{"id":14594,"date":"2026-10-07T10:04:02","date_gmt":"2026-10-07T01:04:02","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-tenant-income-docs\/"},"modified":"2026-10-07T10:04:02","modified_gmt":"2026-10-07T01:04:02","slug":"en-tenant-income-docs","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/en-tenant-income-docs\/","title":{"rendered":"\u5916\u56fd\u4eba\u306e\u5165\u5c45\u5e0c\u671b\u8005\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5728\u8077\u8a3c\u660e\u66f8\u30fb\u7d66\u4e0e\u660e\u7d30\u30fb\u6b8b\u9ad8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u3078\u8ee2\u8a18\u3057\u3066\u7533\u8fbc\u66f8\u3068\u306e\u98df\u3044\u9055\u3044\u3092\u62fe\u3046"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u5916\u56fd\u4eba\u306e\u5165\u5c45\u5e0c\u671b\u8005\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5728\u8077\u8a3c\u660e\u66f8\u30fb\u7d66\u4e0e\u660e\u7d30\u30fb\u6b8b\u9ad8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u52e4\u52d9\u5148\u30fb\u53ce\u5165\u30fb\u5728\u7c4d\u671f\u9593\u3092\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u7533\u8fbc\u66f8\u306b\u66f8\u304b\u308c\u305f\u5185\u5bb9\u3068\u98df\u3044\u9055\u3046\u7b87\u6240\u306b\u5370\u3092\u4ed8\u3051\u3001\u55b6\u696d\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u70b9\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0674","platform_main":"AWS Textract","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u66f8\u985e\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u304c\u9001\u4fe1\u3055\u308c\u308b\u3068\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u304c\u7533\u8fbc\u756a\u53f7\u306e\u540d\u524d\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308a\u3001\u305d\u306e\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**1\u65e51\u56de\u306e\u5b9a\u6642\u5b9f\u884c\u306b\u306f\u3057\u307e\u305b\u3093\u3002** \u540c\u3058\u90e8\u5c4b\u306b\u5225\u306e\u7533\u8fbc\u304c\u5165\u308b\u524d\u306b\u5be9\u67fb\u3078\u56de\u305b\u308b\u304b\u3069\u3046\u304b\u304c\u3001\u305d\u306e\u307e\u307e\u6210\u7d04\u306b\u97ff\u304f\u304b\u3089\u3067\u3059\u3002\n\n**\u66f8\u985e\u306f\u5f8c\u304b\u3089\u8db3\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u7533\u8fbc\u756a\u53f7\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u66f8\u985e\u304c\u8db3\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u305d\u306e\u7533\u8fbc\u306e\u5224\u5b9a\u3092\u3084\u308a\u76f4\u3057\u3001\u524d\u306e\u5224\u5b9a\u306f\u7248\u3068\u3057\u3066\u6b8b\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u82f1\u6587\u306e\u66f8\u985e | \u5728\u8077\u8a3c\u660e\u66f8\u3001\u7d66\u4e0e\u660e\u7d30\u3001\u6b8b\u9ad8\u8a3c\u660e\u66f8\u3001\u5185\u5b9a\u901a\u77e5\u66f8\u3002PDF\u307e\u305f\u306f\u5199\u771f | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u30ad\u30fc\u3068\u5024\u3001\u8868\u3068\u30bb\u30eb\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u5168\u6587\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u5165\u5c45\u7533\u8fbc\u66f8\u306e\u5024 | \u7533\u8fbc\u8005\u306e\u6c0f\u540d\u3001\u52e4\u52d9\u5148\u540d\u3001\u5e74\u53ce\u3001\u52e4\u7d9a\u5e74\u6570\u3001\u96c7\u7528\u5f62\u614b\u3001\u5165\u5c45\u4e88\u5b9a\u65e5\u3001**\u66f8\u985e\u306e\u8a00\u8a9e** | Web\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf |\n| \u793e\u5185\u306e\u57fa\u6e96 | \u901a\u8ca8\u306e\u63db\u7b97\u8868\u3068\u9069\u7528\u65e5\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u57fa\u6e96\uff08\u767a\u884c\u304b\u3089\u4f55\u304b\u6708\u4ee5\u5185\u304b\uff09\u3001\u5fc5\u8981\u306a\u66f8\u985e\u306e\u7d44\u307f\u5408\u308f\u305b | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u3044\u3061\u3070\u3093\u4e0b\u306e\u884c\u3067\u3059\u3002** \u57fa\u6e96\u304c\u7121\u3044\u3068\u3001\u540c\u3058\u66f8\u985e\u304c\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u98df\u3044\u9055\u3044\u306b\u306a\u3063\u305f\u308a\u3001\u306a\u3089\u306a\u304b\u3063\u305f\u308a\u3057\u307e\u3059\u3002","data_source":"\u8aad\u307f\u53d6\u308a\u306f\u3001StartDocumentAnalysis \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`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u30ad\u30fc\u3068\u5024\u3001\u7d66\u4e0e\u660e\u7d30\u306e\u8868\u3001\u624b\u7d19\u306e\u5f62\u306e\u5728\u8077\u8a3c\u660e\u66f8 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u7b54\u3048\u3092\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u7533\u8fbc\u756a\u53f7\u3068\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` | \u7533\u8fbc\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u7533\u8fbc\u3092\u5f15\u304f |\n| `KMSKeyId` | \u81ea\u793e\u306e\u9375 | \u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u81ea\u793e\u306e\u9375\u3067\u6697\u53f7\u5316\u3059\u308b |\n\n\u8cea\u554f\u306f\u975e\u540c\u671f\u30671\u30da\u30fc\u30b830\u4ef6\u307e\u3067\u4f7f\u3048\u307e\u3059\u304c\u3001\u5728\u8077\u8a3c\u660e\u66f8\u306b\u306f\u6b21\u306e9\u4ef6\u3067\u8db3\u308a\u307e\u3059\u3002\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `EMPLOYEE_NAME` | What is the employee's full name? |\n| `EMPLOYER_NAME` | What is the name of the employer? |\n| `JOB_TITLE` | What is the employee's job title? |\n| `START_DATE` | What is the employee's start date? |\n| `EMPLOYMENT_TYPE` | Is the employment permanent, fixed-term, or contract? |\n| `SALARY_AMOUNT` | What is the employee's salary? |\n| `SALARY_PERIOD` | Is the salary annual, monthly, or hourly? |\n| `LETTER_DATE` | What is the date of this letter? |\n| `SIGNATORY` | Who signed this letter? |\n\n**\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u3001\u305d\u306e\u7b54\u3048\u306f\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u5fdc\u7b54\u306e\u8981\u7d20\u306f\u7a7a\u306e\u307e\u307e\u6b8b\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7a7a\u306e\u7b54\u3048\u3092\u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u6271\u3044\u3001\u5225\u306e\u9805\u76ee\u304b\u3089\u57cb\u3081\u307e\u305b\u3093\u3002**\n\n**\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002** `NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u304c\u629c\u3051\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002","preprocessing":"1. **\u5f62\u5f0f\u306e\u78ba\u8a8d** \u2026 JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002HEIC \u306e\u5199\u771f\u306f JPEG \u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9280\u884c\u306e\u6b8b\u9ad8\u8a3c\u660e\u66f8\u306f\u4fdd\u8b77\u3055\u308c\u3066\u5c4a\u304f\u3053\u3068\u304c\u591a\u304f**\u3001\u7533\u8fbc\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3044\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\u3001JPEG\u3068PNG\u306f10MB\u307e\u3067\u3067\u3059\n4. **\u5199\u771f\u306e\u5411\u304d\u3068\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u673a\u306e\u4e0a\u3067\u659c\u3081\u306b\u64ae\u3063\u305f\u7d66\u4e0e\u660e\u7d30\u306f\u3001\u5c0f\u3055\u3044\u6570\u5b57\u304b\u3089\u8aad\u3081\u306a\u304f\u306a\u308a\u307e\u3059**\n5. **1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u5728\u8077\u8a3c\u660e\u66f8\u3068\u7d66\u4e0e\u660e\u7d30\u304c1\u3064\u306ePDF\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u308c\u3070\u3001\u30da\u30fc\u30b8\u3054\u3068\u306b\u7a2e\u985e\u3092\u5206\u3051\u3066\u304b\u3089\u6271\u3044\u307e\u3059\n6. **\u500b\u4eba\u306e\u756a\u53f7\u306e\u4f0f\u305b\u5b57** \u2026 \u53e3\u5ea7\u756a\u53f7\u3001\u793e\u4f1a\u4fdd\u969c\u756a\u53f7\u306a\u3069\u306e\u56fd\u6c11\u8b58\u5225\u756a\u53f7\u3001\u5f93\u696d\u54e1\u756a\u53f7\u306f\u3001\u751f\u6210AI\u3078\u6e21\u3059\u524d\u306b\u4e0b4\u6841\u4ee5\u5916\u3092\u4f0f\u305b\u307e\u3059\n\n**2\u756a\u76ee\u304c\u3044\u3061\u3070\u3093\u591a\u3044\u5dee\u3057\u623b\u3057\u306e\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002** \u53d7\u4ed8\u753b\u9762\u3067**\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u4ed8\u3044\u305fPDF\u306f\u8aad\u3081\u307e\u305b\u3093\u300d\u3068\u6700\u521d\u304b\u3089\u6848\u5185\u3057\u3066\u304a\u304f**\u3068\u3001\u51fa\u3057\u76f4\u3057\u306e\u5f80\u5fa9\u304c1\u56de\u6e1b\u308a\u307e\u3059\u3002","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u66f8\u985e\u306e\u7a2e\u985e\u3054\u3068\u306b\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u3078\u305d\u308d\u3048\u3001\u65e5\u4ed8\u3068\u91d1\u984d\u3092\u300c\u8aad\u3093\u3060\u6587\u5b57\u5217\u300d\u3068\u300c\u89e3\u91c8\u3057\u305f\u5024\u300d\u306b\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u6bd4\u8f03\u3068\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u66f8\u985e | \u53d6\u308a\u51fa\u3059\u9805\u76ee | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u5728\u8077\u8a3c\u660e\u66f8 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u5f79\u8077\u3001\u5165\u793e\u65e5\u3001\u96c7\u7528\u5f62\u614b\u3001\u7d66\u4e0e\u306e\u984d\u3068\u671f\u9593\u3068\u901a\u8ca8\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u3001\u7f72\u540d\u8005 | \u7d66\u4e0e\u306e\u671f\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `period: unknown` |\n| \u7d66\u4e0e\u660e\u7d30 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u652f\u7d66\u306e\u5bfe\u8c61\u671f\u9593\u3001\u7dcf\u652f\u7d66\u984d\u3001\u624b\u53d6\u308a\u984d\u3001\u901a\u8ca8 | \u7dcf\u652f\u7d66\u3068\u624b\u53d6\u308a\u306e\u533a\u5225\u304c\u3064\u304b\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6b8b\u9ad8\u8a3c\u660e\u66f8 | \u540d\u7fa9\u3001\u9280\u884c\u540d\u3001\u6b8b\u9ad8\u3001\u57fa\u6e96\u65e5\u3001\u901a\u8ca8 | \u8907\u6570\u306e\u53e3\u5ea7\u304c\u3042\u308c\u3070\u53e3\u5ea7\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u5185\u5b9a\u901a\u77e5\u66f8 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u5165\u793e\u4e88\u5b9a\u65e5\u3001\u63d0\u793a\u3055\u308c\u305f\u7d66\u4e0e | \u5165\u793e\u4e88\u5b9a\u65e5\u304c\u5148\u306a\u3089 `future_start` |\n\n**\u65e5\u4ed8\u306f\u3001\u8aad\u3093\u3060\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u6b8b\u3057\u3001\u89e3\u91c8\u306f\u6b21\u306e\u5834\u5408\u3060\u3051\u884c\u3044\u307e\u3059\u3002** \u6708\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\uff08`4 March 2025`\uff09\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u306e\u6570\u5b57\uff08`2025-03-04`\uff09\u3001\u65e5\u304b\u6708\u306e\u3069\u3061\u3089\u304b\u304c13\u4ee5\u4e0a\u3067\u9806\u5e8f\u304c\u6c7a\u307e\u308b\uff08`25\/03\/2025`\uff09\u3002**\u305d\u308c\u4ee5\u5916\u306e `03\/04\/2025` \u306f `ambiguous` \u3068\u3057\u3001\u3069\u3061\u3089\u306e\u65e5\u4ed8\u3082\u5165\u308c\u307e\u305b\u3093\u3002** \u52e4\u52d9\u5148\u306e\u56fd\u304b\u3089\u9806\u5e8f\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068\u3082\u3055\u305b\u307e\u305b\u3093\u3002\n\n**\u91d1\u984d\u3082\u540c\u3058\u3067\u3059\u3002** `85,000` \u306b\u901a\u8ca8\u8a18\u53f7\u3082\u901a\u8ca8\u306e\u7565\u79f0\u3082\u7121\u3051\u308c\u3070\u901a\u8ca8\u306f `unknown`\u3001`per annum` \u3084 `monthly` \u306e\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\u671f\u9593\u306f `unknown` \u306b\u3057\u307e\u3059\u3002**\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u3001\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u63a8\u3057\u91cf\u3089\u305b\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5165\u5c45\u306e\u53ef\u5426\u3001\u53ce\u5165\u304c\u8db3\u308a\u308b\u304b\u306e\u8a55\u4fa1 | \u5be9\u67fb\u306f\u4fdd\u8a3c\u4f1a\u793e\u3068\u8cb8\u4e3b\u304c\u884c\u3046 |\n| \u5186\u3078\u306e\u63db\u7b97\u3001\u5e74\u984d\u3078\u306e\u63db\u7b97 | \u63db\u7b97\u306e\u7387\u3068\u65b9\u6cd5\u306f\u793e\u5185\u306e\u8868\u3067\u6c7a\u3081\u308b\u3002Python \u304c\u884c\u3046 |\n| \u7533\u8fbc\u66f8\u3068\u306e\u6bd4\u8f03\u306e\u7d50\u8ad6 | \u5dee\u306e\u8a31\u5bb9\u7bc4\u56f2\u306f\u793e\u5185\u306e\u57fa\u6e96\u3002Python \u304c\u884c\u3046 |\n| \u66d6\u6627\u306a\u65e5\u4ed8\u306e\u9806\u5e8f\u306e\u63a8\u5b9a | \u5728\u7c4d\u671f\u9593\u304c1\u5e74\u305a\u308c\u308b |\n| \u56fd\u7c4d\u3001\u51fa\u8eab\u56fd\u3001\u5728\u7559\u8cc7\u683c\u306b\u95a2\u3059\u308b\u8a55\u4fa1 | \u5224\u5b9a\u306e\u6750\u6599\u306b\u3057\u306a\u3044 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u88dc\u5b8c | \u7d66\u4e0e\u660e\u7d30\u304b\u3089\u5e74\u53ce\u3092\u9006\u7b97\u3057\u3066\u5728\u8077\u8a3c\u660e\u66f8\u306e\u6b04\u3092\u57cb\u3081\u306a\u3044 |\n\n**\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u306f\u6700\u5f8c\u306e\u884c\u3067\u3059\u3002** \u7d66\u4e0e\u660e\u7d30\u306e\u6708\u984d\u309212\u500d\u3057\u3066\u5728\u8077\u8a3c\u660e\u66f8\u306e\u5e74\u53ce\u6b04\u3092\u57cb\u3081\u308b\u3068\u3001**\u300c\u5e74\u53ce\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u78ba\u8a8d\u70b9\u304c\u6d88\u3048\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u8cc3\u8cb8\u306e\u7533\u8fbc\u53d7\u4ed8\u3067\u3001\u5165\u5c45\u5e0c\u671b\u8005\u304c\u63d0\u51fa\u3057\u305f\u82f1\u6587\u306e\u66f8\u985e\u3092\n\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\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\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011\nemployment_letter \/ payslip \/ bank_statement \/ offer_letter \/ other\n\u306e\u3069\u308c\u304b1\u3064\u3092 document_type \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\n\u66f8\u985e\u306e\u7a2e\u985e\u3054\u3068\u306b\u3001\u6307\u5b9a\u306e\u9805\u76ee\u3092 fields \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\u5404\u9805\u76ee\u306b\u306f raw\uff08\u8aad\u3093\u3060\u6587\u5b57\u5217\u305d\u306e\u307e\u307e\uff09\u3001value\uff08\u89e3\u91c8\u3057\u305f\u5024\uff09\u3001\nstatus\u3001source\uff08\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306e\u3069\u3053\u304b\u3089\u53d6\u3063\u305f\u304b\uff09\u3092\u5165\u308c\u307e\u3059\u3002\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u8cea\u554f\u306e\u7b54\u3048\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- ambiguous .. \u8aad\u307f\u65b9\u304c\u8907\u6570\u3042\u308a\u30011\u3064\u306b\u6c7a\u3081\u3089\u308c\u306a\u3044\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u3001\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65e5\u4ed8\u306e\u6271\u3044\u3011\n- raw \u306b\u306f\u66f8\u985e\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6708\u306e\u540d\u524d\u304c\u3042\u308b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u3067\u3042\u308b\u3001\u65e5\u307e\u305f\u306f\u6708\u306e\u4e00\u65b9\u304c13\u4ee5\u4e0a\u3067\n  \u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3001\u306e\u3069\u308c\u304b\u306e\u3068\u304d\u3060\u3051 value \u306b YYYY-MM-DD \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u305d\u308c\u4ee5\u5916\uff08\u4f8b\uff1a03\/04\/2025\uff09\u306f status \u3092 ambiguous \u3068\u3057\u3001value \u306f\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u52e4\u52d9\u5148\u306e\u56fd\u3084\u66f8\u985e\u306e\u66f8\u5f0f\u304b\u3089\u9806\u5e8f\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u91d1\u984d\u306e\u6271\u3044\u3011\n- \u901a\u8ca8\u8a18\u53f7\u307e\u305f\u306f\u901a\u8ca8\u306e\u7565\u79f0\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 currency \u306f unknown \u3067\u3059\u3002\n- annual \/ per annum \/ monthly \/ per month \u306a\u3069\u306e\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\n  period \u306f unknown \u3067\u3059\u3002\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63db\u7b97\u3084\u5408\u8a08\u306e\u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7dcf\u652f\u7d66\uff08gross\uff09\u3068\u624b\u53d6\u308a\uff08net\uff09\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u533a\u5225\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u3001\u5225\u306e\u66f8\u985e\u306e\u5024\u3084\u8a08\u7b97\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5165\u5c45\u306e\u53ef\u5426\u3001\u53ce\u5165\u304c\u8db3\u308a\u308b\u304b\u3069\u3046\u304b\u3001\u7533\u8fbc\u66f8\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u56fd\u7c4d\u3001\u51fa\u8eab\u56fd\u3001\u5728\u7559\u8cc7\u683c\u306b\u3064\u3044\u3066\u3001\u8a55\u4fa1\u3084\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f0f\u305b\u5b57\uff08****\uff09\u306b\u306a\u3063\u3066\u3044\u308b\u756a\u53f7\u3092\u5fa9\u5143\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u82f1\u6587\u306e\u66f8\u985e\u3067\u306a\u3044\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f document_type \u3092 other \u3068\u3057\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- inquiry_draft \u306b\u306f\u3001missing \u3068 ambiguous \u306e\u9805\u76ee\u306b\u3064\u3044\u3066\n  \u7533\u8fbc\u8005\u306b\u78ba\u304b\u3081\u308b\u82f1\u6587\u306e\u6587\u6848\u3092\u3001\u4e01\u5be7\u306a\u8868\u73fe\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5be9\u67fb\u306e\u7d50\u679c\u3084\u898b\u8fbc\u307f\u306b\u306f\u89e6\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u7533\u8fbc\u756a\u53f7\u3011{application_id}\n```\n\n**\u300c\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u6c7a\u3081\u307e\u3059\u3002** `85,000` \u3092\u898b\u308c\u3070\u5e74\u984d\u3068\u66f8\u304d\u3001`7,000` \u3092\u898b\u308c\u3070\u6708\u984d\u3068\u66f8\u304d\u307e\u3059\u3002**\u591a\u304f\u306e\u5834\u5408\u306f\u5f53\u305f\u308a\u307e\u3059\u304c\u3001\u5f53\u305f\u3089\u306a\u304b\u3063\u305f1\u4ef6\u304c\u5e74\u53ce\u309212\u500d\u306b\u3057\u307e\u3059\u3002** \u7981\u3058\u308b\u306e\u306f\u3001\u63a8\u3057\u91cf\u308b\u3053\u3068\u81ea\u4f53\u3067\u3059\u3002\n\n**\u300c\u5be9\u67fb\u306e\u7d50\u679c\u3084\u898b\u8fbc\u307f\u306b\u89e6\u308c\u306a\u3044\u300d\u306f\u3001\u4e0b\u66f8\u304d\u304c\u305d\u306e\u307e\u307e\u9001\u3089\u308c\u308b\u5834\u9762\u3078\u306e\u5099\u3048\u3067\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\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"application_id\": \"\",\n  \"documents\": [\n    {\n      \"file\": \"\",\n      \"document_type\": \"employment_letter | payslip | bank_statement | offer_letter | other\",\n      \"fields\": [\n        { \"name\": \"start_date\", \"raw\": \"03\/04\/2021\", \"value\": \"\",\n          \"status\": \"ok | missing | ambiguous | unreadable\",\n          \"source\": \"QUERY:START_DATE\", \"confidence\": 0 }\n      ],\n      \"salary\": { \"raw\": \"\", \"amount\": \"\", \"currency\": \"\", \"period\": \"annual | monthly | hourly | unknown\" }\n    }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`raw` \u3068 `value` \u3092\u5206\u3051\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u55b6\u696d\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u3068\u304d\u3001`value` \u304c\u7a7a\u3067 `raw` \u306b `03\/04\/2021` \u3068\u3042\u308c\u3070\u3001**\u4f55\u304c\u66d6\u6627\u306a\u306e\u304b\u304c\u753b\u50cf\u3092\u958b\u304f\u524d\u306b\u5206\u304b\u308a\u307e\u3059\u3002** \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3082\u3001\u305d\u306e\u6587\u5b57\u5217\u3092\u5f15\u7528\u3057\u3066\u66f8\u3051\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u6bd4\u8f03\u3092 Python \u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** AI\u304c\u8fd4\u3059\u306e\u306f\u9805\u76ee\u306e\u5024\u307e\u3067\u3067\u3001\u6bd4\u8f03\u306e\u7d50\u679c\u306f\u3053\u306eJSON\u306b\u5165\u308c\u307e\u305b\u3093\u3002Python \u304c\u63db\u7b97\u8868\u3068\u7533\u8fbc\u66f8\u306e\u5024\u3092\u4f7f\u3063\u3066\u3001\u9805\u76ee\u3054\u3068\u306b\u6b21\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6\uff08\u793e\u5185\u306e\u57fa\u6e96\u306e\u4f8b\uff09 |\n|:--|:--|\n| `match` | \u52e4\u52d9\u5148\u540d\u304c\u4e00\u81f4\u3001\u5e74\u53ce\u306e\u5dee\u304c\u57fa\u6e96\u5185\u3001\u5165\u793e\u65e5\u304b\u3089\u8a08\u7b97\u3057\u305f\u52e4\u7d9a\u5e74\u6570\u304c\u7533\u8fbc\u66f8\u3068\u4e00\u81f4 |\n| `mismatch` | \u4e0a\u8a18\u306e\u3069\u308c\u304b\u304c\u57fa\u6e96\u3092\u5916\u308c\u308b |\n| `ambiguous` | \u65e5\u4ed8\u306e\u9806\u5e8f\u3001\u901a\u8ca8\u3001\u5e74\u984d\u304b\u6708\u984d\u304b\u304c\u6c7a\u307e\u3089\u305a\u3001\u6bd4\u8f03\u3067\u304d\u306a\u3044 |\n| `missing_doc` | \u5fc5\u8981\u306a\u66f8\u985e\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u305d\u308d\u3063\u3066\u3044\u306a\u3044 |\n| `stale_doc` | \u66f8\u985e\u306e\u65e5\u4ed8\u304c\u793e\u5185\u306e\u57fa\u6e96\u3088\u308a\u53e4\u3044 |\n\n**\u52e4\u52d9\u5148\u540d\u306e\u6bd4\u8f03\u306f\u3001\u8868\u8a18\u3086\u308c\u306e\u4e00\u89a7\u3092\u901a\u3057\u3066\u304b\u3089\u884c\u3044\u307e\u3059\u3002** `Ltd.` \u3068 `Limited`\u3001`K.K.` \u3068 `\u682a\u5f0f\u4f1a\u793e`\u3001\u65e5\u672c\u6cd5\u4eba\u3068\u672c\u56fd\u306e\u89aa\u4f1a\u793e\u3002**\u4e00\u89a7\u306b\u7121\u3044\u7d44\u307f\u5408\u308f\u305b\u306f `mismatch` \u306b\u3057\u3066\u4eba\u306b\u898b\u305b\u3001\u78ba\u304b\u3081\u305f\u3089\u4e00\u89a7\u306b\u8db3\u3057\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `QUERY:START_DATE` \u306a\u3089\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001`FORMS:Date of Joining` \u306a\u3089\u30ad\u30fc\u3068\u5024\u304b\u3089\u53d6\u3063\u305f\u5024\u3067\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u66f8\u985e\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \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 | \u66f8\u985e\u306e\u7a2e\u985e\u306e\u5224\u5225\u3001\u9805\u76ee\u306e\u6574\u5f62\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| Web\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf | \u8aad\u307f\u53d6\u308a | \u7533\u8fbc\u66f8\u306e\u5024\u3092\u5f15\u304f |\n| \u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8 | \u66f8\u304d\u8fbc\u307f\uff08\u4e0b\u66f8\u304d\u306e\u5217\uff09 | \u8aad\u3093\u3060\u6587\u5b57\u5217\u3001\u89e3\u91c8\u3057\u305f\u5024\u3001\u5370\u3092\u66f8\u304f |\n| \u4fdd\u8a3c\u4f1a\u793e\u306e\u753b\u9762 | \u65e2\u5b58\u306e\u624b\u5165\u529b | \u55b6\u696d\u62c5\u5f53\u304c\u78ba\u5b9a\u3057\u305f\u5024\u3092\u5165\u529b\u3059\u308b |\n\n**\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u306f\u300c\u4e0b\u66f8\u304d\u300d\u306e\u5217\u306b\u3060\u3051\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002** \u78ba\u5b9a\u306e\u5217\u306f\u3001\u55b6\u696d\u62c5\u5f53\u304c\u78ba\u8a8d\u3057\u3066\u5199\u3059\u304b\u3001\u78ba\u8a8d\u6e08\u307f\u306e\u5370\u3092\u4ed8\u3051\u305f\u3068\u304d\u306b\u57cb\u307e\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u304c\u3001\u78ba\u8a8d\u3092\u7d4c\u305a\u306b\u4fdd\u8a3c\u4f1a\u793e\u3078\u6d41\u308c\u308b\u7d4c\u8def\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**","human_review":"**\u55b6\u696d\u62c5\u5f53\u304c\u958b\u304f\u306e\u306f\u3001`mismatch`\u3001`ambiguous`\u3001`missing_doc`\u3001`stale_doc` \u306e\u4ed8\u3044\u305f\u9805\u76ee\u3067\u3059\u3002** `match` \u306e\u9805\u76ee\u306f\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`ambiguous` \u3092\u5148\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u3084\u901a\u8ca8\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u3001**\u66f8\u985e\u306e\u4ed6\u306e\u7b87\u6240\uff08\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u306e\u4f4f\u6240\u3001\u5225\u306e\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\uff09\u3067\u6c7a\u307e\u308b\u3053\u3068\u304c\u591a\u3044**\u3067\u3059\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7533\u8fbc\u8005\u306b\u78ba\u304b\u3081\u307e\u3059\n2. **`mismatch` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u753b\u50cf\u306e\u8a72\u5f53\u7b87\u6240\u3092\u898b\u3066\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304b\u3001\u7533\u8fbc\u66f8\u306e\u66f8\u304d\u9593\u9055\u3044\u304b\u3001\u672c\u5f53\u306e\u98df\u3044\u9055\u3044\u304b\u3092\u5206\u3051\u307e\u3059\n3. **\u7533\u8fbc\u8005\u3078\u554f\u3044\u5408\u308f\u305b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u55b6\u696d\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059**\n4. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3002\u52e4\u52d9\u5148\u306e\u8868\u8a18\u3086\u308c\u306a\u3089\u4e00\u89a7\u306b\u8db3\u3057\u307e\u3059\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef612\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304f\u9805\u76ee\u304c1\u4ef6\u306b2\u301c3\u500b\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u63db\u7b97\u8868\u304b\u8868\u8a18\u3086\u308c\u306e\u4e00\u89a7\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**","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**\u7533\u8fbc\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u55b6\u696d\u62c5\u5f53\u3078\u3002**\u7ffb\u8a33\u6587\u306e\u6dfb\u4ed8\u3092\u7533\u8fbc\u8005\u306b\u983c\u3080\u304b\u3001\u5225\u306eOCR\u3067\u8aad\u3080** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e5\u8a00\u8a9e\u306e\u66f8\u985e | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u5199\u771f\u306e\u6587\u5b57\u304c\u5c0f\u3055\u3044\u30fb\u659c\u3081 | \u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3092\u4e0b\u56de\u308b\u3082\u306e\u306f `unreadable`\u3002\u64ae\u308a\u76f4\u3057\u3092\u983c\u3080 |\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| \u8cea\u554f\u306e\u30da\u30fc\u30b8\u6307\u5b9a\u306e\u8aa4\u308a | `INVALID_REQUEST_PARAMETERS` \u304c\u51fa\u308b\u3002\u8cea\u554f\u306e\u6570\u3068\u30da\u30fc\u30b8\u3092\u898b\u76f4\u3059 |\n| \u540c\u3058\u66f8\u985e\u304c\u4e8c\u5ea6\u5c4a\u304f | `ClientRequestToken` \u3067\u540c\u3058\u30b8\u30e7\u30d6\u3092\u8fd4\u3055\u305b\u3001\u4e8c\u91cd\u306b\u5224\u5b9a\u3057\u306a\u3044 |\n| 1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e | \u30da\u30fc\u30b8\u3054\u3068\u306b\u7a2e\u985e\u3092\u5206\u3051\u308b\u3002\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u7d50\u679c\u306e\u53d6\u5f97\u304c\u9045\u308c\u308b | JobId \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u3002**7\u65e5\u3092\u904e\u304e\u305f\u3089\u8aad\u307f\u53d6\u308a\u304b\u3089\u3084\u308a\u76f4\u3059** |\n\n**\u4e0a\u304b\u30892\u884c\u76ee\u306f\u3001\u7533\u8fbc\u3092\u53d7\u3051\u305f\u6642\u70b9\u3067\u5206\u304b\u308a\u307e\u3059\u3002** \u7533\u8fbc\u6642\u306b\u9078\u3093\u3067\u3082\u3089\u3063\u305f\u66f8\u985e\u306e\u8a00\u8a9e\u304c6\u8a00\u8a9e\u4ee5\u5916\u306a\u3089\u3001**\u6700\u521d\u304b\u3089\u55b6\u696d\u62c5\u5f53\u306e\u624b\u4f5c\u696d\u306e\u5217\u306b\u5165\u308c\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u66f8\u985e\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u7533\u8fbc\u756a\u53f7\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`raw`\u3001`value`\u3001`status`\u3001`source`\uff09\n- Python \u306e\u6bd4\u8f03\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u63db\u7b97\u8868\u306e\u7248\u3068\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u57fa\u6e96**\n- **\u55b6\u696d\u62c5\u5f53\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\u306e\u8a18\u9332\n\n**\u63db\u7b97\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u7387\u304c\u6708\u3054\u3068\u306b\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5f53\u6642\u306e\u7387\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u5224\u5b9a\u306e\u7406\u7531\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002","implementation_level":"\u534a\u81ea\u52d5\u5316","difficulty":3,"cost_band":"\u4e2d","cost_level_label":"API\u9023\u643a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":5,"assumption_frequency":160,"assumption_workdays":20,"volume_month":160,"before_minutes_per_case":30,"after_minutes_per_case":12,"hourly_cost":3000,"before_hours_month":80,"after_hours_month":32,"saved_hours_month":48,"reduction_rate":60,"saved_hours_year":576,"annual_cost_effect":1728000,"summary":"\u5916\u56fd\u4eba\u306e\u5165\u5c45\u5e0c\u671b\u8005\u304b\u3089\u5c4a\u304f\u82f1\u6587\u306e\u5728\u8077\u8a3c\u660e\u66f8\u30fb\u7d66\u4e0e\u660e\u7d30\u30fb\u6b8b\u9ad8\u8a3c\u660e\u66f8\u3092\u8aad\u307f\u53d6\u308a\u3001\u52e4\u52d9\u5148\u30fb\u53ce\u5165\u30fb\u5728\u7c4d\u671f\u9593\u3092\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u8ee2\u8a18\u3057\u307e\u3059\u3002\u3042\u308f\u305b\u3066\u3001\u7533\u8fbc\u66f8\u306b\u66f8\u304b\u308c\u305f\u5185\u5bb9\u3068\u98df\u3044\u9055\u3046\u7b87\u6240\u306b\u5370\u3092\u4ed8\u3051\u3001\u55b6\u696d\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u70b9\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\u3002","before_flow":"1. Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u3092\u53d7\u3051\u3001\u6dfb\u4ed8\u3055\u308c\u305f\u66f8\u985e\u3092\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b\n2. \u66f8\u985e\u30921\u70b9\u305a\u3064\u958b\u304d\u3001\u52e4\u52d9\u5148\u540d\u3001\u5f79\u8077\u3001\u5165\u793e\u65e5\u3001\u96c7\u7528\u5f62\u614b\u3001\u7d66\u4e0e\u306e\u984d\u3068\u671f\u9593\u3001\u901a\u8ca8\u3092\u63a2\u3059\n3. \u898b\u3064\u3051\u305f\u5024\u3092\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u65e5\u672c\u8a9e\u3067\u5199\u3059\u3002\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u5224\u65ad\u3057\u3001\u5186\u306b\u63db\u7b97\u3059\u308b\n4. \u7533\u8fbc\u66f8\u306e\u52e4\u52d9\u5148\u540d\u30fb\u5e74\u53ce\u30fb\u52e4\u7d9a\u5e74\u6570\u3068\u898b\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u3092\u30e1\u30e2\u3059\u308b\n5. \u66f8\u985e\u306e\u65e5\u4ed8\u3092\u898b\u3066\u3001\u53e4\u3059\u304e\u308b\u3082\u306e\u304c\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\n6. \u98df\u3044\u9055\u3044\u3084\u4e0d\u8db3\u304c\u3042\u308c\u3070\u3001\u7533\u8fbc\u8005\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u308b\n7. \u305d\u308d\u3063\u305f\u3089\u4fdd\u8a3c\u4f1a\u793e\u306e\u753b\u9762\u306b\u5165\u529b\u3057\u3001\u8cb8\u4e3b\u3078\u56de\u3059\n\n**\uff08a\uff09\u9805\u76ee\u3092\u63a2\u3059\u3068\u3053\u308d\u304b\u3089\u59cb\u307e\u308b\u3002** \u5728\u8077\u8a3c\u660e\u66f8\u306b\u306f\u6c7a\u307e\u3063\u305f\u66f8\u5f0f\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u5e74\u53ce\u304c\u672c\u6587\u306e3\u6bb5\u843d\u76ee\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u4f1a\u793e\u3082\u3042\u308c\u3070\u3001\u8868\u306b\u306a\u3063\u3066\u3044\u308b\u4f1a\u793e\u3082\u3042\u308a\u307e\u3059\u3002**1\u70b9\u3054\u3068\u306b\u300c\u3069\u3053\u306b\u66f8\u3044\u3066\u3042\u308b\u304b\u300d\u3092\u63a2\u3059\u3068\u3053\u308d\u304b\u3089\u59cb\u307e\u308a\u3001\u305d\u308c\u304c1\u4ef6\u30673\u301c5\u70b9\u3042\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u65e5\u4ed8\u3068\u901a\u8ca8\u3092\u8aad\u307f\u9055\u3048\u308b\u3002** \u82f1\u56fd\u3084\u6b27\u5dde\u306e\u66f8\u985e\u306f\u65e5\u30fb\u6708\u30fb\u5e74\u3001\u7c73\u56fd\u306e\u66f8\u985e\u306f\u6708\u30fb\u65e5\u30fb\u5e74\u306e\u9806\u3067\u66f8\u304f\u3053\u3068\u304c\u591a\u304f\u3001`03\/04\/2025` \u306e\u3088\u3046\u306a\u65e5\u4ed8\u306f\u3069\u3061\u3089\u306b\u3082\u8aad\u3081\u307e\u3059\u3002\u7d66\u4e0e\u660e\u7d30\u306e `Net Pay 4,250.00` \u306b\u901a\u8ca8\u8a18\u53f7\u304c\u7121\u3044\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002**\u52e4\u7d9a\u5e74\u6570\u3084\u5e74\u53ce\u306f\u3001\u8aad\u307f\u65b9\u30921\u3064\u9593\u9055\u3048\u308b\u3060\u3051\u3067\u5225\u306e\u5024\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u98df\u3044\u9055\u3044\u304c\u5be9\u67fb\u306b\u56de\u3057\u305f\u3042\u3068\u3067\u898b\u3064\u304b\u308b\u3002** \u7533\u8fbc\u66f8\u306b\u300c\u5e74\u53ce850\u4e07\u5186\u300d\u3001\u5728\u8077\u8a3c\u660e\u66f8\u306b\u300cUSD 85,000 per 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5\u540d\u306e\u3046\u3061\u82f1\u6587\u306e\u66f8\u985e\u3092\u901f\u304f\u8aad\u3081\u308b\u306e\u306f2\u540d\u3067\u3001**\u7e41\u5fd9\u671f\u306f\u305d\u306e2\u540d\u306e\u624b\u304c\u7a7a\u304f\u307e\u3067\u5be9\u67fb\u306b\u56de\u305b\u307e\u305b\u3093\u3002**","before_flow_steps":["Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u3092\u53d7\u3051\u3001\u6dfb\u4ed8\u3055\u308c\u305f\u66f8\u985e\u3092\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3059\u308b","\u66f8\u985e\u30921\u70b9\u305a\u3064\u958b\u304d\u3001\u52e4\u52d9\u5148\u540d\u3001\u5f79\u8077\u3001\u5165\u793e\u65e5\u3001\u96c7\u7528\u5f62\u614b\u3001\u7d66\u4e0e\u306e\u984d\u3068\u671f\u9593\u3001\u901a\u8ca8\u3092\u63a2\u3059","\u898b\u3064\u3051\u305f\u5024\u3092\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u65e5\u672c\u8a9e\u3067\u5199\u3059\u3002\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u5224\u65ad\u3057\u3001\u5186\u306b\u63db\u7b97\u3059\u308b","\u7533\u8fbc\u66f8\u306e\u52e4\u52d9\u5148\u540d\u30fb\u5e74\u53ce\u30fb\u52e4\u7d9a\u5e74\u6570\u3068\u898b\u6bd4\u3079\u3001\u98df\u3044\u9055\u3044\u3092\u30e1\u30e2\u3059\u308b","\u66f8\u985e\u306e\u65e5\u4ed8\u3092\u898b\u3066\u3001\u53e4\u3059\u304e\u308b\u3082\u306e\u304c\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b","\u98df\u3044\u9055\u3044\u3084\u4e0d\u8db3\u304c\u3042\u308c\u3070\u3001\u7533\u8fbc\u8005\u306b\u82f1\u6587\u3067\u554f\u3044\u5408\u308f\u305b\u308b","\u305d\u308d\u3063\u305f\u3089\u4fdd\u8a3c\u4f1a\u793e\u306e\u753b\u9762\u306b\u5165\u529b\u3057\u3001\u8cb8\u4e3b\u3078\u56de\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u3092\u53d7\u3051\u3001\u6dfb\u4ed8\u3055\u308c\u305f\u66f8\u985e\u304c\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5165\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\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u66f8\u985e\u3092\u8aad\u307f\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5206\u3051\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u65e5\u4ed8\u3068\u91d1\u984d\u306f\u3001\u8aad\u3093\u3060\u6587\u5b57\u5217\u3068\u89e3\u91c8\u3057\u305f\u5024\u3092\u5206\u3051\u3066\u6301\u3064\u3002\u89e3\u91c8\u3067\u304d\u306a\u3044\u3082\u306e\u306f `ambiguous` \u306b\u3059\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u793e\u5185\u306e\u63db\u7b97\u8868\u3067\u5186\u306b\u63db\u7b97\u3057\u3001\u7533\u8fbc\u66f8\u306e\u5024\u3068\u6bd4\u3079\u3066\u98df\u3044\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u66f8\u985e\u306e\u65e5\u4ed8\u304c\u793e\u5185\u306e\u57fa\u6e96\u3088\u308a\u53e4\u3044\u3082\u306e\u3001\u66f8\u985e\u304c\u8db3\u308a\u306a\u3044\u3082\u306e\u3092\u62fe\u3046\n8. **\u3010\u81ea\u52d5\u3011** \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\u3092\u82f1\u6587\u3067\u4f5c\u308b\n9. **\u3010\u4eba\u3011** \u55b6\u696d\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3060\u3051\u3092\u66f8\u985e\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3066\u78ba\u304b\u3081\u308b\n10. **\u3010\u4eba\u3011** \u554f\u3044\u5408\u308f\u305b\u6587\u3092\u76f4\u3057\u3066\u7533\u8fbc\u8005\u3078\u9001\u308a\u3001\u305d\u308d\u3063\u305f\u3082\u306e\u3092\u4fdd\u8a3c\u4f1a\u793e\u3078\u56de\u3059\n\n**9\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u55b6\u696d\u62c5\u5f53\u306f\u5be9\u67fb\u30b7\u30fc\u30c8\u3092\u4e00\u304b\u3089\u4f5c\u308b\u306e\u3067\u306f\u306a\u304f\u3001**\u98df\u3044\u9055\u3044\u3068 `ambiguous` \u306e\u4ed8\u3044\u305f\u9805\u76ee\u3060\u3051\u3092\u3001\u66f8\u985e\u306e\u8a72\u5f53\u7b87\u6240\u3068\u898b\u6bd4\u3079\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u9805\u76ee\u306f\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**6\u756a\u76ee\u306e\u63db\u7b97\u3068\u6bd4\u8f03\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u63db\u7b97\u306e\u7387\u3068\u5dee\u306e\u8a31\u5bb9\u7bc4\u56f2\u306f\u793e\u5185\u3067\u6c7a\u3081\u308b\u5024\u3067\u3001\u5f8c\u304b\u3089\u5909\u308f\u308a\u307e\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u3092\u53d7\u3051\u3001\u6dfb\u4ed8\u3055\u308c\u305f\u66f8\u985e\u304c\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u306b\u5165\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\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u66f8\u985e\u3092\u8aad\u307f\u3001\u30ad\u30fc\u3068\u5024\u3001\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u8aad\u307f\u53d6\u308a\u7d50\u679c\u304b\u3089\u66f8\u985e\u306e\u7a2e\u985e\u3092\u5206\u3051\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** \u65e5\u4ed8\u3068\u91d1\u984d\u306f\u3001\u8aad\u3093\u3060\u6587\u5b57\u5217\u3068\u89e3\u91c8\u3057\u305f\u5024\u3092\u5206\u3051\u3066\u6301\u3064\u3002\u89e3\u91c8\u3067\u304d\u306a\u3044\u3082\u306e\u306f `ambiguous` \u306b\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u793e\u5185\u306e\u63db\u7b97\u8868\u3067\u5186\u306b\u63db\u7b97\u3057\u3001\u7533\u8fbc\u66f8\u306e\u5024\u3068\u6bd4\u3079\u3066\u98df\u3044\u9055\u3044\u306b\u5370\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u66f8\u985e\u306e\u65e5\u4ed8\u304c\u793e\u5185\u306e\u57fa\u6e96\u3088\u308a\u53e4\u3044\u3082\u306e\u3001\u66f8\u985e\u304c\u8db3\u308a\u306a\u3044\u3082\u306e\u3092\u62fe\u3046","**\u3010\u81ea\u52d5\u3011** \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\u3092\u82f1\u6587\u3067\u4f5c\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u62c5\u5f53\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3060\u3051\u3092\u66f8\u985e\u306e\u753b\u50cf\u3068\u898b\u6bd4\u3079\u3066\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u554f\u3044\u5408\u308f\u305b\u6587\u3092\u76f4\u3057\u3066\u7533\u8fbc\u8005\u3078\u9001\u308a\u3001\u305d\u308d\u3063\u305f\u3082\u306e\u3092\u4fdd\u8a3c\u4f1a\u793e\u3078\u56de\u3059"],"architecture":"```\n\u5165\u5c45\u5e0c\u671b\u8005\u306e\u82f1\u6587\u306e\u66f8\u985e\uff08\u5728\u8077\u8a3c\u660e\u66f8\u30fb\u7d66\u4e0e\u660e\u7d30\u30fb\u6b8b\u9ad8\u8a3c\u660e\u66f8\u30fb\u5185\u5b9a\u901a\u77e5\u66f8\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\u30b5\u30a4\u30ba\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aFORMS\uff0fTABLES\uff0fQUERIES\uff09\n   \u2502   \u30ad\u30fc\u3068\u5024\u3001\u7d66\u4e0e\u660e\u7d30\u306e\u8868\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u66f8\u985e\u306e\u7a2e\u985e\u3092\u5206\u3051\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\u308b\n   \u2502   \u2460 \u52e4\u52d9\u5148\u3068\u5f79\u8077   \u2461 \u5165\u793e\u65e5\u3068\u96c7\u7528\u5f62\u614b   \u2462 \u7d66\u4e0e\u306e\u984d\u30fb\u671f\u9593\u30fb\u901a\u8ca8   \u2463 \u6b8b\u9ad8\u3068\u57fa\u6e96\u65e5\n   \u25bc\nPython \u2500\u2500 \u63db\u7b97\u8868\u3067\u5186\u306b\u63db\u7b97\u3057\u3001\u7533\u8fbc\u66f8\u306e\u5024\u3068\u6bd4\u3079\u308b\n   \u25bc\n\u5224\u5b9a\uff08match \uff0f mismatch \uff0f ambiguous \uff0f missing_doc \uff0f stale_doc\uff09\n   \u25bc\n\u3010\u55b6\u696d\u62c5\u5f53\u304c\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u78ba\u8a8d\u3011\n   \u251c\u2500\u2500\u25b6 \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u82f1\u6587\u306e\u4e0b\u66f8\u304d\u3001\u55b6\u696d\u304c\u9001\u308b\uff09\n   \u2514\u2500\u2500\u25b6 \u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u3078\u78ba\u5b9a \u2192 \u4fdd\u8a3c\u4f1a\u793e\u3078\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\u66f8\u985e\u306e\u7a2e\u985e\u306e\u5224\u5225\u3001\u9805\u76ee\u306e\u6574\u5f62\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\uff09 | OpenAI API\u3001Gemini API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u5186\u3078\u306e\u63db\u7b97\u3001\u7533\u8fbc\u66f8\u3068\u306e\u6bd4\u8f03\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u78ba\u8a8d\uff09 | \u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u95a2\u6570 |\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\u6bd4\u8f03\u306e\u7d50\u679c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u3068Web\u30d5\u30a9\u30fc\u30e0\u306f\u65e2\u5b58\u306e\u3082\u306e\u3067\u3059\u3002** \u6e96\u5099\u306f\u3001**\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u300c\u66f8\u985e\u304b\u3089\u8aad\u3093\u3060\u6587\u5b57\u5217\u300d\u306e\u5217\u3092\u8db3\u3059\u3053\u3068**\u3068\u3001\u63db\u7b97\u8868\u3068\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u57fa\u6e96\u3092\u6c7a\u3081\u308b\u3053\u3068\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u66f8\u985e\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u65e5\u672c\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u624b\u66f8\u304d\u306e\u6587\u5b57\u304c\u8aad\u3081\u308b\u306e\u3082\u82f1\u8a9e\u3060\u3051\u3067\u3059\u3002\u5728\u8077\u8a3c\u660e\u66f8\u306e\u672b\u5c3e\u306b\u624b\u66f8\u304d\u3067\u7f72\u540d\u3068\u65e5\u4ed8\u304c\u5165\u3063\u3066\u3044\u308b\u5834\u5408\u3082\u3001\u82f1\u8a9e\u306a\u3089\u8aad\u3081\u307e\u3059\u3002\n\n**\u4f7f\u3046\u6a5f\u80fd\u306f\u3001\u6587\u66f8\u306e\u5206\u6790\u306e\u975e\u540c\u671f\u7248 StartDocumentAnalysis \u3067\u3059\u3002** `FeatureTypes` \u306b `FORMS` \u3092\u5165\u308c\u308b\u3068 `Employee Name: ...` \u306e\u3088\u3046\u306a\u30ad\u30fc\u3068\u5024\u306e\u7d44\u304c\u3001`TABLES` \u3092\u5165\u308c\u308b\u3068\u7d66\u4e0e\u660e\u7d30\u306e\u652f\u7d66\u3068\u63a7\u9664\u306e\u8868\u304c\u30bb\u30eb\u3054\u3068\u306b\u3001`QUERIES` \u3092\u5165\u308c\u308b\u3068 `What is the annual salary?` \u306e\u3088\u3046\u306a**\u8cea\u554f\u3078\u306e\u7b54\u3048**\u304c\u8fd4\u308a\u307e\u3059\u3002\u5728\u8077\u8a3c\u660e\u66f8\u306f\u624b\u7d19\u306e\u5f62\u3067\u66f8\u304b\u308c\u3066\u3044\u3066\u30ad\u30fc\u3068\u5024\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001**\u8cea\u554f\u3067\u53d6\u308a\u306b\u3044\u304f\u306e\u304c\u3053\u306e\u69cb\u6210\u306e\u8981\u3067\u3059\u3002**\n\n**\u8cea\u554f\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3067\u3057\u304b\u4f7f\u3048\u307e\u305b\u3093\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u306b\u3001\u8cea\u554f\u306e\u691c\u51fa\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3068\u3042\u308a\u307e\u3059\u3002**\u30d5\u30e9\u30f3\u30b9\u8a9e\u3084\u30b9\u30da\u30a4\u30f3\u8a9e\u306e\u66f8\u985e\u3067\u306f\u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u307f\u307e\u3059\u3002** \u66f8\u985e\u306e\u8a00\u8a9e\u306f\u7533\u8fbc\u6642\u306b\u7533\u8fbc\u8005\u306b\u9078\u3093\u3067\u3082\u3089\u3044\u3001\u547c\u3073\u51fa\u3057\u306e\u8a2d\u5b9a\u3092\u5207\u308a\u66ff\u3048\u307e\u3059\u3002\n\n**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u306a\u306e\u3067\u3001\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u66f8\u985e\u304c\u4fdd\u5b58\u3055\u308c\u305f\u3053\u3068\u3092\u8d77\u70b9\u306b\u3057\u307e\u3059\u3002** Web\u30d5\u30a9\u30fc\u30e0\u306e\u7533\u8fbc\u304c\u9001\u4fe1\u3055\u308c\u308b\u3068\u3001\u6dfb\u4ed8\u30d5\u30a1\u30a4\u30eb\u304c\u7533\u8fbc\u756a\u53f7\u306e\u540d\u524d\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u5165\u308a\u3001\u305d\u306e\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u307e\u3059\u3002\n\n**1\u65e51\u56de\u306e\u5b9a\u6642\u5b9f\u884c\u306b\u306f\u3057\u307e\u305b\u3093\u3002** \u540c\u3058\u90e8\u5c4b\u306b\u5225\u306e\u7533\u8fbc\u304c\u5165\u308b\u524d\u306b\u5be9\u67fb\u3078\u56de\u305b\u308b\u304b\u3069\u3046\u304b\u304c\u3001\u305d\u306e\u307e\u307e\u6210\u7d04\u306b\u97ff\u304f\u304b\u3089\u3067\u3059\u3002\n\n**\u66f8\u985e\u306f\u5f8c\u304b\u3089\u8db3\u3055\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u7533\u8fbc\u756a\u53f7\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u66f8\u985e\u304c\u8db3\u3055\u308c\u308b\u305f\u3073\u306b\u3001\u305d\u306e\u7533\u8fbc\u306e\u5224\u5b9a\u3092\u3084\u308a\u76f4\u3057\u3001\u524d\u306e\u5224\u5b9a\u306f\u7248\u3068\u3057\u3066\u6b8b\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u82f1\u6587\u306e\u66f8\u985e | \u5728\u8077\u8a3c\u660e\u66f8\u3001\u7d66\u4e0e\u660e\u7d30\u3001\u6b8b\u9ad8\u8a3c\u660e\u66f8\u3001\u5185\u5b9a\u901a\u77e5\u66f8\u3002PDF\u307e\u305f\u306f\u5199\u771f | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u30ad\u30fc\u3068\u5024\u3001\u8868\u3068\u30bb\u30eb\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u5168\u6587\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6** | AWS Textract |\n| \u5165\u5c45\u7533\u8fbc\u66f8\u306e\u5024 | \u7533\u8fbc\u8005\u306e\u6c0f\u540d\u3001\u52e4\u52d9\u5148\u540d\u3001\u5e74\u53ce\u3001\u52e4\u7d9a\u5e74\u6570\u3001\u96c7\u7528\u5f62\u614b\u3001\u5165\u5c45\u4e88\u5b9a\u65e5\u3001**\u66f8\u985e\u306e\u8a00\u8a9e** | Web\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf |\n| \u793e\u5185\u306e\u57fa\u6e96 | \u901a\u8ca8\u306e\u63db\u7b97\u8868\u3068\u9069\u7528\u65e5\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u57fa\u6e96\uff08\u767a\u884c\u304b\u3089\u4f55\u304b\u6708\u4ee5\u5185\u304b\uff09\u3001\u5fc5\u8981\u306a\u66f8\u985e\u306e\u7d44\u307f\u5408\u308f\u305b | \u81ea\u793e\u3067\u7528\u610f\u3059\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u3044\u3061\u3070\u3093\u4e0b\u306e\u884c\u3067\u3059\u3002** \u57fa\u6e96\u304c\u7121\u3044\u3068\u3001\u540c\u3058\u66f8\u985e\u304c\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u98df\u3044\u9055\u3044\u306b\u306a\u3063\u305f\u308a\u3001\u306a\u3089\u306a\u304b\u3063\u305f\u308a\u3057\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f\u3001StartDocumentAnalysis \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`\uff08\u82f1\u8a9e\u306e\u3068\u304d\uff09 | \u30ad\u30fc\u3068\u5024\u3001\u7d66\u4e0e\u660e\u7d30\u306e\u8868\u3001\u624b\u7d19\u306e\u5f62\u306e\u5728\u8077\u8a3c\u660e\u66f8 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u7b54\u3048\u3092\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u7533\u8fbc\u756a\u53f7\u3068\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` | \u7533\u8fbc\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u7533\u8fbc\u3092\u5f15\u304f |\n| `KMSKeyId` | \u81ea\u793e\u306e\u9375 | \u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u81ea\u793e\u306e\u9375\u3067\u6697\u53f7\u5316\u3059\u308b |\n\n\u8cea\u554f\u306f\u975e\u540c\u671f\u30671\u30da\u30fc\u30b830\u4ef6\u307e\u3067\u4f7f\u3048\u307e\u3059\u304c\u3001\u5728\u8077\u8a3c\u660e\u66f8\u306b\u306f\u6b21\u306e9\u4ef6\u3067\u8db3\u308a\u307e\u3059\u3002\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `EMPLOYEE_NAME` | What is the employee's full name? |\n| `EMPLOYER_NAME` | What is the name of the employer? |\n| `JOB_TITLE` | What is the employee's job title? |\n| `START_DATE` | What is the employee's start date? |\n| `EMPLOYMENT_TYPE` | Is the employment permanent, fixed-term, or contract? |\n| `SALARY_AMOUNT` | What is the employee's salary? |\n| `SALARY_PERIOD` | Is the salary annual, monthly, or hourly? |\n| `LETTER_DATE` | What is the date of this letter? |\n| `SIGNATORY` | Who signed this letter? |\n\n**\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u3001\u305d\u306e\u7b54\u3048\u306f\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u5fdc\u7b54\u306e\u8981\u7d20\u306f\u7a7a\u306e\u307e\u307e\u6b8b\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7a7a\u306e\u7b54\u3048\u3092\u300c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u6271\u3044\u3001\u5225\u306e\u9805\u76ee\u304b\u3089\u57cb\u3081\u307e\u305b\u3093\u3002**\n\n**\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u307e\u3059\u3002** `NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u3001\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u304c\u629c\u3051\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\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\u3002HEIC \u306e\u5199\u771f\u306f JPEG \u306b\u5909\u63db\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9280\u884c\u306e\u6b8b\u9ad8\u8a3c\u660e\u66f8\u306f\u4fdd\u8b77\u3055\u308c\u3066\u5c4a\u304f\u3053\u3068\u304c\u591a\u304f**\u3001\u7533\u8fbc\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3044\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\u3001JPEG\u3068PNG\u306f10MB\u307e\u3067\u3067\u3059\n4. **\u5199\u771f\u306e\u5411\u304d\u3068\u89e3\u50cf\u5ea6\u306e\u78ba\u8a8d** \u2026 \u6587\u5b57\u306e\u9ad8\u3055\u306f\u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3067\u3001150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u306e\u6587\u5b57\u306b\u76f8\u5f53\u3057\u307e\u3059\u3002**\u673a\u306e\u4e0a\u3067\u659c\u3081\u306b\u64ae\u3063\u305f\u7d66\u4e0e\u660e\u7d30\u306f\u3001\u5c0f\u3055\u3044\u6570\u5b57\u304b\u3089\u8aad\u3081\u306a\u304f\u306a\u308a\u307e\u3059**\n5. **1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e\u304c\u306a\u3044\u304b\u306e\u78ba\u8a8d** \u2026 \u5728\u8077\u8a3c\u660e\u66f8\u3068\u7d66\u4e0e\u660e\u7d30\u304c1\u3064\u306ePDF\u306b\u307e\u3068\u307e\u3063\u3066\u3044\u308c\u3070\u3001\u30da\u30fc\u30b8\u3054\u3068\u306b\u7a2e\u985e\u3092\u5206\u3051\u3066\u304b\u3089\u6271\u3044\u307e\u3059\n6. **\u500b\u4eba\u306e\u756a\u53f7\u306e\u4f0f\u305b\u5b57** \u2026 \u53e3\u5ea7\u756a\u53f7\u3001\u793e\u4f1a\u4fdd\u969c\u756a\u53f7\u306a\u3069\u306e\u56fd\u6c11\u8b58\u5225\u756a\u53f7\u3001\u5f93\u696d\u54e1\u756a\u53f7\u306f\u3001\u751f\u6210AI\u3078\u6e21\u3059\u524d\u306b\u4e0b4\u6841\u4ee5\u5916\u3092\u4f0f\u305b\u307e\u3059\n\n**2\u756a\u76ee\u304c\u3044\u3061\u3070\u3093\u591a\u3044\u5dee\u3057\u623b\u3057\u306e\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002** \u53d7\u4ed8\u753b\u9762\u3067**\u300c\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u4ed8\u3044\u305fPDF\u306f\u8aad\u3081\u307e\u305b\u3093\u300d\u3068\u6700\u521d\u304b\u3089\u6848\u5185\u3057\u3066\u304a\u304f**\u3068\u3001\u51fa\u3057\u76f4\u3057\u306e\u5f80\u5fa9\u304c1\u56de\u6e1b\u308a\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u66f8\u985e\u306e\u7a2e\u985e\u3054\u3068\u306b\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u3078\u305d\u308d\u3048\u3001\u65e5\u4ed8\u3068\u91d1\u984d\u3092\u300c\u8aad\u3093\u3060\u6587\u5b57\u5217\u300d\u3068\u300c\u89e3\u91c8\u3057\u305f\u5024\u300d\u306b\u5206\u3051\u3066\u66f8\u304d\u51fa\u3059\u3053\u3068\u3067\u3059\u3002** \u6bd4\u8f03\u3068\u5224\u5b9a\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u66f8\u985e | \u53d6\u308a\u51fa\u3059\u9805\u76ee | \u5224\u65ad\u3067\u304d\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u5728\u8077\u8a3c\u660e\u66f8 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u5f79\u8077\u3001\u5165\u793e\u65e5\u3001\u96c7\u7528\u5f62\u614b\u3001\u7d66\u4e0e\u306e\u984d\u3068\u671f\u9593\u3068\u901a\u8ca8\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u3001\u7f72\u540d\u8005 | \u7d66\u4e0e\u306e\u671f\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `period: unknown` |\n| \u7d66\u4e0e\u660e\u7d30 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u652f\u7d66\u306e\u5bfe\u8c61\u671f\u9593\u3001\u7dcf\u652f\u7d66\u984d\u3001\u624b\u53d6\u308a\u984d\u3001\u901a\u8ca8 | \u7dcf\u652f\u7d66\u3068\u624b\u53d6\u308a\u306e\u533a\u5225\u304c\u3064\u304b\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6b8b\u9ad8\u8a3c\u660e\u66f8 | \u540d\u7fa9\u3001\u9280\u884c\u540d\u3001\u6b8b\u9ad8\u3001\u57fa\u6e96\u65e5\u3001\u901a\u8ca8 | \u8907\u6570\u306e\u53e3\u5ea7\u304c\u3042\u308c\u3070\u53e3\u5ea7\u3054\u3068\u306b\u4e26\u3079\u308b |\n| \u5185\u5b9a\u901a\u77e5\u66f8 | \u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u5165\u793e\u4e88\u5b9a\u65e5\u3001\u63d0\u793a\u3055\u308c\u305f\u7d66\u4e0e | \u5165\u793e\u4e88\u5b9a\u65e5\u304c\u5148\u306a\u3089 `future_start` |\n\n**\u65e5\u4ed8\u306f\u3001\u8aad\u3093\u3060\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u6b8b\u3057\u3001\u89e3\u91c8\u306f\u6b21\u306e\u5834\u5408\u3060\u3051\u884c\u3044\u307e\u3059\u3002** \u6708\u306e\u540d\u524d\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\uff08`4 March 2025`\uff09\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u306e\u6570\u5b57\uff08`2025-03-04`\uff09\u3001\u65e5\u304b\u6708\u306e\u3069\u3061\u3089\u304b\u304c13\u4ee5\u4e0a\u3067\u9806\u5e8f\u304c\u6c7a\u307e\u308b\uff08`25\/03\/2025`\uff09\u3002**\u305d\u308c\u4ee5\u5916\u306e `03\/04\/2025` \u306f `ambiguous` \u3068\u3057\u3001\u3069\u3061\u3089\u306e\u65e5\u4ed8\u3082\u5165\u308c\u307e\u305b\u3093\u3002** \u52e4\u52d9\u5148\u306e\u56fd\u304b\u3089\u9806\u5e8f\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068\u3082\u3055\u305b\u307e\u305b\u3093\u3002\n\n**\u91d1\u984d\u3082\u540c\u3058\u3067\u3059\u3002** `85,000` \u306b\u901a\u8ca8\u8a18\u53f7\u3082\u901a\u8ca8\u306e\u7565\u79f0\u3082\u7121\u3051\u308c\u3070\u901a\u8ca8\u306f `unknown`\u3001`per annum` \u3084 `monthly` \u306e\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\u671f\u9593\u306f `unknown` \u306b\u3057\u307e\u3059\u3002**\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u3001\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u63a8\u3057\u91cf\u3089\u305b\u307e\u305b\u3093\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u5165\u5c45\u306e\u53ef\u5426\u3001\u53ce\u5165\u304c\u8db3\u308a\u308b\u304b\u306e\u8a55\u4fa1 | \u5be9\u67fb\u306f\u4fdd\u8a3c\u4f1a\u793e\u3068\u8cb8\u4e3b\u304c\u884c\u3046 |\n| \u5186\u3078\u306e\u63db\u7b97\u3001\u5e74\u984d\u3078\u306e\u63db\u7b97 | \u63db\u7b97\u306e\u7387\u3068\u65b9\u6cd5\u306f\u793e\u5185\u306e\u8868\u3067\u6c7a\u3081\u308b\u3002Python \u304c\u884c\u3046 |\n| \u7533\u8fbc\u66f8\u3068\u306e\u6bd4\u8f03\u306e\u7d50\u8ad6 | \u5dee\u306e\u8a31\u5bb9\u7bc4\u56f2\u306f\u793e\u5185\u306e\u57fa\u6e96\u3002Python \u304c\u884c\u3046 |\n| \u66d6\u6627\u306a\u65e5\u4ed8\u306e\u9806\u5e8f\u306e\u63a8\u5b9a | \u5728\u7c4d\u671f\u9593\u304c1\u5e74\u305a\u308c\u308b |\n| \u56fd\u7c4d\u3001\u51fa\u8eab\u56fd\u3001\u5728\u7559\u8cc7\u683c\u306b\u95a2\u3059\u308b\u8a55\u4fa1 | \u5224\u5b9a\u306e\u6750\u6599\u306b\u3057\u306a\u3044 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u88dc\u5b8c | \u7d66\u4e0e\u660e\u7d30\u304b\u3089\u5e74\u53ce\u3092\u9006\u7b97\u3057\u3066\u5728\u8077\u8a3c\u660e\u66f8\u306e\u6b04\u3092\u57cb\u3081\u306a\u3044 |\n\n**\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u306f\u6700\u5f8c\u306e\u884c\u3067\u3059\u3002** \u7d66\u4e0e\u660e\u7d30\u306e\u6708\u984d\u309212\u500d\u3057\u3066\u5728\u8077\u8a3c\u660e\u66f8\u306e\u5e74\u53ce\u6b04\u3092\u57cb\u3081\u308b\u3068\u3001**\u300c\u5e74\u53ce\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u300d\u3068\u3044\u3046\u78ba\u8a8d\u70b9\u304c\u6d88\u3048\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u8cc3\u8cb8\u306e\u7533\u8fbc\u53d7\u4ed8\u3067\u3001\u5165\u5c45\u5e0c\u671b\u8005\u304c\u63d0\u51fa\u3057\u305f\u82f1\u6587\u306e\u66f8\u985e\u3092\n\u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u305d\u308d\u3048\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\n\u3010\u66f8\u985e\u306e\u7a2e\u985e\u3011\nemployment_letter \/ payslip \/ bank_statement \/ offer_letter \/ other\n\u306e\u3069\u308c\u304b1\u3064\u3092 document_type \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u9805\u76ee\u3011\n\u66f8\u985e\u306e\u7a2e\u985e\u3054\u3068\u306b\u3001\u6307\u5b9a\u306e\u9805\u76ee\u3092 fields \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n\u5404\u9805\u76ee\u306b\u306f raw\uff08\u8aad\u3093\u3060\u6587\u5b57\u5217\u305d\u306e\u307e\u307e\uff09\u3001value\uff08\u89e3\u91c8\u3057\u305f\u5024\uff09\u3001\nstatus\u3001source\uff08\u8aad\u307f\u53d6\u308a\u7d50\u679c\u306e\u3069\u3053\u304b\u3089\u53d6\u3063\u305f\u304b\uff09\u3092\u5165\u308c\u307e\u3059\u3002\n\n\u3010status \u306e\u9078\u3073\u65b9\u3011\n- ok ......... \u5024\u304c\u8aad\u307f\u53d6\u308c\u3001\u305d\u306e\u9805\u76ee\u3068\u3057\u3066\u89e3\u91c8\u3067\u304d\u308b\n- missing .... \u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3002\u8cea\u554f\u306e\u7b54\u3048\u304c\u7a7a\u306e\u5834\u5408\u3082 missing\n- ambiguous .. \u8aad\u307f\u65b9\u304c\u8907\u6570\u3042\u308a\u30011\u3064\u306b\u6c7a\u3081\u3089\u308c\u306a\u3044\n- unreadable . \u6587\u5b57\u306f\u691c\u51fa\u3055\u308c\u3066\u3044\u308b\u304c\u4fe1\u983c\u5ea6\u304c\u4f4e\u304f\u3001\u78ba\u5b9a\u3067\u304d\u306a\u3044\n\u8ff7\u3063\u305f\u3068\u304d\u306b ok \u3092\u9078\u3070\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65e5\u4ed8\u306e\u6271\u3044\u3011\n- raw \u306b\u306f\u66f8\u985e\u306e\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6708\u306e\u540d\u524d\u304c\u3042\u308b\u3001\u5e74\u30fb\u6708\u30fb\u65e5\u306e\u9806\u3067\u3042\u308b\u3001\u65e5\u307e\u305f\u306f\u6708\u306e\u4e00\u65b9\u304c13\u4ee5\u4e0a\u3067\n  \u9806\u5e8f\u304c\u6c7a\u307e\u308b\u3001\u306e\u3069\u308c\u304b\u306e\u3068\u304d\u3060\u3051 value \u306b YYYY-MM-DD \u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u305d\u308c\u4ee5\u5916\uff08\u4f8b\uff1a03\/04\/2025\uff09\u306f status \u3092 ambiguous \u3068\u3057\u3001value \u306f\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u52e4\u52d9\u5148\u306e\u56fd\u3084\u66f8\u985e\u306e\u66f8\u5f0f\u304b\u3089\u9806\u5e8f\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u91d1\u984d\u306e\u6271\u3044\u3011\n- \u901a\u8ca8\u8a18\u53f7\u307e\u305f\u306f\u901a\u8ca8\u306e\u7565\u79f0\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 currency \u306f unknown \u3067\u3059\u3002\n- annual \/ per annum \/ monthly \/ per month \u306a\u3069\u306e\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070\n  period \u306f unknown \u3067\u3059\u3002\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63db\u7b97\u3084\u5408\u8a08\u306e\u8a08\u7b97\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7dcf\u652f\u7d66\uff08gross\uff09\u3068\u624b\u53d6\u308a\uff08net\uff09\u3092\u53d6\u308a\u9055\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u533a\u5225\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 ambiguous \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u3092\u3001\u5225\u306e\u66f8\u985e\u306e\u5024\u3084\u8a08\u7b97\u3067\u57cb\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5165\u5c45\u306e\u53ef\u5426\u3001\u53ce\u5165\u304c\u8db3\u308a\u308b\u304b\u3069\u3046\u304b\u3001\u7533\u8fbc\u66f8\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u56fd\u7c4d\u3001\u51fa\u8eab\u56fd\u3001\u5728\u7559\u8cc7\u683c\u306b\u3064\u3044\u3066\u3001\u8a55\u4fa1\u3084\u63a8\u6e2c\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f0f\u305b\u5b57\uff08****\uff09\u306b\u306a\u3063\u3066\u3044\u308b\u756a\u53f7\u3092\u5fa9\u5143\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u82f1\u6587\u306e\u66f8\u985e\u3067\u306a\u3044\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f document_type \u3092 other \u3068\u3057\u3001\n  \u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- inquiry_draft \u306b\u306f\u3001missing \u3068 ambiguous \u306e\u9805\u76ee\u306b\u3064\u3044\u3066\n  \u7533\u8fbc\u8005\u306b\u78ba\u304b\u3081\u308b\u82f1\u6587\u306e\u6587\u6848\u3092\u3001\u4e01\u5be7\u306a\u8868\u73fe\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5be9\u67fb\u306e\u7d50\u679c\u3084\u898b\u8fbc\u307f\u306b\u306f\u89e6\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3011{textract_result}\n\u3010\u7533\u8fbc\u756a\u53f7\u3011{application_id}\n```\n\n**\u300c\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u6c7a\u3081\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u6c7a\u3081\u307e\u3059\u3002** `85,000` \u3092\u898b\u308c\u3070\u5e74\u984d\u3068\u66f8\u304d\u3001`7,000` \u3092\u898b\u308c\u3070\u6708\u984d\u3068\u66f8\u304d\u307e\u3059\u3002**\u591a\u304f\u306e\u5834\u5408\u306f\u5f53\u305f\u308a\u307e\u3059\u304c\u3001\u5f53\u305f\u3089\u306a\u304b\u3063\u305f1\u4ef6\u304c\u5e74\u53ce\u309212\u500d\u306b\u3057\u307e\u3059\u3002** \u7981\u3058\u308b\u306e\u306f\u3001\u63a8\u3057\u91cf\u308b\u3053\u3068\u81ea\u4f53\u3067\u3059\u3002\n\n**\u300c\u5be9\u67fb\u306e\u7d50\u679c\u3084\u898b\u8fbc\u307f\u306b\u89e6\u308c\u306a\u3044\u300d\u306f\u3001\u4e0b\u66f8\u304d\u304c\u305d\u306e\u307e\u307e\u9001\u3089\u308c\u308b\u5834\u9762\u3078\u306e\u5099\u3048\u3067\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\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"application_id\": \"\",\n  \"documents\": [\n    {\n      \"file\": \"\",\n      \"document_type\": \"employment_letter | payslip | bank_statement | offer_letter | other\",\n      \"fields\": [\n        { \"name\": \"start_date\", \"raw\": \"03\/04\/2021\", \"value\": \"\",\n          \"status\": \"ok | missing | ambiguous | unreadable\",\n          \"source\": \"QUERY:START_DATE\", \"confidence\": 0 }\n      ],\n      \"salary\": { \"raw\": \"\", \"amount\": \"\", \"currency\": \"\", \"period\": \"annual | monthly | hourly | unknown\" }\n    }\n  ],\n  \"inquiry_draft\": \"\"\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`raw` \u3068 `value` \u3092\u5206\u3051\u3066\u6301\u3066\u308b\u3053\u3068\u3067\u3059\u3002** \u55b6\u696d\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u3068\u304d\u3001`value` \u304c\u7a7a\u3067 `raw` \u306b `03\/04\/2021` \u3068\u3042\u308c\u3070\u3001**\u4f55\u304c\u66d6\u6627\u306a\u306e\u304b\u304c\u753b\u50cf\u3092\u958b\u304f\u524d\u306b\u5206\u304b\u308a\u307e\u3059\u3002** \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3082\u3001\u305d\u306e\u6587\u5b57\u5217\u3092\u5f15\u7528\u3057\u3066\u66f8\u3051\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001\u6bd4\u8f03\u3092 Python \u306e\u5074\u306b\u7f6e\u3051\u308b\u3053\u3068\u3067\u3059\u3002** AI\u304c\u8fd4\u3059\u306e\u306f\u9805\u76ee\u306e\u5024\u307e\u3067\u3067\u3001\u6bd4\u8f03\u306e\u7d50\u679c\u306f\u3053\u306eJSON\u306b\u5165\u308c\u307e\u305b\u3093\u3002Python \u304c\u63db\u7b97\u8868\u3068\u7533\u8fbc\u66f8\u306e\u5024\u3092\u4f7f\u3063\u3066\u3001\u9805\u76ee\u3054\u3068\u306b\u6b21\u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6\uff08\u793e\u5185\u306e\u57fa\u6e96\u306e\u4f8b\uff09 |\n|:--|:--|\n| `match` | \u52e4\u52d9\u5148\u540d\u304c\u4e00\u81f4\u3001\u5e74\u53ce\u306e\u5dee\u304c\u57fa\u6e96\u5185\u3001\u5165\u793e\u65e5\u304b\u3089\u8a08\u7b97\u3057\u305f\u52e4\u7d9a\u5e74\u6570\u304c\u7533\u8fbc\u66f8\u3068\u4e00\u81f4 |\n| `mismatch` | \u4e0a\u8a18\u306e\u3069\u308c\u304b\u304c\u57fa\u6e96\u3092\u5916\u308c\u308b |\n| `ambiguous` | \u65e5\u4ed8\u306e\u9806\u5e8f\u3001\u901a\u8ca8\u3001\u5e74\u984d\u304b\u6708\u984d\u304b\u304c\u6c7a\u307e\u3089\u305a\u3001\u6bd4\u8f03\u3067\u304d\u306a\u3044 |\n| `missing_doc` | \u5fc5\u8981\u306a\u66f8\u985e\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u305d\u308d\u3063\u3066\u3044\u306a\u3044 |\n| `stale_doc` | \u66f8\u985e\u306e\u65e5\u4ed8\u304c\u793e\u5185\u306e\u57fa\u6e96\u3088\u308a\u53e4\u3044 |\n\n**\u52e4\u52d9\u5148\u540d\u306e\u6bd4\u8f03\u306f\u3001\u8868\u8a18\u3086\u308c\u306e\u4e00\u89a7\u3092\u901a\u3057\u3066\u304b\u3089\u884c\u3044\u307e\u3059\u3002** `Ltd.` \u3068 `Limited`\u3001`K.K.` \u3068 `\u682a\u5f0f\u4f1a\u793e`\u3001\u65e5\u672c\u6cd5\u4eba\u3068\u672c\u56fd\u306e\u89aa\u4f1a\u793e\u3002**\u4e00\u89a7\u306b\u7121\u3044\u7d44\u307f\u5408\u308f\u305b\u306f `mismatch` \u306b\u3057\u3066\u4eba\u306b\u898b\u305b\u3001\u78ba\u304b\u3081\u305f\u3089\u4e00\u89a7\u306b\u8db3\u3057\u307e\u3059\u3002**\n\n**3\u3064\u76ee\u306f\u3001`source` \u3067\u6839\u62e0\u3092\u305f\u3069\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `QUERY:START_DATE` \u306a\u3089\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001`FORMS:Date of Joining` \u306a\u3089\u30ad\u30fc\u3068\u5024\u304b\u3089\u53d6\u3063\u305f\u5024\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u4fdd\u5b58\u306e\u901a\u77e5 | \u66f8\u985e\u306e\u4fdd\u5b58\u3092\u691c\u77e5\u3057\u3066 AWS Lambda \u3092\u52d5\u304b\u3059 |\n| AWS Textract | API\u547c\u3073\u51fa\u3057\uff08\u975e\u540c\u671f\uff09 | \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 | \u66f8\u985e\u306e\u7a2e\u985e\u306e\u5224\u5225\u3001\u9805\u76ee\u306e\u6574\u5f62\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d |\n| Web\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf | \u8aad\u307f\u53d6\u308a | \u7533\u8fbc\u66f8\u306e\u5024\u3092\u5f15\u304f |\n| \u5165\u5c45\u5be9\u67fb\u30b7\u30fc\u30c8 | \u66f8\u304d\u8fbc\u307f\uff08\u4e0b\u66f8\u304d\u306e\u5217\uff09 | \u8aad\u3093\u3060\u6587\u5b57\u5217\u3001\u89e3\u91c8\u3057\u305f\u5024\u3001\u5370\u3092\u66f8\u304f |\n| \u4fdd\u8a3c\u4f1a\u793e\u306e\u753b\u9762 | \u65e2\u5b58\u306e\u624b\u5165\u529b | \u55b6\u696d\u62c5\u5f53\u304c\u78ba\u5b9a\u3057\u305f\u5024\u3092\u5165\u529b\u3059\u308b |\n\n**\u5be9\u67fb\u30b7\u30fc\u30c8\u306b\u306f\u300c\u4e0b\u66f8\u304d\u300d\u306e\u5217\u306b\u3060\u3051\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002** \u78ba\u5b9a\u306e\u5217\u306f\u3001\u55b6\u696d\u62c5\u5f53\u304c\u78ba\u8a8d\u3057\u3066\u5199\u3059\u304b\u3001\u78ba\u8a8d\u6e08\u307f\u306e\u5370\u3092\u4ed8\u3051\u305f\u3068\u304d\u306b\u57cb\u307e\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u8aad\u307f\u53d6\u308a\u306e\u7d50\u679c\u304c\u3001\u78ba\u8a8d\u3092\u7d4c\u305a\u306b\u4fdd\u8a3c\u4f1a\u793e\u3078\u6d41\u308c\u308b\u7d4c\u8def\u3092\u4f5c\u308a\u307e\u305b\u3093\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u55b6\u696d\u62c5\u5f53\u304c\u958b\u304f\u306e\u306f\u3001`mismatch`\u3001`ambiguous`\u3001`missing_doc`\u3001`stale_doc` \u306e\u4ed8\u3044\u305f\u9805\u76ee\u3067\u3059\u3002** `match` \u306e\u9805\u76ee\u306f\u3001\u6839\u62e0\u306e\u6587\u5b57\u5217\u3068\u4e26\u3079\u305f\u4e00\u89a7\u3067\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`ambiguous` \u3092\u5148\u306b\u7247\u4ed8\u3051\u308b** \u2026 \u65e5\u4ed8\u306e\u9806\u5e8f\u3084\u901a\u8ca8\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u3001**\u66f8\u985e\u306e\u4ed6\u306e\u7b87\u6240\uff08\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u306e\u4f4f\u6240\u3001\u5225\u306e\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\uff09\u3067\u6c7a\u307e\u308b\u3053\u3068\u304c\u591a\u3044**\u3067\u3059\u3002\u6c7a\u307e\u3089\u306a\u3051\u308c\u3070\u7533\u8fbc\u8005\u306b\u78ba\u304b\u3081\u307e\u3059\n2. **`mismatch` \u306e\u6839\u62e0\u3092\u78ba\u304b\u3081\u308b** \u2026 \u753b\u50cf\u306e\u8a72\u5f53\u7b87\u6240\u3092\u898b\u3066\u3001\u8aad\u307f\u53d6\u308a\u306e\u8aa4\u308a\u304b\u3001\u7533\u8fbc\u66f8\u306e\u66f8\u304d\u9593\u9055\u3044\u304b\u3001\u672c\u5f53\u306e\u98df\u3044\u9055\u3044\u304b\u3092\u5206\u3051\u307e\u3059\n3. **\u7533\u8fbc\u8005\u3078\u554f\u3044\u5408\u308f\u305b\u308b** \u2026 \u4e0b\u66f8\u304d\u3092\u76f4\u3057\u3066\u9001\u308a\u307e\u3059\u3002**\u9001\u4fe1\u306f\u55b6\u696d\u62c5\u5f53\u304c\u884c\u3044\u307e\u3059**\n4. **\u5224\u5b9a\u3092\u8986\u3057\u305f\u3089\u8a18\u9332\u3059\u308b** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\u3002\u52e4\u52d9\u5148\u306e\u8868\u8a18\u3086\u308c\u306a\u3089\u4e00\u89a7\u306b\u8db3\u3057\u307e\u3059\n\n**\u76ee\u6a19\u306f\u3001160\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef612\u5206\u3067\u3059\u3002** \u5370\u306e\u4ed8\u304f\u9805\u76ee\u304c1\u4ef6\u306b2\u301c3\u500b\u3068\u3044\u3046\u60f3\u5b9a\u3067\u3001**\u305d\u308c\u3088\u308a\u591a\u3044\u6708\u306f\u3001\u63db\u7b97\u8868\u304b\u8868\u8a18\u3086\u308c\u306e\u4e00\u89a7\u304c\u8db3\u308a\u3066\u3044\u307e\u305b\u3093\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u305fPDF | \u8aad\u3081\u306a\u3044\u3002**\u7533\u8fbc\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u51fa\u3057\u76f4\u3057\u3066\u3082\u3089\u3046** |\n| 6\u8a00\u8a9e\u306b\u5165\u3089\u306a\u3044\u66f8\u985e\uff08\u4e2d\u56fd\u8a9e\u306a\u3069\uff09 | \u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u305a\u55b6\u696d\u62c5\u5f53\u3078\u3002**\u7ffb\u8a33\u6587\u306e\u6dfb\u4ed8\u3092\u7533\u8fbc\u8005\u306b\u983c\u3080\u304b\u3001\u5225\u306eOCR\u3067\u8aad\u3080** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e5\u8a00\u8a9e\u306e\u66f8\u985e | \u8cea\u554f\u3092\u5916\u3057\u3001\u30ad\u30fc\u3068\u5024\u3068\u8868\u3068\u5168\u6587\u3067\u8aad\u3080 |\n| \u5199\u771f\u306e\u6587\u5b57\u304c\u5c0f\u3055\u3044\u30fb\u659c\u3081 | \u6700\u5c0f15\u30d4\u30af\u30bb\u30eb\u3092\u4e0b\u56de\u308b\u3082\u306e\u306f `unreadable`\u3002\u64ae\u308a\u76f4\u3057\u3092\u983c\u3080 |\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| \u8cea\u554f\u306e\u30da\u30fc\u30b8\u6307\u5b9a\u306e\u8aa4\u308a | `INVALID_REQUEST_PARAMETERS` \u304c\u51fa\u308b\u3002\u8cea\u554f\u306e\u6570\u3068\u30da\u30fc\u30b8\u3092\u898b\u76f4\u3059 |\n| \u540c\u3058\u66f8\u985e\u304c\u4e8c\u5ea6\u5c4a\u304f | `ClientRequestToken` \u3067\u540c\u3058\u30b8\u30e7\u30d6\u3092\u8fd4\u3055\u305b\u3001\u4e8c\u91cd\u306b\u5224\u5b9a\u3057\u306a\u3044 |\n| 1\u30d5\u30a1\u30a4\u30eb\u306b\u8907\u6570\u306e\u66f8\u985e | \u30da\u30fc\u30b8\u3054\u3068\u306b\u7a2e\u985e\u3092\u5206\u3051\u308b\u3002\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u7d50\u679c\u306e\u53d6\u5f97\u304c\u9045\u308c\u308b | JobId \u306f7\u65e5\u9593\u3057\u304b\u6709\u52b9\u3067\u306a\u3044\u3002**7\u65e5\u3092\u904e\u304e\u305f\u3089\u8aad\u307f\u53d6\u308a\u304b\u3089\u3084\u308a\u76f4\u3059** |\n\n**\u4e0a\u304b\u30892\u884c\u76ee\u306f\u3001\u7533\u8fbc\u3092\u53d7\u3051\u305f\u6642\u70b9\u3067\u5206\u304b\u308a\u307e\u3059\u3002** \u7533\u8fbc\u6642\u306b\u9078\u3093\u3067\u3082\u3089\u3063\u305f\u66f8\u985e\u306e\u8a00\u8a9e\u304c6\u8a00\u8a9e\u4ee5\u5916\u306a\u3089\u3001**\u6700\u521d\u304b\u3089\u55b6\u696d\u62c5\u5f53\u306e\u624b\u4f5c\u696d\u306e\u5217\u306b\u5165\u308c\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u66f8\u985e\u30d5\u30a1\u30a4\u30eb\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u7533\u8fbc\u756a\u53f7\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`raw`\u3001`value`\u3001`status`\u3001`source`\uff09\n- Python \u306e\u6bd4\u8f03\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u63db\u7b97\u8868\u306e\u7248\u3068\u66f8\u985e\u306e\u65e5\u4ed8\u306e\u57fa\u6e96**\n- **\u55b6\u696d\u62c5\u5f53\u304c\u5224\u5b9a\u3092\u8986\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3061\u3089\u306b\u5909\u3048\u305f\u304b\n- \u7533\u8fbc\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u56de\u7b54\u306e\u8a18\u9332\n\n**\u63db\u7b97\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u7387\u304c\u6708\u3054\u3068\u306b\u5909\u308f\u308b\u305f\u3081\u3067\u3059\u3002** \u5f53\u6642\u306e\u7387\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u3068\u3001\u5224\u5b9a\u306e\u7406\u7531\u3092\u8aac\u660e\u3067\u304d\u307e\u305b\u3093\u3002","minimal_setup":"1. \u5148\u6708\u306e\u5916\u56fd\u4eba\u306e\u7533\u8fbc\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08**\u65e5\u4ed8\u306e\u66f8\u304d\u65b9\u304c\u65e5\u30fb\u6708\u30fb\u5e74\u306e\u3082\u306e\u3001\u901a\u8ca8\u8a18\u53f7\u306e\u7121\u3044\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u500b\u4eba\u306e\u756a\u53f7\u3092\u9ed2\u304f\u5857\u3063\u305f\u30b3\u30d4\u30fc\u3092\u4f5c\u308b\n3. \u624b\u5143\u306e\u751f\u6210AI\u306e\u30c1\u30e3\u30c3\u30c8\u753b\u9762\u306b1\u4ef6\u305a\u3064\u8cbc\u308a\u4ed8\u3051\u3001\u300c\u52e4\u52d9\u5148\u3001\u5f79\u8077\u3001\u5165\u793e\u65e5\u3001\u96c7\u7528\u5f62\u614b\u3001\u7d66\u4e0e\u306e\u984d\u30fb\u671f\u9593\u30fb\u901a\u8ca8\u3001\u66f8\u985e\u306e\u65e5\u4ed8\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u65e5\u4ed8\u306f\u66f8\u304b\u308c\u305f\u6587\u5b57\u5217\u3092\u305d\u306e\u307e\u307e\u66f8\u304d\u3001\u65e5\u3068\u6708\u306e\u9806\u5e8f\u304c\u6c7a\u307e\u3089\u306a\u3044\u3082\u306e\u306f\u300e\u4e0d\u660e\u300f\u3068\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u5e74\u984d\u304b\u6708\u984d\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u51fa\u3066\u304d\u305f\u5024\u3092\u3001\u5f53\u6642\u306e\u5be9\u67fb\u30b7\u30fc\u30c8\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n5. \u7533\u8fbc\u66f8\u3068\u306e\u98df\u3044\u9055\u3044\u3092\u624b\u3067\u62fe\u3044\u3001\u5f53\u6642\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u8a18\u9332\u3068\u6bd4\u3079\u308b\n\n**20\u4ef6\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** OCR\u306eAPI\u3092\u7d44\u3080\u524d\u306b\u3001**\u300c\u66f8\u985e\u304b\u3089\u9805\u76ee\u3092\u53d6\u308a\u51fa\u305b\u308b\u306e\u304b\u300d\u300c\u66d6\u6627\u306a\u3082\u306e\u3092\u66d6\u6627\u3068\u8a00\u3048\u308b\u306e\u304b\u300d\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u5be9\u67fb\u30b7\u30fc\u30c8\u3068\u540c\u3058\u5024\u304c\u51fa\u305f | **OCR\u306eAPI\u3068\u6bd4\u8f03\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u66d6\u6627\u306a\u65e5\u4ed8\u3092\u52dd\u624b\u306b\u6c7a\u3081\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u5199\u771f\u306e\u66f8\u985e\u3067\u6587\u5b57\u304c\u8aad\u3081\u306a\u3044 | **\u53d7\u4ed8\u306e\u6848\u5185\u3092\u5148\u306b\u76f4\u3059\u3002** PDF\u3067\u306e\u63d0\u51fa\u3092\u983c\u3080 |\n\n**2\u884c\u76ee\u306f\u5fc5\u305a\u4e00\u5ea6\u306f\u51fa\u307e\u3059\u3002** \u6307\u793a\u3092\u76f4\u3057\u3001\u540c\u305820\u4ef6\u3067 `ambiguous` \u304c\u51fa\u308b\u3088\u3046\u306b\u306a\u308b\u307e\u3067\u672c\u756a\u306b\u9032\u307e\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002","minimal_setup_short":"\u66f8\u985e\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u9805\u76ee\u3092\u53d6\u308a\u51fa\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u9805\u76ee\u306e\u53d6\u308a\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u4e0b\u66f8\u304d\u306e\u5217\u3068\u7533\u8fbc\u66f8\u3068\u306e\u6bd4\u8f03\u306e\u5370\u307e\u3067\u51fa\u3059 \uff0f \u8aad\u307f\u53d6\u308a\u3001\u9805\u76ee\u306e\u6574\u5f62\u3001\u6bd4\u8f03\u3001\u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d","full_setup":"\u4e0a\u8a18\uff0b\u4fdd\u8a3c\u4f1a\u793e\u3054\u3068\u306e\u5165\u529b\u9805\u76ee\u3078\u306e\u4e26\u3079\u66ff\u3048\u3001\u7533\u8fbc\u8005\u5411\u3051\u306e\u63d0\u51fa\u753b\u9762\u3067\u306e\u66f8\u985e\u306e\u4e0d\u8db3\u306e\u5373\u6642\u6848\u5185 \uff0f \u7533\u8fbc\u304b\u3089\u5be9\u67fb\u306b\u56de\u3059\u307e\u3067\u306e\u6e96\u5099\u306e\u5168\u4f53","level_note":"**\u6700\u5c0f\u69cb\u6210\u306f\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3001\u6708160\u4ef6\u306b\u306f\u4f7f\u3048\u307e\u305b\u3093\u3002**\n**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u6bd4\u8f03\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u55b6\u696d\u62c5\u5f53\u306f\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3092\u78ba\u304b\u3081\u3066\u3001\u554f\u3044\u5408\u308f\u305b\u3068\u4fdd\u8a3c\u4f1a\u793e\u3078\u306e\u5165\u529b\u3092\u884c\u3044\u307e\u3059\u3002**1\u4ef630\u5206\u304c12\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u306f\u3001\u534a\u81ea\u52d5\u5316\u30923\u304b\u6708\u56de\u3057\u3001\u5370\u306e\u4ed8\u304f\u9805\u76ee\u306e\u50be\u5411\u304c\u5206\u304b\u3063\u3066\u304b\u3089**\u9032\u3081\u308b\u307b\u3046\u304c\u3001\u4f5c\u308a\u76f4\u3057\u304c\u6e1b\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| `03\/04\/2025` \u3092\u52dd\u624b\u306b\u89e3\u91c8\u3059\u308b | **\u9806\u5e8f\u304c\u6c7a\u307e\u308b\u5834\u5408\u3060\u3051\u89e3\u91c8\u3057\u3001\u305d\u308c\u4ee5\u5916\u306f `ambiguous`\u3002** \u6307\u793a\u3068\u5f8c\u6bb5\u306e\u691c\u67fb\u306e\u4e21\u65b9\u3067\u5b88\u308b |\n| \u5e74\u984d\u3068\u6708\u984d\u3092\u53d6\u308a\u9055\u3048\u308b | \u671f\u9593\u306e\u8a18\u8f09\u304c\u7121\u3051\u308c\u3070 `unknown`\u3002**\u91d1\u984d\u306e\u5927\u304d\u3055\u304b\u3089\u6c7a\u3081\u3055\u305b\u306a\u3044** |\n| \u7dcf\u652f\u7d66\u3068\u624b\u53d6\u308a\u3092\u53d6\u308a\u9055\u3048\u308b | \u7d66\u4e0e\u660e\u7d30\u306e\u8868\u306e\u5217\u540d\u3067\u533a\u5225\u3057\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `ambiguous` |\n| \u6708\u984d\u304b\u3089\u5e74\u53ce\u3092\u9006\u7b97\u3057\u3066\u57cb\u3081\u308b | \u66f8\u985e\u3054\u3068\u306b\u5024\u3092\u6301\u3061\u3001**\u5225\u306e\u66f8\u985e\u306e\u5024\u3067\u57cb\u3081\u306a\u3044** |\n| \u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u3067\u6b62\u307e\u308b | \u53d7\u4ed8\u753b\u9762\u3067\u6700\u521d\u306b\u6848\u5185\u3059\u308b |\n| \u4e2d\u56fd\u8a9e\u306e\u66f8\u985e\u3092\u8aad\u307e\u305b\u3066\u5931\u6557\u3059\u308b | \u66f8\u985e\u306e\u8a00\u8a9e\u3092\u7533\u8fbc\u6642\u306b\u9078\u3093\u3067\u3082\u3089\u3044\u3001**6\u8a00\u8a9e\u4ee5\u5916\u306f\u8aad\u307f\u53d6\u308a\u306b\u56de\u3055\u306a\u3044** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u66f8\u985e\u3067\u8cea\u554f\u304c\u4f7f\u3048\u306a\u3044 | \u8cea\u554f\u3092\u5916\u3057\u3066\u30ad\u30fc\u3068\u5024\u3068\u5168\u6587\u3067\u8aad\u3080\u8a2d\u5b9a\u306b\u5207\u308a\u66ff\u3048\u308b |\n| \u7d50\u679c\u306e\u53d6\u5f97\u3067\u5f8c\u534a\u306e\u30da\u30fc\u30b8\u304c\u629c\u3051\u308b | **`NextToken` \u304c\u8fd4\u3089\u306a\u304f\u306a\u308b\u307e\u3067\u547c\u3073\u76f4\u3059** |\n| \u52e4\u52d9\u5148\u540d\u306e\u8868\u8a18\u3086\u308c\u3067 `mismatch` \u304c\u591a\u767a | \u65e5\u672c\u6cd5\u4eba\u3068\u672c\u56fd\u306e\u89aa\u4f1a\u793e\u3001`Ltd.` \u3068 `Limited` \u306a\u3069\u3092\u4e00\u89a7\u306b\u3059\u308b |\n| \u63db\u7b97\u306e\u7387\u304c\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046 | \u793e\u5185\u306e\u63db\u7b97\u8868\u30921\u3064\u306b\u3057\u3001\u7248\u3092\u8a18\u9332\u3059\u308b |\n| \u554f\u3044\u5408\u308f\u305b\u6587\u306b\u5be9\u67fb\u306e\u898b\u8fbc\u307f\u304c\u5165\u308b | \u6307\u793a\u3067\u7981\u3058\u3001\u9001\u4fe1\u524d\u306b\u55b6\u696d\u62c5\u5f53\u304c\u8aad\u3080 |\n| \u56fd\u7c4d\u3067\u6271\u3044\u3092\u5909\u3048\u308b\u9805\u76ee\u304c\u7d1b\u308c\u8fbc\u3080 | **\u6bd4\u8f03\u306e\u898f\u5247\u3092\u66f8\u985e\u3068\u7533\u8fbc\u66f8\u306e\u4e00\u81f4\u3060\u3051\u306b\u3059\u308b\u3002** \u898f\u5247\u306e\u898b\u76f4\u3057\u306e\u305f\u3073\u306b\u78ba\u304b\u3081\u308b |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u3082\u3063\u3068\u3082\u3089\u3057\u3044\u89e3\u91c8\u300d\u304b\u3089\u59cb\u307e\u308a\u3001**\u5f53\u305f\u308b\u78ba\u7387\u304c\u9ad8\u3044\u89e3\u91c8\u307b\u3069\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u6c17\u3065\u304b\u308c\u307e\u305b\u3093\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5165\u5c45\u5e0c\u671b\u8005\u306e\u6c0f\u540d\u3001\u52e4\u52d9\u5148\u3001\u5f79\u8077\u3001\u7d66\u4e0e\u306e\u984d\u3001\u9280\u884c\u540d\u3068\u6b8b\u9ad8\u3001\u305d\u3057\u3066\u66f8\u985e\u306b\u66f8\u304b\u308c\u3066\u3044\u308b**\u53e3\u5ea7\u756a\u53f7\u3001\u5f93\u696d\u54e1\u756a\u53f7\u3001\u56fd\u6c11\u8b58\u5225\u756a\u53f7**\u3067\u3059\u3002\n\n1. **\u751f\u6210AI\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u9805\u76ee\u306b\u8981\u308b\u3082\u306e\u307e\u3067\u306b\u9650\u308b** \u2026 \u53e3\u5ea7\u756a\u53f7\u3084\u8b58\u5225\u756a\u53f7\u306f\u3001\u524d\u51e6\u7406\u3067\u4e0b4\u6841\u4ee5\u5916\u3092\u4f0f\u305b\u307e\u3059\u3002**OCR\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u5168\u90e8\u6e21\u3055\u306a\u3044**\u8a2d\u8a08\u306b\u3057\u307e\u3059\n2. **\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u81ea\u793e\u306e\u9375\u3067\u6697\u53f7\u5316\u3059\u308b** \u2026 StartDocumentAnalysis \u306e `KMSKeyId` \u3092\u6307\u5b9a\u3059\u308b\u3068\u3001\u51fa\u529b\u5148\u306e\u30d0\u30b1\u30c3\u30c8\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u304c\u305d\u306e\u9375\u3067\u6697\u53f7\u5316\u3055\u308c\u307e\u3059\u3002\u6307\u5b9a\u3057\u306a\u3044\u5834\u5408\u306f SSE-S3 \u3067\u6697\u53f7\u5316\u3055\u308c\u307e\u3059\n3. **\u5165\u5c45\u306e\u53ef\u5426\u3092\u5224\u5b9a\u3055\u305b\u306a\u3044** \u2026 \u3053\u306e\u69cb\u6210\u304c\u51fa\u3059\u306e\u306f\u3001\u66f8\u985e\u306b\u4f55\u304c\u66f8\u3044\u3066\u3042\u308b\u304b\u3068\u3001\u7533\u8fbc\u66f8\u3068\u306e\u98df\u3044\u9055\u3044\u3067\u3059\u3002**\u5be9\u67fb\u306f\u4fdd\u8a3c\u4f1a\u793e\u3068\u8cb8\u4e3b\u304c\u884c\u3044\u307e\u3059**\n4. **\u56fd\u7c4d\u3092\u5224\u5b9a\u306e\u6750\u6599\u306b\u3057\u306a\u3044** \u2026 \u6bd4\u8f03\u306e\u898f\u5247\u306b\u3082\u3001\u751f\u6210AI\u3078\u306e\u6307\u793a\u306b\u3082\u3001\u56fd\u7c4d\u3084\u51fa\u8eab\u56fd\u3067\u6271\u3044\u3092\u5909\u3048\u308b\u9805\u76ee\u3092\u7f6e\u304d\u307e\u305b\u3093\u3002**\u5916\u56fd\u4eba\u3067\u3042\u308b\u3053\u3068\u3092\u7406\u7531\u306b\u3057\u305f\u6271\u3044\u306e\u5dee\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u554f\u984c\u306b\u306a\u308a\u307e\u3059**\n5. **\u554f\u3044\u5408\u308f\u305b\u3092\u81ea\u52d5\u3067\u9001\u3089\u306a\u3044** \u2026 \u51fa\u3059\u306e\u306f\u4e0b\u66f8\u304d\u307e\u3067\u3067\u3059\u3002**\u7533\u8fbc\u8005\u3068\u306e\u6700\u521d\u306e\u3084\u308a\u53d6\u308a\u306e\u5370\u8c61\u304c\u3001\u305d\u306e\u307e\u307e\u6210\u7d04\u306b\u97ff\u304d\u307e\u3059**\n6. **\u6210\u7d04\u3057\u306a\u304b\u3063\u305f\u7533\u8fbc\u306e\u66f8\u985e\u3092\u6301\u3061\u7d9a\u3051\u306a\u3044** \u2026 \u4fdd\u5b58\u671f\u9593\u3092\u6c7a\u3081\u3001\u671f\u9650\u304c\u6765\u305f\u3089\u66f8\u985e\u3068\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3092\u3042\u308f\u305b\u3066\u6d88\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u53ce\u5165\u3084\u5728\u7c4d\u671f\u9593\u3092\u8aa4\u3063\u3066\u5199\u3057\u3001\u305d\u306e\u307e\u307e\u4fdd\u8a3c\u4f1a\u793e\u3078\u56de\u3059\u3053\u3068\u3067\u3059\u3002** 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API \u3092\u3064\u306a\u304e\u3001\u5be9\u67fb\u30b7\u30fc\u30c8\u306e\u4e0b\u66f8\u304d\u306e\u5217\u306b\u66f8\u304d\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u6bd4\u8f03\u306e\u5370\u3092\u51fa\u3055\u305a\u3001\u53d6\u308a\u51fa\u3057\u305f\u5024\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** Python \u306e\u6bd4\u8f03\u3068\u5370\u3092\u8db3\u3057\u3001\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u306e\u6570\u3092\u6bce\u9031\u6570\u3048\u307e\u3059\u3002\u52e4\u52d9\u5148\u306e\u8868\u8a18\u3086\u308c\u306e\u4e00\u89a7\u3092\u80b2\u3066\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u554f\u3044\u5408\u308f\u305b\u6587\u306e\u4e0b\u66f8\u304d\u3092\u8db3\u3057\u30011\u4ef630\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u82f1\u6587\u306b\u6163\u308c\u3066\u3044\u306a\u3044\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u9805\u76ee\u3060\u3051\u3092\u898b\u3066\u5be9\u67fb\u306b\u56de\u305b\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-0296","UC-0372","UC-0485","UC-0492"],"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":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":5665,"slug":"eigyo-list-sakusei","title":"\u55b6\u696d\u30ea\u30b9\u30c8\u306f\u8cb7\u308f\u306a\u304f\u3066\u3082\u4f5c\u308c\u308b\uff5c\u516c\u958b\u60c5\u5831\u304b\u3089\u7d44\u3080"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u5bfe\u5fdc\u3059\u308b\u5f62\u5f0f\u304cJPEG\u3001PNG\u3001PDF\u3001TIFF\u3067\u3042\u308b\u3053\u3068\u3002\u540c\u671f\u306f10MB\u30fbPDF1\u30da\u30fc\u30b8\u3001\u975e\u540c\u671f\u306fPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u3067\u3042\u308b\u3053\u3068\u3002PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3067\u304d\u306a\u3044\u3053\u3068\u3002\u8cea\u554f\u306f\u540c\u671f\u30671\u30da\u30fc\u30b815\u4ef6\u3001\u975e\u540c\u671f\u306730\u4ef6\u307e\u3067\u3067\u3042\u308b\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u8cea\u554f\u306e\u691c\u51fa\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3067\u3042\u308b\u3053\u3068\u3002\u624b\u66f8\u304d\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3042\u308b\u3053\u3068\u3002\u6587\u5b57\u306e\u6700\u5c0f\u306e\u9ad8\u3055\u304c15\u30d4\u30af\u30bb\u30eb\uff08150 DPI\u30678\u30dd\u30a4\u30f3\u30c8\u76f8\u5f53\uff09\u3067\u3001\u7e26\u66f8\u304d\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-07 |\n| StartDocumentAnalysis \u306e `FeatureTypes`\uff08TABLES\uff0fFORMS\uff0fQUERIES\uff0fSIGNATURES\uff0fLAYOUT\uff09\u3001`QueriesConfig`\u3001`ClientRequestToken`\uff08\u540c\u3058\u30c8\u30fc\u30af\u30f3\u3067\u540c\u3058 JobId \u3092\u8fd4\u3059\uff09\u3001`JobTag`\u3001`KMSKeyId`\uff08\u6307\u5b9a\u3057\u306a\u3044\u5834\u5408\u306f SSE-S3\uff09\u3001`NotificationChannel` \u3067 Amazon SNS \u306b\u5b8c\u4e86\u3092\u901a\u77e5\u3059\u308b\u3053\u3068\u3002JobId \u304c7\u65e5\u9593\u6709\u52b9\u3067\u3042\u308b\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-07 |\n| GetDocumentAnalysis \u306e `JobStatus`\uff08IN_PROGRESS\uff0fSUCCEEDED\uff0fFAILED\uff0fPARTIAL_SUCCESS\uff09\u3001`MaxResults`\uff08\u6700\u59271,000\uff09\u3068 `NextToken`\u3001`StatusMessage`\u3001`Warnings`\u3002\u8cea\u554f\u3067 `INVALID_REQUEST_PARAMETERS` \u304c\u51fa\u308b\u5834\u5408 | [AWS: GetDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_GetDocumentAnalysis.html) | 2026-10-07 |\n| \u8cea\u554f\u306e\u5fdc\u7b54\u304c QUERY \u3068 QUERY_RESULT \u306e\u30d6\u30ed\u30c3\u30af\u3067\u8fd4\u308a\u3001\u5225\u540d\uff08Alias\uff09\u3068\u4fe1\u983c\u5ea6\u3092\u6301\u3064\u3053\u3068\u3002\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308b\u3053\u3068 | [AWS: Queries](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/queryresponse.html) | 2026-10-07 |\n| 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