66f8\u985e\u306e\u4f5c\u308a\u65b9\u305d\u306e\u3082\u306e\u3092\u78ba\u304b\u3081\u3066\u3082\u3089\u3044\u307e\u3059\u3002**","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":180,"assumption_workdays":20,"volume_month":180,"before_minutes_per_case":15,"after_minutes_per_case":4,"hourly_cost":3200,"before_hours_month":45,"after_hours_month":12,"saved_hours_month":33,"reduction_rate":73,"saved_hours_year":396,"annual_cost_effect":1267200,"summary":"\u8f38\u5165\u3059\u308b\u6728\u6750\u30fb\u8fb2\u7523\u54c1\u306b\u4ed8\u304f\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u71fb\u84b8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u30ed\u30c3\u30c8\u30fb\u51e6\u7406\u65e5\u30fb\u85ac\u5264\u30fb\u51e6\u7406\u6761\u4ef6\u3092\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u54c1\u540d\u30fb\u6570\u91cf\u3092\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u3068\u8a18\u8f09\u306e\u6b20\u3051\u3092\u62fe\u3044\u307e\u3059\u3002","before_flow":"1. \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3001\u71fb\u84b8\u8a3c\u660e\u66f8\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3001\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306ePDF\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f\n2. \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u8f38\u51fa\u8005\u3001\u8377\u53d7\u4eba\u3001\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u539f\u7523\u5730\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d\u3001\u51e6\u7406\u306e\u6b04\u3092\u8aad\u3080\n3. \u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61\u306e\u30b3\u30f3\u30c6\u30ca\u3084\u30ed\u30c3\u30c8\u3092\u8aad\u3080\n4. \u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u54c1\u540d\u3001\u6570\u91cf\u3001\u68b1\u5305\u306e\u6570\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3092\u8aad\u3080\n5. \u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u30ed\u30c3\u30c8\u30fb\u51e6\u7406\u306e\u6761\u4ef6\u3092\u898b\u6bd4\u3079\u308b\n6. \u98df\u3044\u9055\u3044\u3084\u6b20\u3051\u304c\u3042\u308c\u3070\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u3001\u305d\u308d\u3063\u305f\u66f8\u985e\u3092\u901a\u95a2\u696d\u8005\u3068\u7533\u8acb\u306e\u62c5\u5f53\u306b\u6e21\u3059\n\n**\uff08a\uff09\u8aad\u307f\u65b9\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u3002** \u3069\u306e\u6b04\u3092\u4f55\u3068\u7167\u3089\u3059\u304b\u306f\u3001\u7d4c\u9a13\u306e\u9577\u3044\u62c5\u5f53\u8005\u306e\u982d\u306e\u4e2d\u306b\u3042\u308a\u307e\u3059\u3002**\u540c\u3058\u8a3c\u660e\u66f8\u3067\u3082\u3001\u3042\u308b\u62c5\u5f53\u8005\u306f\u5b66\u540d\u306e\u6b20\u3051\u3092\u62fe\u3044\u3001\u5225\u306e\u62c5\u5f53\u8005\u306f\u62fe\u3044\u307e\u305b\u3093\u3002**\n\n**\uff08b\uff09\u98df\u3044\u9055\u3044\u306b\u7533\u8acb\u306e\u6bb5\u3067\u6c17\u3065\u304f\u3002** \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u6570\u91cf\u304c\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u9055\u3046\u3001\u5305\u88c5\u306e\u6570\u304c\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3068\u9055\u3046\u3002**5\u756a\u76ee\u306e\u898b\u6bd4\u3079\u304c\u6025\u304e\u306e\u65e5\u306b\u7701\u304b\u308c\u3001\u7533\u8acb\u306e\u6e96\u5099\u3067\u521d\u3081\u3066\u5206\u304b\u308a\u307e\u3059\u3002** \u4ed5\u51fa\u4eba\u3078\u306e\u78ba\u8a8d\u306f\u6642\u5dee\u3092\u306f\u3055\u3080\u306e\u3067\u30011\u5f80\u5fa9\u30671\u65e5\u304b\u304b\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u65e5\u4ed8\u304c\u8aad\u3081\u306a\u3044\u3002** `03\/04\/2026` \u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306f\u30013\u67084\u65e5\u3068\u30824\u67083\u65e5\u3068\u3082\u8aad\u3081\u307e\u3059\u3002**\u51e6\u7406\u65e5\u3068\u8239\u7a4d\u65e5\u306e\u524d\u5f8c\u3092\u78ba\u304b\u3081\u305f\u3044\u306e\u306b\u3001\u65e5\u4ed8\u305d\u306e\u3082\u306e\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**","before_flow_steps":["\u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3001\u71fb\u84b8\u8a3c\u660e\u66f8\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3001\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306ePDF\u3092\u3001\u62c5\u5f53\u8005\u304c\u958b\u304f","\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u8f38\u51fa\u8005\u3001\u8377\u53d7\u4eba\u3001\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u539f\u7523\u5730\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d\u3001\u51e6\u7406\u306e\u6b04\u3092\u8aad\u3080","\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61\u306e\u30b3\u30f3\u30c6\u30ca\u3084\u30ed\u30c3\u30c8\u3092\u8aad\u3080","\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u54c1\u540d\u3001\u6570\u91cf\u3001\u68b1\u5305\u306e\u6570\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3092\u8aad\u3080","\u8f38\u5165\u53f0\u5e33\u306b\u8ee2\u8a18\u3057\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u30ed\u30c3\u30c8\u30fb\u51e6\u7406\u306e\u6761\u4ef6\u3092\u898b\u6bd4\u3079\u308b","\u98df\u3044\u9055\u3044\u3084\u6b20\u3051\u304c\u3042\u308c\u3070\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u3001\u305d\u308d\u3063\u305f\u66f8\u985e\u3092\u901a\u95a2\u696d\u8005\u3068\u7533\u8acb\u306e\u62c5\u5f53\u306b\u6e21\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u66f8\u985e\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\u3001\u66f8\u985e\u306e\u7a2e\u985e\u3092\u632f\u308a\u5206\u3051\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u30fb\u7f72\u540d\u306e\u4f4d\u7f6e\u3092\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8a3c\u660e\u66f8\u306e\u5404\u6b04\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u68b1\u5305\u30fb\u30ed\u30c3\u30c8\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b\u66f8\u985e\u3092\u7d44\u306b\u3057\u3066\u8f38\u5165\u53f0\u5e33\u306b\u66f8\u304d\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5305\u88c5\u30fb\u51e6\u7406\u306e\u6761\u4ef6\u3092\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b\n6. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5168\u4ef6\u306e\u8981\u70b9\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u306f\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u4ed5\u51fa\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u305d\u308d\u3063\u305f\u66f8\u985e\u3092\u901a\u95a2\u696d\u8005\u3068\u7533\u8acb\u306e\u62c5\u5f53\u306b\u6e21\u3059\n\n**6\u756a\u76ee\u3067\u5168\u4ef6\u3092\u4eba\u304c\u898b\u308b\u306e\u306f\u3001\u690d\u7269\u691c\u75ab\u306e\u66f8\u985e\u3060\u304b\u3089\u3067\u3059\u3002** \u8f38\u5165\u691c\u67fb\u3067\u306f\u8a3c\u660e\u66f8\u304c\u6dfb\u4ed8\u3055\u308c\u3066\u3044\u308b\u304b\u304c\u78ba\u304b\u3081\u3089\u308c\u308b\u305f\u3081\u3001**\u5370\u306e\u7121\u3044\u3082\u306e\u3082\u3001\u4e00\u89a7\u3067\u6b04\u306e\u57cb\u307e\u308a\u65b9\u3068\u7167\u5408\u306e\u7d50\u679c\u3092\u78ba\u304b\u3081\u307e\u3059\u3002** \u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3060\u3051\u3001\u753b\u50cf\u3092\u958b\u3044\u3066\u8a73\u3057\u304f\u898b\u307e\u3059\u3002\n\n**5\u756a\u76ee\u306e\u7167\u5408\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u6570\u91cf\u306e\u5358\u4f4d\u306e\u63db\u7b97\u3001\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3068\u306e\u6bd4\u8f03\u3001\u65e5\u4ed8\u306e\u524d\u5f8c\u306f\u3001**\u898f\u5247\u3067\u6c7a\u307e\u308b\u51e6\u7406\u3068\u3057\u3066 Python \u306b\u7f6e\u304d\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u53d7\u4fe1\u7bb1\u306b\u5c4a\u3044\u305f\u66f8\u985e\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\u3001\u66f8\u985e\u306e\u7a2e\u985e\u3092\u632f\u308a\u5206\u3051\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u3001\u5168\u6587\u30fb\u30ad\u30fc\u3068\u5024\u30fb\u8868\u30fb\u8cea\u554f\u3078\u306e\u7b54\u3048\u30fb\u7f72\u540d\u306e\u4f4d\u7f6e\u3092\u3001\u4fe1\u983c\u5ea6\u4ed8\u304d\u3067\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u8a3c\u660e\u66f8\u306e\u5404\u6b04\u3068\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306e\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u68b1\u5305\u30fb\u30ed\u30c3\u30c8\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b\u66f8\u985e\u3092\u7d44\u306b\u3057\u3066\u8f38\u5165\u53f0\u5e33\u306b\u66f8\u304d\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5305\u88c5\u30fb\u51e6\u7406\u306e\u6761\u4ef6\u3092\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u5168\u4ef6\u306e\u8981\u70b9\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u306f\u753b\u50cf\u3067\u78ba\u304b\u3081\u3066\u4ed5\u51fa\u4eba\u306b\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u3001\u305d\u308d\u3063\u305f\u66f8\u985e\u3092\u901a\u95a2\u696d\u8005\u3068\u7533\u8acb\u306e\u62c5\u5f53\u306b\u6e21\u3059"],"architecture":"```\n\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u30fb\u71fb\u84b8\u8a3c\u660e\u66f8\u30fb\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\uff08PDF\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   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aFORMS\uff0fTABLES\uff0fQUERIES\uff0fSIGNATURES\uff09\n   \u2502   \u5168\u6587\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u4fe1\u983c\u5ea6\u3001\u624b\u66f8\u304d\u304b\u5370\u5b57\u304b\n   \u25bc\nClaude API \u2500\u2500 \u5404\u6b04\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3059\n   \u2502   \u2460 \u8a3c\u660e\u66f8\u756a\u53f7\u3068\u767a\u884c\u6a5f\u95a2  \u2461 \u8f38\u51fa\u8005\u3068\u8377\u53d7\u4eba  \u2462 \u5305\u88c5\u306e\u6570\u3068\u8b58\u5225\u8a18\u53f7\n   \u2502   \u2463 \u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5b66\u540d      \u2464 \u51e6\u7406\u306e\u6b04        \u2465 \u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u51e6\u7406\u306e\u6761\u4ef6\n   \u25bc\nPython \u2500\u2500 \u30ed\u30c3\u30c8\u3054\u3068\u306b\u7d44\u306b\u3057\u3001\u53f0\u5e33\u306b\u66f8\u304d\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u7167\u3089\u3059\n   \u25bc\n\u53f0\u5e33\uff08ok \uff0f quantity_mismatch \uff0f treatment_mismatch \uff0f field_missing \uff0f needs_human\uff09\n   \u25bc\n\u3010\u62c5\u5f53\u8005\u304c\u5168\u4ef6\u3092\u4e00\u89a7\u3067\u78ba\u8a8d\u3057\u3001\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3092\u753b\u50cf\u3067\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u3001\u901a\u95a2\u696d\u8005\u3068\u7533\u8acb\u306e\u62c5\u5f53\u306b\u6e21\u3059\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| OCR | AWS Textract\uff08StartDocumentAnalysis\uff0fGetDocumentAnalysis\uff09 | Azure AI Document Intelligence\u3001Google Document AI |\n| \u751f\u6210AI | Claude API\uff08\u8a3c\u660e\u66f8\u306e\u5404\u6b04\u306e\u53d6\u308a\u51fa\u3057\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u30ed\u30c3\u30c8\u306e\u7d44\u307f\u5408\u308f\u305b\u3001\u54c1\u540d\u30fb\u6570\u91cf\u30fb\u51e6\u7406\u306e\u6761\u4ef6\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\u53d7\u5165\u6761\u4ef6\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**\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306b\u3001\u4ed5\u51fa\u4eba\u306b\u6c42\u3081\u308b\u71fb\u84b8\u306e\u6761\u4ef6\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u8aad\u3081\u308b\u8868\u306b\u3059\u308b\u3053\u3068**\u3067\u3059\u3002\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u305d\u306e\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u306e\u4e0b\u9650\u30921\u884c\u305a\u3064\u6301\u305f\u305b\u307e\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u8a3c\u660e\u66f8\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3059\u3002** \u8f38\u51fa\u56fd\u306e\u8a00\u8a9e\u3068\u82f1\u8a9e\u3092\u4f75\u8a18\u3057\u305f\u8a3c\u660e\u66f8\u306f\u3001\u82f1\u8a9e\u306e\u90e8\u5206\u3060\u3051\u3092\u7167\u5408\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u7f72\u540d\u306e\u691c\u51fa\uff08`SIGNATURES`\uff09\u3067\u3059\u3002** \u6587\u66f8\u306e\u5206\u6790\u306e `FeatureTypes` \u306b\u6307\u5b9a\u3067\u304d\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6\u304c\u8fd4\u308a\u307e\u3059\u3002**\u7f72\u540d\u304c\u672c\u7269\u304b\u3069\u3046\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u304c\u3001\u7f72\u540d\u306e\u6b04\u304c\u7a7a\u306e\u307e\u307e\u5c4a\u3044\u305f\u8a3c\u660e\u66f8\u3092\u62fe\u3048\u307e\u3059\u3002** \u516c\u5370\u306e\u30b9\u30bf\u30f3\u30d7\u306f\u691c\u51fa\u306e\u5bfe\u8c61\u306b\u306a\u3089\u306a\u3044\u306e\u3067\u3001\u4eba\u304c\u753b\u50cf\u3067\u898b\u307e\u3059\u3002\n\n**\u7167\u5408\u3059\u308b\u9805\u76ee\u306f\u3001\u56fd\u969b\u57fa\u6e96\u306e\u66f8\u5f0f\u306b\u6cbf\u3063\u3066\u6c7a\u3081\u307e\u3059\u3002** \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u56fd\u969b\u57fa\u6e96\uff08ISPM 12\uff09\u306f\u3001\u8a3c\u660e\u66f8\u306e\u30e2\u30c7\u30eb\u306e\u6b04\u3068\u3057\u3066\u3001**\u8f38\u51fa\u8005\u3001\u8377\u53d7\u4eba\u3001\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u539f\u7523\u5730\u3001\u8f38\u9001\u624b\u6bb5\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d**\u3001\u305d\u3057\u3066**\u51e6\u7406\u306e\u6b04\uff08\u65e5\u4ed8\u3001\u51e6\u7406\u3001\u85ac\u5264\uff08\u6709\u52b9\u6210\u5206\uff09\u3001\u6642\u9593\u3068\u6e29\u5ea6\u3001\u6fc3\u5ea6\uff09**\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002**\u77db\u76fe\u3057\u305f\u60c5\u5831\u3084\u4e0d\u6574\u5408\u306a\u60c5\u5831\u3092\u542b\u3080\u8a3c\u660e\u66f8\u306f\u7121\u52b9\u3068\u3055\u308c\u308b**\u4f8b\u306b\u3082\u6319\u3052\u3089\u308c\u3066\u304a\u308a\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u306e\u7167\u5408\u306f\u3053\u306e\u70b9\u3092\u7533\u8acb\u306e\u524d\u306b\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u3082\u306e\u3067\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\u4ed5\u51fa\u4eba\u3068\u30d5\u30a9\u30ef\u30fc\u30c0\u30fc\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**\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306f\u5225\u3005\u306b\u5c4a\u304f\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5148\u306b\u5c4a\u3044\u305f\u66f8\u985e\u3067\u53f0\u5e33\u306e\u884c\u3092\u4f5c\u308a\u3001**\u7d44\u306b\u306a\u308b\u76f8\u624b\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** \u5165\u6e2f\u304c3\u65e5\u4ee5\u5185\u306a\u306e\u306b\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u304c\u5c4a\u3044\u3066\u3044\u306a\u3044\u30ed\u30c3\u30c8\u3068\u3001`needs_human` \u306e\u307e\u307e\u6b8b\u3063\u3066\u3044\u308b\u30ed\u30c3\u30c8\u3092\u4e00\u89a7\u306b\u3057\u3066\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| \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8 | PDF\u3002\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u767a\u884c\u6a5f\u95a2\u3001\u8f38\u51fa\u8005\u3001\u8377\u53d7\u4eba\u3001\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u539f\u7523\u5730\u3001\u8f38\u9001\u624b\u6bb5\u3001\u5165\u56fd\u5730\u70b9\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d\u3001\u8ffd\u52a0\u8a18\u8f09\u3001\u51e6\u7406\u306e\u6b04\u3001\u7f72\u540d\u3068\u65e5\u4ed8 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u71fb\u84b8\u8a3c\u660e\u66f8 | PDF\u3002\u8a3c\u660e\u66f8\u756a\u53f7\u3001\u71fb\u84b8\u696d\u8005\u3001\u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61\u306e\u30b3\u30f3\u30c6\u30ca\u30fb\u30ed\u30c3\u30c8 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8 | PDF\u3002\u54c1\u540d\u3001\u6570\u91cf\u3068\u5358\u4f4d\u3001\u68b1\u5305\u306e\u6570\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3001\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3001\u8239\u7a4d\u65e5 | \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\u7f72\u540d\u306e\u4f4d\u7f6e\u3001**\u4fe1\u983c\u5ea6\u3068\u624b\u66f8\u304d\u304b\u5370\u5b57\u304b\u306e\u5225** | AWS Textract |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868 | \u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306e\u71fb\u84b8\u306e\u6761\u4ef6\uff08\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u306e\u4e0b\u9650\uff09 | \u53d7\u5165\u6761\u4ef6\u306e\u4e00\u89a7\u3092\u8868\u306b\u3057\u305f\u3082\u306e |\n| \u8f38\u5165\u53f0\u5e33 | \u30ed\u30c3\u30c8\u756a\u53f7\u3001\u4ed5\u51fa\u4eba\u3001\u54c1\u76ee\u3001\u5165\u6e2f\u4e88\u5b9a\u65e5\u3001\u7533\u8acb\u306e\u72b6\u614b | \u54c1\u8cea\u7ba1\u7406\u90e8\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3067\u3059\u3002** \u71fb\u84b8\u306e\u6761\u4ef6\u306f\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u306e\u7d44\u3067\u9055\u3044\u3001**\u8868\u306b\u7121\u3044\u7d44\u306f\u7167\u5408\u305b\u305a\u306b\u4eba\u306b\u56de\u3057\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `FORMS`\u3001`TABLES`\u3001`QUERIES`\u3001`SIGNATURES` | \u6b04\u306e\u30ad\u30fc\u3068\u5024\u3001\u54c1\u540d\u306e\u8868\u3001\u540d\u524d\u3067\u53d7\u3051\u53d6\u308a\u305f\u3044\u9805\u76ee\u3001\u7f72\u540d\u306e\u6709\u7121 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u51e6\u7406\u306e\u6b04\u306e\u5024\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\u4ed5\u51fa\u4eba\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| `CERT_NO` | What is the certificate number? |\n| `PACKAGES` | What is the number and description of packages? |\n| `MARKS` | What are the distinguishing marks? |\n| `PRODUCE_QTY` | What is the name of produce and quantity declared? |\n| `BOTANICAL` | What is the botanical name of plants? |\n| `TREAT_DATE` | What is the date of treatment? |\n| `CHEMICAL` | What chemical or active ingredient was used? |\n| `DURATION_TEMP` | What are the duration and temperature of the treatment? |\n| `CONCENTRATION` | What is the concentration or dosage? |\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\u9805\u76ee\u306f\u5168\u6587\u304b\u3089\u6b04\u306e\u898b\u51fa\u3057\u306e\u8a9e\u3092\u63a2\u3057\u3001\u305d\u308c\u3067\u3082\u7121\u3051\u308c\u3070 `missing` \u306b\u3057\u307e\u3059\u3002**\n\n**\u624b\u66f8\u304d\u306e\u6b04\u306f `TextType` \u304c `HANDWRITING` \u3068\u3057\u3066\u8fd4\u308a\u307e\u3059\u3002** \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306f\u51e6\u7406\u306e\u6b04\u3084\u6570\u91cf\u3092\u624b\u66f8\u304d\u3067\u57cb\u3081\u305f\u3082\u306e\u304c\u3042\u308a\u3001**\u624b\u66f8\u304d\u306e\u5024\u306f\u5370\u5b57\u306e\u5024\u3088\u308a\u78ba\u8a8d\u306e\u512a\u5148\u5ea6\u3092\u4e0a\u3052\u3066\u4e00\u89a7\u306b\u51fa\u3057\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**\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3068\u8f38\u5165\u53f0\u5e33\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\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 1\u30da\u30fc\u30b8\u76ee\u306e\u898b\u51fa\u3057\u306e\u8a9e\uff08`Phytosanitary Certificate`\u3001`Fumigation Certificate`\u3001`Commercial Invoice`\u3001`Packing List`\uff09\u3067\u632f\u308a\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. **\u6587\u5b57\u306e\u5927\u304d\u3055\u306e\u78ba\u8a8d** \u2026 \u691c\u51fa\u3067\u304d\u308b\u6587\u5b57\u306e\u9ad8\u3055\u306f15\u30d4\u30af\u30bb\u30eb\u4ee5\u4e0a\u3067\u3001150DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306b\u5f53\u305f\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u30b9\u30bf\u30f3\u30d7\u304c\u91cd\u306a\u3063\u305f\u5c0f\u3055\u306a\u6587\u5b57\u306f\u3001\u9ad8\u3044\u89e3\u50cf\u5ea6\u3067\u30b9\u30ad\u30e3\u30f3\u3057\u76f4\u3057\u3066\u3082\u3089\u3044\u307e\u3059**\n\n**4\u756a\u76ee\u3067\u300cRe-export\u300d\u306e\u8a9e\u3082\u898b\u307e\u3059\u3002** \u518d\u8f38\u51fa\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306f\u66f8\u5f0f\u304c\u9055\u3044\u3001**\u5143\u306e\u8a3c\u660e\u66f8\u306e\u5199\u3057\u304c\u4ed8\u304f\u3053\u3068\u304c\u3042\u308b\u306e\u3067\u30011\u3064\u306ePDF\u306b2\u901a\u306e\u8a3c\u660e\u66f8\u304c\u5165\u308a\u307e\u3059\u3002** \u30da\u30fc\u30b8\u3054\u3068\u306b\u5206\u3051\u3066\u8aad\u307f\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8a3c\u660e\u66f8\u306e\u5404\u6b04\u3092\u539f\u6587\u306e\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u5024\u304c\u4f55\u3092\u8868\u3059\u304b\u3092\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u7167\u5408\u3068\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| \u8a3c\u660e\u66f8\u756a\u53f7\u3068\u767a\u884c\u6a5f\u95a2 | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u8f38\u51fa\u8005\u3068\u8377\u53d7\u4eba | \u540d\u79f0\u3068\u4f4f\u6240\u3092\u539f\u6587\u306e\u307e\u307e | \u8aad\u3081\u306a\u3051\u308c\u3070 `unreadable` |\n| \u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e | \u6570\u3068\u7a2e\u985e\uff08bags\u3001cartons\u3001containers \u306a\u3069\uff09\u3092\u5206\u3051\u3066 | \u7a2e\u985e\u304c\u7121\u3051\u308c\u3070\u6570\u3060\u3051 |\n| \u8b58\u5225\u8a18\u53f7 | \u30ed\u30c3\u30c8\u756a\u53f7\u3084\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3092\u914d\u5217\u3067 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u54c1\u540d\u3068\u6570\u91cf | \u54c1\u540d\u3001\u6570\u91cf\u3001\u5358\u4f4d\u3092\u5206\u3051\u3066\u539f\u6587\u306e\u307e\u307e | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n| \u5b66\u540d | \u539f\u6587\u306e\u307e\u307e | \u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `missing` |\n| \u51e6\u7406\u306e\u6b04 | \u65e5\u4ed8\u3001\u51e6\u7406\u3001\u85ac\u5264\u3001\u6642\u9593\u3068\u6e29\u5ea6\u3001\u6fc3\u5ea6\u3092\u6b04\u3054\u3068\u306b | \u6b04\u304c\u7a7a\u306a\u3089 `blank`\u3001\u6b04\u3054\u3068\u7121\u3051\u308c\u3070 `missing` |\n| \u71fb\u84b8\u8a3c\u660e\u66f8 | \u51e6\u7406\u65e5\u3001\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u3001\u5bfe\u8c61 | \u5358\u4f4d\u304c\u7121\u3051\u308c\u3070 `unit_unknown` |\n\n**\u51e6\u7406\u306e\u6b04\u306e\u300c\u7a7a\u6b04\u300d\u3068\u300c\u6b04\u304c\u7121\u3044\u300d\u3092\u5206\u3051\u308b\u306e\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u533a\u5225\u3067\u3059\u3002** \u51e6\u7406\u3092\u3057\u3066\u3044\u306a\u3044\u8ca8\u7269\u3067\u306f\u51e6\u7406\u306e\u6b04\u306f\u7a7a\u3067\u5f53\u7136\u3067\u3001**\u71fb\u84b8\u3092\u6c42\u3081\u308b\u54c1\u76ee\u3067\u3060\u3051\u3001\u7a7a\u6b04\u304c\u6b20\u3051\u306b\u306a\u308a\u307e\u3059\u3002** \u3069\u3061\u3089\u304b\u3092\u6c7a\u3081\u308b\u306e\u306fAI\u3067\u306f\u306a\u304f\u3001\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3092\u5f15\u304f Python \u3067\u3059\u3002\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u8a3c\u660e\u66f8\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u690d\u7269\u9632\u75ab\u5b98\u304c\u5224\u65ad\u3059\u308b |\n| \u71fb\u84b8\u306e\u6761\u4ef6\u3092\u6e80\u305f\u3059\u304b\u306e\u5224\u65ad | \u53d7\u5165\u6761\u4ef6\u306e\u8868\u3067 Python \u304c\u7167\u3089\u3059 |\n| \u65e5\u4ed8\u306e\u65e5\u3068\u6708\u306e\u88dc\u5b8c | \u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u65e5\u4ed8\u3092\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u3001\u524d\u5f8c\u306e\u78ba\u8a8d\u304c\u8aa4\u308b |\n| \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u7a7a\u6b04\u3092\u3001\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u308b\u3053\u3068 | \u3069\u3061\u3089\u306e\u66f8\u985e\u306b\u66f8\u304b\u308c\u305f\u5024\u304b\u304c\u6d88\u3048\u308b |\n| \u5b66\u540d\u306e\u88dc\u5b8c | \u54c1\u540d\u304b\u3089\u63a8\u3057\u3066\u66f8\u304f\u3068\u3001\u6b20\u3051\u304c\u898b\u3048\u306a\u304f\u306a\u308b |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** 2\u901a\u3092\u4e00\u7dd2\u306b\u6e21\u3059\u3068\u3001\u7a7a\u306e\u51e6\u7406\u306e\u6b04\u3092\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u3066\u8fd4\u3057\u3001**\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u6b20\u3051\u304c\u6d88\u3048\u307e\u3059\u3002** \u66f8\u985e\u306f1\u901a\u305a\u3064\u6e21\u3057\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u8f38\u5165\u5546\u793e\u306e\u54c1\u8cea\u7ba1\u7406\u90e8\u3067\u3001\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\n\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u8a18\u8f09\u3092\u8a18\u9332\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\u6e21\u3059\u306e\u306f1\u901a\u306e\u66f8\u985e\u3060\u3051\u3067\u3059\u3002\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ncert_no\u3001issuing_org_raw\u3001exporter_raw\u3001consignee_raw\u3001\npackages_count\u3001packages_kind_raw\u3001marks\uff08\u914d\u5217\uff09\u3001origin_raw\u3001\nconveyance_raw\u3001entry_point_raw\u3001\nproduce\uff08\u914d\u5217\uff1aname_raw\u3001quantity\u3001unit_raw\uff09\u3001botanical_raw\u3001\nadditional_declaration_raw\u3001\ntreatment\uff08date_raw\u3001date\u3001treatment_raw\u3001chemical_raw\u3001\nduration_temp_raw\u3001concentration_raw\uff09\u3001\nsignature_detected\u3001handwritten_fields\uff08\u914d\u5217\uff09\n\n\u3010\u71fb\u84b8\u8a3c\u660e\u66f8\u304b\u3089\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\ncert_no\u3001fumigator_raw\u3001date_raw\u3001date\u3001chemical_raw\u3001\ndosage\u3001dosage_unit_raw\u3001duration_raw\u3001temperature_raw\u3001\ntargets\uff08\u914d\u5217\uff1a\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3084\u30ed\u30c3\u30c8\u756a\u53f7\uff09\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ............. \u5024\u304c\u8aad\u307f\u53d6\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u6b04\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- blank .......... \u6b04\u306f\u3042\u308b\u304c\u7a7a\n- missing ........ \u6b04\u305d\u306e\u3082\u306e\u304c\u898b\u5f53\u305f\u3089\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\u65e5\u4ed8\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\n- unit_unknown ... \u6570\u91cf\u3084\u6295\u85ac\u91cf\u306e\u5358\u4f4d\u304c\u6c7a\u307e\u3089\u306a\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u6b04\u304c\u7a7a\u306a\u3089 blank\u3001\u6b04\u304c\u7121\u3051\u308c\u3070 missing \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4ed6\u306e\u6b04\u3084\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u65e5\u4ed8\u306f\u3001\u6708\u304c\u82f1\u8a9e\u306e\u540d\u524d\u3067\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3001\u6587\u9762\u304b\u3089\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\n  \u78ba\u5b9a\u3067\u304d\u308b\u3068\u304d\u3060\u3051 YYYY-MM-DD \u3067 date \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6c7a\u307e\u3089\u306a\u3051\u308c\u3070 date \u3092\u7a7a\u306b\u3057\u3001ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6570\u91cf\u30fb\u6295\u85ac\u91cf\u306f\u6570\u5024\u3068\u5358\u4f4d\u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u5358\u4f4d\u3092\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5b66\u540d\u306f\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\u54c1\u540d\u304b\u3089\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a3c\u660e\u66f8\u304c\u6709\u52b9\u304b\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3059\u304b\u3001\u691c\u67fb\u306b\u901a\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u30fb\u71fb\u84b8\u8a3c\u660e\u66f8\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305a 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**\u300c1\u901a\u306e\u66f8\u985e\u3060\u3051\u300d\u3068\u300c\u4ed6\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044\u300d\u3092\u4e21\u65b9\u66f8\u304b\u306a\u3044\u3068\u3001\u57cb\u3081\u307e\u3059\u3002** \u540c\u3058\u30ed\u30c3\u30c8\u306e\u66f8\u985e\u3060\u3068\u5206\u304b\u308b\u3068\u3001\u6b20\u3051\u305f\u6b04\u3092\u88dc\u304a\u3046\u3068\u3057\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\": \"phytosanitary_certificate\",\n  \"cert_no\": \"\",\n  \"packages_count\": 20,\n  \"packages_kind_raw\": \"BUNDLES\",\n  \"marks\": [\"LOT 2610-07\", \"ABCU1234567\"],\n  \"produce\": [\n    { \"name_raw\": \"SAWN TIMBER\", \"quantity\": 48.6, \"unit_raw\": \"M3\" }\n  ],\n  \"botanical_raw\": \"\",\n  \"treatment\": {\n    \"date_raw\": \"03\/10\/2026\", \"date\": \"\",\n    \"treatment_raw\": \"FUMIGATION\", \"chemical_raw\": \"\",\n    \"duration_temp_raw\": \"\", \"concentration_raw\": \"\"\n  },\n  \"signature_detected\": true,\n  \"items\": [\n    { \"item\": \"treatment.date\", \"status\": \"ambiguous\", \"confidence\": 0, \"source\": \"\" }\n  ]\n}\n```\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\u30ed\u30c3\u30c8\u756a\u53f7\u3068\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3067\u66f8\u985e\u3092\u7d44\u306b\u3057\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u7167\u3089\u3057\u3066\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u54c1\u540d\u30fb\u6570\u91cf\u30fb\u5305\u88c5\u306e\u6570\u304c\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u5408\u3044\u3001\u51e6\u7406\u306e\u6761\u4ef6\u304c\u53d7\u5165\u6761\u4ef6\u3092\u6e80\u305f\u3059 |\n| `quantity_mismatch` | \u6570\u91cf\uff08\u5358\u4f4d\u304c\u540c\u3058\u3082\u306e\uff09\u307e\u305f\u306f\u5305\u88c5\u306e\u6570\u304c\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u3068\u9055\u3046 |\n| `treatment_mismatch` | \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u51e6\u7406\u306e\u6b04\u3068\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u304c\u9055\u3046\u3001\u307e\u305f\u306f\u53d7\u5165\u6761\u4ef6\u306b\u5c4a\u304b\u306a\u3044 |\n| `field_missing` | \u5b66\u540d\u3001\u8b58\u5225\u8a18\u53f7\u3001\u7f72\u540d\u306a\u3069\u304c `missing` \u304b `blank`\u3001\u307e\u305f\u306f\u71fb\u84b8\u3092\u6c42\u3081\u308b\u54c1\u76ee\u3067\u51e6\u7406\u306e\u6b04\u304c\u7a7a |\n| `needs_human` | `ambiguous`\u3001`unreadable`\u3001`unit_unknown` \u304c\u3042\u308b\u3001\u8868\u306b\u54c1\u76ee\u306e\u7d44\u304c\u7121\u3044\u3001\u307e\u305f\u306f\u66f8\u985e\u3067\u306a\u3044 |\n\n**2\u3064\u76ee\u306f\u3001\u65e5\u4ed8\u306e\u524d\u5f8c\u3092\u898f\u5247\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u51e6\u7406\u65e5\u3068\u8239\u7a4d\u65e5\u304c\u3068\u3082\u306b\u78ba\u5b9a\u3057\u305f\u3068\u304d\u3060\u3051\u524d\u5f8c\u3092\u6bd4\u3079\u3001**\u51e6\u7406\u65e5\u304c\u8239\u7a4d\u65e5\u3088\u308a\u5f8c\u306a\u3089 `needs_human` \u306b\u3057\u307e\u3059\u3002** \u8f38\u9001\u4e2d\u306b\u59cb\u3081\u308b\u51e6\u7406\u3082\u3042\u308a\u3046\u308b\u306e\u3067\u3001\u98df\u3044\u9055\u3044\u3068\u306f\u6c7a\u3081\u3064\u3051\u307e\u305b\u3093\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 | \u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u3001\u5b8c\u4e86\u306e\u901a\u77e5\u3067\u7d50\u679c\u3092\u53d6\u308b |\n| Claude API | API\u547c\u3073\u51fa\u3057 | \u5404\u6b04\u306e\u53d6\u308a\u51fa\u3057 |\n| \u8f38\u5165\u53f0\u5e33 | \u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f | \u30ed\u30c3\u30c8\u306e\u884c\u306b\u5024\u3092\u66f8\u304d\u3001\u7167\u5408\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868 | \u8aad\u307f\u53d6\u308a | \u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306e\u71fb\u84b8\u306e\u6761\u4ef6\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**\u690d\u7269\u9632\u75ab\u6240\u3078\u306e\u7533\u8acb\u3068\u3001\u901a\u95a2\u696d\u8005\u3078\u306e\u53d7\u3051\u6e21\u3057\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u66f8\u985e\u304c\u305d\u308d\u3063\u305f\u30ed\u30c3\u30c8\u3092\u7533\u8acb\u306e\u62c5\u5f53\u306b\u56de\u3059\u306e\u306f\u62c5\u5f53\u8005\u3067\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u62c5\u5f53\u8005\u306f\u5168\u4ef6\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** `human_check` \u3092\u300c\u5fc5\u9808\u300d\u3068\u3057\u3066\u3044\u308b\u306e\u306f\u3053\u306e\u305f\u3081\u3067\u3059\u3002\u4e00\u89a7\u306b\u306f\u3001\u30ed\u30c3\u30c8\u3054\u3068\u306b\u6b04\u306e\u57cb\u307e\u308a\u65b9\u3001\u7167\u5408\u306e\u7d50\u679c\u3001\u624b\u66f8\u304d\u306e\u6b04\u3001\u7f72\u540d\u306e\u6709\u7121\u30921\u884c\u3067\u51fa\u3057\u307e\u3059\u3002\n\n1. **`field_missing` \u3068 `treatment_mismatch` \u3092\u6700\u521d\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u8a3c\u660e\u66f8\u306e\u518d\u767a\u884c\u304c\u8981\u308b\u304b\u3092\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\u518d\u767a\u884c\u306f\u8f38\u51fa\u56fd\u306e\u6a5f\u95a2\u306e\u624b\u7d9a\u304d\u306a\u306e\u3067\u3001\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059**\n2. **`quantity_mismatch` \u306e\u5358\u4f4d\u3092\u78ba\u304b\u3081\u308b** \u2026 \u6570\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u985e\u3054\u3068\u306b\u9055\u3046\u3060\u3051\u306a\u3089\u3001\u53f0\u5e33\u306b\u6ce8\u8a18\u3057\u3066\u89e3\u6c7a\u306b\u3057\u307e\u3059\n3. **`needs_human` \u306e\u5024\u3092\u753b\u50cf\u3067\u78ba\u5b9a\u3055\u305b\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u3001\u624b\u66f8\u304d\u306e\u6570\u5b57\u3001\u30b9\u30bf\u30f3\u30d7\u306e\u91cd\u306a\u3063\u305f\u6587\u5b57\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u5370\u306e\u7121\u3044\u3082\u306e\u3092\u4e00\u89a7\u3067\u6d41\u3057\u898b\u308b** \u2026 \u624b\u66f8\u304d\u306e\u6b04\u304c\u3042\u308b\u3082\u306e\u3060\u3051\u3001\u753b\u50cf\u3092\u958b\u304d\u307e\u3059\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u9001\u308a\u5143\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u8a3c\u660e\u66f8 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u76ee\u3067\u898b\u308b |\n| \u518d\u8f38\u51fa\u306e\u8a3c\u660e\u66f8\u306b\u5143\u306e\u8a3c\u660e\u66f8\u306e\u5199\u3057\u304c\u4ed8\u304f | \u30da\u30fc\u30b8\u3067\u5206\u3051\u3001\u4e21\u65b9\u3092\u8a18\u9332\u3059\u308b |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044 | `ambiguous`\u3002\u4ed5\u51fa\u4eba\u306e\u66f8\u304d\u65b9\u3068\u753b\u50cf\u3067\u4eba\u304c\u78ba\u5b9a\u3059\u308b |\n| \u6570\u91cf\u306e\u5358\u4f4d\u304c\u66f8\u985e\u3054\u3068\u306b\u9055\u3046 | \u63db\u7b97\u305b\u305a\u306b `needs_human`\u3002\u4eba\u304c\u540c\u3058\u6570\u91cf\u304b\u3092\u78ba\u304b\u3081\u308b |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u306e\u7d44\u304c\u7121\u3044 | \u7167\u5408\u305b\u305a\u306b `needs_human`\u3002\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3066\u8868\u306b\u8db3\u3059 |\n| \u7f72\u540d\u306e\u6b04\u304c\u7a7a | `field_missing`\u3002\u4ed5\u51fa\u4eba\u306b\u78ba\u304b\u3081\u308b |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30894\u884c\u76ee\u30685\u884c\u76ee\u304c\u3001\u8aa4\u3063\u305f\u554f\u3044\u5408\u308f\u305b\u306e\u307b\u3068\u3093\u3069\u3092\u751f\u307f\u307e\u3059\u3002** \u3069\u3061\u3089\u3082\u5024\u3092\u63a8\u3057\u3066\u6c7a\u3081\u308b\u3068\u8aa4\u308b\u3082\u306e\u3067\u3001**\u4eba\u304c\u753b\u50cf\u3067\u78ba\u5b9a\u3059\u308b\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u66f8\u985e\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\u89e3\u91c8\u306e\u4e21\u65b9\uff09\n- \u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u53c2\u7167\u3057\u305f\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306e\u7248**\n- \u62c5\u5f53\u8005\u304c\u5370\u3092\u8986\u3057\u305f\u8a18\u9332\u3068\u3001\u4ed5\u51fa\u4eba\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u56de\u7b54\n- **\u518d\u767a\u884c\u3055\u308c\u305f\u8a3c\u660e\u66f8\u3068\u3001\u5143\u306e\u8a3c\u660e\u66f8\u3068\u306e\u5bfe\u5fdc**\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u540c\u3058\u4ed5\u51fa\u4eba\u306e\u6b20\u3051\u306e\u50be\u5411\u3092\u898b\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u540c\u3058\u6b04\u306e\u6b20\u3051\u304c\u7d9a\u304f\u4ed5\u51fa\u4eba\u306b\u306f\u3001**\u66f8\u985e\u306e\u4f5c\u308a\u65b9\u305d\u306e\u3082\u306e\u3092\u78ba\u304b\u3081\u3066\u3082\u3089\u3044\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u8f38\u5165\u30ed\u30c3\u30c8\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08**\u71fb\u84b8\u8a3c\u660e\u66f8\u304c\u4ed8\u304f\u3082\u306e\u3001\u65e5\u4ed8\u304c `03\/10\/2026` \u306e\u3088\u3046\u306a\u66f8\u304d\u65b9\u306e\u3082\u306e\u3001\u624b\u66f8\u304d\u306e\u6b04\u304c\u3042\u308b\u3082\u306e\u3001\u518d\u8f38\u51fa\u306e\u8a3c\u660e\u66f8**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b\u8a3c\u660e\u66f8\u30921\u901a\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u3053\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u5305\u88c5\u306e\u6570\u3068\u7a2e\u985e\u3001\u8b58\u5225\u8a18\u53f7\u3001\u54c1\u540d\u3068\u6570\u91cf\u3001\u5b66\u540d\u3001\u51e6\u7406\u306e\u6b04\uff08\u65e5\u4ed8\u3001\u51e6\u7406\u3001\u85ac\u5264\u3001\u6642\u9593\u3068\u6e29\u5ea6\u3001\u6fc3\u5ea6\uff09\u3092\u3001\u66f8\u304b\u308c\u305f\u3068\u304a\u308a\u306b\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7a7a\u6b04\u306f\u300e\u7a7a\u6b04\u300f\u3001\u6b04\u304c\u7121\u3051\u308c\u3070\u300e\u6b04\u306a\u3057\u300f\u3068\u3057\u3001\u4ed6\u306e\u66f8\u985e\u304b\u3089\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u65e5\u4ed8\u306e\u65e5\u3068\u6708\u304c\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u300e\u4e0d\u78ba\u5b9a\u300f\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u5f53\u6642\u306e\u53f0\u5e33\u306e\u5024\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**\u7a7a\u6b04\u3068\u6b04\u306a\u3057\u306e\u533a\u5225\u3001\u65e5\u4ed8\u306e\u6271\u3044\u3001\u4ed6\u306e\u66f8\u985e\u304b\u3089\u306e\u88dc\u5b8c**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5404\u6b04\u3092\u539f\u6587\u3069\u304a\u308a\u306b\u53d6\u308a\u51fa\u3057\u3001\u7a7a\u6b04\u3068\u6b04\u306a\u3057\u3092\u5206\u3051\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u51e6\u7406\u306e\u6b04\u3092\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u305f | 1\u901a\u305a\u3064\u6e21\u3057\u3001\u88dc\u5b8c\u3092\u7981\u3058\u308b\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u624b\u66f8\u304d\u306e\u6570\u5b57\u3092\u8aad\u307f\u8aa4\u3063\u305f | \u624b\u66f8\u304d\u306e\u6b04\u3092\u4eba\u306b\u56de\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u8a3c\u660e\u66f8\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u5404\u6b04\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u901a\u3054\u3068\u306e\u6b04\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\u30a4\u30f3\u30dc\u30a4\u30b9\u3068\u53d7\u5165\u6761\u4ef6\u306b\u7167\u3089\u3059 \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\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306e\u8f38\u5165\u6761\u4ef6\u306e\u78ba\u8a8d\u3092\u8868\u306b\u6301\u305f\u305b\u3001\u30ed\u30c3\u30c8\u306e\u624b\u914d\u306e\u6bb5\u3067\u5fc5\u8981\u306a\u66f8\u985e\u3092\u4ed5\u51fa\u4eba\u306b\u77e5\u3089\u305b\u308b \uff0f \u66f8\u985e\u306e\u4e8b\u524d\u306e\u4f9d\u983c\u304b\u3089\u7167\u5408\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8ee2\u8a18\u3068\u7167\u5408\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5168\u4ef6\u3092\u4e00\u89a7\u3067\u78ba\u304b\u3081\u3066\u5370\u306e\u4ed8\u3044\u305f\u3082\u306e\u3092\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002**1\u4ef615\u5206\u304c4\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u66f8\u985e\u3092\u524d\u3082\u3063\u3066\u305d\u308d\u3048\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002** \u690d\u7269\u9632\u75ab\u6240\u306f\u8f38\u51fa\u56fd\u3068\u690d\u7269\u306e\u7d44\u3054\u3068\u306e\u6761\u4ef6\u3092\u516c\u958b\u3057\u3066\u304a\u308a\u3001**\u305d\u306e\u6761\u4ef6\u3092\u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u53cd\u6620\u3055\u305b\u3001\u767a\u6ce8\u306e\u6bb5\u3067\u4ed5\u51fa\u4eba\u306b\u5fc5\u8981\u306a\u8a18\u8f09\u3092\u4f1d\u3048\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u306e\u7a7a\u6b04\u3092\u71fb\u84b8\u8a3c\u660e\u66f8\u306e\u5024\u3067\u57cb\u3081\u308b | **\u66f8\u985e\u306f1\u901a\u305a\u3064\u6e21\u3057\u3001\u4ed6\u306e\u66f8\u985e\u304b\u3089\u306e\u88dc\u5b8c\u3092\u7981\u3058\u308b** |\n| \u7a7a\u6b04\u3068\u6b04\u306a\u3057\u304c\u6df7\u3056\u308b | `blank` \u3068 `missing` \u3092\u5206\u3051\u3001\u6b20\u3051\u304b\u3069\u3046\u304b\u306f\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3067\u6c7a\u3081\u308b |\n| \u65e5\u3068\u6708\u306e\u9806\u5e8f\u3092\u63a8\u3057\u3066\u6c7a\u3081\u308b | \u6708\u304c\u540d\u524d\u3067\u66f8\u304b\u308c\u305f\u3068\u304d\u3060\u3051\u78ba\u5b9a\u3057\u3001\u305d\u308c\u4ee5\u5916\u306f\u4eba\u3078 |\n| \u6570\u91cf\u306e\u5358\u4f4d\u3092\u63db\u7b97\u3057\u3066\u6bd4\u3079\u308b | \u5358\u4f4d\u304c\u540c\u3058\u3068\u304d\u3060\u3051\u6bd4\u3079\u3001\u9055\u3048\u3070\u4eba\u3078 |\n| \u624b\u66f8\u304d\u306e\u6570\u5b57\u3092\u8aad\u307f\u8aa4\u308b | `HANDWRITING` \u306e\u6b04\u3092\u4e00\u89a7\u3067\u76ee\u7acb\u305f\u305b\u3001\u753b\u50cf\u3067\u78ba\u304b\u3081\u308b |\n| \u518d\u8f38\u51fa\u306e\u8a3c\u660e\u66f8\u30672\u901a\u30921\u901a\u3068\u3057\u3066\u8aad\u3080 | \u30da\u30fc\u30b8\u3067\u5206\u3051\u3001\u4e21\u65b9\u3092\u8a18\u9332\u3059\u308b |\n| \u53d7\u5165\u6761\u4ef6\u306e\u8868\u306b\u7121\u3044\u54c1\u76ee\u3092\u7167\u5408\u3059\u308b | \u7167\u5408\u305b\u305a\u306b\u4eba\u3078\u56de\u3057\u3001\u8868\u306b\u8db3\u3059 |\n| \u8a3c\u660e\u66f8\u306e\u6709\u52b9\u6027\u307e\u3067\u5224\u5b9a\u3057\u3088\u3046\u3068\u3059\u308b | **\u5224\u5b9a\u306f\u690d\u7269\u9632\u75ab\u5b98\u306e\u3082\u306e\u3002** \u51fa\u3059\u306e\u306f\u4e8b\u5b9f\u3068\u7167\u5408\u306e\u7d50\u679c\u307e\u3067 |\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\u6b20\u3051\u304c\u898b\u3048\u306a\u304f\u306a\u308b\u8aa4\u308a\u3067\u3001**\u6b20\u3051\u3092\u62fe\u3046\u305f\u3081\u306e\u4ed5\u7d44\u307f\u304c\u3001\u6b20\u3051\u3092\u57cb\u3081\u3066\u3057\u307e\u3044\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8f38\u51fa\u8005\u3068\u8377\u53d7\u4eba\u306e\u540d\u79f0\u3068\u4f4f\u6240\u3001\u54c1\u540d\u3001\u6570\u91cf\u3001\u30ed\u30c3\u30c8\u756a\u53f7\u3001\u30b3\u30f3\u30c6\u30ca\u756a\u53f7\u3001\u51e6\u7406\u306e\u6761\u4ef6\u3067\u3059\u3002**\u500b\u4eba\u306e\u60c5\u5831\u306f\u307b\u3068\u3093\u3069\u542b\u307f\u307e\u305b\u3093\u304c\u3001\u4ed5\u5165\u5148\u3068\u4ed5\u5165\u306e\u6570\u91cf\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\u306f\u8a3c\u660e\u66f8\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3067\u3059\u3002**\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3001\u8f38\u5165\u53f0\u5e33\u3001\u4ed6\u306e\u4ed5\u51fa\u4eba\u306e\u60c5\u5831\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u6709\u52b9\u6027\u306e\u5224\u65ad\u3092\u51fa\u3055\u306a\u3044** \u2026 \u4e00\u89a7\u306b\u300c\u6709\u52b9\u300d\u300c\u5408\u683c\u898b\u8fbc\u307f\u300d\u3068\u3044\u3063\u305f\u8a9e\u3092\u51fa\u3057\u307e\u305b\u3093\u3002**\u7167\u5408\u306e\u7d50\u679c\u3068\u6b20\u3051\u306e\u4e8b\u5b9f\u3060\u3051\u3092\u51fa\u3057\u307e\u3059**\n3. **\u4ed5\u51fa\u4eba\u3078\u306e\u9023\u7d61\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u518d\u767a\u884c\u306e\u4f9d\u983c\u306f\u62c5\u5f53\u8005\u304c\u884c\u3044\u307e\u3059\n4. **\u8a3c\u660e\u66f8\u306e\u753b\u50cf\u3092\u66f8\u304d\u63db\u3048\u306a\u3044** \u2026 \u7167\u5408\u306e\u305f\u3081\u306b\u753b\u50cf\u3092\u52a0\u5de5\u3057\u3066\u3082\u3001**\u5143\u306ePDF\u306f\u624b\u3092\u52a0\u3048\u305a\u306b\u4fdd\u7ba1\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6b20\u3051\u3092\u898b\u843d\u3068\u3057\u305f\u307e\u307e\u7533\u8acb\u306b\u9032\u307f\u3001\u8f38\u5165\u691c\u67fb\u306e\u6bb5\u3067\u66f8\u985e\u306e\u4e0d\u5099\u304c\u5206\u304b\u308b\u3053\u3068\u3067\u3059\u3002** \u591a\u304f\u306f\u4ed6\u306e\u66f8\u985e\u304b\u3089\u306e\u88dc\u5b8c\u3068\u3001\u63a8\u3057\u3066\u6c7a\u3081\u305f\u65e5\u4ed8\u304b\u3089\u8d77\u304d\u308b\u306e\u3067\u3001**\u539f\u6587\u3092\u6b8b\u3057\u3001\u63a8\u3055\u306a\u3044\u8a2d\u8a08\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u88fd\u6750\u30fb\u4e38\u592a\u306a\u3069\u306e\u6728\u6750\u3084\u3001\u8c46\u985e\u30fb\u7a40\u985e\u30fb\u30ca\u30c3\u30c4\u30fb\u751f\u9bae\u306e\u8fb2\u7523\u54c1\u3092\u6d77\u5916\u304b\u3089\u6bce\u6708\u8f38\u5165\u3059\u308b\u5546\u793e\u30fb\u30e1\u30fc\u30ab\u30fc\u30fb\u5c0f\u58f2\u3068\u3001\u305d\u306e\u8f38\u5165\u696d\u52d9\u3092\u53d7\u8a17\u3059\u308b\u7269\u6d41\u4f1a\u793e\u3002\u8f38\u51fa\u56fd\u306e\u653f\u5e9c\u6a5f\u95a2\u304c\u51fa\u3059\u82f1\u6587\u306e\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3068\u3001\u71fb\u84b8\u696d\u8005\u304c\u51fa\u3059\u82f1\u6587\u306e\u71fb\u84b8\u8a3c\u660e\u66f8\u304cPDF\u3067\u5c4a\u304d\u3001\u54c1\u8cea\u7ba1\u7406\u3084\u8f38\u5165\u696d\u52d9\u306e\u62c5\u5f53\u8005\u304c\u76ee\u3067\u8aad\u3093\u3067\u53f0\u5e33\u306b\u5199\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u8a3c\u660e\u66f8\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u306e\u54c1\u540d\u30fb\u6570\u91cf\u306e\u98df\u3044\u9055\u3044\u3084\u8a18\u8f09\u306e\u6b20\u3051\u306b\u3001\u690d\u7269\u9632\u75ab\u6240\u3078\u306e\u7533\u8acb\u306e\u6bb5\u3067\u6c17\u3065\u304f\u3053\u3068\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u690d\u7269\u691c\u75ab\u306e\u5bfe\u8c61\u3068\u306a\u308b\u8ca8\u7269\u306e\u8f38\u5165\u304c\u6708\u306b\u6570\u4ef6\u306e\u4f01\u696d\u3002\u8a3c\u660e\u66f8\u304c\u82f1\u8a9e\u4ee5\u5916\uff08\u4e2d\u56fd\u8a9e\u30fb\u30ed\u30b7\u30a2\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\u8f38\u51fa\u56fd\u306e\u96fb\u5b50\u690d\u7269\u691c\u75ab\u8a3c\u660e\u66f8\u3092\u690d\u7269\u9632\u75ab\u6240\u3068\u306e\u9593\u3067\u3084\u308a\u53d6\u308a\u3057\u3066\u304a\u308a\u3001PDF\u3092\u8aad\u3080\u5de5\u7a0b\u304c\u7121\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u8a3c\u660e\u66f8\u304c\u6709\u52b9\u304b\u3069\u3046\u304b\u3001\u8f38\u5165\u691c\u67fb\u306b\u5408\u683c\u3059\u308b\u304b\u3069\u3046\u304b\u306f\u690d\u7269\u9632\u75ab\u5b98\u304c\u5224\u65ad\u3059\u308b\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u53d7\u5165\u6761\u4ef6\u3092\u8868\u306b\u3059\u308b**\n\n\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u306e\u7d44\u3054\u3068\u306b\u3001\u6c42\u3081\u308b\u71fb\u84b8\u306e\u6761\u4ef6\uff08\u85ac\u5264\u3001\u6295\u85ac\u91cf\u3068\u5358\u4f4d\u3001\u6642\u9593\u3001\u6e29\u5ea6\u306e\u4e0b\u9650\uff09\u3092\u8868\u306b\u3057\u307e\u3059\u3002**\u4ef6\u6570\u306e\u591a\u3044\u4e0a\u4f4d10\u306e\u7d44\u304b\u3089\u59cb\u3081\u307e\u3059\u3002** \u5206\u304b\u3089\u306a\u3044\u7d44\u306f\u3001\u690d\u7269\u9632\u75ab\u6240\u304c\u516c\u958b\u3059\u308b\u8f38\u5165\u6761\u4ef6\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u8f38\u5165\u30ed\u30c3\u30c8\u304b\u308930\u4ef6\u3092\u9078\u3073\u3001\u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u3067\u5404\u6b04\u3092\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u7a7a\u6b04\u3068\u6b04\u306a\u3057\u3092\u5206\u3051\u3089\u308c\u308b\u304b\u3001\u65e5\u4ed8\u3092\u63a8\u3055\u306a\u3044\u304b\u3001\u4ed6\u306e\u66f8\u985e\u3067\u57cb\u3081\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\u8a3c\u660e\u66f8\u306e\u7a2e\u985e\u3068\u30a4\u30f3\u30dc\u30a4\u30b9\u30fb\u30d1\u30c3\u30ad\u30f3\u30b0\u30ea\u30b9\u30c8\u306b\u5206\u3051\u3001**\u518d\u8f38\u51fa\u306e\u8a3c\u660e\u66f8\u3092\u30da\u30fc\u30b8\u3067\u5206\u5272\u3059\u308b**\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u53f0\u5e33\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u53f0\u5e33\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\u30443\u304b\u56fd\u306e\u4ed5\u51fa\u4eba\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u5168\u4ed5\u51fa\u4eba\u306b\u5e83\u3052\u3001`field_missing` \u3068 `treatment_mismatch` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u53d7\u5165\u6761\u4ef6\u306e\u8868\u3092\u76f4\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** 1\u4ef615\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u7533\u8acb\u306e\u6bb5\u3067\u521d\u3081\u3066\u5206\u304b\u308b\u98df\u3044\u9055\u3044\u304c\u7121\u304f\u306a\u308a\u3001\u3069\u306e\u62c5\u5f53\u8005\u3067\u3082\u540c\u3058\u4e00\u89a7\u3067\u5224\u65ad\u3067\u304d\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-0598","UC-0768","UC-0946","UC-0528"],"related_articles":[{"id":7597,"slug":"ai-ocr-kami-data-ka","title":"AI-OCR\u3067\u7d19\u306e\u66f8\u985e\u3092\u30c7\u30fc\u30bf\u306b\u3059\u308b5\u6761\u4ef6\uff5c\u8aad\u307f\u53d6\u308a\u7cbe\u5ea6\u306e\u6c7a\u307e\u308a\u65b9"},{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":3912,"slug":"factcheck-taisei-content-ai","title":"\u8a18\u4e8b\u306e\u30d5\u30a1\u30af\u30c8\u30c1\u30a7\u30c3\u30af5\u5de5\u7a0b\uff5c\u8aa4\u60c5\u5831\u3092\u4e16\u306b\u51fa\u3055\u306a\u3044"}],"sources":"| 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| [IPPC: ISPM 12 Phytosanitary certificates](https:\/\/www.fao.org\/3\/k5129e\/k5129e.pdf) | 2026-10-08 |\n| 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| [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\u3057\u3001\u7b54\u3048\u306e\u30d6\u30ed\u30c3\u30af\u304c\u4fe1\u983c\u5ea6\u3092\u6301\u3064\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| \u30d6\u30ed\u30c3\u30af\u306e\u7a2e\u985e\u306b `SIGNATURE`\uff08\u7f72\u540d\u306e\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6\uff09\u304c\u3042\u308b\u3053\u3068\u3002`TextType` \u304c `HANDWRITING` \u304b `PRINTED` \u3092\u8fd4\u3059\u3053\u3068\u3002\u4fe1\u983c\u5ea6\u304c0\u301c100\u3067\u3042\u308b\u3053\u3068 | [AWS: Block](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_Block.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**\u3069\u306e\u54c1\u76ee\u306b\u3069\u306e\u8a3c\u660e\u66f8\u3068\u51e6\u7406\u304c\u6c42\u3081\u3089\u308c\u308b\u304b\u306f\u3001\u690d\u7269\u9632\u75ab\u6240\u304c\u516c\u958b\u3059\u308b\u8f38\u5165\u6761\u4ef6\u3067\u54c1\u76ee\u3068\u8f38\u51fa\u56fd\u3054\u3068\u306b\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u8cc7\u6599\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u304a\u308a\u3001\u8a3c\u660e\u66f8\u306e\u6709\u52b9\u6027\u3084\u8f38\u5165\u691c\u67fb\u306e\u7d50\u679c\u306e\u5224\u65ad\u306f\u690d\u7269\u9632\u75ab\u5b98\u304c\u884c\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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