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\u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `LAYOUT`\u3001`QUERIES`\u3001`SIGNATURES` | \u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3068\u6bb5\u843d\u306e\u533a\u5225\u3001\u63a8\u85a6\u8005\u306e\u60c5\u5831\u3001\u7f72\u540d\u306e\u6709\u7121 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u63a8\u85a6\u8005\u306e\u60c5\u5831\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u63a8\u85a6\u72b6\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u51fa\u9858\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u51fa\u9858\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `RECOMMENDER_NAME` | Who wrote this letter? |\n| `RECOMMENDER_TITLE` | What is the title or position of the writer? |\n| `INSTITUTION` | What institution or organization is the writer affiliated with? |\n| `RELATIONSHIP` | How does the writer know the applicant? |\n| `DURATION` | How long has the writer known the applicant? |\n| `LETTER_DATE` | What is the date of the letter? |\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u7a7a\u306e\u9805\u76ee\u306f\u3001\u751f\u6210AI\u306b\u5168\u6587\u304b\u3089\u63a2\u3055\u305b\u307e\u3059\u304c\u3001**\u5168\u6587\u306b\u3082\u7121\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\u3002** \u63a8\u85a6\u8005\u3068\u306e\u95a2\u4fc2\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u81ea\u4f53\u304c\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u6750\u6599\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` 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JPEG\u3001PNG\u3001PDF\u3001TIFF \u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u63a8\u85a6\u8005\u304cWord\u306e\u5f62\u5f0f\u3067\u4e0a\u3052\u305f\u3082\u306e\u306f\u3001\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306e\u5074\u3067PDF\u306b\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u63a8\u85a6\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 \u82f1\u8a9e\u4ee5\u5916\u306e\u63a8\u85a6\u72b6\u306f\u3001\u82f1\u8a33\u304c\u6dfb\u3048\u3089\u308c\u3066\u3044\u3066\u3082\u539f\u6587\u3068\u8a33\u306e\u5bfe\u5fdc\u3092\u4eba\u304c\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001**\u8981\u7d04\u306b\u56de\u3055\u305a\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n4. **\u51fa\u9858\u8005\u306e\u540d\u524d\u306e\u78ba\u8a8d** \u2026 \u672c\u6587\u306b\u51fa\u9858\u8005\u306e\u6c0f\u540d\uff08\u7db4\u308a\u306e\u63fa\u308c\u3092\u542b\u3080\uff09\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u7121\u3051\u308c\u3070\u53d6\u308a\u9055\u3048\u3092\u7591\u3044\u307e\u3059**\n5. **\u6587\u306e\u533a\u5207\u308a** \u2026 \u8aad\u307f\u53d6\u3063\u305f\u672c\u6587\u3092\u6587\u3054\u3068\u306b\u756a\u53f7\u3092\u4ed8\u3051\u3066\u5206\u3051\u307e\u3059\u3002**\u5f15\u7528\u306e\u7167\u5408\u3092\u3053\u306e\u756a\u53f7\u3067\u884c\u3044\u307e\u3059**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u3054\u3068\u306b\u63a8\u85a6\u72b6\u306e\u8981\u70b9\u3092\u307e\u3068\u3081\u3001\u305d\u308c\u305e\u308c\u306b\u6839\u62e0\u306e\u6587\u306e\u756a\u53f7\u3068\u539f\u6587\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u9858\u8005\u306e\u8a55\u4fa1\u3068\u3001\u8584\u3044\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u307e\u3068\u3081\u65b9 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u63a8\u85a6\u8005\u306e\u7acb\u5834 | \u540d\u524d\u3001\u80a9\u66f8\u3001\u6240\u5c5e\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n| \u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2 | \u3069\u306e\u7acb\u5834\u3067\u3001\u3069\u308c\u304f\u3089\u3044\u306e\u671f\u9593\u3001\u4f55\u3092\u901a\u3058\u3066\u77e5\u3063\u3066\u3044\u308b\u304b | \u7a7a\u3002`relationship` \u3092 `not_stated` \u306b |\n| \u8a55\u4fa1\u306e\u6839\u62e0 | \u63a8\u85a6\u8005\u304c\u6319\u3052\u305f\u8a55\u4fa1\u3068\u3001\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u4e8b\u5b9f\u3092\u7d44\u3067 | \u6839\u62e0\u306e\u7121\u3044\u8a55\u4fa1\u306f\u3001\u8a55\u4fa1\u3060\u3051\u3092\u8a18\u9332\u3057\u6839\u62e0\u3092\u7a7a\u306b |\n| \u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9 | \u3044\u3064\u3001\u4f55\u3092\u3057\u3066\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u304c\u66f8\u304b\u308c\u305f\u51fa\u6765\u4e8b\u30921\u3064\u305a\u3064 | 0\u4ef6\u306a\u3089\u7a7a\u306e\u914d\u5217 |\n| \u6bd4\u8f03\u306e\u8a18\u8f09 | \u300c\u4e0a\u4f4d5\uff05\u300d\u306e\u3088\u3046\u306a\u4ed6\u306e\u5b66\u751f\u3068\u306e\u6bd4\u8f03\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n| \u61f8\u5ff5\u306e\u8a18\u8f09 | \u5f31\u307f\u3084\u7559\u4fdd\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u3053\u3068\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n\n**\u8a55\u4fa1\u3068\u6839\u62e0\u3092\u7d44\u3067\u8a18\u9332\u3055\u305b\u308b\u306e\u306f\u3001\u63a8\u85a6\u72b6\u306e\u591a\u304f\u304c\u8a55\u4fa1\u3060\u3051\u3092\u4e26\u3079\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u52e4\u52c9\u3067\u3001\u72ec\u5275\u7684\u3067\u3001\u5354\u8abf\u6027\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001**\u305d\u306e\u6839\u62e0\u3068\u306a\u308b\u51fa\u6765\u4e8b\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u5be9\u67fb\u306e\u6750\u6599\u3068\u3057\u3066\u306e\u91cd\u3055\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u51fa\u9858\u8005\u306e\u8a55\u4fa1\u30fb\u70b9\u6570\u4ed8\u3051 | \u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u304c\u884c\u3046 |\n| \u8a18\u8f09\u304c\u8584\u3044\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u9805\u76ee\u306e\u6570\u3068\u6709\u7121\u304b\u3089\u898f\u5247\u3067\u5370\u3092\u4ed8\u3051\u308b |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u306e\u88dc\u3044 | \u4e00\u822c\u7684\u306a\u8912\u3081\u8a00\u8449\u304b\u3089\u5177\u4f53\u7684\u306a\u80fd\u529b\u3092\u4f5c\u3089\u306a\u3044 |\n| \u51fa\u9858\u8005\u3069\u3046\u3057\u306e\u6bd4\u8f03 | \u63a8\u85a6\u72b6\u306f1\u901a\u305a\u3064\u6271\u3046 |\n| \u63a8\u85a6\u72b6\u304c\u672c\u7269\u304b\u306e\u5224\u65ad | \u5fc5\u8981\u306a\u3089\u5165\u8a66\u8ab2\u304c\u63a8\u85a6\u8005\u306b\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u5f7c\u5973\u306f\u79c1\u306e\u6388\u696d\u3067\u6700\u3082\u512a\u308c\u305f\u5b66\u751f\u306e1\u4eba\u3067\u3057\u305f\u300d\u304b\u3089\u3001\u300c\u5b66\u696d\u6210\u7e3e\u304c\u512a\u79c0\u300d\u300c\u7814\u7a76\u3078\u306e\u610f\u6b32\u304c\u9ad8\u3044\u300d\u3068\u8981\u7d04\u3057\u3001**\u5f8c\u8005\u306f\u63a8\u85a6\u72b6\u306e\u3069\u3053\u306b\u3082\u66f8\u304b\u308c\u3066\u3044\u307e\u305b\u3093\u3002** \u5f15\u7528\u306e\u7167\u5408\u306f\u3001\u3053\u306e\u5931\u6557\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u3042\u308a\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u5927\u5b66\u306e\u5165\u8a66\u8ab2\u3067\u3001\u7559\u5b66\u751f\u306e\u51fa\u9858\u306b\u4ed8\u3044\u305f\u82f1\u6587\u306e\u63a8\u85a6\u72b6\u3092\u3001\n\u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u306e\u305f\u3081\u306b\u6574\u7406\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u307e\u3068\u3081\u308b\u9805\u76ee\u3011\nrecommender\uff08name\u3001title\u3001institution\uff09\u3001\nrelationship\uff08capacity\u3001duration\u3001context\uff09\u3001\nevaluations\uff08\u8a55\u4fa1\u3068\u3001\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u4e8b\u5b9f\u306e\u7d44\uff09\u3001\nepisodes\uff08\u3044\u3064\u3001\u4f55\u3092\u3057\u3066\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u304c\u66f8\u304b\u308c\u305f\u51fa\u6765\u4e8b\uff09\u3001\ncomparisons\uff08\u4ed6\u306e\u5b66\u751f\u3068\u306e\u6bd4\u8f03\u306e\u8a18\u8f09\uff09\u3001\nconcerns\uff08\u5f31\u307f\u3084\u7559\u4fdd\u306e\u8a18\u8f09\uff09\u3001\nstrength_phrases\uff08\u63a8\u85a6\u306e\u5f37\u3055\u3092\u8868\u3059\u8a00\u3044\u56de\u3057\u3092\u539f\u6587\u306e\u307e\u307e\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u3059\u3079\u3066\u306e\u9805\u76ee\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u306e\u756a\u53f7\uff08sentence_ids\uff09\u3068\u3001\n  \u305d\u306e\u6587\u306e\u539f\u6587\uff08quote\uff09\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u539f\u6587\u306f\u4e00\u5b57\u3082\u5909\u3048\u305a\u306b\n  \u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6839\u62e0\u306e\u6587\u304c\u7121\u3044\u9805\u76ee\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63a8\u85a6\u72b6\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3084\u80fd\u529b\u3092\u66f8\u304d\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4e00\u822c\u7684\u306a\u8912\u3081\u8a00\u8449\u3092\u3001\u5177\u4f53\u7684\u306a\u80fd\u529b\u306b\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a55\u4fa1\u306b\u6839\u62e0\u306e\u4e8b\u5b9f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u6839\u62e0\u3092\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4ed6\u306e\u6587\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3066\u5f53\u3066\u306f\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30a8\u30d4\u30bd\u30fc\u30c9\u306f\u3001\u51fa\u6765\u4e8b\u3068\u3057\u3066\u66f8\u304b\u308c\u3066\u3044\u308b\u3082\u306e\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3044\u3064\u3082\u71b1\u5fc3\u3060\u3063\u305f\u300d\u306e\u3088\u3046\u306a\u6027\u8cea\u306e\u8a18\u8ff0\u306f\u30a8\u30d4\u30bd\u30fc\u30c9\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8981\u7d04\u306e\u65e5\u672c\u8a9e\u306f\u3001\u63a8\u85a6\u8005\u306e\u8a00\u8449\u306e\u5f37\u3055\u3092\u5909\u3048\u305a\u306b\u8a33\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f37\u3081\u305f\u308a\u5f31\u3081\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u63a8\u85a6\u72b6\u306e\u5f37\u3055\u3001\u5408\u5426\u306e\u898b\u8fbc\u307f\u3001\n  \u4ed6\u306e\u51fa\u9858\u8005\u3068\u306e\u6bd4\u8f03\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63a8\u85a6\u72b6\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u8981\u7d04\u305b\u305a document_type \u306b\n  \u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff08\u6587\u3054\u3068\u306b\u756a\u53f7\u4ed8\u304d\uff09\u3011{numbered_sentences}\n\u3010\u51fa\u9858\u8005\u306e\u6c0f\u540d\u3011{applicant_name}\n\u3010\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u3011{registered_recommender}\n```\n\n**\u300c\u8a00\u8449\u306e\u5f37\u3055\u3092\u5909\u3048\u305a\u306b\u8a33\u3059\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5f37\u3081\u307e\u3059\u3002** \u82f1\u6587\u306e\u63a8\u85a6\u72b6\u306e\u63a7\u3048\u3081\u306a\u8a00\u3044\u65b9\u306f\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u306b\u3059\u308b\u3068\u5e73\u677f\u306b\u306a\u308b\u304b\u3001\u9006\u306b\u8912\u3081\u8a00\u8449\u304c\u91cd\u306a\u3063\u3066\u5f37\u304f\u306a\u308a\u307e\u3059\u3002**`strength_phrases` \u306b\u539f\u6587\u306e\u8a00\u3044\u56de\u3057\u3092\u6b8b\u3059\u306e\u306f\u3001\u6559\u54e1\u304c\u539f\u6587\u306e\u5f37\u3055\u3067\u8aad\u3081\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\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  \"file\": \"\",\n  \"document_type\": \"recommendation_letter\",\n  \"application_id\": \"GA-2026-10-0417\",\n  \"recommender\": { \"name\": \"\", \"title\": \"\", \"institution\": \"\", \"sentence_ids\": [1, 2] },\n  \"relationship\": {\n    \"capacity\": \"\u7814\u7a76\u5ba4\u306e\u6307\u5c0e\u6559\u54e1\",\n    \"duration\": \"2\u5e74\",\n    \"context\": \"\u5352\u696d\u7814\u7a76\u306e\u6307\u5c0e\",\n    \"sentence_ids\": [4],\n    \"quote\": \"\"\n  },\n  \"evaluations\": [\n    { \"claim_ja\": \"\", \"evidence_ja\": \"\", \"sentence_ids\": [7, 8], \"quote\": \"\" }\n  ],\n  \"episodes\": [\n    { \"summary_ja\": \"\", \"sentence_ids\": [9], \"quote\": \"\" }\n  ],\n  \"comparisons\": [],\n  \"concerns\": [],\n  \"strength_phrases\": [\"without reservation\"]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u5f15\u7528\u306e\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3048\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c `sentence_ids` \u306e\u6587\u3068 `quote` \u3092\u7167\u3089\u3057\u3001**\u4e00\u81f4\u3057\u306a\u3044\u9805\u76ee\u306f\u8981\u7d04\u7968\u306b\u51fa\u3055\u305a\u3001`quote_mismatch` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u8a18\u8f09\u306e\u8584\u3055\u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u95a2\u4fc2\u304c\u66f8\u304b\u308c\u3001\u6839\u62e0\u306e\u3042\u308b\u8a55\u4fa1\u304c1\u3064\u4ee5\u4e0a\u3001\u30a8\u30d4\u30bd\u30fc\u30c9\u304c1\u3064\u4ee5\u4e0a\u3042\u308a\u3001\u5f15\u7528\u304c\u3059\u3079\u3066\u4e00\u81f4\u3057\u3001\u7f72\u540d\u304c\u3042\u308b |\n| `thin_letter` | \u30a8\u30d4\u30bd\u30fc\u30c9\u304c0\u4ef6\u3001\u307e\u305f\u306f\u6839\u62e0\u306e\u3042\u308b\u8a55\u4fa1\u304c0\u4ef6 |\n| `relationship_unclear` | \u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2\u304b\u671f\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 |\n| `quote_mismatch` | \u5f15\u7528\u304c\u63a8\u85a6\u72b6\u306e\u6587\u3068\u4e00\u81f4\u3057\u306a\u3044\u9805\u76ee\u304c\u3042\u308b |\n| `unsigned` | \u7f72\u540d\u304c\u691c\u51fa\u3055\u308c\u306a\u3044\u3001\u307e\u305f\u306f\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u304c\u7121\u3044 |\n| `needs_human` | \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u672c\u6587\u306b\u7121\u3044\u3001\u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046\u3001\u624b\u66f8\u304d\u3067\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u884c\u304c\u591a\u3044 |\n\n**`thin_letter` \u306f\u3001\u51fa\u9858\u8005\u306b\u4e0d\u5229\u306a\u5370\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u6c7a\u307e\u308a\u306b\u3057\u307e\u3059\u3002** \u63a8\u85a6\u72b6\u306e\u66f8\u304d\u65b9\u306f\u56fd\u3084\u5206\u91ce\u306e\u6163\u884c\u3067\u5927\u304d\u304f\u9055\u3044\u3001**\u77ed\u304f\u5f62\u5f0f\u7684\u306a\u63a8\u85a6\u72b6\u304c\u666e\u901a\u306e\u5730\u57df\u3082\u3042\u308a\u307e\u3059\u3002** \u5370\u306f\u300c\u8ffd\u52a0\u306e\u8cc7\u6599\u3092\u6c42\u3081\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u300d\u6750\u6599\u3067\u3001\u8a55\u4fa1\u3092\u4e0b\u3052\u308b\u7406\u7531\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3068\u4fdd\u5b58\u306e\u901a\u77e5 | \u63a8\u85a6\u72b6\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 | \u9805\u76ee\u3054\u3068\u306e\u8981\u70b9\u306e\u6574\u7406\u3068\u5f15\u7528 |\n| \u51fa\u9858\u30b7\u30b9\u30c6\u30e0 | \u51fa\u9858\u306e\u60c5\u5831\u306e\u66f8\u304d\u51fa\u3057\u306e\u8aad\u307f\u53d6\u308a | \u51fa\u9858\u8005\u306e\u6c0f\u540d\u3068\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u3092\u5f15\u304f |\n| \u5be9\u67fb\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u78ba\u5b9a\u3057\u305f\u8981\u7d04\u7968\u306e\u66f8\u304d\u8fbc\u307f | \u62c5\u5f53\u8005\u304c\u78ba\u5b9a\u3057\u305f\u3082\u306e\u3060\u3051\u3092\u7f6e\u304f |\n\n**\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u8981\u7d04\u7968\u306f\u5be9\u67fb\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\u3060\u3051\u3067\u3001**\u51fa\u9858\u306e\u72b6\u614b\u3084\u5408\u5426\u306b\u95a2\u308f\u308b\u30c7\u30fc\u30bf\u306b\u306f\u89e6\u308c\u307e\u305b\u3093\u3002**\n\n\u8981\u7d04\u7968\u306f\u3001\u51fa\u9858\u8005\u3054\u3068\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u63a8\u85a6\u72b6\u306e\u539f\u6587\u3068\u4e26\u3079\u3066\u7f6e\u304d\u307e\u3059\u3002**\u6559\u54e1\u304c\u8981\u7d04\u7968\u306e\u5f15\u7528\u3092\u8aad\u3093\u3067\u6c17\u306b\u306a\u3063\u305f\u3089\u3001\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306e\u539f\u6587\u3092\u3059\u3050\u306b\u958b\u3051\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u8981\u7d04\u7968\u306b\u306f\u6587\u306e\u756a\u53f7\u3068\u30da\u30fc\u30b8\u3092\u8f09\u305b\u3001\u539f\u6587\u306e\u3069\u3053\u3092\u8aad\u3081\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002","human_review":"**\u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3067\u3059\u3002** `ok` \u306e\u8981\u7d04\u7968\u306f\u3001\u5f15\u7528\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u7121\u3044\u3001\u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046\u3082\u306e\u306f\u3001**\u53d6\u308a\u9055\u3048\u304b\u3001\u63a8\u85a6\u8005\u306e\u4ea4\u4ee3\u304b\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u5148\u306b\u9032\u307f\u307e\u3059**\n2. **`quote_mismatch` \u306e\u9805\u76ee\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5f15\u7528\u304c\u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u9805\u76ee\u306f\u3001\u539f\u6587\u3092\u8aad\u3093\u3067\u76f4\u3059\u304b\u524a\u308a\u307e\u3059\n3. **`thin_letter` \u3068 `relationship_unclear` \u306b\u7406\u7531\u3092\u66f8\u304d\u6dfb\u3048\u308b** \u2026 \u5370\u306e\u7406\u7531\u3092\u305d\u306e\u307e\u307e\u8981\u7d04\u7968\u306b\u8f09\u305b\u3001**\u62c5\u5f53\u8005\u306e\u611f\u60f3\u306f\u66f8\u304d\u307e\u305b\u3093**\n4. **\u8981\u7d04\u7968\u3092\u78ba\u5b9a\u3057\u3066\u5be9\u67fb\u306b\u56de\u3059** \u2026 \u78ba\u5b9a\u3057\u305f\u4eba\u306e\u540d\u524d\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u306e\u6c7a\u307e\u308a\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u62c5\u5f53\u8005\u304c\u300c\u8584\u3044\u300d\u306e\u7406\u7531\u306b\u81ea\u5206\u306e\u8aad\u307f\u3092\u66f8\u304d\u8db3\u3059\u3068\u3001**\u7b2c3\u7ae0\u306e\uff08c\uff09\u304c\u305d\u306e\u307e\u307e\u623b\u3063\u3066\u304d\u307e\u3059\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**\u63a8\u85a6\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u63a8\u85a6\u72b6 | \u8981\u7d04\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u539f\u6587\u3068\u8a33\u3092\u78ba\u304b\u3081\u308b |\n| \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u672c\u6587\u306b\u7121\u3044 | `needs_human`\u3002**\u5225\u306e\u51fa\u9858\u8005\u306e\u63a8\u85a6\u72b6\u304c\u4e0a\u304c\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b** |\n| \u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046 | `needs_human`\u3002\u51fa\u9858\u8005\u304b\u63a8\u85a6\u8005\u306b\u78ba\u304b\u3081\u308b |\n| \u624b\u66f8\u304d\u3067\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | \u8981\u7d04\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u539f\u6587\u3067\u8aad\u3080 |\n| \u63a8\u85a6\u72b6\u304c\u5dee\u3057\u66ff\u3048\u3089\u308c\u308b | \u65b0\u3057\u3044\u7248\u3067\u4f5c\u308a\u76f4\u3057\u3001\u53e4\u3044\u7248\u306e\u8981\u7d04\u7968\u3082\u6b8b\u3059 |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u63a8\u85a6\u72b6\u304c\u7db4\u3058\u3089\u308c\u3066\u3044\u308b | \u63a8\u85a6\u8005\u3054\u3068\u306b\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `needs_human` |\n| \u63a8\u85a6\u72b6\u3067\u306f\u306a\u304f\u63a8\u85a6\u8005\u306e\u8a55\u4fa1\u30d5\u30a9\u30fc\u30e0\u3060\u3051\u304c\u4e0a\u304c\u308b | `document_type` \u3092\u898b\u3066\u3001\u8981\u7d04\u305b\u305a\u62c5\u5f53\u8005\u3078 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u304c\u3001\u898b\u843d\u3068\u3059\u3068\u53d6\u308a\u8fd4\u3057\u306e\u3064\u304b\u306a\u3044\u5931\u6557\u3067\u3059\u3002** \u5225\u306e\u51fa\u9858\u8005\u306e\u63a8\u85a6\u72b6\u3067\u8981\u7d04\u7968\u3092\u4f5c\u308b\u3068\u3001**\u6559\u54e1\u306f\u9055\u3046\u4eba\u306e\u8a55\u4fa1\u3092\u8aad\u3093\u3067\u5be9\u67fb\u3057\u307e\u3059\u3002**","log_storage":"- \u5143\u306e\u63a8\u85a6\u72b6\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u51fa\u9858\u756a\u53f7\u3001\u63a8\u85a6\u8005\u306e\u756a\u53f7\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u6587\u3054\u3068\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\n- Claude API \u304c\u8fd4\u3057\u305fJSON\n- \u5f15\u7528\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u8584\u3055\u306e\u898f\u5247\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u8981\u7d04\u7968\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3046\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u5b9a\u3057\u305f\u304b\n- \u63a8\u85a6\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u3001\u5dee\u3057\u66ff\u3048\u306e\u8a18\u9332\n\n**\u4fdd\u5b58\u306e\u671f\u9593\u3068\u95b2\u89a7\u3067\u304d\u308b\u4eba\u3092\u3001\u5165\u8a66\u306e\u66f8\u985e\u306e\u6271\u3044\u306e\u6c7a\u307e\u308a\u306b\u5408\u308f\u305b\u307e\u3059\u3002** \u63a8\u85a6\u72b6\u3068\u8981\u7d04\u7968\u306f\u5be9\u67fb\u306e\u7d42\u4e86\u5f8c\u3082\u554f\u3044\u5408\u308f\u305b\u306b\u5099\u3048\u3066\u6b8b\u3057\u307e\u3059\u304c\u3001**\u6b8b\u3059\u671f\u9593\u3092\u904e\u304e\u305f\u3089\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u8981\u7d04\u7968\u3082\u3042\u308f\u305b\u3066\u6d88\u3057\u307e\u3059\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":3,"assumption_frequency":180,"assumption_workdays":20,"volume_month":180,"before_minutes_per_case":15,"after_minutes_per_case":6,"hourly_cost":2800,"before_hours_month":45,"after_hours_month":18,"saved_hours_month":27,"reduction_rate":60,"saved_hours_year":324,"annual_cost_effect":907200,"summary":"\u7559\u5b66\u751f\u30fb\u6d77\u5916\u304b\u3089\u306e\u51fa\u9858\u3067\u5c4a\u304f\u82f1\u6587\u306e\u63a8\u85a6\u72b6\u3092\u8aad\u307f\u53d6\u308a\u3001\u63a8\u85a6\u8005\u306e\u7acb\u5834\u30fb\u8a55\u4fa1\u306e\u6839\u62e0\u30fb\u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\u3092\u51fa\u9858\u8005\u3054\u3068\u306e\u8981\u7d04\u7968\u306b\u305d\u308d\u3048\u307e\u3059\u3002\u8a18\u8f09\u306e\u8584\u3044\u63a8\u85a6\u72b6\u306f\u3001\u305d\u306e\u7406\u7531\u3068\u4e00\u7dd2\u306b\u5be9\u67fb\u62c5\u5f53\u306b\u793a\u3057\u307e\u3059\u3002","before_flow":"1. \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u63a8\u85a6\u72b6\u306ePDF\u3092\u51fa\u9858\u8005\u3054\u3068\u306b\u843d\u3068\u3057\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\n2. \u63a8\u85a6\u72b6\u3092\u958b\u304d\u3001\u63a8\u85a6\u8005\u306e\u540d\u524d\u30fb\u6240\u5c5e\u30fb\u80a9\u66f8\u30fb\u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2\u3092\u8aad\u3080\n3. \u672c\u6587\u3092\u8aad\u307f\u3001\u8a55\u4fa1\u306e\u6839\u62e0\u3068\u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\u3092\u63a2\u3057\u3066\u3001\u5be9\u67fb\u7968\u306b\u65e5\u672c\u8a9e\u3067\u66f8\u304d\u51fa\u3059\n4. \u63a8\u85a6\u72b6\u304c\u77ed\u3044\u3001\u5177\u4f53\u6027\u304c\u7121\u3044\u3068\u611f\u3058\u305f\u3082\u306e\u306b\u3001\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3067\u300c\u8981\u78ba\u8a8d\u300d\u3068\u66f8\u304f\n5. \u7f72\u540d\u3084\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u304c\u7121\u3044\u3082\u306e\u3092\u3001\u51fa\u9858\u8005\u306e\u4e00\u89a7\u306b\u30e1\u30e2\u3059\u308b\n6. \u5be9\u67fb\u7968\u3092\u7814\u7a76\u79d1\u306e\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u3059\n\n**\uff08a\uff09\u66f8\u304d\u51fa\u3057\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u63a8\u85a6\u72b6\u306f1\u301c3\u30da\u30fc\u30b8\u306e\u6587\u7ae0\u3067\u3001**\u8a55\u4fa1\u306e\u6839\u62e0\u3068\u30a8\u30d4\u30bd\u30fc\u30c9\u304c\u3069\u3053\u306b\u3042\u308b\u304b\u306f\u8aad\u307e\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002** 3\u756a\u76ee\u306b\u6642\u9593\u306e\u534a\u5206\u304c\u304b\u304b\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u66f8\u304d\u51fa\u3059\u4eba\u306b\u3088\u3063\u3066\u4e2d\u8eab\u304c\u5909\u308f\u308b\u3002** \u540c\u3058\u63a8\u85a6\u72b6\u3067\u3082\u3001\u30a8\u30d4\u30bd\u30fc\u30c9\u30922\u884c\u3067\u66f8\u304f\u62c5\u5f53\u8005\u30681\u884c\u3067\u66f8\u304f\u62c5\u5f53\u8005\u304c\u3044\u307e\u3059\u3002**\u300c\u8981\u78ba\u8a8d\u300d\u3092\u4ed8\u3051\u308b\u57fa\u6e96\u306f\u62c5\u5f53\u8005\u306e\u611f\u899a\u3067\u3001** \u6559\u54e1\u304b\u3089\u306f\u300c\u3069\u3046\u3057\u3066\u3053\u308c\u304c\u8981\u78ba\u8a8d\u306a\u306e\u304b\u300d\u3068\u805e\u304b\u308c\u307e\u3059\u3002\n\n**\uff08c\uff09\u66f8\u304d\u51fa\u3057\u306b\u8a55\u4fa1\u304c\u6df7\u3056\u308b\u3002** \u8981\u70b9\u3092\u307e\u3068\u3081\u308b\u3046\u3061\u306b\u3001\u300c\u7814\u7a76\u80fd\u529b\u306f\u9ad8\u3044\u3068\u601d\u308f\u308c\u308b\u300d\u306e\u3088\u3046\u306a**\u62c5\u5f53\u8005\u306e\u8aad\u307f\u304c\u66f8\u304d\u51fa\u3057\u306b\u5165\u308a\u307e\u3059\u3002** \u6559\u54e1\u306f\u305d\u308c\u3092\u63a8\u85a6\u8005\u306e\u8a55\u4fa1\u3068\u3057\u3066\u8aad\u307f\u307e\u3059\u3002\n\n**\uff08d\uff09\u7de0\u5207\u306e\u76f4\u5f8c\u306b\u96c6\u4e2d\u3059\u308b\u3002** \u7de0\u5207\u306e\u5f8c\u306e1\u9031\u9593\u306b\u63a8\u85a6\u72b6\u304c\u307e\u3068\u307e\u3063\u3066\u5c4a\u304d\u3001**\u5be9\u67fb\u306e\u65e5\u7a0b\u306b\u9593\u306b\u5408\u308f\u305b\u308b\u305f\u3081\u306b\u66f8\u304d\u51fa\u3057\u304c\u96d1\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u63a8\u85a6\u72b6\u306ePDF\u3092\u51fa\u9858\u8005\u3054\u3068\u306b\u843d\u3068\u3057\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f","\u63a8\u85a6\u72b6\u3092\u958b\u304d\u3001\u63a8\u85a6\u8005\u306e\u540d\u524d\u30fb\u6240\u5c5e\u30fb\u80a9\u66f8\u30fb\u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2\u3092\u8aad\u3080","\u672c\u6587\u3092\u8aad\u307f\u3001\u8a55\u4fa1\u306e\u6839\u62e0\u3068\u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\u3092\u63a2\u3057\u3066\u3001\u5be9\u67fb\u7968\u306b\u65e5\u672c\u8a9e\u3067\u66f8\u304d\u51fa\u3059","\u63a8\u85a6\u72b6\u304c\u77ed\u3044\u3001\u5177\u4f53\u6027\u304c\u7121\u3044\u3068\u611f\u3058\u305f\u3082\u306e\u306b\u3001\u62c5\u5f53\u8005\u306e\u5224\u65ad\u3067\u300c\u8981\u78ba\u8a8d\u300d\u3068\u66f8\u304f","\u7f72\u540d\u3084\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u304c\u7121\u3044\u3082\u306e\u3092\u3001\u51fa\u9858\u8005\u306e\u4e00\u89a7\u306b\u30e1\u30e2\u3059\u308b","\u5be9\u67fb\u7968\u3092\u7814\u7a76\u79d1\u306e\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u63a8\u85a6\u72b6\u306ePDF\u304c\u6bce\u6669\u66f8\u304d\u51fa\u3055\u308c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** OCR\u304c\u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\uff08\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u30fb\u6bb5\u843d\uff09\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u63a8\u85a6\u8005\u306e\u7acb\u5834\u30fb\u95a2\u4fc2\u30fb\u8a55\u4fa1\u306e\u6839\u62e0\u30fb\u30a8\u30d4\u30bd\u30fc\u30c9\u30fb\u6bd4\u8f03\u306e\u8a18\u8f09\u3092\u3001\u539f\u6587\u306e\u5f15\u7528\u4ed8\u304d\u3067\u8981\u7d04\u7968\u306e\u9805\u76ee\u306b\u307e\u3068\u3081\u308b\n5. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f15\u7528\u304c\u63a8\u85a6\u72b6\u306b\u672c\u5f53\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u5370\u3092\u898f\u5247\u3067\u4ed8\u3051\u308b\n6. **\u3010\u4eba\u3011** \u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3092\u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u8981\u7d04\u7968\u3092\u78ba\u5b9a\u3059\u308b\n7. **\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u304c\u3001\u8981\u7d04\u7968\u3068\u539f\u6587\u3092\u8aad\u307f\u3001\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3059\u308b\n\n**6\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u62c5\u5f53\u8005\u306f180\u901a\u3092\u3059\u3079\u3066\u8aad\u307f\u76f4\u3059\u306e\u3067\u306f\u306a\u304f\u3001**\u5f15\u7528\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u9805\u76ee\u3068\u3001\u8a18\u8f09\u306e\u8584\u3055\u306b\u5370\u306e\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3060\u3051\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** \u5370\u306e\u7121\u3044\u8981\u7d04\u7968\u306f\u3001\u5f15\u7528\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002\n\n**5\u756a\u76ee\u3092AI\u306b\u3055\u305b\u306a\u3044\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u306e\u7167\u5408\u3082\u8584\u3055\u306e\u5370\u3082\u3001**\u898f\u5247\u3067\u6c7a\u307e\u308b\u51e6\u7406\u306b\u3057\u3066\u304a\u3051\u3070\u3001\u306a\u305c\u5370\u304c\u4ed8\u3044\u305f\u304b\u3092\u6559\u54e1\u306b\u8aac\u660e\u3067\u304d\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u63a8\u85a6\u72b6\u306ePDF\u304c\u6bce\u6669\u66f8\u304d\u51fa\u3055\u308c\u3001\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u4fdd\u5b58\u3055\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u51e6\u7406\u304c\u52d5\u304d\u3001\u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OCR\u304c\u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\uff08\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u30fb\u6bb5\u843d\uff09\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u63a8\u85a6\u8005\u306e\u7acb\u5834\u30fb\u95a2\u4fc2\u30fb\u8a55\u4fa1\u306e\u6839\u62e0\u30fb\u30a8\u30d4\u30bd\u30fc\u30c9\u30fb\u6bd4\u8f03\u306e\u8a18\u8f09\u3092\u3001\u539f\u6587\u306e\u5f15\u7528\u4ed8\u304d\u3067\u8981\u7d04\u7968\u306e\u9805\u76ee\u306b\u307e\u3068\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5f15\u7528\u304c\u63a8\u85a6\u72b6\u306b\u672c\u5f53\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u5370\u3092\u898f\u5247\u3067\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u3001\u5370\u306e\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3092\u539f\u6587\u3068\u898b\u6bd4\u3079\u3001\u8981\u7d04\u7968\u3092\u78ba\u5b9a\u3059\u308b","**\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u304c\u3001\u8981\u7d04\u7968\u3068\u539f\u6587\u3092\u8aad\u307f\u3001\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3059\u308b"],"architecture":"```\n\u82f1\u6587\u306e\u63a8\u85a6\u72b6\uff08PDF\u3002\u63a8\u85a6\u8005\u304c\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306b\u4e0a\u3052\u308b\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u3078\u306e\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\nAWS Lambda \u2500\u2500 \u5f62\u5f0f\u30fb\u30da\u30fc\u30b8\u6570\u30fb\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d\n   \u25bc\nAWS Textract\uff08StartDocumentAnalysis\uff1aLAYOUT\uff0fQUERIES\uff0fSIGNATURES\uff09\n   \u2502   \u5168\u6587\u3001\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3068\u6bb5\u843d\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001\u4fe1\u983c\u5ea6\n   \u25bc\nClaude API \u2500\u2500 \u63a8\u85a6\u72b6\u306e\u8981\u70b9\u3092\u9805\u76ee\u3054\u3068\u306b\u3001\u539f\u6587\u306e\u5f15\u7528\u4ed8\u304d\u3067\u307e\u3068\u3081\u308b\n   \u2502   \u2460 \u63a8\u85a6\u8005\u306e\u7acb\u5834\u3068\u95a2\u4fc2  \u2461 \u8a55\u4fa1\u306e\u6839\u62e0  \u2462 \u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\n   \u2502   \u2463 \u6bd4\u8f03\u306e\u8a18\u8f09  \u2464 \u61f8\u5ff5\u306e\u8a18\u8f09  \u2465 \u63a8\u85a6\u306e\u5f37\u3055\u306e\u8868\u73fe\uff08\u539f\u6587\u306e\u307e\u307e\uff09\n   \u25bc\nPython \u2500\u2500 \u5f15\u7528\u306e\u7167\u5408\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u5370\u3001\u7f72\u540d\u3068\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u306e\u6709\u7121\n   \u25bc\n\u8981\u7d04\u7968\uff08ok \uff0f thin_letter \uff0f relationship_unclear \uff0f quote_mismatch \uff0f unsigned \uff0f needs_human\uff09\n   \u25bc\n\u3010\u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u5370\u306e\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3092\u78ba\u8a8d\u3011\n   \u2514\u2500\u2500\u25b6 \u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u3078\u8981\u7d04\u7968\u3068\u539f\u6587\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\u63a8\u85a6\u72b6\u306e\u8981\u70b9\u306e\u6574\u7406\u3068\u3001\u5f15\u7528\u306e\u66f8\u304d\u51fa\u3057\uff09 | OpenAI API |\n| \u5dee\u7570\u8a08\u7b97 | Python\uff08\u5f15\u7528\u306e\u7167\u5408\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u5370\uff09 | \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306e\u5e33\u7968\u306e\u6a5f\u80fd |\n| \u9023\u643a | AWS Lambda\uff08\u4fdd\u5b58\u3068\u5b8c\u4e86\u306e\u901a\u77e5\u3092\u8d77\u70b9\u306b\u51e6\u7406\u3092\u52d5\u304b\u3059\uff09 | Amazon EventBridge |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u63a8\u85a6\u72b6\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3001\u8981\u7d04\u7968\uff09 | \u5b66\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u3068\u5be9\u67fb\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u63a8\u85a6\u72b6\u3092\u6bce\u6669\u66f8\u304d\u51fa\u3059\u90e8\u5206\u306f\u3001**\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057\u306e\u6a5f\u80fd\u306b\u5fdc\u3058\u305f\u500b\u5225\u306e\u5b9f\u88c5\u304c\u8981\u308a\u307e\u3059\u3002** \u6700\u521d\u306e\u6e96\u5099\u306f\u3001**\u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u898f\u5247\u3092\u3001\u7814\u7a76\u79d1\u306e\u5be9\u67fb\u62c5\u5f53\u3068\u6c7a\u3081\u308b\u3053\u3068**\u3067\u3059\u3002\n\n**OCR\u306b AWS Textract \u3092\u9078\u3076\u306e\u306f\u3001\u63a8\u85a6\u72b6\u304c\u82f1\u6587\u3060\u304b\u3089\u3067\u3059\u3002** \u516c\u5f0f\u306e\u4e0a\u9650\u306e\u8868\u3067\u3001\u5bfe\u5fdc\u8a00\u8a9e\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3068\u3055\u308c\u3001**\u65e5\u672c\u8a9e\u3084\u4e2d\u56fd\u8a9e\u306f\u8aad\u3081\u307e\u305b\u3093\u3002** \u624b\u66f8\u304d\u306e\u63a8\u85a6\u72b6\u306f\u82f1\u8a9e\u306a\u3089\u8aad\u3081\u307e\u3059\u3002\u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u3060\u3051\u304c\u5bfe\u8c61\u3067\u3059\u3002\n\n**\u3053\u306e\u984c\u6750\u3067\u52b9\u304f\u306e\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\uff08`LAYOUT`\uff09\u3068\u7f72\u540d\uff08`SIGNATURES`\uff09\u3067\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8\u306f\u30da\u30fc\u30b8\u306e\u4e0a\u7aef\u306e\u6587\u5b57\uff08`LAYOUT_HEADER`\uff09\u3068\u6bb5\u843d\uff08`LAYOUT_TEXT`\uff09\u3092\u8aad\u3080\u9806\u306b\u8fd4\u3059\u306e\u3067\u3001**\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3068\u672c\u6587\u3068\u7d50\u3073\u306e\u7f72\u540d\u6b04\u3092\u5206\u3051\u3089\u308c\u307e\u3059\u3002** \u7f72\u540d\u306f\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6\u304c\u8fd4\u308a\u307e\u3059\u3002**\u7f72\u540d\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u5206\u304b\u308a\u307e\u3059\u304c\u3001\u672c\u7269\u304b\u3069\u3046\u304b\u306f\u5206\u304b\u308a\u307e\u305b\u3093\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3068\u3001\u51fa\u9858\u306e\u7de0\u5207\u306e\u7fcc\u65e5\u3067\u3059\u3002**\n\n1\u3064\u76ee\u306f\u3001**\u6bce\u6669\u3001\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u65b0\u3057\u304f\u4e0a\u304c\u3063\u305f\u63a8\u85a6\u72b6\u306ePDF\u304c\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09\u306b\u66f8\u304d\u51fa\u3055\u308c\u308b\u3053\u3068**\u3067\u3059\u3002\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u51fa\u9858\u756a\u53f7\u3068\u63a8\u85a6\u8005\u306e\u756a\u53f7\u3092\u4ed8\u3051\u307e\u3059\u3002\u4fdd\u5b58\u306e\u901a\u77e5\u3067 AWS Lambda \u304c\u52d5\u304d\u3001\u8aad\u307f\u53d6\u308a\u304b\u3089\u8981\u7d04\u7968\u306e\u4e0b\u66f8\u304d\u307e\u3067\u3092\u6e08\u307e\u305b\u307e\u3059\u3002**\u7fcc\u671d\u306b\u306f\u3001\u524d\u65e5\u306b\u5c4a\u3044\u305f\u63a8\u85a6\u72b6\u306e\u8981\u7d04\u7968\u304c\u305d\u308d\u3063\u3066\u3044\u307e\u3059\u3002**\n\n2\u3064\u76ee\u306f\u3001**\u51fa\u9858\u306e\u7de0\u5207\u306e\u7fcc\u65e5**\u3067\u3059\u3002\u7de0\u5207\u307e\u3067\u306b\u51fa\u9858\u3057\u305f\u51fa\u9858\u8005\u306e\u3046\u3061\u3001\u63a8\u85a6\u72b6\u304c\u898f\u5b9a\u306e\u901a\u6570\u306b\u5c4a\u3044\u3066\u3044\u306a\u3044\u51fa\u9858\u8005\u3001\u8981\u7d04\u7968\u306e\u78ba\u5b9a\u304c\u6e08\u3093\u3067\u3044\u306a\u3044\u63a8\u85a6\u72b6\u3092\u4e00\u89a7\u306b\u3057\u3001\u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u306b\u9001\u308a\u307e\u3059\u3002**\u5be9\u67fb\u306e\u65e5\u7a0b\u304b\u3089\u9006\u7b97\u3057\u3066\u3001\u78ba\u5b9a\u306e\u9045\u308c\u3092\u5148\u306b\u898b\u3064\u3051\u307e\u3059\u3002**\n\n**\u63a8\u85a6\u8005\u304c\u63a8\u85a6\u72b6\u3092\u5dee\u3057\u66ff\u3048\u305f\u5834\u5408\u3082\u3001\u540c\u3058\u7d4c\u8def\u3067\u5165\u308c\u307e\u3059\u3002** \u51fa\u9858\u756a\u53f7\u3068\u63a8\u85a6\u8005\u306e\u756a\u53f7\u304c\u540c\u3058\u3082\u306e\u306f\u3001\u65b0\u3057\u3044\u7248\u3067\u8981\u7d04\u7968\u3092\u4f5c\u308a\u76f4\u3057\u3001\u53e4\u3044\u7248\u306e\u8981\u7d04\u7968\u3092\u6b8b\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u63a8\u85a6\u72b6 | PDF\u3002\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3001\u63a8\u85a6\u8005\u306e\u540d\u524d\u30fb\u6240\u5c5e\u30fb\u80a9\u66f8\u3001\u672c\u6587\u3001\u7f72\u540d\u3001\u65e5\u4ed8 | \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 |\n| \u8aad\u307f\u53d6\u308a\u7d50\u679c | \u5168\u6587\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u8981\u7d20\u3001\u7f72\u540d\u306e\u4f4d\u7f6e\u3001\u8cea\u554f\u3078\u306e\u7b54\u3048\u3001**\u305d\u308c\u305e\u308c\u306e\u4fe1\u983c\u5ea6\u3068\u3001\u624b\u66f8\u304d\u304b\u5370\u5b57\u304b\u306e\u533a\u5225** | AWS Textract |\n| \u51fa\u9858\u306e\u60c5\u5831 | \u51fa\u9858\u756a\u53f7\u3001\u51fa\u9858\u8005\u306e\u6c0f\u540d\uff08\u63a8\u85a6\u72b6\u306e\u4e2d\u306e\u540d\u524d\u3068\u7167\u3089\u3059\u305f\u3081\uff09\u3001\u5fd7\u671b\u306e\u8ab2\u7a0b\u3001\u63a8\u85a6\u8005\u3068\u3057\u3066\u767b\u9332\u3055\u308c\u305f\u540d\u524d\u3068\u6240\u5c5e | \u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306e\u66f8\u304d\u51fa\u3057 |\n| \u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u898f\u5247 | \u9805\u76ee\u306e\u4e00\u89a7\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u898f\u5247\u3001\u7814\u7a76\u79d1\u3054\u3068\u306b\u91cd\u8996\u3059\u308b\u9805\u76ee | \u5165\u8a66\u8ab2\u3068\u7814\u7a76\u79d1\u3067\u6c7a\u3081\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u898f\u5247\u306e\u8868\u3067\u3059\u3002** \u4f55\u3092\u300c\u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\u300d\u3068\u3059\u308b\u304b\u3001\u4f55\u901a\u306e\u63a8\u85a6\u72b6\u306e\u3046\u3061\u4f55\u901a\u304c\u8584\u3051\u308c\u3070\u8ffd\u52a0\u306e\u8cc7\u6599\u3092\u6c42\u3081\u308b\u304b\u3002**\u3053\u3053\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u3068\u3001AI\u304c\u305d\u308d\u3048\u305f\u8981\u7d04\u7968\u3082\u62c5\u5f53\u8005\u3054\u3068\u306b\u9055\u3046\u8aad\u307f\u65b9\u3092\u3055\u308c\u307e\u3059\u3002**\n\n**\u51fa\u9858\u306e\u60c5\u5831\u304b\u3089\u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u3001\u51fa\u9858\u8005\u306e\u6c0f\u540d\u3068\u63a8\u85a6\u8005\u3068\u3057\u3066\u767b\u9332\u3055\u308c\u305f\u540d\u524d\u3060\u3051\u3067\u3059\u3002** \u63a8\u85a6\u72b6\u304c\u5225\u306e\u51fa\u9858\u8005\u306e\u3082\u306e\u3067\u306a\u3044\u304b\u3001\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u304c\u66f8\u3044\u305f\u3082\u306e\u304b\u3092\u7167\u3089\u3059\u305f\u3081\u306b\u4f7f\u3044\u307e\u3059\u3002**\u6210\u7e3e\u3084\u4ed6\u306e\u66f8\u985e\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u63a8\u85a6\u72b6\u306e\u8981\u7d04\u304c\u3001\u4ed6\u306e\u66f8\u985e\u306e\u5370\u8c61\u3067\u5f15\u3063\u5f35\u3089\u308c\u306a\u3044\u305f\u3081\u3067\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u8aad\u307f\u53d6\u308a\u306f StartDocumentAnalysis \u306bS3\u306e\u5834\u6240\u3068 `FeatureTypes` \u3092\u6e21\u3057\u3066\u59cb\u3081\u307e\u3059\u3002**\u5b8c\u4e86\u306f `NotificationChannel` \u306b\u6307\u5b9a\u3057\u305f Amazon SNS \u306e\u30c8\u30d4\u30c3\u30af\u306b\u901a\u77e5\u3055\u308c\u3001\u72b6\u614b\u304c `SUCCEEDED` \u306a\u3089 GetDocumentAnalysis \u3067\u7d50\u679c\u3092\u53d6\u308a\u307e\u3059\u3002**\n\n| \u6307\u5b9a\u3059\u308b\u3082\u306e | \u5024 | \u7406\u7531 |\n|:--|:--|:--|\n| `FeatureTypes` | `LAYOUT`\u3001`QUERIES`\u3001`SIGNATURES` | \u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3068\u6bb5\u843d\u306e\u533a\u5225\u3001\u63a8\u85a6\u8005\u306e\u60c5\u5831\u3001\u7f72\u540d\u306e\u6709\u7121 |\n| `QueriesConfig` | \u8cea\u554f\u306e\u6587\u3068 `Alias` \u306e\u7d44 | \u63a8\u85a6\u8005\u306e\u60c5\u5831\u3092\u9805\u76ee\u540d\u3067\u53d7\u3051\u53d6\u308b |\n| `ClientRequestToken` | \u30d5\u30a1\u30a4\u30eb\u306e\u30cf\u30c3\u30b7\u30e5 | \u540c\u3058\u63a8\u85a6\u72b6\u3067\u4e8c\u91cd\u306b\u8aad\u307f\u53d6\u308a\u3092\u59cb\u3081\u306a\u3044 |\n| `JobTag` | \u51fa\u9858\u756a\u53f7 | \u5b8c\u4e86\u306e\u901a\u77e5\u304b\u3089\u51fa\u9858\u3092\u5f15\u304f |\n\n| `Alias` | \u8cea\u554f\u306e\u6587 |\n|:--|:--|\n| `RECOMMENDER_NAME` | Who wrote this letter? |\n| `RECOMMENDER_TITLE` | What is the title or position of the writer? |\n| `INSTITUTION` | What institution or organization is the writer affiliated with? |\n| `RELATIONSHIP` | How does the writer know the applicant? |\n| `DURATION` | How long has the writer known the applicant? |\n| `LETTER_DATE` | What is the date of the letter? |\n\n**\u8cea\u554f\u306e\u7b54\u3048\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u8fd4\u308a\u307e\u3059\u3002** \u7a7a\u306e\u9805\u76ee\u306f\u3001\u751f\u6210AI\u306b\u5168\u6587\u304b\u3089\u63a2\u3055\u305b\u307e\u3059\u304c\u3001**\u5168\u6587\u306b\u3082\u7121\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\u3002** \u63a8\u85a6\u8005\u3068\u306e\u95a2\u4fc2\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3053\u3068\u81ea\u4f53\u304c\u3001\u8a18\u8f09\u306e\u8584\u3055\u306e\u6750\u6599\u306b\u306a\u308b\u305f\u3081\u3067\u3059\u3002\n\n\u7d50\u679c\u306f1\u56de\u6700\u59271,000\u30d6\u30ed\u30c3\u30af\u3067\u533a\u5207\u3089\u308c\u3001`NextToken` \u304c\u8fd4\u308b\u9650\u308a\u547c\u3073\u76f4\u3057\u307e\u3059\u3002\u63a8\u85a6\u72b6\u306f1\u301c3\u30da\u30fc\u30b8\u3067\u3059\u304c\u3001**\u540c\u671f\u306e\u51e6\u7406\u306fPDF1\u30da\u30fc\u30b8\u307e\u3067\u306a\u306e\u3067\u3001\u305d\u308d\u3048\u3066\u975e\u540c\u671f\u3067\u8aad\u307f\u307e\u3059\u3002**\n\n**\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3068\u7f72\u540d\u306f\u3001\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u8981\u7d20\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002** 1\u30da\u30fc\u30b8\u76ee\u306e `LAYOUT_HEADER` \u306b\u6240\u5c5e\u306e\u540d\u524d\u304c\u3042\u308c\u3070\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u3042\u308a\u3068\u3057\u3001\u6700\u5f8c\u306e\u30da\u30fc\u30b8\u306e\u7d50\u3073\u306e\u6bb5\u843d\uff08`Sincerely` \u306a\u3069\uff09\u306e\u8fd1\u304f\u306b `SIGNATURE` \u306e\u30d6\u30ed\u30c3\u30af\u304c\u3042\u308c\u3070\u7f72\u540d\u3042\u308a\u3068\u3057\u307e\u3059\u3002**\u7d50\u3073\u306e\u6bb5\u843d\u304b\u3089\u96e2\u308c\u305f\u4f4d\u7f6e\u306e\u7f72\u540d\u306e\u30d6\u30ed\u30c3\u30af\u306f\u6570\u3048\u305a\u3001\u4f4d\u7f6e\u3067\u7d5e\u308a\u307e\u3059\u3002** \u7d50\u679c\u306f `letterhead` \u3068 `signature` \u306e\u6709\u7121\u3068\u4fe1\u983c\u5ea6\u3068\u3057\u3066\u8981\u7d04\u7968\u306b\u8f09\u305b\u307e\u3059\u3002\n\n**\u624b\u66f8\u304d\u306e\u884c\u306f `TextType` \u304c `HANDWRITING` \u3067\u8fd4\u308a\u307e\u3059\u3002** \u624b\u66f8\u304d\u306e\u63a8\u85a6\u72b6\u306f\u3001\u884c\u3054\u3068\u306e\u4fe1\u983c\u5ea6\u3092\u898b\u3066\u3001**\u4f4e\u3044\u884c\u304c\u591a\u3044\u3082\u306e\u306f\u8981\u7d04\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u539f\u6587\u3067\u8aad\u3080\u4e00\u89a7\u306b\u5165\u308c\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\u3002\u63a8\u85a6\u8005\u304cWord\u306e\u5f62\u5f0f\u3067\u4e0a\u3052\u305f\u3082\u306e\u306f\u3001\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u306e\u5074\u3067PDF\u306b\u3057\u307e\u3059\n2. **\u30d1\u30b9\u30ef\u30fc\u30c9\u306e\u78ba\u8a8d** \u2026 PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3055\u308c\u3066\u3044\u3066\u306f\u3044\u3051\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4fdd\u8b77\u3055\u308c\u305f\u3082\u306e\u306f\u63a8\u85a6\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u307f\u307e\u3059**\n3. **\u8a00\u8a9e\u306e\u78ba\u8a8d** \u2026 \u82f1\u8a9e\u4ee5\u5916\u306e\u63a8\u85a6\u72b6\u306f\u3001\u82f1\u8a33\u304c\u6dfb\u3048\u3089\u308c\u3066\u3044\u3066\u3082\u539f\u6587\u3068\u8a33\u306e\u5bfe\u5fdc\u3092\u4eba\u304c\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u305f\u3081\u3001**\u8981\u7d04\u306b\u56de\u3055\u305a\u62c5\u5f53\u8005\u306e\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n4. **\u51fa\u9858\u8005\u306e\u540d\u524d\u306e\u78ba\u8a8d** \u2026 \u672c\u6587\u306b\u51fa\u9858\u8005\u306e\u6c0f\u540d\uff08\u7db4\u308a\u306e\u63fa\u308c\u3092\u542b\u3080\uff09\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u7121\u3051\u308c\u3070\u53d6\u308a\u9055\u3048\u3092\u7591\u3044\u307e\u3059**\n5. **\u6587\u306e\u533a\u5207\u308a** \u2026 \u8aad\u307f\u53d6\u3063\u305f\u672c\u6587\u3092\u6587\u3054\u3068\u306b\u756a\u53f7\u3092\u4ed8\u3051\u3066\u5206\u3051\u307e\u3059\u3002**\u5f15\u7528\u306e\u7167\u5408\u3092\u3053\u306e\u756a\u53f7\u3067\u884c\u3044\u307e\u3059**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u6c7a\u307e\u3063\u305f\u9805\u76ee\u3054\u3068\u306b\u63a8\u85a6\u72b6\u306e\u8981\u70b9\u3092\u307e\u3068\u3081\u3001\u305d\u308c\u305e\u308c\u306b\u6839\u62e0\u306e\u6587\u306e\u756a\u53f7\u3068\u539f\u6587\u3092\u4ed8\u3051\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u9858\u8005\u306e\u8a55\u4fa1\u3068\u3001\u8584\u3044\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u306f\u3055\u305b\u307e\u305b\u3093\u3002\n\n| \u898b\u308b\u3082\u306e | \u307e\u3068\u3081\u65b9 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u3068\u304d\u306e\u6271\u3044 |\n|:--|:--|:--|\n| \u63a8\u85a6\u8005\u306e\u7acb\u5834 | \u540d\u524d\u3001\u80a9\u66f8\u3001\u6240\u5c5e\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n| \u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2 | \u3069\u306e\u7acb\u5834\u3067\u3001\u3069\u308c\u304f\u3089\u3044\u306e\u671f\u9593\u3001\u4f55\u3092\u901a\u3058\u3066\u77e5\u3063\u3066\u3044\u308b\u304b | \u7a7a\u3002`relationship` \u3092 `not_stated` \u306b |\n| \u8a55\u4fa1\u306e\u6839\u62e0 | \u63a8\u85a6\u8005\u304c\u6319\u3052\u305f\u8a55\u4fa1\u3068\u3001\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u4e8b\u5b9f\u3092\u7d44\u3067 | \u6839\u62e0\u306e\u7121\u3044\u8a55\u4fa1\u306f\u3001\u8a55\u4fa1\u3060\u3051\u3092\u8a18\u9332\u3057\u6839\u62e0\u3092\u7a7a\u306b |\n| \u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9 | \u3044\u3064\u3001\u4f55\u3092\u3057\u3066\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u304c\u66f8\u304b\u308c\u305f\u51fa\u6765\u4e8b\u30921\u3064\u305a\u3064 | 0\u4ef6\u306a\u3089\u7a7a\u306e\u914d\u5217 |\n| \u6bd4\u8f03\u306e\u8a18\u8f09 | \u300c\u4e0a\u4f4d5\uff05\u300d\u306e\u3088\u3046\u306a\u4ed6\u306e\u5b66\u751f\u3068\u306e\u6bd4\u8f03\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n| \u61f8\u5ff5\u306e\u8a18\u8f09 | \u5f31\u307f\u3084\u7559\u4fdd\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u3053\u3068\u3092\u539f\u6587\u306e\u307e\u307e | \u7a7a |\n\n**\u8a55\u4fa1\u3068\u6839\u62e0\u3092\u7d44\u3067\u8a18\u9332\u3055\u305b\u308b\u306e\u306f\u3001\u63a8\u85a6\u72b6\u306e\u591a\u304f\u304c\u8a55\u4fa1\u3060\u3051\u3092\u4e26\u3079\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u52e4\u52c9\u3067\u3001\u72ec\u5275\u7684\u3067\u3001\u5354\u8abf\u6027\u304c\u3042\u308b\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001**\u305d\u306e\u6839\u62e0\u3068\u306a\u308b\u51fa\u6765\u4e8b\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u5be9\u67fb\u306e\u6750\u6599\u3068\u3057\u3066\u306e\u91cd\u3055\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u51fa\u9858\u8005\u306e\u8a55\u4fa1\u30fb\u70b9\u6570\u4ed8\u3051 | \u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u304c\u884c\u3046 |\n| \u8a18\u8f09\u304c\u8584\u3044\u304b\u3069\u3046\u304b\u306e\u5224\u65ad | \u9805\u76ee\u306e\u6570\u3068\u6709\u7121\u304b\u3089\u898f\u5247\u3067\u5370\u3092\u4ed8\u3051\u308b |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u306e\u88dc\u3044 | \u4e00\u822c\u7684\u306a\u8912\u3081\u8a00\u8449\u304b\u3089\u5177\u4f53\u7684\u306a\u80fd\u529b\u3092\u4f5c\u3089\u306a\u3044 |\n| \u51fa\u9858\u8005\u3069\u3046\u3057\u306e\u6bd4\u8f03 | \u63a8\u85a6\u72b6\u306f1\u901a\u305a\u3064\u6271\u3046 |\n| \u63a8\u85a6\u72b6\u304c\u672c\u7269\u304b\u306e\u5224\u65ad | \u5fc5\u8981\u306a\u3089\u5165\u8a66\u8ab2\u304c\u63a8\u85a6\u8005\u306b\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u5f7c\u5973\u306f\u79c1\u306e\u6388\u696d\u3067\u6700\u3082\u512a\u308c\u305f\u5b66\u751f\u306e1\u4eba\u3067\u3057\u305f\u300d\u304b\u3089\u3001\u300c\u5b66\u696d\u6210\u7e3e\u304c\u512a\u79c0\u300d\u300c\u7814\u7a76\u3078\u306e\u610f\u6b32\u304c\u9ad8\u3044\u300d\u3068\u8981\u7d04\u3057\u3001**\u5f8c\u8005\u306f\u63a8\u85a6\u72b6\u306e\u3069\u3053\u306b\u3082\u66f8\u304b\u308c\u3066\u3044\u307e\u305b\u3093\u3002** \u5f15\u7528\u306e\u7167\u5408\u306f\u3001\u3053\u306e\u5931\u6557\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306b\u3042\u308a\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\u5927\u5b66\u306e\u5165\u8a66\u8ab2\u3067\u3001\u7559\u5b66\u751f\u306e\u51fa\u9858\u306b\u4ed8\u3044\u305f\u82f1\u6587\u306e\u63a8\u85a6\u72b6\u3092\u3001\n\u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u306e\u305f\u3081\u306b\u6574\u7406\u3059\u308b\u62c5\u5f53\u3067\u3059\u3002\nOCR\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u307e\u3068\u3081\u308b\u9805\u76ee\u3011\nrecommender\uff08name\u3001title\u3001institution\uff09\u3001\nrelationship\uff08capacity\u3001duration\u3001context\uff09\u3001\nevaluations\uff08\u8a55\u4fa1\u3068\u3001\u305d\u306e\u6839\u62e0\u3068\u3057\u3066\u66f8\u304b\u308c\u305f\u4e8b\u5b9f\u306e\u7d44\uff09\u3001\nepisodes\uff08\u3044\u3064\u3001\u4f55\u3092\u3057\u3066\u3001\u3069\u3046\u306a\u3063\u305f\u304b\u304c\u66f8\u304b\u308c\u305f\u51fa\u6765\u4e8b\uff09\u3001\ncomparisons\uff08\u4ed6\u306e\u5b66\u751f\u3068\u306e\u6bd4\u8f03\u306e\u8a18\u8f09\uff09\u3001\nconcerns\uff08\u5f31\u307f\u3084\u7559\u4fdd\u306e\u8a18\u8f09\uff09\u3001\nstrength_phrases\uff08\u63a8\u85a6\u306e\u5f37\u3055\u3092\u8868\u3059\u8a00\u3044\u56de\u3057\u3092\u539f\u6587\u306e\u307e\u307e\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u3059\u3079\u3066\u306e\u9805\u76ee\u306b\u3001\u6839\u62e0\u306b\u3057\u305f\u6587\u306e\u756a\u53f7\uff08sentence_ids\uff09\u3068\u3001\n  \u305d\u306e\u6587\u306e\u539f\u6587\uff08quote\uff09\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u539f\u6587\u306f\u4e00\u5b57\u3082\u5909\u3048\u305a\u306b\n  \u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u6839\u62e0\u306e\u6587\u304c\u7121\u3044\u9805\u76ee\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63a8\u85a6\u72b6\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3084\u80fd\u529b\u3092\u66f8\u304d\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u4e00\u822c\u7684\u306a\u8912\u3081\u8a00\u8449\u3092\u3001\u5177\u4f53\u7684\u306a\u80fd\u529b\u306b\u8a00\u3044\u63db\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8a55\u4fa1\u306b\u6839\u62e0\u306e\u4e8b\u5b9f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u6839\u62e0\u3092\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u4ed6\u306e\u6587\u304b\u3089\u6839\u62e0\u3092\u63a2\u3057\u3066\u5f53\u3066\u306f\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u30a8\u30d4\u30bd\u30fc\u30c9\u306f\u3001\u51fa\u6765\u4e8b\u3068\u3057\u3066\u66f8\u304b\u308c\u3066\u3044\u308b\u3082\u306e\u3060\u3051\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u300c\u3044\u3064\u3082\u71b1\u5fc3\u3060\u3063\u305f\u300d\u306e\u3088\u3046\u306a\u6027\u8cea\u306e\u8a18\u8ff0\u306f\u30a8\u30d4\u30bd\u30fc\u30c9\u306b\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8981\u7d04\u306e\u65e5\u672c\u8a9e\u306f\u3001\u63a8\u85a6\u8005\u306e\u8a00\u8449\u306e\u5f37\u3055\u3092\u5909\u3048\u305a\u306b\u8a33\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u5f37\u3081\u305f\u308a\u5f31\u3081\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u63a8\u85a6\u72b6\u306e\u5f37\u3055\u3001\u5408\u5426\u306e\u898b\u8fbc\u307f\u3001\n  \u4ed6\u306e\u51fa\u9858\u8005\u3068\u306e\u6bd4\u8f03\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u63a8\u85a6\u72b6\u3067\u306a\u3044\u66f8\u985e\u3068\u5224\u65ad\u3057\u305f\u5834\u5408\u306f\u3001\u8981\u7d04\u305b\u305a document_type \u306b\n  \u7a2e\u985e\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u53d6\u308a\u7d50\u679c\uff08\u6587\u3054\u3068\u306b\u756a\u53f7\u4ed8\u304d\uff09\u3011{numbered_sentences}\n\u3010\u51fa\u9858\u8005\u306e\u6c0f\u540d\u3011{applicant_name}\n\u3010\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u3011{registered_recommender}\n```\n\n**\u300c\u8a00\u8449\u306e\u5f37\u3055\u3092\u5909\u3048\u305a\u306b\u8a33\u3059\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001\u5f37\u3081\u307e\u3059\u3002** \u82f1\u6587\u306e\u63a8\u85a6\u72b6\u306e\u63a7\u3048\u3081\u306a\u8a00\u3044\u65b9\u306f\u3001\u65e5\u672c\u8a9e\u306e\u8981\u7d04\u306b\u3059\u308b\u3068\u5e73\u677f\u306b\u306a\u308b\u304b\u3001\u9006\u306b\u8912\u3081\u8a00\u8449\u304c\u91cd\u306a\u3063\u3066\u5f37\u304f\u306a\u308a\u307e\u3059\u3002**`strength_phrases` \u306b\u539f\u6587\u306e\u8a00\u3044\u56de\u3057\u3092\u6b8b\u3059\u306e\u306f\u3001\u6559\u54e1\u304c\u539f\u6587\u306e\u5f37\u3055\u3067\u8aad\u3081\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\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  \"file\": \"\",\n  \"document_type\": \"recommendation_letter\",\n  \"application_id\": \"GA-2026-10-0417\",\n  \"recommender\": { \"name\": \"\", \"title\": \"\", \"institution\": \"\", \"sentence_ids\": [1, 2] },\n  \"relationship\": {\n    \"capacity\": \"\u7814\u7a76\u5ba4\u306e\u6307\u5c0e\u6559\u54e1\",\n    \"duration\": \"2\u5e74\",\n    \"context\": \"\u5352\u696d\u7814\u7a76\u306e\u6307\u5c0e\",\n    \"sentence_ids\": [4],\n    \"quote\": \"\"\n  },\n  \"evaluations\": [\n    { \"claim_ja\": \"\", \"evidence_ja\": \"\", \"sentence_ids\": [7, 8], \"quote\": \"\" }\n  ],\n  \"episodes\": [\n    { \"summary_ja\": \"\", \"sentence_ids\": [9], \"quote\": \"\" }\n  ],\n  \"comparisons\": [],\n  \"concerns\": [],\n  \"strength_phrases\": [\"without reservation\"]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u5f15\u7528\u306e\u7167\u5408\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3048\u308b\u3053\u3068\u3067\u3059\u3002** Python \u304c `sentence_ids` \u306e\u6587\u3068 `quote` \u3092\u7167\u3089\u3057\u3001**\u4e00\u81f4\u3057\u306a\u3044\u9805\u76ee\u306f\u8981\u7d04\u7968\u306b\u51fa\u3055\u305a\u3001`quote_mismatch` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001\u8a18\u8f09\u306e\u8584\u3055\u3092\u898f\u5247\u3067\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002**\n\n| \u5370 | \u4ed8\u3051\u308b\u6761\u4ef6 |\n|:--|:--|\n| `ok` | \u95a2\u4fc2\u304c\u66f8\u304b\u308c\u3001\u6839\u62e0\u306e\u3042\u308b\u8a55\u4fa1\u304c1\u3064\u4ee5\u4e0a\u3001\u30a8\u30d4\u30bd\u30fc\u30c9\u304c1\u3064\u4ee5\u4e0a\u3042\u308a\u3001\u5f15\u7528\u304c\u3059\u3079\u3066\u4e00\u81f4\u3057\u3001\u7f72\u540d\u304c\u3042\u308b |\n| `thin_letter` | \u30a8\u30d4\u30bd\u30fc\u30c9\u304c0\u4ef6\u3001\u307e\u305f\u306f\u6839\u62e0\u306e\u3042\u308b\u8a55\u4fa1\u304c0\u4ef6 |\n| `relationship_unclear` | \u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2\u304b\u671f\u9593\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044 |\n| `quote_mismatch` | \u5f15\u7528\u304c\u63a8\u85a6\u72b6\u306e\u6587\u3068\u4e00\u81f4\u3057\u306a\u3044\u9805\u76ee\u304c\u3042\u308b |\n| `unsigned` | \u7f72\u540d\u304c\u691c\u51fa\u3055\u308c\u306a\u3044\u3001\u307e\u305f\u306f\u30ec\u30bf\u30fc\u30d8\u30c3\u30c9\u304c\u7121\u3044 |\n| `needs_human` | \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u672c\u6587\u306b\u7121\u3044\u3001\u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046\u3001\u624b\u66f8\u304d\u3067\u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u884c\u304c\u591a\u3044 |\n\n**`thin_letter` \u306f\u3001\u51fa\u9858\u8005\u306b\u4e0d\u5229\u306a\u5370\u3068\u3057\u3066\u6271\u308f\u306a\u3044\u6c7a\u307e\u308a\u306b\u3057\u307e\u3059\u3002** \u63a8\u85a6\u72b6\u306e\u66f8\u304d\u65b9\u306f\u56fd\u3084\u5206\u91ce\u306e\u6163\u884c\u3067\u5927\u304d\u304f\u9055\u3044\u3001**\u77ed\u304f\u5f62\u5f0f\u7684\u306a\u63a8\u85a6\u72b6\u304c\u666e\u901a\u306e\u5730\u57df\u3082\u3042\u308a\u307e\u3059\u3002** \u5370\u306f\u300c\u8ffd\u52a0\u306e\u8cc7\u6599\u3092\u6c42\u3081\u308b\u304b\u3092\u691c\u8a0e\u3059\u308b\u300d\u6750\u6599\u3067\u3001\u8a55\u4fa1\u3092\u4e0b\u3052\u308b\u7406\u7531\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\uff08Amazon S3\uff09 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3068\u4fdd\u5b58\u306e\u901a\u77e5 | \u63a8\u85a6\u72b6\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 | \u9805\u76ee\u3054\u3068\u306e\u8981\u70b9\u306e\u6574\u7406\u3068\u5f15\u7528 |\n| \u51fa\u9858\u30b7\u30b9\u30c6\u30e0 | \u51fa\u9858\u306e\u60c5\u5831\u306e\u66f8\u304d\u51fa\u3057\u306e\u8aad\u307f\u53d6\u308a | \u51fa\u9858\u8005\u306e\u6c0f\u540d\u3068\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u3092\u5f15\u304f |\n| \u5be9\u67fb\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u78ba\u5b9a\u3057\u305f\u8981\u7d04\u7968\u306e\u66f8\u304d\u8fbc\u307f | \u62c5\u5f53\u8005\u304c\u78ba\u5b9a\u3057\u305f\u3082\u306e\u3060\u3051\u3092\u7f6e\u304f |\n\n**\u51fa\u9858\u30b7\u30b9\u30c6\u30e0\u3078\u306e\u66f8\u304d\u8fbc\u307f\u306f\u884c\u3044\u307e\u305b\u3093\u3002** \u8981\u7d04\u7968\u306f\u5be9\u67fb\u306e\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u7f6e\u304f\u3060\u3051\u3067\u3001**\u51fa\u9858\u306e\u72b6\u614b\u3084\u5408\u5426\u306b\u95a2\u308f\u308b\u30c7\u30fc\u30bf\u306b\u306f\u89e6\u308c\u307e\u305b\u3093\u3002**\n\n\u8981\u7d04\u7968\u306f\u3001\u51fa\u9858\u8005\u3054\u3068\u306e\u30d5\u30a9\u30eb\u30c0\u306b\u63a8\u85a6\u72b6\u306e\u539f\u6587\u3068\u4e26\u3079\u3066\u7f6e\u304d\u307e\u3059\u3002**\u6559\u54e1\u304c\u8981\u7d04\u7968\u306e\u5f15\u7528\u3092\u8aad\u3093\u3067\u6c17\u306b\u306a\u3063\u305f\u3089\u3001\u540c\u3058\u30d5\u30a9\u30eb\u30c0\u306e\u539f\u6587\u3092\u3059\u3050\u306b\u958b\u3051\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u8981\u7d04\u7968\u306b\u306f\u6587\u306e\u756a\u53f7\u3068\u30da\u30fc\u30b8\u3092\u8f09\u305b\u3001\u539f\u6587\u306e\u3069\u3053\u3092\u8aad\u3081\u3070\u3088\u3044\u304b\u304c\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u304c\u958b\u304f\u306e\u306f\u3001`ok` \u4ee5\u5916\u306e\u5370\u304c\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3067\u3059\u3002** `ok` \u306e\u8981\u7d04\u7968\u306f\u3001\u5f15\u7528\u3068\u4e26\u3079\u3066\u6d41\u3057\u898b\u307e\u3059\u3002\n\n1. **`needs_human` \u3092\u5148\u306b\u898b\u308b** \u2026 \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u7121\u3044\u3001\u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046\u3082\u306e\u306f\u3001**\u53d6\u308a\u9055\u3048\u304b\u3001\u63a8\u85a6\u8005\u306e\u4ea4\u4ee3\u304b\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u5148\u306b\u9032\u307f\u307e\u3059**\n2. **`quote_mismatch` \u306e\u9805\u76ee\u3092\u539f\u6587\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5f15\u7528\u304c\u4e00\u81f4\u3057\u306a\u304b\u3063\u305f\u9805\u76ee\u306f\u3001\u539f\u6587\u3092\u8aad\u3093\u3067\u76f4\u3059\u304b\u524a\u308a\u307e\u3059\n3. **`thin_letter` \u3068 `relationship_unclear` \u306b\u7406\u7531\u3092\u66f8\u304d\u6dfb\u3048\u308b** \u2026 \u5370\u306e\u7406\u7531\u3092\u305d\u306e\u307e\u307e\u8981\u7d04\u7968\u306b\u8f09\u305b\u3001**\u62c5\u5f53\u8005\u306e\u611f\u60f3\u306f\u66f8\u304d\u307e\u305b\u3093**\n4. **\u8981\u7d04\u7968\u3092\u78ba\u5b9a\u3057\u3066\u5be9\u67fb\u306b\u56de\u3059** \u2026 \u78ba\u5b9a\u3057\u305f\u4eba\u306e\u540d\u524d\u3092\u6b8b\u3057\u307e\u3059\n\n**3\u756a\u76ee\u306e\u6c7a\u307e\u308a\u3092\u5d29\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u62c5\u5f53\u8005\u304c\u300c\u8584\u3044\u300d\u306e\u7406\u7531\u306b\u81ea\u5206\u306e\u8aad\u307f\u3092\u66f8\u304d\u8db3\u3059\u3068\u3001**\u7b2c3\u7ae0\u306e\uff08c\uff09\u304c\u305d\u306e\u307e\u307e\u623b\u3063\u3066\u304d\u307e\u3059\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**\u63a8\u85a6\u8005\u306b\u89e3\u9664\u3057\u305f\u3082\u306e\u3092\u983c\u3080** |\n| \u82f1\u8a9e\u4ee5\u5916\u306e\u63a8\u85a6\u72b6 | \u8981\u7d04\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u539f\u6587\u3068\u8a33\u3092\u78ba\u304b\u3081\u308b |\n| \u51fa\u9858\u8005\u306e\u540d\u524d\u304c\u672c\u6587\u306b\u7121\u3044 | `needs_human`\u3002**\u5225\u306e\u51fa\u9858\u8005\u306e\u63a8\u85a6\u72b6\u304c\u4e0a\u304c\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b** |\n| \u63a8\u85a6\u8005\u304c\u767b\u9332\u3068\u9055\u3046 | `needs_human`\u3002\u51fa\u9858\u8005\u304b\u63a8\u85a6\u8005\u306b\u78ba\u304b\u3081\u308b |\n| \u624b\u66f8\u304d\u3067\u8aad\u307f\u53d6\u308a\u306e\u4fe1\u983c\u5ea6\u304c\u4f4e\u3044 | \u8981\u7d04\u306b\u56de\u3055\u305a\u3001\u62c5\u5f53\u8005\u304c\u539f\u6587\u3067\u8aad\u3080 |\n| \u63a8\u85a6\u72b6\u304c\u5dee\u3057\u66ff\u3048\u3089\u308c\u308b | \u65b0\u3057\u3044\u7248\u3067\u4f5c\u308a\u76f4\u3057\u3001\u53e4\u3044\u7248\u306e\u8981\u7d04\u7968\u3082\u6b8b\u3059 |\n| 1\u3064\u306ePDF\u306b\u8907\u6570\u306e\u63a8\u85a6\u72b6\u304c\u7db4\u3058\u3089\u308c\u3066\u3044\u308b | \u63a8\u85a6\u8005\u3054\u3068\u306b\u5206\u3051\u3089\u308c\u306a\u3051\u308c\u3070 `needs_human` |\n| \u63a8\u85a6\u72b6\u3067\u306f\u306a\u304f\u63a8\u85a6\u8005\u306e\u8a55\u4fa1\u30d5\u30a9\u30fc\u30e0\u3060\u3051\u304c\u4e0a\u304c\u308b | `document_type` \u3092\u898b\u3066\u3001\u8981\u7d04\u305b\u305a\u62c5\u5f53\u8005\u3078 |\n| \u30b8\u30e7\u30d6\u304c `FAILED` \u307e\u305f\u306f `PARTIAL_SUCCESS` | `StatusMessage` \u3068 `Warnings` \u306e\u30da\u30fc\u30b8\u756a\u53f7\u3092\u8a18\u9332\u3057\u3001\u305d\u306e\u30da\u30fc\u30b8\u3092\u4eba\u3078 |\n\n**\u4e0a\u304b\u30893\u884c\u76ee\u304c\u3001\u898b\u843d\u3068\u3059\u3068\u53d6\u308a\u8fd4\u3057\u306e\u3064\u304b\u306a\u3044\u5931\u6557\u3067\u3059\u3002** \u5225\u306e\u51fa\u9858\u8005\u306e\u63a8\u85a6\u72b6\u3067\u8981\u7d04\u7968\u3092\u4f5c\u308b\u3068\u3001**\u6559\u54e1\u306f\u9055\u3046\u4eba\u306e\u8a55\u4fa1\u3092\u8aad\u3093\u3067\u5be9\u67fb\u3057\u307e\u3059\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5143\u306e\u63a8\u85a6\u72b6\u3068\u3001\u53d7\u3051\u53d6\u3063\u305f\u65e5\u6642\u3001\u51fa\u9858\u756a\u53f7\u3001\u63a8\u85a6\u8005\u306e\u756a\u53f7\n- AWS Textract \u304c\u8fd4\u3057\u305fJSON\u306e\u5168\u6587\u3068\u3001\u6587\u3054\u3068\u306e\u756a\u53f7\u306e\u5bfe\u5fdc\n- Claude API \u304c\u8fd4\u3057\u305fJSON\n- \u5f15\u7528\u306e\u7167\u5408\u306e\u7d50\u679c\u3068\u3001**\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u8584\u3055\u306e\u898f\u5247\u306e\u7248**\n- **\u62c5\u5f53\u8005\u304c\u8981\u7d04\u7968\u3092\u76f4\u3057\u305f\u8a18\u9332** \u2026 \u3069\u306e\u9805\u76ee\u3092\u3001\u3069\u3046\u5909\u3048\u305f\u304b\u3001\u8ab0\u304c\u78ba\u5b9a\u3057\u305f\u304b\n- \u63a8\u85a6\u8005\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u3068\u3001\u5dee\u3057\u66ff\u3048\u306e\u8a18\u9332\n\n**\u4fdd\u5b58\u306e\u671f\u9593\u3068\u95b2\u89a7\u3067\u304d\u308b\u4eba\u3092\u3001\u5165\u8a66\u306e\u66f8\u985e\u306e\u6271\u3044\u306e\u6c7a\u307e\u308a\u306b\u5408\u308f\u305b\u307e\u3059\u3002** \u63a8\u85a6\u72b6\u3068\u8981\u7d04\u7968\u306f\u5be9\u67fb\u306e\u7d42\u4e86\u5f8c\u3082\u554f\u3044\u5408\u308f\u305b\u306b\u5099\u3048\u3066\u6b8b\u3057\u307e\u3059\u304c\u3001**\u6b8b\u3059\u671f\u9593\u3092\u904e\u304e\u305f\u3089\u3001\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u8981\u7d04\u7968\u3082\u3042\u308f\u305b\u3066\u6d88\u3057\u307e\u3059\u3002**","minimal_setup":"1. \u524d\u306e\u5165\u5b66\u6642\u671f\u306e\u63a8\u85a6\u72b6\u304b\u308920\u901a\u3092\u9078\u3076\uff08**\u30a8\u30d4\u30bd\u30fc\u30c9\u306e\u591a\u3044\u3082\u306e\u3001\u77ed\u304f\u5f62\u5f0f\u7684\u306a\u3082\u306e\u3001\u624b\u66f8\u304d\u306e\u3082\u306e\u3001\u6bd4\u8f03\u306e\u8a18\u8f09\u304c\u3042\u308b\u3082\u306e**\u3092\u5fc5\u305a\u5165\u308c\u308b\uff09\n2. \u51fa\u9858\u8005\u3068\u63a8\u85a6\u8005\u306e\u6c0f\u540d\u3092\u4f0f\u305b\u305f\u3046\u3048\u3067\u3001\u5b66\u5185\u3067\u5229\u7528\u304c\u8a8d\u3081\u3089\u308c\u305f\u751f\u6210AI\u306e\u753b\u9762\u306b1\u901a\u305a\u3064\u6e21\u3057\u3001\u300c\u3053\u306e\u63a8\u85a6\u72b6\u306b\u3064\u3044\u3066\u3001\u63a8\u85a6\u8005\u306e\u7acb\u5834\u3068\u51fa\u9858\u8005\u3068\u306e\u95a2\u4fc2\u3001\u8a55\u4fa1\u3068\u305d\u306e\u6839\u62e0\u3001\u5177\u4f53\u7684\u306a\u30a8\u30d4\u30bd\u30fc\u30c9\u3092\u3001\u305d\u308c\u305e\u308c\u6839\u62e0\u306b\u3057\u305f\u6587\u3092\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u8868\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3092\u66f8\u304d\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n3. \u51fa\u3066\u304d\u305f\u8868\u3092\u3001\u5f53\u6642\u306e\u62c5\u5f53\u8005\u306e\u66f8\u304d\u51fa\u3057\u3068\u898b\u6bd4\u3079\u308b\n4. \u8868\u306e\u5f15\u7528\u304c\u3001\u63a8\u85a6\u72b6\u306b\u4e00\u5b57\u4e00\u53e5\u305d\u306e\u307e\u307e\u5b58\u5728\u3059\u308b\u304b\u30921\u3064\u305a\u3064\u78ba\u304b\u3081\u308b\n\n**20\u901a\u306f\u5fc5\u305a\u3084\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u4ed5\u7d44\u307f\u3092\u7d44\u3080\u524d\u306b\u3001**\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3092\u66f8\u304d\u8db3\u3055\u306a\u3044\u304b\u3001\u5f15\u7528\u3092\u8a00\u3044\u63db\u3048\u306a\u3044\u304b**\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u9805\u76ee\u3054\u3068\u306b\u539f\u6587\u3069\u304a\u308a\u306e\u5f15\u7528\u304c\u4ed8\u3044\u305f | **OCR\u306eAPI\u3068\u7167\u5408\u306e\u51e6\u7406\u306b\u9032\u3080** |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u80fd\u529b\u3092\u8981\u7d04\u306b\u8db3\u3057\u305f | \u6307\u793a\u3067\u7981\u3058\u3001\u5f15\u7528\u306e\u7167\u5408\u3067\u843d\u3068\u3059\u3002**\u76f4\u308b\u307e\u3067\u5148\u306b\u9032\u307e\u306a\u3044** |\n| \u5f15\u7528\u3092\u5c11\u3057\u8a00\u3044\u63db\u3048\u305f | \u539f\u6587\u3092\u5909\u3048\u306a\u3044\u6307\u793a\u3092\u8db3\u3059\u3002**\u69cb\u6210\u306f\u6709\u52b9** |","minimal_setup_short":"\u63a8\u85a6\u72b6\u3092\u624b\u3067AI\u306e\u753b\u9762\u306b\u6e21\u3057\u3001\u9805\u76ee\u3092\u8868\u306b\u3055\u305b\u308b \uff0f 1\u901a\u3054\u3068\u306e\u8981\u70b9\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0b\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u3092\u8d77\u70b9\u306b AWS Textract \u3067\u8aad\u307f\u3001\u5f15\u7528\u4ed8\u304d\u3067\u8981\u7d04\u7968\u3092\u4f5c\u308a\u3001\u5f15\u7528\u306e\u7167\u5408\u3068\u8584\u3055\u306e\u5370\u3092\u4ed8\u3051\u308b \uff0f \u8aad\u307f\u53d6\u308a\u3001\u8981\u70b9\u306e\u6574\u7406\u3001\u5f15\u7528\u306e\u7167\u5408\u3001\u5370\u306e\u4ed8\u4e0e","full_setup":"\u4e0a\u8a18\uff0b\u51fa\u9858\u8005\u3054\u3068\u306b\u8907\u6570\u306e\u63a8\u85a6\u72b6\u306e\u8981\u7d04\u7968\u30921\u679a\u306b\u307e\u3068\u3081\u3001\u63a8\u85a6\u72b6\u306e\u901a\u6570\u306e\u4e0d\u8db3\u3092\u51fa\u9858\u8005\u306b\u77e5\u3089\u305b\u308b\u4e0b\u66f8\u304d\u3092\u4f5c\u308b \uff0f \u51fa\u9858\u8005\u3054\u3068\u306e\u96c6\u7d04\u3068\u3001\u4e0d\u8db3\u306e\u9023\u7d61\u306e\u4e0b\u66f8\u304d\u307e\u3067","level_note":"**\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u306f\u534a\u81ea\u52d5\u5316\u3067\u3059\u3002** \u8aad\u307f\u53d6\u308a\u3068\u8981\u7d04\u7968\u306e\u4e0b\u66f8\u304d\u304c\u81ea\u52d5\u306b\u306a\u308a\u3001\u62c5\u5f53\u8005\u306f\u5370\u306e\u4ed8\u3044\u305f\u63a8\u85a6\u72b6\u3092\u78ba\u304b\u3081\u3066\u78ba\u5b9a\u3057\u307e\u3059\u3002**1\u901a15\u5206\u304c6\u5206\u306b\u306a\u308b\u306e\u306f\u3053\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u672c\u683c\u69cb\u6210\u3067\u8db3\u3059\u306e\u306f\u3001\u51fa\u9858\u8005\u3054\u3068\u306e\u307e\u3068\u3081\u3067\u3059\u3002** \u305f\u3060\u3057\u3001\u8907\u6570\u306e\u63a8\u85a6\u72b6\u3092\u4e26\u3079\u3066\u3082**\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3059\u308b\u6587\u306f\u4f5c\u308a\u307e\u305b\u3093\u3002** \u6bb5\u968e\u3092\u98db\u3070\u3055\u305a\u3001\u534a\u81ea\u52d5\u5316\u306e\u9593\u306b\u8584\u3055\u306e\u898f\u5247\u3092\u6559\u54e1\u3068\u898b\u76f4\u3057\u3066\u304a\u304d\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u304c\u8981\u7d04\u306b\u6df7\u3056\u308b | **\u5f15\u7528\u3092\u5fc5\u9808\u306b\u3057\u3001\u7167\u5408\u3067\u304d\u306a\u3044\u9805\u76ee\u306f\u51fa\u3055\u306a\u3044** |\n| \u5f15\u7528\u304c\u539f\u6587\u3068\u5c11\u3057\u305a\u3064\u9055\u3046 | \u6587\u306e\u756a\u53f7\u3067\u7167\u5408\u3057\u3001\u539f\u6587\u3092\u5909\u3048\u306a\u3044\u6307\u793a\u3092\u660e\u8a18\u3059\u308b |\n| \u63a7\u3048\u3081\u306a\u8868\u73fe\u304c\u65e5\u672c\u8a9e\u3067\u5f37\u304f\u306a\u308b | `strength_phrases` \u306b\u539f\u6587\u306e\u8a00\u3044\u56de\u3057\u3092\u6b8b\u3059 |\n| \u77ed\u3044\u63a8\u85a6\u72b6\u306b\u4e0d\u5229\u306a\u5370\u304c\u4ed8\u304f | **`thin_letter` \u306f\u8a55\u4fa1\u3092\u4e0b\u3052\u308b\u7406\u7531\u306b\u3057\u306a\u3044\u6c7a\u307e\u308a\u3092\u5148\u306b\u4f5c\u308b** |\n| \u5225\u306e\u51fa\u9858\u8005\u306e\u63a8\u85a6\u72b6\u304c\u6df7\u3056\u308b | \u672c\u6587\u306e\u51fa\u9858\u8005\u306e\u540d\u524d\u3092\u78ba\u304b\u3081\u3001\u7121\u3051\u308c\u3070\u4eba\u3078 |\n| \u624b\u66f8\u304d\u306e\u63a8\u85a6\u72b6\u3092\u8aa4\u3063\u3066\u8981\u7d04\u3059\u308b | \u4fe1\u983c\u5ea6\u306e\u4f4e\u3044\u884c\u304c\u591a\u3051\u308c\u3070\u539f\u6587\u3067\u8aad\u3080 |\n| \u82f1\u8a33\u4ed8\u304d\u306e\u63a8\u85a6\u72b6\u3092\u8a33\u3060\u3051\u3067\u8981\u7d04\u3059\u308b | \u82f1\u8a9e\u4ee5\u5916\u306e\u539f\u6587\u304c\u3042\u308b\u3082\u306e\u306f\u4eba\u3078 |\n| \u62c5\u5f53\u8005\u304c\u5370\u306e\u7406\u7531\u306b\u611f\u60f3\u3092\u66f8\u304d\u8db3\u3059 | \u5370\u306e\u7406\u7531\u3060\u3051\u3092\u8f09\u305b\u308b\u6c7a\u307e\u308a\u306b\u3059\u308b |\n| \u672c\u6587\u306e\u9014\u4e2d\u306e\u66f8\u304d\u8fbc\u307f\u3092\u7f72\u540d\u3068\u3057\u3066\u6570\u3048\u308b | \u7d50\u3073\u306e\u6bb5\u843d\u306e\u8fd1\u304f\u306e\u7f72\u540d\u3060\u3051\u3092\u6570\u3048\u308b |\n| \u5dee\u3057\u66ff\u3048\u524d\u306e\u8981\u7d04\u7968\u304c\u5be9\u67fb\u306b\u56de\u308b | \u7248\u3092\u51fa\u9858\u756a\u53f7\u3068\u63a8\u85a6\u8005\u306e\u756a\u53f7\u3067\u7ba1\u7406\u3057\u3001\u6700\u65b0\u3060\u3051\u3092\u7f6e\u304f |\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\u3001\u63a8\u85a6\u8005\u304c\u66f8\u3044\u3066\u3044\u306a\u3044\u3053\u3068\u3092\u8981\u7d04\u7968\u306b\u8f09\u305b\u3066\u3057\u307e\u3046\u5931\u6557\u3067\u3059\u3002**\u6839\u62e0\u306e\u6587\u3092\u539f\u6587\u306e\u307e\u307e\u5199\u3055\u305b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u7167\u3089\u3059\u8a2d\u8a08\u3067\u5b88\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u51fa\u9858\u8005\u306e\u6c0f\u540d\u3068\u5b66\u696d\u30fb\u7814\u7a76\u306b\u95a2\u3059\u308b\u8a55\u4fa1\u3001\u63a8\u85a6\u8005\u306e\u6c0f\u540d\u3068\u6240\u5c5e\u3001\u63a8\u85a6\u8005\u304c\u66f8\u3044\u305f\u51fa\u9858\u8005\u306e\u4eba\u67c4\u3084\u5bb6\u5ead\u306e\u4e8b\u60c5\u306b\u95a2\u3059\u308b\u8a18\u8f09\u3067\u3059\u3002**\u51fa\u9858\u8005\u672c\u4eba\u304c\u898b\u3089\u308c\u306a\u3044\u524d\u63d0\u3067\u66f8\u304b\u308c\u305f\u3001\u975e\u5e38\u306b\u6a5f\u5fae\u306a\u500b\u4eba\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5916\u90e8\u3078\u6e21\u3059\u7bc4\u56f2\u3092\u3001\u6574\u7406\u306b\u5fc5\u8981\u306a\u3082\u306e\u306b\u9650\u308b** \u2026 \u751f\u6210AI\u306b\u6e21\u3059\u306e\u306f\u63a8\u85a6\u72b6\u306e\u8aad\u307f\u53d6\u308a\u7d50\u679c\u3068\u3001\u51fa\u9858\u8005\u306e\u6c0f\u540d\u3001\u767b\u9332\u3055\u308c\u305f\u63a8\u85a6\u8005\u306e\u540d\u524d\u3060\u3051\u3067\u3059\u3002**\u6210\u7e3e\u3001\u4ed6\u306e\u66f8\u985e\u3001\u51fa\u9858\u8005\u306e\u56fd\u7c4d\u3084\u5e74\u9f62\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3055\u305b\u306a\u3044** \u2026 \u70b9\u6570\u30fb\u9806\u4f4d\u30fb\u5408\u5426\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3055\u306a\u3044\u8a2d\u8a08\u306b\u3057\u3001**\u8981\u7d04\u7968\u306b\u3082\u305d\u306e\u6b04\u3092\u4f5c\u308a\u307e\u305b\u3093**\n3. **\u8584\u3055\u306e\u5370\u3092\u4e0d\u5229\u306a\u6271\u3044\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u63a8\u85a6\u72b6\u306e\u66f8\u304d\u65b9\u306f\u56fd\u3068\u5206\u91ce\u306e\u6163\u884c\u3067\u9055\u3044\u307e\u3059\u3002**\u5370\u306f\u8ffd\u52a0\u306e\u8cc7\u6599\u3092\u6c42\u3081\u308b\u304b\u306e\u6750\u6599\u3067\u3001\u8a55\u4fa1\u306e\u6750\u6599\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u5be9\u67fb\u62c5\u5f53\u306b\u4f1d\u3048\u3066\u304a\u304d\u307e\u3059**\n4. **\u51fa\u9858\u8005\u3078\u306e\u8aac\u660e\u3092\u7528\u610f\u3059\u308b** \u2026 \u51fa\u9858\u66f8\u985e\u306e\u51e6\u7406\u306b\u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u3046\u3053\u3068\u3092\u3001**\u52df\u96c6\u8981\u9805\u3084\u500b\u4eba\u60c5\u5831\u306e\u53d6\u6271\u3044\u306e\u6848\u5185\u3067\u793a\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u672a\u6210\u5e74\u306e\u51fa\u9858\u8005\u304c\u3044\u308b\u8ab2\u7a0b\u3067\u306f\u3001\u6271\u3044\u3092\u5927\u5b66\u306e\u500b\u4eba\u60c5\u5831\u306e\u62c5\u5f53\u3068\u6c7a\u3081\u307e\u3059\n5. **\u898b\u3089\u308c\u308b\u4eba\u3092\u9650\u308b** \u2026 \u63a8\u85a6\u72b6\u3068\u8981\u7d04\u7968\u3092\u958b\u3051\u308b\u306e\u306f\u5165\u8a66\u8ab2\u306e\u62c5\u5f53\u8005\u3068\u3001\u305d\u306e\u51fa\u9858\u3092\u5be9\u67fb\u3059\u308b\u6559\u54e1\u3060\u3051\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u63a8\u85a6\u8005\u304c\u66f8\u3044\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3067\u5be9\u67fb\u3055\u308c\u308b\u3053\u3068\u3068\u3001\u5225\u306e\u4eba\u306e\u63a8\u85a6\u72b6\u3067\u5be9\u67fb\u3055\u308c\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u5f15\u7528\u306e\u7121\u3044\u8981\u7d04\u304b\u3089\u3001\u5f8c\u8005\u306f\u53d6\u308a\u9055\u3048\u304b\u3089\u8d77\u304d\u308b\u306e\u3067\u3001**\u5f15\u7528\u306e\u7167\u5408\u3068\u540d\u524d\u306e\u78ba\u8a8d\u306e2\u3064\u3092\u5916\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002**","recommended_for":"\u82f1\u8a9e\u3067\u5b66\u4f4d\u3092\u53d6\u308c\u308b\u8ab2\u7a0b\u3084\u5927\u5b66\u9662\u3092\u6301\u3061\u3001\u7559\u5b66\u751f\u30fb\u6d77\u5916\u304b\u3089\u306e\u51fa\u9858\u3092\u5e74\u306b\u8907\u6570\u56de\u306e\u5165\u5b66\u6642\u671f\u306b\u5206\u3051\u3066\u53d7\u3051\u4ed8\u3051\u3066\u3044\u308b\u5927\u5b66\u30fb\u5927\u5b66\u9662\u3002\u51fa\u98581\u4ef6\u306b\u82f1\u6587\u306e\u63a8\u85a6\u72b6\u304c2\u301c3\u901a\u4ed8\u304d\u3001\u5165\u8a66\u8ab2\u306e\u8077\u54e1\u304c\u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u306e\u305f\u3081\u306b\u63a8\u85a6\u72b6\u306e\u8981\u70b9\u3092\u624b\u3067\u66f8\u304d\u51fa\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u63a8\u85a6\u72b6\u306e\u8aad\u307f\u65b9\u304c\u5be9\u67fb\u62c5\u5f53\u3054\u3068\u306b\u9055\u3044\u3001\u8a18\u8f09\u306e\u8584\u3044\u63a8\u85a6\u72b6\u3092\u8ab0\u304c\u3069\u3046\u6271\u3046\u304b\u304c\u6c7a\u307e\u3063\u3066\u3044\u306a\u3044\u5834\u5408\u3002","not_recommended_for":"\u63a8\u85a6\u72b6\u304c\u65e5\u672c\u8a9e\u30fb\u4e2d\u56fd\u8a9e\u30fb\u97d3\u56fd\u8a9e\u306a\u3069\u3067\u5c4a\u304f\u51fa\u9858\u304c\u4e2d\u5fc3\u306e\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306eOCR\u306f\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3057\u304b\u8aad\u3081\u305a\u3001\u8cea\u554f\uff08Queries\uff09\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u304c\u5bfe\u8c61\u3067\u3059\uff09\u3002\u51fa\u9858\u304c\u5e74\u306b1\u56de\u306e\u5165\u8a66\u306e\u6642\u671f\u306b\u96c6\u4e2d\u3057\u3001\u6bce\u6708\u306e\u696d\u52d9\u306b\u306a\u3089\u306a\u3044\u5834\u5408\u3002\u63a8\u85a6\u72b6\u3092\u5be9\u67fb\u306e\u5bfe\u8c61\u306b\u3057\u3066\u3044\u306a\u3044\u8ab2\u7a0b\u3002\u306a\u304a\u3001\u51fa\u9858\u8005\u3092\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3001\u5408\u5426\u3092\u6c7a\u3081\u308b\u3053\u3068\u3001\u63a8\u85a6\u72b6\u304c\u672c\u7269\u304b\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u8981\u7d04\u7968\u306e\u9805\u76ee\u3068\u8584\u3055\u306e\u898f\u5247\u3092\u6c7a\u3081\u308b**\n\n\u7814\u7a76\u79d1\u306e\u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u3068\u3001\u8981\u7d04\u7968\u306e\u9805\u76ee\u3001\u30a8\u30d4\u30bd\u30fc\u30c9\u3068\u3057\u3066\u6570\u3048\u308b\u3082\u306e\u306e\u57fa\u6e96\u3001\u8584\u3055\u306e\u5370\u306e\u898f\u5247\u3092\u6c7a\u3081\u307e\u3059\u3002**\u3042\u308f\u305b\u3066\u3001`thin_letter` \u3092\u8a55\u4fa1\u3092\u4e0b\u3052\u308b\u7406\u7531\u306b\u3057\u306a\u3044\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a20\u901a\u3067\u8a66\u3059**\n\n\u524d\u306e\u5165\u5b66\u6642\u671f\u306e\u63a8\u85a6\u72b6\u304b\u308920\u901a\u3092\u9078\u3073\u3001\u6c0f\u540d\u3092\u4f0f\u305b\u3066\u751f\u6210AI\u306e\u753b\u9762\u3067\u8868\u306b\u3055\u305b\u307e\u3059\u3002**\u5f15\u7528\u304c\u539f\u6587\u3068\u4e00\u5b57\u4e00\u53e5\u4e00\u81f4\u3059\u308b\u304b\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u8a55\u4fa1\u3092\u8db3\u3055\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u500b\u4eba\u60c5\u5831\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b**\n\n\u5916\u90e8\u306e\u30b5\u30fc\u30d3\u30b9\u306b\u6e21\u3059\u7bc4\u56f2\u3001\u6b8b\u3059\u671f\u9593\u3001\u95b2\u89a7\u3067\u304d\u308b\u4eba\u3092\u3001\u5927\u5b66\u306e\u500b\u4eba\u60c5\u5831\u306e\u62c5\u5f53\u3068\u6c7a\u3081\u3001**\u52df\u96c6\u8981\u9805\u306e\u6848\u5185\u306e\u6587\u8a00\u3092\u898b\u76f4\u3057\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u53d7\u4ed8\u30d5\u30a9\u30eb\u30c0\u304b\u3089\u8981\u7d04\u7968\u307e\u3067\u3092\u3064\u306a\u3050**\n\nS3\u3001Lambda\u3001Textract\u3001Claude API\u3001Python \u306e\u7167\u5408\u3092\u3064\u306a\u304e\u3001\u8981\u7d04\u7968\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308b\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u5927\u5b66\u9662\u306e\u7814\u7a76\u79d11\u3064\u306e\u63a8\u85a6\u72b6\u3060\u3051\u3092\u5bfe\u8c61\u306b\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5bfe\u8c61\u3092\u82f1\u8a9e\u306e\u8ab2\u7a0b\u306e\u3059\u3079\u3066\u306b\u5e83\u3052\u3001`quote_mismatch` \u3068 `thin_letter` \u306e\u4ef6\u6570\u3092\u6bce\u9031\u6570\u3048\u3066\u3001\u6307\u793a\u3068\u898f\u5247\u3092\u76f4\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u51fa\u9858\u8005\u3054\u3068\u306e\u307e\u3068\u3081\u3092\u8db3\u3057\u30011\u901a15\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u6559\u54e1\u304b\u3089\u300c\u3053\u306e\u8981\u7d04\u306f\u3069\u3053\u306b\u66f8\u3044\u3066\u3042\u308b\u306e\u304b\u300d\u3068\u805e\u304b\u308c\u306a\u304f\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0664","UC-0447","UC-0614","UC-0691"],"related_articles":[{"id":5842,"slug":"mail-ai-yoyaku-taio","title":"\u5192\u982d\u6587\u306f\u3082\u3046\u8aad\u307e\u308c\u3066\u3044\u306a\u3044\uff5cAI\u306e\u8981\u7d04\u306b\u8010\u3048\u308b\u672c\u6587"},{"id":7311,"slug":"ai-yoyaku-ochiru-joho","title":"AI\u306e\u8981\u7d04\u306f\u8aad\u3093\u3060\u3053\u3068\u306b\u306a\u3089\u306a\u3044\uff5c\u843d\u3061\u308b\u60c5\u5831\u306e\u898b\u3064\u3051\u65b9"},{"id":6940,"slug":"ai-browser-site-taio","title":"\u30b5\u30a4\u30c8\u306fAI\u30d6\u30e9\u30a6\u30b6\u306b\u3069\u3046\u8aad\u307e\u308c\u308b\uff1f\uff5c\u8981\u7d04\u3055\u308c\u308b\u524d\u63d0\u306e\u4f5c\u308a"}],"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\u306fPDF1\u30da\u30fc\u30b8\u30fb10MB\u3001\u975e\u540c\u671f\u306fPDF\u3068TIFF\u3067500MB\u30fb3,000\u30da\u30fc\u30b8\u3067\u3042\u308b\u3053\u3068\u3002PDF\u306f\u30d1\u30b9\u30ef\u30fc\u30c9\u3067\u4fdd\u8b77\u3067\u304d\u306a\u3044\u3053\u3068\u3002\u5bfe\u5fdc\u8a00\u8a9e\u304c\u82f1\u8a9e\u3001\u30d5\u30e9\u30f3\u30b9\u8a9e\u3001\u30c9\u30a4\u30c4\u8a9e\u3001\u30a4\u30bf\u30ea\u30a2\u8a9e\u3001\u30dd\u30eb\u30c8\u30ac\u30eb\u8a9e\u3001\u30b9\u30da\u30a4\u30f3\u8a9e\u3067\u3001\u8cea\u554f\u306e\u691c\u51fa\u306f\u82f1\u8a9e\u306e\u6587\u66f8\u3060\u3051\u3067\u3042\u308b\u3053\u3068\u3002\u624b\u66f8\u304d\u306e\u8a8d\u8b58\u306f\u82f1\u8a9e\u306e\u307f\u3067\u3042\u308b\u3053\u3068 | [AWS: Set Quotas in Amazon Textract](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/limits-document.html) | 2026-10-08 |\n| StartDocumentAnalysis \u306e `FeatureTypes`\uff08TABLES\uff0fFORMS\uff0fQUERIES\uff0fSIGNATURES\uff0fLAYOUT\uff09\u3001`QueriesConfig`\u3001`ClientRequestToken`\u3001`JobTag`\u3001`NotificationChannel` \u3067 Amazon SNS \u306b\u5b8c\u4e86\u3092\u901a\u77e5\u3059\u308b\u3053\u3068 | [AWS: StartDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_StartDocumentAnalysis.html) | 2026-10-08 |\n| GetDocumentAnalysis \u306e `JobStatus`\uff08SUCCEEDED\uff0fFAILED\uff0fPARTIAL_SUCCESS \u307b\u304b\uff09\u3001`MaxResults`\uff08\u6700\u59271,000\uff09\u3068 `NextToken`\u3001`StatusMessage`\u3001`Warnings` | [AWS: GetDocumentAnalysis](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_GetDocumentAnalysis.html) | 2026-10-08 |\n| SIGNATURE \u30d6\u30ed\u30c3\u30af\u304c\u7f72\u540d\u306e\u4f4d\u7f6e\u3068\u4fe1\u983c\u5ea6\u3092\u8fd4\u3059\u3053\u3068\u3002`TextType` \u304c HANDWRITING\uff0fPRINTED \u3067\u3042\u308b\u3053\u3068\u3002LAYOUT_HEADER\u30fbLAYOUT_TEXT \u306a\u3069\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u306e\u7a2e\u985e | [AWS: Block](https:\/\/docs.aws.amazon.com\/textract\/latest\/APIReference\/API_Block.html) | 2026-10-08 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8\u304c\u30da\u30fc\u30b8\u4e0a\u7aef\u306e\u6587\u5b57\u3001\u672c\u6587\u306a\u3069\u306e\u8981\u7d20\u3092\u8aad\u3080\u9806\u306b\u4e26\u3079\u3066\u8fd4\u3059\u3053\u3068 | [AWS: Layout Response Objects](https:\/\/docs.aws.amazon.com\/textract\/latest\/dg\/layoutresponse.html) | 2026-10-08 |\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) | 2026-10-08 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u306b `json_schema` \u3092\u6307\u5b9a\u3057\u3066\u53d7\u3051\u53d6\u308c\u308b\u3053\u3068 | [Claude Docs: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-08 |\n\n**\u51fa\u9858\u8005\u306e\u8a55\u4fa1\u3068\u5408\u5426\u306f\u3001\u5be9\u67fb\u62c5\u5f53\u306e\u6559\u54e1\u304c\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u4ed5\u69d8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\u63a8\u85a6\u72b6\u3068\u8981\u7d04\u7968\u306e\u500b\u4eba\u60c5\u5831\u306e\u6271\u3044\u306f\u3001\u5927\u5b66\u306e\u898f\u7a0b\u3068\u500b\u4eba\u60c5\u5831\u306e\u62c5\u5f53\u306e\u5224\u65ad\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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