{"id":16288,"date":"2026-10-23T17:55:16","date_gmt":"2026-10-23T08:55:16","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-trademark-similar-name\/"},"modified":"2026-10-23T17:55:16","modified_gmt":"2026-10-23T08:55:16","slug":"opensearch-trademark-similar-name","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-trademark-similar-name\/","title":{"rendered":"\u77e5\u8ca1\u90e8\u304c\u65b0\u3057\u3044\u5546\u54c1\u540d\u306e\u5019\u88dc\u3092\u3001\u81ea\u793e\u3068\u4ed6\u793e\u306e\u767b\u9332\u5546\u6a19\u306e\u4e00\u89a7\u304b\u3089\u8aad\u307f\uff08\u79f0\u547c\uff09\u306e\u4f3c\u305f\u3082\u306e\u3092\u63a2\u3057\u3001\u4e00\u6b21\u8abf\u67fb\u306e\u5019\u88dc\u3092\u51fa\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u65b0\u3057\u3044\u5546\u54c1\u540d\u306e\u5019\u88dc\u304b\u3089\u81ea\u7136\u306a\u8aad\u307f\u3092\u6319\u3052\u3001\u6e05\u97f3\u3068\u6fc1\u97f3\u3001\u9577\u97f3\u306e\u6709\u7121\u306e\u3088\u3046\u306a\u805e\u304d\u9593\u9055\u3048\u3084\u3059\u3044\u9055\u3044\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u3001\u6307\u5b9a\u5546\u54c1\u306e\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u304c\u91cd\u306a\u308b\u767b\u9332\u5546\u6a19\u304b\u3089\u8aad\u307f\u306e\u8fd1\u3044\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u77e5\u8ca1\u90e8\u306f\u305d\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u5019\u88dc\u3092\u6c7a\u3081\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1715","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-23","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u9031\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u62c5\u5f53\u306e\u53d6\u308a\u8fbc\u307f\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u9031\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3092 S3 \u306b\u7f6e\u3044\u305f\u3053\u3068\u3067\u52d5\u304d\u307e\u3059\u3002**\u66f8\u304d\u51fa\u3059\u7bc4\u56f2\u306f\u3001\u81ea\u793e\u304c\u5546\u54c1\u3092\u51fa\u3059\u533a\u5206\u306e\u5546\u6a19\u306b\u9650\u308a\u307e\u3059\u3002** \u51fa\u9858\u4e2d\u306e\u3082\u306e\u3001\u767b\u9332\u306e\u3082\u306e\u3001\u6d88\u6ec5\u3057\u305f\u3082\u306e\uff08\u53c2\u8003\u306b\u6b8b\u3059\uff09\u3092\u72b6\u614b\u306e\u9805\u76ee\u3067\u5206\u3051\u307e\u3059\u3002\n\n\u62c5\u5f53\u306e\u30dc\u30bf\u30f3\u306f\u3001\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u306e\u5019\u88dc\u3092\u4e00\u89a7\u306e\u753b\u9762\u306b\u53d6\u308a\u8fbc\u3093\u3060\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u5019\u88dc\u30921\u4ef6\u305a\u3064\u3067\u306f\u306a\u304f\u3001\u4f9d\u983c\u3054\u3068\u306b\u307e\u3068\u3081\u3066\u6d41\u3057\u307e\u3059\u3002** \u540c\u3058\u5546\u54c1\u306e\u5019\u88dc\u306f\u540c\u3058\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3067\u63a2\u3059\u306e\u3067\u3001\u307e\u3068\u3081\u308b\u3068\u6761\u4ef6\u30921\u56de\u4f5c\u308c\u3070\u6e08\u307f\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5019\u88dc | \u5546\u54c1\u540d\u306e\u5019\u88dc\uff08\u7247\u4eee\u540d\u30fb\u82f1\u5b57\u30fb\u6f22\u5b57\uff09\u3001\u4f7f\u3046\u5546\u54c1\u3001\u767a\u58f2\u306e\u4e88\u5b9a\u306e\u6642\u671f | \u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0 |\n| \u5546\u6a19\u306e\u4e00\u89a7 | \u767b\u9332\u756a\u53f7\u30fb\u51fa\u9858\u756a\u53f7\u3001\u5546\u6a19\uff08\u6587\u5b57\uff09\u3001\u79f0\u547c\u3001\u533a\u5206\u3001\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3001\u6307\u5b9a\u5546\u54c1\u3001\u6a29\u5229\u8005\u3001\u72b6\u614b | \u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305fCSV |\n| \u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33 | \u81ea\u793e\u306e\u767b\u9332\u5546\u6a19\u30fb\u51fa\u9858\u4e2d\u306e\u5546\u6a19\u3001\u4f7f\u3063\u3066\u3044\u308b\u5546\u54c1 | \u77e5\u8ca1\u90e8\u306e\u8868\u8a08\u7b97 |\n| \u5546\u54c1\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868 | \u793e\u5185\u306e\u5546\u54c1\u306e\u5206\u3051\u65b9\uff08\u83d3\u5b50\u3001\u98f2\u6599\u3001\u6d17\u5264\u306a\u3069\uff09\u3068\u3001\u898b\u308b\u3079\u304d\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9 | \u77e5\u8ca1\u90e8\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u3044\u3061\u3070\u3093\u4e0b\u306e\u8868\u3067\u3059\u3002** \u7279\u8a31\u5e81\u306e\u985e\u4f3c\u5546\u54c1\u30fb\u5f79\u52d9\u5be9\u67fb\u57fa\u6e96\u306f\u3001\u985e\u4f3c\u95a2\u4fc2\u306b\u3042\u308b\u3068\u63a8\u5b9a\u3059\u308b\u5546\u54c1\u30fb\u5f79\u52d9\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3057\u3001**\u5404\u30b0\u30eb\u30fc\u30d7\u306b\u691c\u7d22\u306e\u305f\u3081\u306e\u7279\u5b9a\u306e\u30b3\u30fc\u30c9\u3092\u4ed8\u3051\u305f\u3082\u306e**\u3067\u3001\u5be9\u67fb\u5b98\u306e\u7d71\u4e00\u7684\u306a\u57fa\u6e96\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u884c\u306f\u56fd\u969b\u5206\u985e\u7b2c13-2026\u7248\u5bfe\u5fdc\u3067\u30012026\u5e741\u67081\u65e5\u4ee5\u964d\u306e\u51fa\u9858\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002**\u793e\u5185\u306e\u5546\u54c1\u306e\u5206\u3051\u65b9\u3054\u3068\u306b\u3001\u898b\u308b\u3079\u304d\u30b3\u30fc\u30c9\u3092\u77e5\u8ca1\u90e8\u304c\u6c7a\u3081\u3066\u8868\u306b\u3057\u307e\u3059\u3002**\n\n**\u79f0\u547c\u306e\u5217\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u53c2\u8003\u306e\u60c5\u5831\u3068\u3057\u3066\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u5217\u3067\u3059\u3002** \u5165\u3063\u3066\u3044\u306a\u3044\u5546\u6a19\u306f\u3001\u6b21\u306e\u524d\u51e6\u7406\u3067\u8aad\u307f\u3092\u4f5c\u308a\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8aad\u307f\u304c\u305d\u306e\u307e\u307e\u540c\u3058\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_exact` \u306b `term` |\n| \u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\u306e\u9055\u3044\u3060\u3051\u306e\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_loose` \u306b `match`\uff08ngram\u3001\u4e00\u81f4\u306e\u5272\u5408\u306e\u4e0b\u9650\u3064\u304d\uff09 |\n| 1\u301c2\u97f3\u9055\u3044\u306e\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_exact` \u306b `fuzzy` |\n| \u6bcd\u97f3\u306e\u4e26\u3073\u304c\u540c\u3058\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_vowel` \u306b `term` |\n| \u81ea\u793e\u306e\u5546\u6a19\u3068\u306e\u91cd\u306a\u308a | \u81ea\u793e\u306e\u7d22\u5f15 | \u4e0a\u3068\u540c\u3058\u63a2\u3057\u65b9 |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u7f6e\u304d\u63db\u3048\u306e\u7d44\u306f\u4e00\u90e8\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/tm_marks\n{\n  \"settings\": { \"index.max_ngram_diff\": 1,\n    \"analysis\": {\n      \"char_filter\": {\n        \"loose_map\": { \"type\": \"mapping\", \"mappings\": [\n          \"\u30fc => \", \"\u30c3 => \", \"\u30f4 => \u30d6\",\n          \"\u30ac => \u30ab\", \"\u30ae => \u30ad\", \"\u30b6 => \u30b5\", \"\u30c0 => \u30bf\", \"\u30d0 => \u30cf\", \"\u30d1 => \u30cf\",\n          \"\u30b7\u30e3 => \u30b5\", \"\u30b7\u30e5 => \u30b9\", \"\u30b7\u30e7 => \u30bd\", \"\u30ad\u30e3 => \u30ab\" ] },\n        \"vowel_map\": { \"type\": \"mapping\", \"mappings\": [\n          \"\u30ab => \u30a2\", \"\u30ad => \u30a4\", \"\u30af => \u30a6\", \"\u30b1 => \u30a8\", \"\u30b3 => \u30aa\",\n          \"\u30fc => \", \"\u30c3 => \", \"\u30f3 => \" ] }\n      },\n      \"tokenizer\": {\n        \"kana_2_3\": { \"type\": \"ngram\", \"min_gram\": 2, \"max_gram\": 3 }\n      },\n      \"analyzer\": {\n        \"loose\": { \"type\": \"custom\", \"char_filter\": [\"loose_map\"],\n                   \"tokenizer\": \"kana_2_3\" }\n      },\n      \"normalizer\": {\n        \"vowel\": { \"type\": \"custom\", \"char_filter\": [\"vowel_map\"] }\n      }\n  } },\n  \"mappings\": { \"properties\": {\n    \"mark_no\":       { \"type\": \"keyword\" },\n    \"mark_text\":     { \"type\": \"text\" },\n    \"reading_exact\": { \"type\": \"keyword\" },\n    \"reading_loose\": { \"type\": \"text\", \"analyzer\": \"loose\" },\n    \"reading_vowel\": { \"type\": \"keyword\", \"normalizer\": \"vowel\" },\n    \"group_codes\":   { \"type\": \"keyword\" },\n    \"classes\":       { \"type\": \"keyword\" },\n    \"holder\":        { \"type\": \"keyword\" },\n    \"status\":        { \"type\": \"keyword\" }\n  } }\n}\n```\n\n**`reading_loose` \u306f ngram \u30672\u301c3\u6587\u5b57\u306b\u5207\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001ngram \u306e\u5206\u304b\u3061\u66f8\u304d\u306f\u6307\u5b9a\u3057\u305f\u9577\u3055\u306e\u91cd\u306a\u308a\u5408\u3046\u6587\u5b57\u306e\u4e26\u3073\u3092\u4f5c\u308a\u3001`min_gram` \u3068 `max_gram` \u306e\u5dee\u306f\u7d22\u5f15\u306e\u8a2d\u5b9a `index.max_ngram_diff`\uff08\u65e2\u5b9a\u306f1\uff09\u307e\u3067\u3067\u3059\u3002**2\u30683\u306a\u3089\u65e2\u5b9a\u306e\u307e\u307e\u3067\u8db3\u308a\u307e\u3059\u3002** \u300c\u30eb\u30df\u30ca\u300d\u3092\u305d\u308d\u3048\u305f\u5f62\u306f\u300c\u30eb\u30df\u300d\u300c\u30df\u30ca\u300d\u300c\u30eb\u30df\u30ca\u300d\u306b\u306a\u308a\u3001\u300c\u30eb\u30df\u30fc\u30ca\u300d\u3082\u9577\u97f3\u304c\u6d88\u3048\u3066\u540c\u3058\u5f62\u306b\u306a\u308a\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/tm_marks\/_search\n{ \"query\": { \"bool\": {\n    \"filter\": [ { \"terms\": { \"group_codes\": [\"30A01\", \"30A02\"] } },\n                { \"terms\": { \"status\": [\"registered\", \"pending\"] } } ],\n    \"should\": [\n      { \"term\":  { \"reading_exact\": { \"value\": \"\u30eb\u30df\u30ca\", \"boost\": 4 } } },\n      { \"term\":  { \"reading_vowel\": { \"value\": \"\u30eb\u30df\u30ca\", \"boost\": 2 } } },\n      { \"fuzzy\": { \"reading_exact\": { \"value\": \"\u30eb\u30df\u30ca\", \"fuzziness\": 1,\n                                       \"prefix_length\": 1 } } },\n      { \"match\": { \"reading_loose\": { \"query\": \"\u30eb\u30df\u30ca\",\n                                      \"minimum_should_match\": \"70%\" } } } ],\n    \"minimum_should_match\": 1 } },\n  \"size\": 100 }\n```\n\n**\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306f `filter` \u306b\u7f6e\u304d\u307e\u3059\u3002** \u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u3001\u30b3\u30fc\u30c9\u306e\u91cd\u306a\u3089\u306a\u3044\u5546\u6a19\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002**\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u306f `should` \u306b\u4e26\u3079\u3001\u3069\u308c\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u5f8c\u3067\u8abf\u3079\u308b\u305f\u3081\u306b\u3001\u305d\u308d\u3048\u65b9\u3054\u3068\u306b\u540d\u524d\u3092\u4ed8\u3051\u3066\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**`term` \u306e\u5024\u306f\u3001\u691c\u7d22\u306e\u5074\u3067\u3082\u540c\u3058\u305d\u308d\u3048\u65b9\u3092\u901a\u308a\u307e\u3059\u3002** `reading_vowel` \u306f normalizer \u306a\u306e\u3067\u3001\u300c\u30eb\u30df\u30ca\u300d\u3068\u66f8\u3044\u3066\u63a2\u3057\u3066\u3082\u6bcd\u97f3\u306e\u5f62\u300c\u30a6\u30a4\u30a2\u300d\u3067\u5f15\u304b\u308c\u307e\u3059\u3002","preprocessing":"1. **\u8aad\u307f\u3092\u7247\u4eee\u540d\u306b\u305d\u308d\u3048\u308b** \u2026 \u5e73\u4eee\u540d\u306e\u79f0\u547c\u306f\u7247\u4eee\u540d\u306b\u3001\u534a\u89d2\u306e\u7247\u4eee\u540d\u306f\u5168\u89d2\u306b\u3057\u307e\u3059\n2. **\u8aad\u307f\u306e\u7121\u3044\u5546\u6a19\u306b\u8aad\u307f\u3092\u4f5c\u308b** \u2026 \u6f22\u5b57\u306e\u5546\u6a19\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\uff08`kuromoji_readingform`\uff09\u3067\u7247\u4eee\u540d\u306e\u8aad\u307f\u3092\u4f5c\u308a\u3001`reading_source` \u306b\u300c\u81ea\u52d5\u300d\u3068\u66f8\u304d\u307e\u3059\n3. **1\u3064\u306e\u5546\u6a19\u306b\u8aad\u307f\u304c\u8907\u6570\u3042\u308c\u3070\u3001\u3059\u3079\u3066\u6301\u3064** \u2026 \u79f0\u547c\u306e\u5217\u306b\u8907\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u914d\u5217\u306b\u3057\u307e\u3059\n4. **\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u914d\u5217\u306b\u3059\u308b** \u2026 \u6307\u5b9a\u5546\u54c1\u3054\u3068\u306e\u30b3\u30fc\u30c9\u30921\u3064\u306e\u914d\u5217\u306b\u307e\u3068\u3081\u307e\u3059\n5. **\u72b6\u614b\u3092\u305d\u308d\u3048\u308b** \u2026 \u51fa\u9858\u4e2d\u30fb\u767b\u9332\u30fb\u6d88\u6ec5\u30923\u3064\u306e\u5024\u306b\u3057\u307e\u3059\n6. **\u5019\u88dc\u306e\u8aad\u307f\u3092\u4f5c\u308b** \u2026 Claude \u3067\u3001\u5019\u88dc\u3054\u3068\u306b\u81ea\u7136\u306a\u8aad\u307f\u3068\u3001\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u307e\u3059\uff08\u6b21\u306e\u9805\uff09\n\n**2\u756a\u76ee\u306e\u8aad\u307f\u306f\u3001\u3042\u304f\u307e\u3067\u88dc\u3044\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\u306e\u30d5\u30a3\u30eb\u30bf\u306f\u3001kuromoji \u306e\u5206\u304b\u3061\u66f8\u304d\u304c\u6301\u3064\u8aad\u307f\u306e\u60c5\u5831\u3067\u5404\u8a9e\u3092\u7247\u4eee\u540d\uff08\u307e\u305f\u306f\u82f1\u5b57\uff09\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**\u8f9e\u66f8\u306e\u8aad\u307f\u306a\u306e\u3067\u3001\u5546\u6a19\u3068\u3057\u3066\u81ea\u7136\u306a\u8aad\u307f\u3068\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u3082\u3001\u81ea\u7136\u306b\u79f0\u547c\u3055\u308c\u308b\u3082\u306e\u3060\u3051\u304c\u751f\u3058\u3001\u4e0d\u81ea\u7136\u306a\u79f0\u547c\u306f\u751f\u3058\u306a\u3044\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u81ea\u52d5\u3067\u4f5c\u3063\u305f\u8aad\u307f\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u306b\u306f\u3001\u4e00\u89a7\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u8aad\u307f\u3092\u6319\u3052\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u9055\u3044\u3092\u66f8\u304d\u51fa\u3059\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u6319\u3052\u308b\uff08\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\uff09 | \u4e0d\u81ea\u7136\u306a\u8aad\u307f\u3092\u8db3\u3059\u3053\u3068 |\n| \u82f1\u5b57\u306e\u540d\u524d\u306e\u8aad\u307f\u3092\u3001\u30ed\u30fc\u30de\u5b57\u8aad\u307f\u3068\u82f1\u8a9e\u8aad\u307f\u3067\u6319\u3052\u308b | \u8aad\u307f\u30921\u3064\u306b\u6c7a\u3081\u308b\u3053\u3068 |\n| \u540d\u524d\u306e\u4e2d\u3067\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b | \u8981\u90e8\u304c\u3069\u3053\u304b\u306e\u5224\u65ad |\n| \u632f\u308a\u4eee\u540d\u304c\u3042\u308c\u3070\u3001\u632f\u308a\u4eee\u540d\u3068\u5b57\u305d\u306e\u3082\u306e\u306e\u8aad\u307f\u306e\u4e21\u65b9\u3092\u6319\u3052\u308b | \u632f\u308a\u4eee\u540d\u3060\u3051\u306b\u3059\u308b\u3053\u3068 |\n| \u8aad\u307f\u3092\u6319\u3052\u305f\u7406\u7531\u3092\u77ed\u304f\u66f8\u304f | \u985e\u4f3c\u3059\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad |\n\n**\u300c\u8aad\u307f\u30921\u3064\u306b\u6c7a\u3081\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u306f\u30012\u4ee5\u4e0a\u306e\u81ea\u7136\u306a\u79f0\u547c\u3092\u6301\u3064\u6587\u5b57\u306e\u5546\u6a19\u306f\u3001\u305d\u306e\u4e00\u65b9\u3092\u632f\u308a\u4eee\u540d\u3068\u3057\u3066\u4ed8\u3051\u3066\u3082\u3001\u4ed6\u306e\u4e00\u65b9\u306e\u79f0\u547c\u3082\u751f\u305a\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u8aad\u307f\u30921\u3064\u306b\u7d5e\u308b\u3068\u3001\u3082\u3046\u4e00\u65b9\u306e\u8aad\u307f\u3067\u8fd1\u3044\u5546\u6a19\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002**\n\n**\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b\u306e\u306f\u3001\u540d\u524d\u304c\u9577\u3044\u3068\u304d\u306e\u305f\u3081\u3067\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u306f\u3001\u5168\u4f53\u306e\u89b3\u5bdf\u3060\u3051\u3067\u306a\u304f\u3001\u69cb\u6210\u90e8\u5206\u306e\u4e00\u90e8\u3092\u4ed6\u4eba\u306e\u5546\u6a19\u3068\u6bd4\u3079\u3066\u5224\u65ad\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u30d7\u30c1\u30e2\u30a2\u30b7\u30e7\u30b3\u30e9\u300d\u306a\u3089\u300c\u30d7\u30c1\u30e2\u30a2\u300d\u3067\u3082\u63a2\u3057\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u3069\u3053\u3092\u8981\u90e8\u3068\u898b\u308b\u304b\u306e\u5224\u65ad\u306f\u3055\u305b\u305a\u3001\u63a2\u3059\u7bc4\u56f2\u3092\u5e83\u3052\u308b\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u30e1\u30fc\u30ab\u30fc\u306e\u77e5\u8ca1\u90e8\u3067\u3001\u5546\u54c1\u540d\u306e\u5019\u88dc\u306e\u4e00\u6b21\u8abf\u67fb\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u3001\u5148\u884c\u5546\u6a19\u3092\u63a2\u3059\u305f\u3081\u306e\u8aad\u307f\uff08\u79f0\u547c\uff09\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\u985e\u4f3c\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u767b\u9332\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u306f\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6319\u3052\u308b\u3082\u306e\u3011\n- readings: \u540d\u524d\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u3001\u7247\u4eee\u540d\u3067\u3059\u3079\u3066\u3002\n  \u82f1\u5b57\u306e\u540d\u524d\u306f\u3001\u30ed\u30fc\u30de\u5b57\u8aad\u307f\u3068\u82f1\u8a9e\u8aad\u307f\u306e\u4e21\u65b9\u304c\u81ea\u7136\u306a\u3089\u4e21\u65b9\n- parts: \u540d\u524d\u306e\u4e2d\u3067\u3001\u305d\u308c\u3060\u3051\u3067\u8aad\u307e\u308c\u3046\u308b\u307e\u3068\u307e\u308a\uff08\u8a9e\uff09\u3002\n  \u305d\u306e\u307e\u3068\u307e\u308a\u306e\u8aad\u307f\u3082\u7247\u4eee\u540d\u3067\n- notes: \u8aad\u307f\u3092\u6319\u3052\u305f\u7406\u7531\u30921\u884c\u305a\u3064\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u81ea\u7136\u306b\u8aad\u307e\u308c\u308b\u8aad\u307f\u3060\u3051\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6f22\u5b57\u306e\u97f3\u8aad\u307f\u3068\u8a13\u8aad\u307f\u3092\u6a5f\u68b0\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u305f\u4e0d\u81ea\u7136\u306a\u8aad\u307f\u306f\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u307f\u30921\u3064\u306b\u7d5e\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8ff7\u3046\u3082\u306e\u306f\u4e21\u65b9\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u632f\u308a\u4eee\u540d\u304c\u4ed8\u3044\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u632f\u308a\u4eee\u540d\u306e\u8aad\u307f\u3068\u3001\n  \u5b57\u305d\u306e\u3082\u306e\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u306e\u4e21\u65b9\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u6fc1\u70b9\u306f\u3001\u81ea\u7136\u306b\u8aad\u307e\u308c\u308b\u3068\u304a\u308a\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u305d\u308d\u3048\u308b\u51e6\u7406\u306f\u5225\u306e\u4ed5\u7d44\u307f\u3067\u884c\u3046\u306e\u3067\u3001\u81ea\u5206\u3067\u5916\u3057\u305f\u308a\u8db3\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u985e\u4f3c\u300d\u300c\u975e\u985e\u4f3c\u300d\u300c\u767b\u9332\u53ef\u80fd\u300d\u300c\u554f\u984c\u306a\u3057\u300d\u306a\u3069\u306e\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u533a\u5206\u3084\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5019\u88dc\u306e\u540d\u524d\u3011{candidate}\n\u3010\u632f\u308a\u4eee\u540d\uff08\u3042\u308c\u3070\uff09\u3011{furigana}\n```\n\n**\u300c\u305d\u308d\u3048\u308b\u51e6\u7406\u3092\u81ea\u5206\u3067\u3057\u306a\u3044\u300d\u3092\u660e\u8a18\u3059\u308b\u306e\u306f\u3001\u305d\u308d\u3048\u308b\u898f\u5247\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** AI\u304c\u300c\u30eb\u30df\u30fc\u30ca\u300d\u3092\u300c\u30eb\u30df\u30ca\u300d\u306b\u76f4\u3057\u3066\u8fd4\u3059\u3068\u3001\u7d22\u5f15\u306e\u305d\u308d\u3048\u65b9\u3068\u9055\u3046\u76f4\u3057\u65b9\u304c\u6df7\u3056\u308a\u3001**\u3069\u306e\u305d\u308d\u3048\u65b9\u3067\u5f53\u305f\u3063\u305f\u304b\u306e\u8a18\u9332\u304c\u610f\u5473\u3092\u6301\u305f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"candidate\": \"\",\n  \"readings\": [ { \"kana\": \"\", \"basis\": \"natural | romaji | english | furigana\" } ],\n  \"parts\": [ { \"text\": \"\", \"kana\": \"\" } ],\n  \"notes\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**`basis` \u3092 `enum` \u3067\u9589\u3058\u3001\u8aad\u307f\u306e\u51fa\u3069\u3053\u308d\u304c\u4e00\u89a7\u3067\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u5019\u88dc\u306e\u8aad\u307f | \u3069\u306e\u8aad\u307f\u30fb\u3069\u306e\u90e8\u5206\u3067\u63a2\u3057\u305f\u304b |\n| \u5f53\u305f\u3063\u305f\u5546\u6a19 | \u5546\u6a19\uff08\u6587\u5b57\uff09\u3001\u79f0\u547c\u3001\u767b\u9332\u756a\u53f7\u30fb\u51fa\u9858\u756a\u53f7\u3001\u72b6\u614b |\n| \u5f53\u305f\u308a\u65b9 | \u305d\u306e\u307e\u307e\uff0f\u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\uff0f1\u97f3\u9055\u3044\uff0f\u6bcd\u97f3\u306e\u4e26\u3073\uff0f\u81ea\u52d5\u306e\u8aad\u307f |\n| \u9055\u3044 | \u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u305f\u9055\u3044\uff08\u300c3\u97f3\u76ee\uff1a\u30c0\u2194\u30ca\u300d\u300c\u9577\u97f3\u306e\u6709\u7121\u300d\uff09 |\n| \u91cd\u306a\u308b\u30b3\u30fc\u30c9 | \u5019\u88dc\u306e\u5546\u54c1\u306e\u30b3\u30fc\u30c9\u3068\u3001\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u6307\u5b9a\u5546\u54c1\u306e\u30b3\u30fc\u30c9\u306e\u91cd\u306a\u308a |\n| \u6a29\u5229\u8005 | \u81ea\u793e\u304b\u4ed6\u793e\u304b |\n\n**\u300c\u9055\u3044\u300d\u306e\u5217\u306f\u3001AI\u3067\u306f\u306a\u304f\u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002** \u5019\u88dc\u306e\u8aad\u307f\u3068\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u8aad\u307f\u30921\u97f3\u305a\u3064\u6bd4\u3079\u3001\u6e05\u6fc1\u306e\u5dee\u3001\u9577\u97f3\u30fb\u4fc3\u97f3\u306e\u6709\u7121\u3001\u62d7\u97f3\u3068\u76f4\u97f3\u306e\u5dee\u3092\u540d\u524d\u3067\u66f8\u304d\u307e\u3059\u3002**\u62c5\u5f53\u304c\u5be9\u67fb\u57fa\u6e96\u306e\u4f8b\u3068\u898b\u6bd4\u3079\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3068\u7ba1\u7406\u53f0\u5e33\u306e\u7f6e\u304d\u5834 | \u7f6e\u304b\u308c\u305f\u3053\u3068\u3067 Lambda \u304c\u52d5\u304f |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u4ed6\u793e\u306e\u5546\u6a19\u306e\u7d22\u5f15\u3001\u81ea\u793e\u306e\u5546\u6a19\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u5019\u88dc\u306e\u8aad\u307f\u3068\u90e8\u5206 |\n| \u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0 | \u4f9d\u983c\u306e\u4e00\u89a7\u3092\u8aad\u3080\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5019\u88dc\u3068\u4f7f\u3046\u5546\u54c1 |\n| \u4e00\u89a7\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u5019\u88dc\u3054\u3068\u306e\u5f53\u305f\u3063\u305f\u5546\u6a19\u3001\u62c5\u5f53\u306e\u5370 |\n\n**\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u306f\u3001\u5f15\u304d\u7d9a\u304d\u4f7f\u3044\u307e\u3059\u3002** \u4e00\u89a7\u3067\u6c17\u306b\u306a\u3063\u305f\u5546\u6a19\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u3067\u6700\u65b0\u306e\u72b6\u614b\u3068\u516c\u5831\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u6bce\u9031\u306e\u66f8\u304d\u51fa\u3057\u306e\u9593\u306b\u72b6\u614b\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002**","human_review":"1. **\u5019\u88dc\u306e\u8aad\u307f\u3092\u898b\u308b** \u2026 Claude \u304c\u6319\u3052\u305f\u8aad\u307f\u306b\u3001\u629c\u3051\u3084\u4e0d\u81ea\u7136\u306a\u3082\u306e\u304c\u7121\u3044\u304b\u3092\u898b\u307e\u3059\u3002**\u8db3\u3057\u305f\u3044\u8aad\u307f\u304c\u3042\u308c\u3070\u3001\u753b\u9762\u3067\u8db3\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059**\n2. **\u5f53\u305f\u308a\u65b9\u306e\u9806\u306b\u898b\u308b** \u2026 \u300c\u305d\u306e\u307e\u307e\u300d\u304b\u3089\u9806\u306b\u3001\u300c\u6bcd\u97f3\u306e\u4e26\u3073\u300d\u306f\u6700\u5f8c\u306b\u898b\u307e\u3059\n3. **\u8fd1\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u300c\u8fd1\u3044\u300d\u300c\u3084\u3084\u8fd1\u3044\u300d\u300c\u9060\u3044\u300d\u306e\u5370\u3068\u3001\u7406\u7531\u30921\u884c\u3067\u66f8\u304d\u307e\u3059\n4. **\u672c\u8abf\u67fb\u306b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b** \u2026 \u300c\u8fd1\u3044\u300d\u304c1\u4ef6\u3067\u3082\u3042\u308c\u3070\u672c\u8abf\u67fb\u306b\u56de\u3059\u3001\u306e\u3088\u3046\u306b\u90e8\u306e\u6c7a\u307e\u308a\u3067\u6c7a\u3081\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aad\u307f\u304c\u629c\u3051\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8aad\u307f\u3067\u8fd1\u3044\u5546\u6a19\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002**\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u304c\u3069\u308c\u3060\u3051\u4e01\u5be7\u3067\u3082\u3001\u5165\u53e3\u306e\u8aad\u307f\u304c\u8db3\u308a\u306a\u3051\u308c\u3070\u62fe\u3048\u307e\u305b\u3093\u3002**\n\n**4\u756a\u76ee\u306e\u6c7a\u307e\u308a\u306f\u3001\u90e8\u3067\u6587\u66f8\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u62c5\u5f53\u3054\u3068\u306b\u300c\u3084\u3084\u8fd1\u3044\u300d\u306e\u6271\u3044\u304c\u9055\u3046\u3068\u3001\u4e00\u89a7\u304c\u305d\u308d\u3063\u3066\u3082\u672c\u8abf\u67fb\u306b\u56de\u3059\u4ef6\u6570\u304c\u305d\u308d\u3044\u307e\u305b\u3093\u3002**\u5370\u306e\u4ed8\u3051\u65b9\u3068\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u6761\u4ef6\u3092\u5148\u306b\u6c7a\u3081\u308b\u3053\u3068\u304c\u3001\u54c1\u8cea\u3092\u305d\u308d\u3048\u308b\u672c\u4f53\u3067\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u306e\u4f7f\u3046\u5546\u54c1\u304c\u5546\u54c1\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868\u306b\u7121\u3044 | \u691c\u7d22\u3092\u305b\u305a\u3001\u62c5\u5f53\u306b\u30b3\u30fc\u30c9\u3092\u9078\u3093\u3067\u3082\u3089\u3046 |\n| \u5f53\u305f\u3063\u305f\u5546\u6a19\u304c\u591a\u3059\u304e\u308b\uff08100\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u300c\u305d\u306e\u307e\u307e\u300d\u3068\u300c\u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\u300d\u3060\u3051\u3067\u4e26\u3079\u3001\u6b8b\u308a\u306f\u4ef6\u6570\u3060\u3051\u51fa\u3059 |\n| 1\u301c2\u97f3\u306e\u77ed\u3044\u8aad\u307f\u306e\u5019\u88dc | `fuzzy` \u3068\u6bcd\u97f3\u306e\u4e26\u3073\u306f\u4f7f\u308f\u306a\u3044\uff08\u307b\u307c\u5168\u4ef6\u306b\u5f53\u305f\u308b\uff09 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u62c5\u5f53\u304c\u8aad\u307f\u3092\u624b\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u56f3\u5f62\u3092\u542b\u3080\u5019\u88dc | \u6587\u5b57\u306e\u90e8\u5206\u3060\u3051\u3067\u63a2\u3057\u3001\u56f3\u5f62\u306f\u5bfe\u8c61\u5916\u3068\u4e00\u89a7\u306b\u66f8\u304f |\n| \u81ea\u52d5\u306e\u8aad\u307f\u3067\u3057\u304b\u5f53\u305f\u3089\u306a\u3044 | \u4e00\u89a7\u306b\u300c\u81ea\u52d5\u306e\u8aad\u307f\u300d\u3068\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u3067\u79f0\u547c\u3092\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u306f\u3001\u7de8\u96c6\u8ddd\u96e2\u306e\u6027\u8cea\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001fuzzy \u306e\u691c\u7d22\u306f\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u3001\u5e83\u3052\u308b\u6570\u306e\u65e2\u5b9a\u306f50\u3067\u3001**\u5148\u982d\u306e\u56fa\u5b9a\u306e\u6587\u5b57\u6570\uff08`prefix_length`\uff09\u304c0\u3060\u3068\u5e83\u3052\u308b\u6570\u304c\u5897\u3048\u3066\u91cd\u304f\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u30023\u97f3\u306e\u8aad\u307f\u30671\u97f3\u9055\u3044\u3092\u8a31\u3059\u3068\u3001\u307b\u3068\u3093\u3069\u306e3\u97f3\u306e\u5546\u6a19\u304c\u5f53\u305f\u308a\u307e\u3059\u3002","log_storage":"- \u5019\u88dc\u3054\u3068\u306e\u3001\u540d\u524d\u3001\u4f7f\u3046\u5546\u54c1\u3001Claude \u304c\u6319\u3052\u305f\u8aad\u307f\u3068\u90e8\u5206\u3001\u62c5\u5f53\u304c\u8db3\u3057\u305f\u8aad\u307f\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3001\u305d\u308d\u3048\u65b9\u3054\u3068\u306e\u554f\u3044\u5408\u308f\u305b\uff09\u3068\u3001\u5f53\u305f\u3063\u305f\u5546\u6a19\u3068\u5f53\u305f\u308a\u65b9\n- \u62c5\u5f53\u306e\u5370\u3068\u7406\u7531\u3001\u672c\u8abf\u67fb\u306b\u56de\u3057\u305f\u304b\n- \u672c\u8abf\u67fb\u306e\u7d50\u679c\uff08\u5f01\u7406\u58eb\u306e\u898b\u89e3\u306e\u8981\u65e8\uff09\n- \u53d6\u308a\u8fbc\u3093\u3060\u4e00\u89a7\u306e\u66f8\u304d\u51fa\u3057\u306e\u65e5\n\n**\u672c\u8abf\u67fb\u306e\u7d50\u679c\u3092\u6b8b\u3059\u306e\u306f\u3001\u4e00\u6b21\u8abf\u67fb\u306e\u5f15\u304d\u65b9\u3092\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u672c\u8abf\u67fb\u3067\u8fd1\u3044\u5546\u6a19\u304c\u898b\u3064\u304b\u308a\u3001\u4e00\u6b21\u8abf\u67fb\u306e\u4e00\u89a7\u306b\u7121\u304b\u3063\u305f\u306a\u3089\u3001**\u3069\u306e\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u304c\u8db3\u308a\u306a\u304b\u3063\u305f\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u9006\u306b\u3001\u4e00\u89a7\u3067\u300c\u8fd1\u3044\u300d\u3068\u5370\u3092\u4ed8\u3051\u305f\u306e\u306b\u672c\u8abf\u67fb\u3067\u554f\u984c\u304c\u7121\u304b\u3063\u305f\u7d44\u3082\u6b8b\u3057\u307e\u3059\u3002**\u305d\u308d\u3048\u3059\u304e\u3066\u3044\u308b\u7b87\u6240\u304c\u5206\u304b\u308a\u3001\u4e00\u89a7\u3092\u77ed\u304f\u3059\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":3,"assumption_frequency":160,"assumption_workdays":20,"volume_month":160,"before_minutes_per_case":30,"after_minutes_per_case":9,"hourly_cost":4000,"before_hours_month":80,"after_hours_month":24,"saved_hours_month":56,"reduction_rate":70,"saved_hours_year":672,"annual_cost_effect":2688000,"summary":"\u65b0\u3057\u3044\u5546\u54c1\u540d\u306e\u5019\u88dc\u304b\u3089\u81ea\u7136\u306a\u8aad\u307f\u3092\u6319\u3052\u3001\u6e05\u97f3\u3068\u6fc1\u97f3\u3001\u9577\u97f3\u306e\u6709\u7121\u306e\u3088\u3046\u306a\u805e\u304d\u9593\u9055\u3048\u3084\u3059\u3044\u9055\u3044\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u3001\u6307\u5b9a\u5546\u54c1\u306e\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u304c\u91cd\u306a\u308b\u767b\u9332\u5546\u6a19\u304b\u3089\u8aad\u307f\u306e\u8fd1\u3044\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u77e5\u8ca1\u90e8\u306f\u305d\u306e\u4e00\u89a7\u3092\u898b\u3066\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u5019\u88dc\u3092\u6c7a\u3081\u307e\u3059\u3002","before_flow":"1. \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u306e\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u3001\u5546\u54c1\u540d\u306e\u5019\u88dc\u3068\u3001\u4f7f\u3046\u5546\u54c1\uff08\u83d3\u5b50\u3001\u98f2\u6599\u3001\u6d17\u5264\u306a\u3069\uff09\u3092\u53d7\u3051\u53d6\u308b\n2. \u5019\u88dc\u3054\u3068\u306b\u3001\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u8003\u3048\u308b\uff08\u82f1\u5b57\u3084\u6f22\u5b57\u306e\u540d\u524d\u306f\u8aad\u307f\u304c\u8907\u6570\u306b\u306a\u308b\uff09\n3. \u4f7f\u3046\u5546\u54c1\u304b\u3089\u3001\u8abf\u3079\u308b\u533a\u5206\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u6c7a\u3081\u308b\n4. \u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u8aad\u307f\u3092\u305d\u306e\u307e\u307e\u3001\u8a9e\u5c3e\u3092\u5909\u3048\u3066\u3001\u6fc1\u70b9\u3092\u5916\u3057\u3066\u3001\u9577\u97f3\u3092\u5916\u3057\u3066\u3001\u3068\u4f55\u901a\u308a\u3082\u5f15\u304f\n5. \u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u6307\u5b9a\u5546\u54c1\u3068\u6a29\u5229\u8005\u3001\u51fa\u9858\u30fb\u767b\u9332\u306e\u72b6\u614b\u3092\u898b\u3066\u3001\u8fd1\u3044\u3082\u306e\u3092\u66f8\u304d\u51fa\u3059\n6. \u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\u3067\u3001\u81ea\u793e\u306e\u767b\u9332\u5546\u6a19\u3068\u91cd\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b\n7. \u5019\u88dc\u3054\u3068\u306b\u300c\u898b\u5f53\u305f\u3089\u306a\u3044\u300d\u300c\u8fd1\u3044\u3082\u306e\u3042\u308a\u300d\u3092\u307e\u3068\u3081\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u306b\u8fd4\u3059\n\n**\uff08a\uff09\u5f15\u304d\u65b9\u3067\u62fe\u3048\u308b\u3082\u306e\u304c\u5909\u308f\u308b\u3002** 4\u756a\u76ee\u3067\u4f55\u901a\u308a\u5f15\u304f\u304b\u306f\u62c5\u5f53\u6b21\u7b2c\u3067\u3059\u3002**\u6fc1\u70b9\u3092\u5916\u3057\u3066\u5f15\u304f\u62c5\u5f53\u3068\u5f15\u304b\u306a\u3044\u62c5\u5f53\u3067\u306f\u3001\u300c\u30d0\u30fc\u30c6\u30e9\u30c3\u30af\u30b9\u300d\u3068\u300c\u30d0\u30fc\u30c7\u30e9\u30c3\u30af\u30b9\u300d\u306e\u3088\u3046\u306a\u7d44\u3092\u62fe\u3048\u308b\u304b\u304c\u5206\u304b\u308c\u307e\u3059\u3002**\n\n**\uff08b\uff09\u540c\u3058\u8aad\u307f\u3092\u4f55\u5ea6\u3082\u5f15\u304f\u3002** \u4f3c\u305f\u8a9e\u5c3e\u306e\u5019\u88dc\u304c\u6bce\u6708\u51fa\u307e\u3059\u3002**\u5148\u6708\u3082\u5f15\u3044\u305f\u300c\u301c\u30e2\u30a2\u300d\u306e\u5148\u884c\u5546\u6a19\u3092\u3001\u4eca\u6708\u3082\u4e00\u304b\u3089\u5f15\u304d\u76f4\u3057\u307e\u3059\u3002**\n\n**\uff08c\uff09\u6307\u5b9a\u5546\u54c1\u306e\u78ba\u304b\u3081\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u5f53\u305f\u3063\u305f\u5546\u6a19\u304c\u4f55\u767e\u4ef6\u3042\u308b\u3068\u30011\u4ef6\u305a\u3064\u6307\u5b9a\u5546\u54c1\u3092\u898b\u3066\u3001\u4f7f\u3046\u5546\u54c1\u3068\u985e\u4f3c\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u95a2\u4fc2\u306e\u7121\u3044\u533a\u5206\u306e\u5546\u6a19\u3092\u898b\u3066\u3044\u308b\u6642\u9593\u304c\u9577\u3044\u3002**\n\n**\uff08d\uff09\u5019\u88dc\u304c\u5897\u3048\u308b\u6642\u671f\u306b\u8ffd\u3044\u3064\u304b\u306a\u3044\u3002** \u65b0\u5546\u54c1\u306e\u767a\u8868\u306e\u524d\u306f\u5019\u88dc\u304c\u4e00\u5ea6\u306b\u5c4a\u304d\u307e\u3059\u3002**\u5f15\u304d\u65b9\u3092\u7701\u3044\u305f\u4e00\u6b21\u8abf\u67fb\u306f\u3001\u672c\u8abf\u67fb\u3067\u8fd1\u3044\u5546\u6a19\u304c\u898b\u3064\u304b\u3063\u3066\u540d\u524d\u3092\u5dee\u3057\u66ff\u3048\u308b\u624b\u623b\u308a\u306b\u306a\u308a\u307e\u3059\u3002**","before_flow_steps":["\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u306e\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u304b\u3089\u3001\u5546\u54c1\u540d\u306e\u5019\u88dc\u3068\u3001\u4f7f\u3046\u5546\u54c1\uff08\u83d3\u5b50\u3001\u98f2\u6599\u3001\u6d17\u5264\u306a\u3069\uff09\u3092\u53d7\u3051\u53d6\u308b","\u5019\u88dc\u3054\u3068\u306b\u3001\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u8003\u3048\u308b\uff08\u82f1\u5b57\u3084\u6f22\u5b57\u306e\u540d\u524d\u306f\u8aad\u307f\u304c\u8907\u6570\u306b\u306a\u308b\uff09","\u4f7f\u3046\u5546\u54c1\u304b\u3089\u3001\u8abf\u3079\u308b\u533a\u5206\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u6c7a\u3081\u308b","\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u8aad\u307f\u3092\u305d\u306e\u307e\u307e\u3001\u8a9e\u5c3e\u3092\u5909\u3048\u3066\u3001\u6fc1\u70b9\u3092\u5916\u3057\u3066\u3001\u9577\u97f3\u3092\u5916\u3057\u3066\u3001\u3068\u4f55\u901a\u308a\u3082\u5f15\u304f","\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u6307\u5b9a\u5546\u54c1\u3068\u6a29\u5229\u8005\u3001\u51fa\u9858\u30fb\u767b\u9332\u306e\u72b6\u614b\u3092\u898b\u3066\u3001\u8fd1\u3044\u3082\u306e\u3092\u66f8\u304d\u51fa\u3059","\u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\u3067\u3001\u81ea\u793e\u306e\u767b\u9332\u5546\u6a19\u3068\u91cd\u306a\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u898b\u308b","\u5019\u88dc\u3054\u3068\u306b\u300c\u898b\u5f53\u305f\u3089\u306a\u3044\u300d\u300c\u8fd1\u3044\u3082\u306e\u3042\u308a\u300d\u3092\u307e\u3068\u3081\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u306b\u8fd4\u3059"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6bce\u9031\u3001\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u5546\u6a19\u306e\u4e00\u89a7\u3068\u3001\u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\u3092\u53d6\u308a\u8fbc\u307f\u3001\u8aad\u307f\u3092\u305d\u308d\u3048\u305f\u5f62\u3092\u4f5c\u3063\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b\n2. **\u3010\u4eba\u3011** \u77e5\u8ca1\u90e8\u306e\u62c5\u5f53\u304c\u3001\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u306e\u5019\u88dc\u3092\u4e00\u89a7\u306e\u753b\u9762\u306b\u53d6\u308a\u8fbc\u3080\n3. **\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001Claude \u304c\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3068\u3001\u540d\u524d\u306e\u4e2d\u3067\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u4f7f\u3046\u5546\u54c1\u304b\u3089\u3001\u62c5\u5f53\u304c\u6c7a\u3081\u3066\u304a\u3044\u305f\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868\u3067\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308b\n5. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u3054\u3068\u306b\u8fd1\u3044\u5546\u6a19\u3092\u63a2\u3057\u3001\u3069\u306e\u305d\u308d\u3048\u65b9\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u4ed8\u3051\u3066\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u5f53\u305f\u3063\u305f\u5546\u6a19\u3054\u3068\u306b\u3001\u5019\u88dc\u306e\u8aad\u307f\u3068\u306e\u9055\u3044\uff08\u3069\u306e\u97f3\u304c\u3069\u3046\u9055\u3046\u304b\uff09\u3092\u898f\u5247\u3067\u66f8\u304d\u51fa\u3059\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u4e00\u89a7\u3092\u898b\u3066\u3001\u8fd1\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b\n\n**7\u756a\u76ee\u3092\u4eba\u304c\u884c\u3046\u306e\u306f\u3001\u985e\u5426\u306e\u5224\u65ad\u304c\u5168\u4f53\u306e\u89b3\u5bdf\u3060\u304b\u3089\u3067\u3059\u3002** 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\u6bce\u9031\u3001\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u5546\u6a19\u306e\u4e00\u89a7\u3068\u3001\u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\u3092\u53d6\u308a\u8fbc\u307f\u3001\u8aad\u307f\u3092\u305d\u308d\u3048\u305f\u5f62\u3092\u4f5c\u3063\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u77e5\u8ca1\u90e8\u306e\u62c5\u5f53\u304c\u3001\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u306e\u5019\u88dc\u3092\u4e00\u89a7\u306e\u753b\u9762\u306b\u53d6\u308a\u8fbc\u3080","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001Claude \u304c\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3068\u3001\u540d\u524d\u306e\u4e2d\u3067\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b","**\u3010\u81ea\u52d5\u3011** \u4f7f\u3046\u5546\u54c1\u304b\u3089\u3001\u62c5\u5f53\u304c\u6c7a\u3081\u3066\u304a\u3044\u305f\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868\u3067\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u4f5c\u308b","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u3054\u3068\u306b\u8fd1\u3044\u5546\u6a19\u3092\u63a2\u3057\u3001\u3069\u306e\u305d\u308d\u3048\u65b9\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u4ed8\u3051\u3066\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** \u5f53\u305f\u3063\u305f\u5546\u6a19\u3054\u3068\u306b\u3001\u5019\u88dc\u306e\u8aad\u307f\u3068\u306e\u9055\u3044\uff08\u3069\u306e\u97f3\u304c\u3069\u3046\u9055\u3046\u304b\uff09\u3092\u898f\u5247\u3067\u66f8\u304d\u51fa\u3059","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u4e00\u89a7\u3092\u898b\u3066\u3001\u8fd1\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b"],"architecture":"```\n\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u5546\u6a19\u306e\u4e00\u89a7\uff08CSV\uff09\u30fb\u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u9031\u306e\u53d6\u308a\u8fbc\u307f\nAWS Lambda \u2500\u2500 \u8aad\u307f\u3092\u7247\u4eee\u540d\u306b\u305d\u308d\u3048\u3001\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u914d\u5217\u306b\u3059\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   reading_exact\uff1a\u305d\u306e\u307e\u307e\u306e\u8aad\u307f\uff08keyword\uff09\n   \u2502   reading_loose\uff1a\u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\u3092\u305d\u308d\u3048\u305f\u5f62\uff08ngram\uff09\n   \u2502   reading_vowel\uff1a\u6bcd\u97f3\u3060\u3051\u306b\u3057\u305f\u5f62\uff08keyword\uff09\n   \u25bc\u3010\u4eba\u3011\u5019\u88dc\u3092\u4e00\u89a7\u306e\u753b\u9762\u306b\u53d6\u308a\u8fbc\u3080\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u81ea\u7136\u306a\u8aad\u307f\u3068\u3001\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3067\u7d5e\u308a\u30013\u3064\u306e\u305d\u308d\u3048\u65b9\u3067\u63a2\u3059\n   \u251c\u2500\u2500\u25b6 \u9055\u3044\u306e\u66f8\u304d\u51fa\u3057\uff08\u898f\u5247\uff09\n   \u25bc\n\u4e00\u89a7\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u8fd1\u3044\u3082\u306e\u306b\u5370\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08mapping \u306e\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u3001ngram\u3001fuzzy\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u4e00\u89a7\u306e\u753b\u9762\u304b\u3089\u306e\u547c\u3073\u51fa\u3057\u3001\u9055\u3044\u306e\u66f8\u304d\u51fa\u3057\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u306e\u539f\u672c\u3001\u8abf\u67fb\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3092\u8aad\u307f\u3001\u7d22\u5f15\u3092\u4f5c\u308b\u3060\u3051\u3067\u3059\u3002**\u4e00\u89a7\u3092\u81ea\u793e\u306e\u4ed5\u7d44\u307f\u306b\u53d6\u308a\u8fbc\u3093\u3067\u3088\u3044\u304b\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5229\u7528\u306e\u6761\u4ef6\u3067\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**\u65e5\u672c\u8a9e\u306e\u51e6\u7406\u306e\u90e8\u54c1\u306f\u3001Amazon OpenSearch Service \u306b\u6700\u521d\u304b\u3089\u5165\u3063\u3066\u3044\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u306e\u30da\u30fc\u30b8\u3067\u306f\u3001Japanese\uff08kuromoji\uff09Analysis \u3068 ICU Analysis \u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u306f OpenSearch 1.0 \u4ee5\u964d\u3067\u4f7f\u3048\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u4e2d\u5fc3\u306f\u3001\u8aad\u307f\u3092\u6587\u5b57\u306e\u7f6e\u304d\u63db\u3048\u3067\u305d\u308d\u3048\u308b mapping \u306e\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u30ad\u30fc\u3068\u5024\u306e\u7d44\u3067\u6587\u5b57\u3092\u7f6e\u304d\u63db\u3048\u3001\u6700\u3082\u9577\u304f\u5f53\u305f\u308b\u7d44\u3092\u512a\u5148\u3057\u3001\u7f6e\u304d\u63db\u3048\u5148\u3092\u7a7a\u306b\u3082\u3067\u304d\u307e\u3059\u3002**\u300c\u30b7\u30e3\u300d\u3092\u300c\u30b5\u300d\u306b\u3001\u300c\u30fc\u300d\u3092\u7a7a\u306b\u3001\u3068\u3044\u3046\u7f6e\u304d\u63db\u3048\u3092\u4e26\u3079\u308b\u3060\u3051\u3067\u3001\u805e\u304d\u9593\u9055\u3048\u3084\u3059\u3044\u9055\u3044\u3092\u305d\u308d\u3048\u3089\u308c\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u9031\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u62c5\u5f53\u306e\u53d6\u308a\u8fbc\u307f\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u9031\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3092 S3 \u306b\u7f6e\u3044\u305f\u3053\u3068\u3067\u52d5\u304d\u307e\u3059\u3002**\u66f8\u304d\u51fa\u3059\u7bc4\u56f2\u306f\u3001\u81ea\u793e\u304c\u5546\u54c1\u3092\u51fa\u3059\u533a\u5206\u306e\u5546\u6a19\u306b\u9650\u308a\u307e\u3059\u3002** \u51fa\u9858\u4e2d\u306e\u3082\u306e\u3001\u767b\u9332\u306e\u3082\u306e\u3001\u6d88\u6ec5\u3057\u305f\u3082\u306e\uff08\u53c2\u8003\u306b\u6b8b\u3059\uff09\u3092\u72b6\u614b\u306e\u9805\u76ee\u3067\u5206\u3051\u307e\u3059\u3002\n\n\u62c5\u5f53\u306e\u30dc\u30bf\u30f3\u306f\u3001\u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0\u306e\u5019\u88dc\u3092\u4e00\u89a7\u306e\u753b\u9762\u306b\u53d6\u308a\u8fbc\u3093\u3060\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u5019\u88dc\u30921\u4ef6\u305a\u3064\u3067\u306f\u306a\u304f\u3001\u4f9d\u983c\u3054\u3068\u306b\u307e\u3068\u3081\u3066\u6d41\u3057\u307e\u3059\u3002** \u540c\u3058\u5546\u54c1\u306e\u5019\u88dc\u306f\u540c\u3058\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3067\u63a2\u3059\u306e\u3067\u3001\u307e\u3068\u3081\u308b\u3068\u6761\u4ef6\u30921\u56de\u4f5c\u308c\u3070\u6e08\u307f\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u5019\u88dc | \u5546\u54c1\u540d\u306e\u5019\u88dc\uff08\u7247\u4eee\u540d\u30fb\u82f1\u5b57\u30fb\u6f22\u5b57\uff09\u3001\u4f7f\u3046\u5546\u54c1\u3001\u767a\u58f2\u306e\u4e88\u5b9a\u306e\u6642\u671f | \u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0 |\n| \u5546\u6a19\u306e\u4e00\u89a7 | \u767b\u9332\u756a\u53f7\u30fb\u51fa\u9858\u756a\u53f7\u3001\u5546\u6a19\uff08\u6587\u5b57\uff09\u3001\u79f0\u547c\u3001\u533a\u5206\u3001\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3001\u6307\u5b9a\u5546\u54c1\u3001\u6a29\u5229\u8005\u3001\u72b6\u614b | \u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u66f8\u304d\u51fa\u3057\u305fCSV |\n| \u81ea\u793e\u306e\u7ba1\u7406\u53f0\u5e33 | \u81ea\u793e\u306e\u767b\u9332\u5546\u6a19\u30fb\u51fa\u9858\u4e2d\u306e\u5546\u6a19\u3001\u4f7f\u3063\u3066\u3044\u308b\u5546\u54c1 | \u77e5\u8ca1\u90e8\u306e\u8868\u8a08\u7b97 |\n| \u5546\u54c1\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868 | \u793e\u5185\u306e\u5546\u54c1\u306e\u5206\u3051\u65b9\uff08\u83d3\u5b50\u3001\u98f2\u6599\u3001\u6d17\u5264\u306a\u3069\uff09\u3068\u3001\u898b\u308b\u3079\u304d\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9 | \u77e5\u8ca1\u90e8\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u3044\u3061\u3070\u3093\u4e0b\u306e\u8868\u3067\u3059\u3002** \u7279\u8a31\u5e81\u306e\u985e\u4f3c\u5546\u54c1\u30fb\u5f79\u52d9\u5be9\u67fb\u57fa\u6e96\u306f\u3001\u985e\u4f3c\u95a2\u4fc2\u306b\u3042\u308b\u3068\u63a8\u5b9a\u3059\u308b\u5546\u54c1\u30fb\u5f79\u52d9\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3057\u3001**\u5404\u30b0\u30eb\u30fc\u30d7\u306b\u691c\u7d22\u306e\u305f\u3081\u306e\u7279\u5b9a\u306e\u30b3\u30fc\u30c9\u3092\u4ed8\u3051\u305f\u3082\u306e**\u3067\u3001\u5be9\u67fb\u5b98\u306e\u7d71\u4e00\u7684\u306a\u57fa\u6e96\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u73fe\u884c\u306f\u56fd\u969b\u5206\u985e\u7b2c13-2026\u7248\u5bfe\u5fdc\u3067\u30012026\u5e741\u67081\u65e5\u4ee5\u964d\u306e\u51fa\u9858\u306b\u9069\u7528\u3055\u308c\u307e\u3059\u3002**\u793e\u5185\u306e\u5546\u54c1\u306e\u5206\u3051\u65b9\u3054\u3068\u306b\u3001\u898b\u308b\u3079\u304d\u30b3\u30fc\u30c9\u3092\u77e5\u8ca1\u90e8\u304c\u6c7a\u3081\u3066\u8868\u306b\u3057\u307e\u3059\u3002**\n\n**\u79f0\u547c\u306e\u5217\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u53c2\u8003\u306e\u60c5\u5831\u3068\u3057\u3066\u5165\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u3044\u5217\u3067\u3059\u3002** \u5165\u3063\u3066\u3044\u306a\u3044\u5546\u6a19\u306f\u3001\u6b21\u306e\u524d\u51e6\u7406\u3067\u8aad\u307f\u3092\u4f5c\u308a\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u8aad\u307f\u304c\u305d\u306e\u307e\u307e\u540c\u3058\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_exact` \u306b `term` |\n| \u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\u306e\u9055\u3044\u3060\u3051\u306e\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_loose` \u306b `match`\uff08ngram\u3001\u4e00\u81f4\u306e\u5272\u5408\u306e\u4e0b\u9650\u3064\u304d\uff09 |\n| 1\u301c2\u97f3\u9055\u3044\u306e\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_exact` \u306b `fuzzy` |\n| \u6bcd\u97f3\u306e\u4e26\u3073\u304c\u540c\u3058\u5546\u6a19 | \u5546\u6a19\u306e\u7d22\u5f15 | `reading_vowel` \u306b `term` |\n| \u81ea\u793e\u306e\u5546\u6a19\u3068\u306e\u91cd\u306a\u308a | \u81ea\u793e\u306e\u7d22\u5f15 | \u4e0a\u3068\u540c\u3058\u63a2\u3057\u65b9 |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u7f6e\u304d\u63db\u3048\u306e\u7d44\u306f\u4e00\u90e8\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/tm_marks\n{\n  \"settings\": { \"index.max_ngram_diff\": 1,\n    \"analysis\": {\n      \"char_filter\": {\n        \"loose_map\": { \"type\": \"mapping\", \"mappings\": [\n          \"\u30fc => \", \"\u30c3 => \", \"\u30f4 => \u30d6\",\n          \"\u30ac => \u30ab\", \"\u30ae => \u30ad\", \"\u30b6 => \u30b5\", \"\u30c0 => \u30bf\", \"\u30d0 => \u30cf\", \"\u30d1 => \u30cf\",\n          \"\u30b7\u30e3 => \u30b5\", \"\u30b7\u30e5 => \u30b9\", \"\u30b7\u30e7 => \u30bd\", \"\u30ad\u30e3 => \u30ab\" ] },\n        \"vowel_map\": { \"type\": \"mapping\", \"mappings\": [\n          \"\u30ab => \u30a2\", \"\u30ad => \u30a4\", \"\u30af => \u30a6\", \"\u30b1 => \u30a8\", \"\u30b3 => \u30aa\",\n          \"\u30fc => \", \"\u30c3 => \", \"\u30f3 => \" ] }\n      },\n      \"tokenizer\": {\n        \"kana_2_3\": { \"type\": \"ngram\", \"min_gram\": 2, \"max_gram\": 3 }\n      },\n      \"analyzer\": {\n        \"loose\": { \"type\": \"custom\", \"char_filter\": [\"loose_map\"],\n                   \"tokenizer\": \"kana_2_3\" }\n      },\n      \"normalizer\": {\n        \"vowel\": { \"type\": \"custom\", \"char_filter\": [\"vowel_map\"] }\n      }\n  } },\n  \"mappings\": { \"properties\": {\n    \"mark_no\":       { \"type\": \"keyword\" },\n    \"mark_text\":     { \"type\": \"text\" },\n    \"reading_exact\": { \"type\": \"keyword\" },\n    \"reading_loose\": { \"type\": \"text\", \"analyzer\": \"loose\" },\n    \"reading_vowel\": { \"type\": \"keyword\", \"normalizer\": \"vowel\" },\n    \"group_codes\":   { \"type\": \"keyword\" },\n    \"classes\":       { \"type\": \"keyword\" },\n    \"holder\":        { \"type\": \"keyword\" },\n    \"status\":        { \"type\": \"keyword\" }\n  } }\n}\n```\n\n**`reading_loose` \u306f ngram \u30672\u301c3\u6587\u5b57\u306b\u5207\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001ngram \u306e\u5206\u304b\u3061\u66f8\u304d\u306f\u6307\u5b9a\u3057\u305f\u9577\u3055\u306e\u91cd\u306a\u308a\u5408\u3046\u6587\u5b57\u306e\u4e26\u3073\u3092\u4f5c\u308a\u3001`min_gram` \u3068 `max_gram` \u306e\u5dee\u306f\u7d22\u5f15\u306e\u8a2d\u5b9a `index.max_ngram_diff`\uff08\u65e2\u5b9a\u306f1\uff09\u307e\u3067\u3067\u3059\u3002**2\u30683\u306a\u3089\u65e2\u5b9a\u306e\u307e\u307e\u3067\u8db3\u308a\u307e\u3059\u3002** \u300c\u30eb\u30df\u30ca\u300d\u3092\u305d\u308d\u3048\u305f\u5f62\u306f\u300c\u30eb\u30df\u300d\u300c\u30df\u30ca\u300d\u300c\u30eb\u30df\u30ca\u300d\u306b\u306a\u308a\u3001\u300c\u30eb\u30df\u30fc\u30ca\u300d\u3082\u9577\u97f3\u304c\u6d88\u3048\u3066\u540c\u3058\u5f62\u306b\u306a\u308a\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/tm_marks\/_search\n{ \"query\": { \"bool\": {\n    \"filter\": [ { \"terms\": { \"group_codes\": [\"30A01\", \"30A02\"] } },\n                { \"terms\": { \"status\": [\"registered\", \"pending\"] } } ],\n    \"should\": [\n      { \"term\":  { \"reading_exact\": { \"value\": \"\u30eb\u30df\u30ca\", \"boost\": 4 } } },\n      { \"term\":  { \"reading_vowel\": { \"value\": \"\u30eb\u30df\u30ca\", \"boost\": 2 } } },\n      { \"fuzzy\": { \"reading_exact\": { \"value\": \"\u30eb\u30df\u30ca\", \"fuzziness\": 1,\n                                       \"prefix_length\": 1 } } },\n      { \"match\": { \"reading_loose\": { \"query\": \"\u30eb\u30df\u30ca\",\n                                      \"minimum_should_match\": \"70%\" } } } ],\n    \"minimum_should_match\": 1 } },\n  \"size\": 100 }\n```\n\n**\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306f `filter` \u306b\u7f6e\u304d\u307e\u3059\u3002** \u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u3001\u30b3\u30fc\u30c9\u306e\u91cd\u306a\u3089\u306a\u3044\u5546\u6a19\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002**\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u306f `should` \u306b\u4e26\u3079\u3001\u3069\u308c\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u5f8c\u3067\u8abf\u3079\u308b\u305f\u3081\u306b\u3001\u305d\u308d\u3048\u65b9\u3054\u3068\u306b\u540d\u524d\u3092\u4ed8\u3051\u3066\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**`term` \u306e\u5024\u306f\u3001\u691c\u7d22\u306e\u5074\u3067\u3082\u540c\u3058\u305d\u308d\u3048\u65b9\u3092\u901a\u308a\u307e\u3059\u3002** `reading_vowel` \u306f normalizer \u306a\u306e\u3067\u3001\u300c\u30eb\u30df\u30ca\u300d\u3068\u66f8\u3044\u3066\u63a2\u3057\u3066\u3082\u6bcd\u97f3\u306e\u5f62\u300c\u30a6\u30a4\u30a2\u300d\u3067\u5f15\u304b\u308c\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u8aad\u307f\u3092\u7247\u4eee\u540d\u306b\u305d\u308d\u3048\u308b** \u2026 \u5e73\u4eee\u540d\u306e\u79f0\u547c\u306f\u7247\u4eee\u540d\u306b\u3001\u534a\u89d2\u306e\u7247\u4eee\u540d\u306f\u5168\u89d2\u306b\u3057\u307e\u3059\n2. **\u8aad\u307f\u306e\u7121\u3044\u5546\u6a19\u306b\u8aad\u307f\u3092\u4f5c\u308b** \u2026 \u6f22\u5b57\u306e\u5546\u6a19\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\uff08`kuromoji_readingform`\uff09\u3067\u7247\u4eee\u540d\u306e\u8aad\u307f\u3092\u4f5c\u308a\u3001`reading_source` \u306b\u300c\u81ea\u52d5\u300d\u3068\u66f8\u304d\u307e\u3059\n3. **1\u3064\u306e\u5546\u6a19\u306b\u8aad\u307f\u304c\u8907\u6570\u3042\u308c\u3070\u3001\u3059\u3079\u3066\u6301\u3064** \u2026 \u79f0\u547c\u306e\u5217\u306b\u8907\u6570\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u914d\u5217\u306b\u3057\u307e\u3059\n4. **\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u914d\u5217\u306b\u3059\u308b** \u2026 \u6307\u5b9a\u5546\u54c1\u3054\u3068\u306e\u30b3\u30fc\u30c9\u30921\u3064\u306e\u914d\u5217\u306b\u307e\u3068\u3081\u307e\u3059\n5. **\u72b6\u614b\u3092\u305d\u308d\u3048\u308b** \u2026 \u51fa\u9858\u4e2d\u30fb\u767b\u9332\u30fb\u6d88\u6ec5\u30923\u3064\u306e\u5024\u306b\u3057\u307e\u3059\n6. **\u5019\u88dc\u306e\u8aad\u307f\u3092\u4f5c\u308b** \u2026 Claude \u3067\u3001\u5019\u88dc\u3054\u3068\u306b\u81ea\u7136\u306a\u8aad\u307f\u3068\u3001\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u307e\u3059\uff08\u6b21\u306e\u9805\uff09\n\n**2\u756a\u76ee\u306e\u8aad\u307f\u306f\u3001\u3042\u304f\u307e\u3067\u88dc\u3044\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\u306e\u30d5\u30a3\u30eb\u30bf\u306f\u3001kuromoji \u306e\u5206\u304b\u3061\u66f8\u304d\u304c\u6301\u3064\u8aad\u307f\u306e\u60c5\u5831\u3067\u5404\u8a9e\u3092\u7247\u4eee\u540d\uff08\u307e\u305f\u306f\u82f1\u5b57\uff09\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u307e\u3059\u3002**\u8f9e\u66f8\u306e\u8aad\u307f\u306a\u306e\u3067\u3001\u5546\u6a19\u3068\u3057\u3066\u81ea\u7136\u306a\u8aad\u307f\u3068\u9055\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u3082\u3001\u81ea\u7136\u306b\u79f0\u547c\u3055\u308c\u308b\u3082\u306e\u3060\u3051\u304c\u751f\u3058\u3001\u4e0d\u81ea\u7136\u306a\u79f0\u547c\u306f\u751f\u3058\u306a\u3044\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u81ea\u52d5\u3067\u4f5c\u3063\u305f\u8aad\u307f\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u306b\u306f\u3001\u4e00\u89a7\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u8aad\u307f\u3092\u6319\u3052\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u9055\u3044\u3092\u66f8\u304d\u51fa\u3059\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u6319\u3052\u308b\uff08\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\uff09 | \u4e0d\u81ea\u7136\u306a\u8aad\u307f\u3092\u8db3\u3059\u3053\u3068 |\n| \u82f1\u5b57\u306e\u540d\u524d\u306e\u8aad\u307f\u3092\u3001\u30ed\u30fc\u30de\u5b57\u8aad\u307f\u3068\u82f1\u8a9e\u8aad\u307f\u3067\u6319\u3052\u308b | \u8aad\u307f\u30921\u3064\u306b\u6c7a\u3081\u308b\u3053\u3068 |\n| \u540d\u524d\u306e\u4e2d\u3067\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b | \u8981\u90e8\u304c\u3069\u3053\u304b\u306e\u5224\u65ad |\n| \u632f\u308a\u4eee\u540d\u304c\u3042\u308c\u3070\u3001\u632f\u308a\u4eee\u540d\u3068\u5b57\u305d\u306e\u3082\u306e\u306e\u8aad\u307f\u306e\u4e21\u65b9\u3092\u6319\u3052\u308b | \u632f\u308a\u4eee\u540d\u3060\u3051\u306b\u3059\u308b\u3053\u3068 |\n| \u8aad\u307f\u3092\u6319\u3052\u305f\u7406\u7531\u3092\u77ed\u304f\u66f8\u304f | \u985e\u4f3c\u3059\u308b\u304b\u3069\u3046\u304b\u306e\u5224\u65ad |\n\n**\u300c\u8aad\u307f\u30921\u3064\u306b\u6c7a\u3081\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u306f\u30012\u4ee5\u4e0a\u306e\u81ea\u7136\u306a\u79f0\u547c\u3092\u6301\u3064\u6587\u5b57\u306e\u5546\u6a19\u306f\u3001\u305d\u306e\u4e00\u65b9\u3092\u632f\u308a\u4eee\u540d\u3068\u3057\u3066\u4ed8\u3051\u3066\u3082\u3001\u4ed6\u306e\u4e00\u65b9\u306e\u79f0\u547c\u3082\u751f\u305a\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u8aad\u307f\u30921\u3064\u306b\u7d5e\u308b\u3068\u3001\u3082\u3046\u4e00\u65b9\u306e\u8aad\u307f\u3067\u8fd1\u3044\u5546\u6a19\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002**\n\n**\u72ec\u7acb\u3057\u3066\u8aad\u307e\u308c\u3046\u308b\u90e8\u5206\u3092\u6319\u3052\u308b\u306e\u306f\u3001\u540d\u524d\u304c\u9577\u3044\u3068\u304d\u306e\u305f\u3081\u3067\u3059\u3002** \u5be9\u67fb\u57fa\u6e96\u306f\u3001\u5168\u4f53\u306e\u89b3\u5bdf\u3060\u3051\u3067\u306a\u304f\u3001\u69cb\u6210\u90e8\u5206\u306e\u4e00\u90e8\u3092\u4ed6\u4eba\u306e\u5546\u6a19\u3068\u6bd4\u3079\u3066\u5224\u65ad\u3059\u308b\u5834\u5408\u304c\u3042\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u30d7\u30c1\u30e2\u30a2\u30b7\u30e7\u30b3\u30e9\u300d\u306a\u3089\u300c\u30d7\u30c1\u30e2\u30a2\u300d\u3067\u3082\u63a2\u3057\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u3069\u3053\u3092\u8981\u90e8\u3068\u898b\u308b\u304b\u306e\u5224\u65ad\u306f\u3055\u305b\u305a\u3001\u63a2\u3059\u7bc4\u56f2\u3092\u5e83\u3052\u308b\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\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\u30e1\u30fc\u30ab\u30fc\u306e\u77e5\u8ca1\u90e8\u3067\u3001\u5546\u54c1\u540d\u306e\u5019\u88dc\u306e\u4e00\u6b21\u8abf\u67fb\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u5019\u88dc\u306e\u540d\u524d\u304b\u3089\u3001\u5148\u884c\u5546\u6a19\u3092\u63a2\u3059\u305f\u3081\u306e\u8aad\u307f\uff08\u79f0\u547c\uff09\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n\u985e\u4f3c\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u767b\u9332\u3067\u304d\u308b\u304b\u3069\u3046\u304b\u306f\u5224\u65ad\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6319\u3052\u308b\u3082\u306e\u3011\n- readings: \u540d\u524d\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u3092\u3001\u7247\u4eee\u540d\u3067\u3059\u3079\u3066\u3002\n  \u82f1\u5b57\u306e\u540d\u524d\u306f\u3001\u30ed\u30fc\u30de\u5b57\u8aad\u307f\u3068\u82f1\u8a9e\u8aad\u307f\u306e\u4e21\u65b9\u304c\u81ea\u7136\u306a\u3089\u4e21\u65b9\n- parts: \u540d\u524d\u306e\u4e2d\u3067\u3001\u305d\u308c\u3060\u3051\u3067\u8aad\u307e\u308c\u3046\u308b\u307e\u3068\u307e\u308a\uff08\u8a9e\uff09\u3002\n  \u305d\u306e\u307e\u3068\u307e\u308a\u306e\u8aad\u307f\u3082\u7247\u4eee\u540d\u3067\n- notes: \u8aad\u307f\u3092\u6319\u3052\u305f\u7406\u7531\u30921\u884c\u305a\u3064\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u81ea\u7136\u306b\u8aad\u307e\u308c\u308b\u8aad\u307f\u3060\u3051\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n  \u6f22\u5b57\u306e\u97f3\u8aad\u307f\u3068\u8a13\u8aad\u307f\u3092\u6a5f\u68b0\u7684\u306b\u7d44\u307f\u5408\u308f\u305b\u305f\u4e0d\u81ea\u7136\u306a\u8aad\u307f\u306f\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8aad\u307f\u30921\u3064\u306b\u7d5e\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u8ff7\u3046\u3082\u306e\u306f\u4e21\u65b9\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u632f\u308a\u4eee\u540d\u304c\u4ed8\u3044\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u632f\u308a\u4eee\u540d\u306e\u8aad\u307f\u3068\u3001\n  \u5b57\u305d\u306e\u3082\u306e\u304b\u3089\u81ea\u7136\u306b\u751f\u3058\u308b\u8aad\u307f\u306e\u4e21\u65b9\u3092\u6319\u3052\u3066\u304f\u3060\u3055\u3044\u3002\n- \u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u6fc1\u70b9\u306f\u3001\u81ea\u7136\u306b\u8aad\u307e\u308c\u308b\u3068\u304a\u308a\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n  \u305d\u308d\u3048\u308b\u51e6\u7406\u306f\u5225\u306e\u4ed5\u7d44\u307f\u3067\u884c\u3046\u306e\u3067\u3001\u81ea\u5206\u3067\u5916\u3057\u305f\u308a\u8db3\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u985e\u4f3c\u300d\u300c\u975e\u985e\u4f3c\u300d\u300c\u767b\u9332\u53ef\u80fd\u300d\u300c\u554f\u984c\u306a\u3057\u300d\u306a\u3069\u306e\u5224\u65ad\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u533a\u5206\u3084\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u5019\u88dc\u306e\u540d\u524d\u3011{candidate}\n\u3010\u632f\u308a\u4eee\u540d\uff08\u3042\u308c\u3070\uff09\u3011{furigana}\n```\n\n**\u300c\u305d\u308d\u3048\u308b\u51e6\u7406\u3092\u81ea\u5206\u3067\u3057\u306a\u3044\u300d\u3092\u660e\u8a18\u3059\u308b\u306e\u306f\u3001\u305d\u308d\u3048\u308b\u898f\u5247\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** AI\u304c\u300c\u30eb\u30df\u30fc\u30ca\u300d\u3092\u300c\u30eb\u30df\u30ca\u300d\u306b\u76f4\u3057\u3066\u8fd4\u3059\u3068\u3001\u7d22\u5f15\u306e\u305d\u308d\u3048\u65b9\u3068\u9055\u3046\u76f4\u3057\u65b9\u304c\u6df7\u3056\u308a\u3001**\u3069\u306e\u305d\u308d\u3048\u65b9\u3067\u5f53\u305f\u3063\u305f\u304b\u306e\u8a18\u9332\u304c\u610f\u5473\u3092\u6301\u305f\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"candidate\": \"\",\n  \"readings\": [ { \"kana\": \"\", \"basis\": \"natural | romaji | english | furigana\" } ],\n  \"parts\": [ { \"text\": \"\", \"kana\": \"\" } ],\n  \"notes\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**`basis` \u3092 `enum` \u3067\u9589\u3058\u3001\u8aad\u307f\u306e\u51fa\u3069\u3053\u308d\u304c\u4e00\u89a7\u3067\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u5019\u88dc\u306e\u8aad\u307f | \u3069\u306e\u8aad\u307f\u30fb\u3069\u306e\u90e8\u5206\u3067\u63a2\u3057\u305f\u304b |\n| \u5f53\u305f\u3063\u305f\u5546\u6a19 | \u5546\u6a19\uff08\u6587\u5b57\uff09\u3001\u79f0\u547c\u3001\u767b\u9332\u756a\u53f7\u30fb\u51fa\u9858\u756a\u53f7\u3001\u72b6\u614b |\n| \u5f53\u305f\u308a\u65b9 | \u305d\u306e\u307e\u307e\uff0f\u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\uff0f1\u97f3\u9055\u3044\uff0f\u6bcd\u97f3\u306e\u4e26\u3073\uff0f\u81ea\u52d5\u306e\u8aad\u307f |\n| \u9055\u3044 | \u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u305f\u9055\u3044\uff08\u300c3\u97f3\u76ee\uff1a\u30c0\u2194\u30ca\u300d\u300c\u9577\u97f3\u306e\u6709\u7121\u300d\uff09 |\n| \u91cd\u306a\u308b\u30b3\u30fc\u30c9 | \u5019\u88dc\u306e\u5546\u54c1\u306e\u30b3\u30fc\u30c9\u3068\u3001\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u6307\u5b9a\u5546\u54c1\u306e\u30b3\u30fc\u30c9\u306e\u91cd\u306a\u308a |\n| \u6a29\u5229\u8005 | \u81ea\u793e\u304b\u4ed6\u793e\u304b |\n\n**\u300c\u9055\u3044\u300d\u306e\u5217\u306f\u3001AI\u3067\u306f\u306a\u304f\u898f\u5247\u3067\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002** \u5019\u88dc\u306e\u8aad\u307f\u3068\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u8aad\u307f\u30921\u97f3\u305a\u3064\u6bd4\u3079\u3001\u6e05\u6fc1\u306e\u5dee\u3001\u9577\u97f3\u30fb\u4fc3\u97f3\u306e\u6709\u7121\u3001\u62d7\u97f3\u3068\u76f4\u97f3\u306e\u5dee\u3092\u540d\u524d\u3067\u66f8\u304d\u307e\u3059\u3002**\u62c5\u5f53\u304c\u5be9\u67fb\u57fa\u6e96\u306e\u4f8b\u3068\u898b\u6bd4\u3079\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3068\u7ba1\u7406\u53f0\u5e33\u306e\u7f6e\u304d\u5834 | \u7f6e\u304b\u308c\u305f\u3053\u3068\u3067 Lambda \u304c\u52d5\u304f |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u4ed6\u793e\u306e\u5546\u6a19\u306e\u7d22\u5f15\u3001\u81ea\u793e\u306e\u5546\u6a19\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u5019\u88dc\u306e\u8aad\u307f\u3068\u90e8\u5206 |\n| \u4f9d\u983c\u306e\u30d5\u30a9\u30fc\u30e0 | \u4f9d\u983c\u306e\u4e00\u89a7\u3092\u8aad\u3080\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5019\u88dc\u3068\u4f7f\u3046\u5546\u54c1 |\n| \u4e00\u89a7\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u5019\u88dc\u3054\u3068\u306e\u5f53\u305f\u3063\u305f\u5546\u6a19\u3001\u62c5\u5f53\u306e\u5370 |\n\n**\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u306f\u3001\u5f15\u304d\u7d9a\u304d\u4f7f\u3044\u307e\u3059\u3002** \u4e00\u89a7\u3067\u6c17\u306b\u306a\u3063\u305f\u5546\u6a19\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u3067\u6700\u65b0\u306e\u72b6\u614b\u3068\u516c\u5831\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u6bce\u9031\u306e\u66f8\u304d\u51fa\u3057\u306e\u9593\u306b\u72b6\u614b\u304c\u5909\u308f\u308b\u3053\u3068\u304c\u3042\u308b\u304b\u3089\u3067\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u5019\u88dc\u306e\u8aad\u307f\u3092\u898b\u308b** \u2026 Claude \u304c\u6319\u3052\u305f\u8aad\u307f\u306b\u3001\u629c\u3051\u3084\u4e0d\u81ea\u7136\u306a\u3082\u306e\u304c\u7121\u3044\u304b\u3092\u898b\u307e\u3059\u3002**\u8db3\u3057\u305f\u3044\u8aad\u307f\u304c\u3042\u308c\u3070\u3001\u753b\u9762\u3067\u8db3\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059**\n2. **\u5f53\u305f\u308a\u65b9\u306e\u9806\u306b\u898b\u308b** \u2026 \u300c\u305d\u306e\u307e\u307e\u300d\u304b\u3089\u9806\u306b\u3001\u300c\u6bcd\u97f3\u306e\u4e26\u3073\u300d\u306f\u6700\u5f8c\u306b\u898b\u307e\u3059\n3. **\u8fd1\u3044\u3082\u306e\u306b\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u300c\u8fd1\u3044\u300d\u300c\u3084\u3084\u8fd1\u3044\u300d\u300c\u9060\u3044\u300d\u306e\u5370\u3068\u3001\u7406\u7531\u30921\u884c\u3067\u66f8\u304d\u307e\u3059\n4. **\u672c\u8abf\u67fb\u306b\u56de\u3059\u304b\u3092\u6c7a\u3081\u308b** \u2026 \u300c\u8fd1\u3044\u300d\u304c1\u4ef6\u3067\u3082\u3042\u308c\u3070\u672c\u8abf\u67fb\u306b\u56de\u3059\u3001\u306e\u3088\u3046\u306b\u90e8\u306e\u6c7a\u307e\u308a\u3067\u6c7a\u3081\u307e\u3059\n\n**1\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aad\u307f\u304c\u629c\u3051\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8aad\u307f\u3067\u8fd1\u3044\u5546\u6a19\u306f\u4e00\u89a7\u306b\u51fa\u307e\u305b\u3093\u3002**\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u304c\u3069\u308c\u3060\u3051\u4e01\u5be7\u3067\u3082\u3001\u5165\u53e3\u306e\u8aad\u307f\u304c\u8db3\u308a\u306a\u3051\u308c\u3070\u62fe\u3048\u307e\u305b\u3093\u3002**\n\n**4\u756a\u76ee\u306e\u6c7a\u307e\u308a\u306f\u3001\u90e8\u3067\u6587\u66f8\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002** \u62c5\u5f53\u3054\u3068\u306b\u300c\u3084\u3084\u8fd1\u3044\u300d\u306e\u6271\u3044\u304c\u9055\u3046\u3068\u3001\u4e00\u89a7\u304c\u305d\u308d\u3063\u3066\u3082\u672c\u8abf\u67fb\u306b\u56de\u3059\u4ef6\u6570\u304c\u305d\u308d\u3044\u307e\u305b\u3093\u3002**\u5370\u306e\u4ed8\u3051\u65b9\u3068\u3001\u672c\u8abf\u67fb\u306b\u56de\u3059\u6761\u4ef6\u3092\u5148\u306b\u6c7a\u3081\u308b\u3053\u3068\u304c\u3001\u54c1\u8cea\u3092\u305d\u308d\u3048\u308b\u672c\u4f53\u3067\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u306e\u4f7f\u3046\u5546\u54c1\u304c\u5546\u54c1\u3068\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u306e\u8868\u306b\u7121\u3044 | \u691c\u7d22\u3092\u305b\u305a\u3001\u62c5\u5f53\u306b\u30b3\u30fc\u30c9\u3092\u9078\u3093\u3067\u3082\u3089\u3046 |\n| \u5f53\u305f\u3063\u305f\u5546\u6a19\u304c\u591a\u3059\u304e\u308b\uff08100\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u300c\u305d\u306e\u307e\u307e\u300d\u3068\u300c\u6e05\u6fc1\u30fb\u9577\u97f3\u30fb\u4fc3\u97f3\u30fb\u62d7\u97f3\u300d\u3060\u3051\u3067\u4e26\u3079\u3001\u6b8b\u308a\u306f\u4ef6\u6570\u3060\u3051\u51fa\u3059 |\n| 1\u301c2\u97f3\u306e\u77ed\u3044\u8aad\u307f\u306e\u5019\u88dc | `fuzzy` \u3068\u6bcd\u97f3\u306e\u4e26\u3073\u306f\u4f7f\u308f\u306a\u3044\uff08\u307b\u307c\u5168\u4ef6\u306b\u5f53\u305f\u308b\uff09 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u62c5\u5f53\u304c\u8aad\u307f\u3092\u624b\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u56f3\u5f62\u3092\u542b\u3080\u5019\u88dc | \u6587\u5b57\u306e\u90e8\u5206\u3060\u3051\u3067\u63a2\u3057\u3001\u56f3\u5f62\u306f\u5bfe\u8c61\u5916\u3068\u4e00\u89a7\u306b\u66f8\u304f |\n| \u81ea\u52d5\u306e\u8aad\u307f\u3067\u3057\u304b\u5f53\u305f\u3089\u306a\u3044 | \u4e00\u89a7\u306b\u300c\u81ea\u52d5\u306e\u8aad\u307f\u300d\u3068\u51fa\u3057\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u3067\u79f0\u547c\u3092\u78ba\u304b\u3081\u308b |\n\n**3\u884c\u76ee\u306f\u3001\u7de8\u96c6\u8ddd\u96e2\u306e\u6027\u8cea\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001fuzzy \u306e\u691c\u7d22\u306f\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u3001\u5e83\u3052\u308b\u6570\u306e\u65e2\u5b9a\u306f50\u3067\u3001**\u5148\u982d\u306e\u56fa\u5b9a\u306e\u6587\u5b57\u6570\uff08`prefix_length`\uff09\u304c0\u3060\u3068\u5e83\u3052\u308b\u6570\u304c\u5897\u3048\u3066\u91cd\u304f\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u30023\u97f3\u306e\u8aad\u307f\u30671\u97f3\u9055\u3044\u3092\u8a31\u3059\u3068\u3001\u307b\u3068\u3093\u3069\u306e3\u97f3\u306e\u5546\u6a19\u304c\u5f53\u305f\u308a\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u5019\u88dc\u3054\u3068\u306e\u3001\u540d\u524d\u3001\u4f7f\u3046\u5546\u54c1\u3001Claude \u304c\u6319\u3052\u305f\u8aad\u307f\u3068\u90e8\u5206\u3001\u62c5\u5f53\u304c\u8db3\u3057\u305f\u8aad\u307f\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3001\u305d\u308d\u3048\u65b9\u3054\u3068\u306e\u554f\u3044\u5408\u308f\u305b\uff09\u3068\u3001\u5f53\u305f\u3063\u305f\u5546\u6a19\u3068\u5f53\u305f\u308a\u65b9\n- \u62c5\u5f53\u306e\u5370\u3068\u7406\u7531\u3001\u672c\u8abf\u67fb\u306b\u56de\u3057\u305f\u304b\n- \u672c\u8abf\u67fb\u306e\u7d50\u679c\uff08\u5f01\u7406\u58eb\u306e\u898b\u89e3\u306e\u8981\u65e8\uff09\n- \u53d6\u308a\u8fbc\u3093\u3060\u4e00\u89a7\u306e\u66f8\u304d\u51fa\u3057\u306e\u65e5\n\n**\u672c\u8abf\u67fb\u306e\u7d50\u679c\u3092\u6b8b\u3059\u306e\u306f\u3001\u4e00\u6b21\u8abf\u67fb\u306e\u5f15\u304d\u65b9\u3092\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u672c\u8abf\u67fb\u3067\u8fd1\u3044\u5546\u6a19\u304c\u898b\u3064\u304b\u308a\u3001\u4e00\u6b21\u8abf\u67fb\u306e\u4e00\u89a7\u306b\u7121\u304b\u3063\u305f\u306a\u3089\u3001**\u3069\u306e\u8aad\u307f\u306e\u305d\u308d\u3048\u65b9\u304c\u8db3\u308a\u306a\u304b\u3063\u305f\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u9006\u306b\u3001\u4e00\u89a7\u3067\u300c\u8fd1\u3044\u300d\u3068\u5370\u3092\u4ed8\u3051\u305f\u306e\u306b\u672c\u8abf\u67fb\u3067\u554f\u984c\u304c\u7121\u304b\u3063\u305f\u7d44\u3082\u6b8b\u3057\u307e\u3059\u3002**\u305d\u308d\u3048\u3059\u304e\u3066\u3044\u308b\u7b87\u6240\u304c\u5206\u304b\u308a\u3001\u4e00\u89a7\u3092\u77ed\u304f\u3059\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u53bb\u5e74\u3001\u672c\u8abf\u67fb\u306b\u56de\u3057\u305f\u5019\u88dc\u304b\u308920\u4ef6\u3092\u9078\u3076\uff08\u672c\u8abf\u67fb\u3067\u8fd1\u3044\u5546\u6a19\u304c\u898b\u3064\u304b\u3063\u305f\u3082\u306e\u3092\u534a\u5206\u5165\u308c\u308b\uff09\n2. \u672c\u8abf\u67fb\u306e\u5831\u544a\u66f8\u304b\u3089\u3001\u898b\u3064\u304b\u3063\u305f\u8fd1\u3044\u5546\u6a19\u3092\u66f8\u304d\u51fa\u3057\u3066\u304a\u304f\n3. \u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u3001\u305d\u306e\u533a\u5206\u306e\u5546\u6a19\u306e\u4e00\u89a7\u3092CSV\u3067\u66f8\u304d\u51fa\u3059\n4. \u8868\u8a08\u7b97\u3067\u79f0\u547c\u306e\u5217\u306b\u3001\u9577\u97f3\u30fb\u4fc3\u97f3\u3092\u6d88\u3057\u3001\u6fc1\u70b9\u3092\u5916\u3057\u305f\u5217\u3068\u3001\u6bcd\u97f3\u3060\u3051\u306b\u3057\u305f\u5217\u3092\u8db3\u3059\n5. 20\u4ef6\u306e\u5019\u88dc\u306e\u8aad\u307f\u3092\u540c\u3058\u898f\u5247\u3067\u76f4\u3057\u3001\u8db3\u3057\u305f\u5217\u3067\u5f15\u3044\u3066\u307f\u308b\n\n**2\u756a\u76ee\u306e\u66f8\u304d\u51fa\u3057\u306f\u5fc5\u305a\u5148\u306b\u6e08\u307e\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8abf\u67fb\u3067\u898b\u3064\u304b\u3063\u305f\u5546\u6a19\u304c\u7b54\u3048\u3067\u3001\u305d\u308c\u3068\u6bd4\u3079\u306a\u3044\u3068\u300c\u62fe\u3048\u305f\u300d\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**4\u756a\u76ee\u30685\u756a\u76ee\u3060\u3051\u3067\u3001\u52b9\u679c\u306e\u5927\u534a\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u672c\u8abf\u67fb\u3067\u898b\u3064\u304b\u3063\u305f\u5546\u6a19\u304c\u3001\u8db3\u3057\u305f\u5217\u3067\u62fe\u3048\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u8aad\u307f\u306e\u9055\u3044\u3067\u306f\u306a\u304f\u3001\u8981\u90e8\u306e\u53d6\u308a\u65b9\u3067\u898b\u3064\u304b\u3063\u3066\u3044\u305f | \u90e8\u5206\u3067\u63a2\u3059\u4ed5\u7d44\u307f\u304c\u8981\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u79f0\u547c\u306e\u5217\u304c\u7a7a\u306e\u5546\u6a19\u304c\u591a\u3044 | **\u30c7\u30fc\u30bf\u306e\u5165\u624b\u304c\u5148\u3002** \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u66f8\u304d\u51fa\u3057\u306e\u7bc4\u56f2\u3092\u898b\u76f4\u3059 |","minimal_setup_short":"\u8868\u8a08\u7b97\u3067\u8aad\u307f\u3092\u305d\u308d\u3048\u305f\u5217\u3092\u8db3\u3057\u3066\u5f15\u304f \uff0f \u805e\u304d\u9593\u9055\u3048\u3084\u3059\u3044\u9055\u3044\u306e\u5438\u53ce","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u5546\u6a19\u306e\u4e00\u89a7\u3092\u5165\u308c\u3001\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3067\u7d5e\u3063\u30663\u3064\u306e\u305d\u308d\u3048\u65b9\u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308b \uff0f \u8aad\u307f\u306e\u8fd1\u3044\u5546\u6a19\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u5019\u88dc\u304b\u3089\u8aad\u307f\u3068\u90e8\u5206\u3092\u6319\u3052\u3001\u9055\u3044\u3092\u66f8\u304d\u51fa\u3057\u3066\u4e00\u89a7\u306b\u3059\u308b \uff0f \u5019\u88dc\u304b\u3089\u4e00\u89a7\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef630\u5206\u304c15\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u4f55\u901a\u308a\u3082\u5f15\u304f\u6642\u9593\u306f\u7121\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u5019\u88dc\u306e\u8aad\u307f\u3092\u8003\u3048\u308b\u4f5c\u696d\u3068\u3001\u5f53\u305f\u3063\u305f\u5546\u6a19\u306e\u9055\u3044\u30921\u4ef6\u305a\u3064\u898b\u308b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30679\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u753b\u9762\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001**\u3069\u306e\u305d\u308d\u3048\u65b9\u3067\u5f53\u305f\u308b\u3082\u306e\u304c\u591a\u3044\u304b\u3001\u3069\u306e\u8a9e\u5c3e\u3067\u4e00\u89a7\u304c\u3042\u3075\u308c\u308b\u304b**\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u308d\u3048\u65b9\u3092\u76f4\u3057\u3066\u304b\u3089AI\u306e\u8aad\u307f\u3092\u8db3\u3059\u307b\u3046\u304c\u3001\u62fe\u3048\u306a\u304b\u3063\u305f\u3068\u304d\u306b\u8aad\u307f\u306e\u4e0d\u8db3\u304b\u305d\u308d\u3048\u65b9\u306e\u4e0d\u8db3\u304b\u3092\u5206\u3051\u3066\u898b\u3089\u308c\u307e\u3059\u3002\n**\u672c\u683c\u69cb\u6210\u306b\u9032\u3093\u3067\u3082\u3001\u7d22\u5f15\u306e\u305d\u308d\u3048\u65b9\u306f\u56fa\u5b9a\u3057\u307e\u305b\u3093\u3002** \u3042\u308a\u3075\u308c\u305f\u8a9e\u5c3e\uff08\u300c\u301c\u30f3\u300d\u300c\u301c\u30eb\u300d\u306a\u3069\uff09\u3067\u4e00\u89a7\u304c\u3042\u3075\u308c\u308b\u5019\u88dc\u304c\u7d9a\u304f\u306a\u3089\u3001\u305d\u306e\u8a9e\u5c3e\u3060\u3051\u6bcd\u97f3\u306e\u4e26\u3073\u3067\u306e\u691c\u7d22\u3092\u5916\u3059\u3068\u3044\u3063\u305f\u76f4\u3057\u65b9\u3092\u3057\u307e\u3059\u3002**\u76f4\u3057\u305f\u3089\u3001\u904e\u53bb\u306e\u672c\u8abf\u67fb\u306e\u7b54\u3048\u3067\u62fe\u3048\u308b\u4ef6\u6570\u304c\u6e1b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u3001\u6bce\u56de\u78ba\u304b\u3081\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u6587\u5b57\u306e\u4e00\u81f4\u3067\u3057\u304b\u5f53\u305f\u3089\u306a\u3044 | \u8aad\u307f\u3092\u305d\u308d\u3048\u305f\u5f62\u3092\u5225\u306e\u9805\u76ee\u306b\u6301\u3064 |\n| \u4e00\u89a7\u304c\u3042\u3075\u308c\u308b | **\u985e\u4f3c\u7fa4\u30b3\u30fc\u30c9\u3092 `filter` \u306b\u7f6e\u304f\u3002** \u77ed\u3044\u8aad\u307f\u3067\u306f fuzzy \u3068\u6bcd\u97f3\u306e\u4e26\u3073\u3092\u4f7f\u308f\u306a\u3044 |\n| \u62d7\u97f3\u306e\u7f6e\u304d\u63db\u3048\u304c\u52b9\u304b\u306a\u3044 | mapping \u306f\u6700\u3082\u9577\u304f\u5f53\u305f\u308b\u7d44\u3092\u512a\u5148\u3059\u308b\u3002**\u300c\u30b7\u30e3\u300d\u306e\u3088\u3046\u306a2\u6587\u5b57\u306e\u7d44\u3092\u5fc5\u305a\u66f8\u304f**\uff08\u7121\u3044\u3068\u300c\u30b7\u300d\u3068\u300c\u30e3\u300d\u304c\u5225\u3005\u306b\u7f6e\u304d\u63db\u308f\u308b\uff09 |\n| ngram \u306e\u9577\u3055\u3067\u7d22\u5f15\u304c\u4f5c\u308c\u306a\u3044 | `max_gram` \u3068 `min_gram` \u306e\u5dee\u306f `index.max_ngram_diff`\uff08\u65e2\u5b9a1\uff09\u307e\u3067 |\n| \u81ea\u52d5\u306e\u8aad\u307f\u304c\u4e0d\u81ea\u7136 | kuromoji \u306e\u8aad\u307f\u306f\u8f9e\u66f8\u306e\u8aad\u307f\u3002**\u5370\u3092\u4ed8\u3051\u3001\u79f0\u547c\u306e\u5217\u3092\u512a\u5148\u3059\u308b** |\n| AI\u304c\u8aad\u307f\u30921\u3064\u306b\u7d5e\u308b | \u300c\u4e21\u65b9\u6319\u3052\u308b\u300d\u3092\u6307\u793a\u3057\u3001\u753b\u9762\u3067\u62c5\u5f53\u304c\u8db3\u305b\u308b\u3088\u3046\u306b\u3059\u308b |\n| AI\u304c\u985e\u4f3c\u306e\u5224\u65ad\u3092\u66f8\u304f | \u6307\u793a\u3067\u7981\u3058\u3001\u30b9\u30ad\u30fc\u30de\u306b\u5224\u65ad\u306e\u6b04\u3092\u4f5c\u3089\u306a\u3044 |\n| \u72b6\u614b\u304c\u53e4\u3044 | \u4e00\u89a7\u3067\u6c17\u306b\u306a\u3063\u305f\u3082\u306e\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u753b\u9762\u3067\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** \u6587\u5b57\u306e\u4e00\u81f4\u3060\u3051\u3067\u306f\u62fe\u3048\u305a\u3001\u305d\u308d\u3048\u3059\u304e\u308b\u3068\u4e00\u89a7\u304c\u8aad\u3081\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u7d22\u5f15\u3092\u4f5c\u3063\u305f\u3089\u3001\u904e\u53bb\u306e\u672c\u8abf\u67fb\u3067\u898b\u3064\u304b\u3063\u305f\u5546\u6a19\u304c\u3001\u5019\u88dc\u306e\u8aad\u307f\u304b\u3089\u4e00\u89a7\u306b\u51fa\u308b\u3053\u3068\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u4e0b\u306e2\u884c\u3082\u3001\u65e9\u3044\u3046\u3061\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** AI\u304c\u300c\u3053\u306e\u5546\u6a19\u3068\u306f\u975e\u985e\u4f3c\u3067\u3059\u300d\u3068\u66f8\u3051\u3070\u3001\u62c5\u5f53\u306f\u305d\u308c\u3092\u8aad\u3093\u3067\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002**\u5224\u65ad\u306e\u6b04\u3092\u6700\u521d\u304b\u3089\u4f5c\u3089\u306a\u3044\u3053\u3068\u304c\u3001\u3044\u3061\u3070\u3093\u78ba\u304b\u306a\u9632\u304e\u65b9\u3067\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u767a\u58f2\u524d\u306e\u5546\u54c1\u540d\u306e\u5019\u88dc\u3001\u4f7f\u3046\u5546\u54c1\u3001\u767a\u58f2\u306e\u4e88\u5b9a\u306e\u6642\u671f\u3001\u81ea\u793e\u3068\u4ed6\u793e\u306e\u5546\u6a19\u306e\u60c5\u5831\u3067\u3059\u3002**\u5019\u88dc\u306e\u540d\u524d\u306f\u3001\u767a\u58f2\u524d\u306e\u65b0\u5546\u54c1\u306e\u60c5\u5831\u305d\u306e\u3082\u306e\u3067\u3059\u3002**\n\n1. **\u5019\u88dc\u306e\u540d\u524d\u3092\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u767a\u58f2\u524d\u306e\u5546\u54c1\u540d\u306f\u3001\u6f0f\u308c\u308c\u3070\u4ed6\u793e\u306b\u5148\u306b\u51fa\u9858\u3055\u308c\u308b\u304a\u305d\u308c\u304c\u3042\u308a\u307e\u3059\u3002**Bedrock \u306b\u6e21\u3059\u306e\u306f\u5019\u88dc\u306e\u540d\u524d\u3068\u632f\u308a\u4eee\u540d\u3060\u3051\u306b\u3057\u3001\u5546\u54c1\u306e\u4e2d\u8eab\u3084\u767a\u58f2\u306e\u6642\u671f\u306f\u6e21\u3057\u307e\u305b\u3093**\n2. **\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5229\u7528\u306e\u6761\u4ef6\u3092\u5b88\u308b** \u2026 \u66f8\u304d\u51fa\u3057\u305f\u4e00\u89a7\u3092\u81ea\u793e\u306e\u7d22\u5f15\u306b\u5165\u308c\u3066\u3088\u3044\u304b\u3001\u793e\u5916\u306b\u51fa\u3055\u306a\u3044\u306a\u3069\u306e\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3066\u304a\u304d\u307e\u3059\n3. **\u985e\u5426\u306e\u5224\u65ad\u306f\u4eba\u304c\u884c\u3046** \u2026 \u3053\u306e\u69cb\u6210\u306f\u8aad\u307f\u306e\u8fd1\u3044\u5546\u6a19\u3092\u4e26\u3079\u308b\u3060\u3051\u3067\u3059\u3002**\u985e\u4f3c\u3059\u308b\u304b\u3001\u767b\u9332\u3067\u304d\u308b\u304b\u3001\u4ed6\u793e\u306e\u6a29\u5229\u306b\u89e6\u308c\u308b\u304b\u306f\u3001\u77e5\u8ca1\u90e8\u3068\u5f01\u7406\u58eb\u304c\u5224\u65ad\u3057\u307e\u3059**\n4. **\u4e00\u6b21\u8abf\u67fb\u306e\u7d50\u679c\u3092\u300c\u554f\u984c\u306a\u3057\u300d\u3068\u4f1d\u3048\u306a\u3044** \u2026 \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u3078\u306e\u8fd4\u4e8b\u306f\u300c\u4e00\u6b21\u8abf\u67fb\u3067\u8fd1\u3044\u3082\u306e\u304c\u898b\u5f53\u305f\u3089\u306a\u3044\u300d\u3068\u3057\u3001**\u672c\u8abf\u67fb\u306e\u524d\u306b\u540d\u524d\u3092\u6c7a\u3081\u3066\u3088\u3044\u3068\u306f\u66f8\u304d\u307e\u305b\u3093**\n5. **\u30ed\u30b0\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308b** \u2026 \u5019\u88dc\u306e\u540d\u524d\u3068\u8abf\u67fb\u306e\u8a18\u9332\u306f\u3001\u77e5\u8ca1\u90e8\u3068\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u306e\u62c5\u5f53\u306b\u9650\u308a\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8fd1\u3044\u5546\u6a19\u3092\u898b\u843d\u3068\u3057\u305f\u307e\u307e\u540d\u524d\u3092\u6c7a\u3081\u3001\u767a\u58f2\u306e\u5f8c\u306b\u540d\u524d\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3059\u3002** \u8aad\u307f\u3092\u8907\u6570\u6319\u3052\u308b\u3053\u3068\u30013\u3064\u306e\u305d\u308d\u3048\u65b9\u3001\u672c\u8abf\u67fb\u306e\u7d50\u679c\u3067\u306e\u898b\u76f4\u3057\u306e3\u3064\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u98df\u54c1\u30fb\u65e5\u7528\u54c1\u30fb\u5316\u7ca7\u54c1\u306a\u3069\u5546\u54c1\u306e\u6570\u304c\u591a\u304f\u3001\u65b0\u5546\u54c1\u3084\u9650\u5b9a\u54c1\u306e\u305f\u3073\u306b\u5546\u54c1\u540d\u306e\u5019\u88dc\u304c\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u90e8\u304b\u3089\u6708\u306b\u767e\u4ef6\u3092\u8d85\u3048\u3066\u5c4a\u304f\u30e1\u30fc\u30ab\u30fc\u3067\u3001\u77e5\u8ca1\u90e8\u304c\u51fa\u9858\u306e\u524d\u306b\u4e00\u6b21\u306e\u8abf\u67fb\u3092\u3057\u3066\u3044\u308b\u5834\u5408\u3002\u7247\u4eee\u540d\u306e\u9020\u8a9e\u306e\u5546\u54c1\u540d\u304c\u591a\u304f\u3001\u6587\u5b57\u306e\u4e00\u81f4\u3067\u306f\u5f15\u3051\u306a\u3044\u300c\u8aad\u307f\u306e\u4f3c\u305f\u5546\u6a19\u300d\u3092\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u63a2\u3057\u65b9\u304c\u62c5\u5f53\u306b\u3088\u3063\u3066\u9055\u3046\u5834\u5408\u3002\u81ea\u793e\u3068\u4ed6\u793e\u306e\u767b\u9332\u5546\u6a19\u306e\u4e00\u89a7\u3092\u3001\u8abf\u67fb\u7528\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u308c\u308b\u5834\u5408\u3002AWS 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\u306b3\u3064\u306e\u305d\u308d\u3048\u65b9\u306e\u9805\u76ee\u3067\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u5019\u88dc\u306e\u8aad\u307f\u3092\u62c5\u5f53\u304c\u6253\u3061\u8fbc\u3093\u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306fAI\u3067\u8aad\u307f\u3092\u6319\u3052\u308b\u3053\u3068\u306f\u305b\u305a\u3001\u62c5\u5f53\u304c\u8aad\u307f\u3092\u5165\u308c\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** Claude \u3067\u8aad\u307f\u3068\u90e8\u5206\u3092\u6319\u3052\u308b\u51e6\u7406\u3068\u3001\u9055\u3044\u306e\u66f8\u304d\u51fa\u3057\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u672c\u8abf\u67fb\u3067\u898b\u3064\u304b\u3063\u305f\u306e\u306b\u4e00\u6b21\u8abf\u67fb\u306e\u4e00\u89a7\u306b\u7121\u304b\u3063\u305f\u5546\u6a19\u306e\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u30011\u4ef630\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u305d\u306e\u4ef6\u6570\u304c\u6570\u304b\u6708\u7d9a\u3051\u30660\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0039","UC-0124","UC-0394","UC-0051"],"related_articles":[{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":6077,"slug":"event-kouzouka-data","title":"\u50ac\u3057\u306e\u60c5\u5831\u3092\u691c\u7d22\u306b\u51fa\u30595\u5de5\u7a0b\uff5c\u4e2d\u6b62\u3068\u5ef6\u671f\u306e\u4f1d\u3048\u65b9"},{"id":5349,"slug":"kokoku-link-zokusei","title":"\u5e83\u544a\u306e\u30ea\u30f3\u30af\u306b\u4ed8\u3051\u308b\u6307\u5b9a\u3068\u306f\uff1f\uff5c\u691c\u7d22\u306e\u8a55\u4fa1\u3092\u5b88\u308b"}],"sources":"| 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\u5546\u6a19\u306e\u985e\u5426\u306f\u5916\u89b3\u30fb\u79f0\u547c\u30fb\u89b3\u5ff5\u7b49\u306b\u3088\u308b\u5370\u8c61\u3092\u7dcf\u5408\u3057\u3066\u5168\u4f53\u7684\u306b\u89b3\u5bdf\u3059\u308b\u3053\u3068\u3002\u69cb\u6210\u90e8\u5206\u306e\u4e00\u90e8\u3092\u6bd4\u3079\u308b\u5834\u5408\u304c\u3042\u308b\u3053\u3068\u3002\u79f0\u547c\u306f\u81ea\u7136\u306b\u8a8d\u8b58\u3059\u308b\u97f3\u3067\u3001\u4e0d\u81ea\u7136\u306a\u79f0\u547c\u306f\u751f\u3058\u306a\u3044\u3053\u3068\u30012\u4ee5\u4e0a\u306e\u81ea\u7136\u306a\u79f0\u547c\u306f\u632f\u308a\u4eee\u540d\u304c\u3042\u3063\u3066\u3082\u4e21\u65b9\u751f\u305a\u308b\u3053\u3068\u3002\u79f0\u547c\u306e\u985e\u5426\u3092\u97f3\u8cea\u30fb\u97f3\u91cf\u30fb\u97f3\u8abf\u30fb\u97f3\u7bc0\u3067\u898b\u3066\u3001\u6e05\u97f3\u3068\u6fc1\u97f3\u30fb\u534a\u6fc1\u97f3\u306e\u5dee\u3001\u9577\u97f3\u30fb\u4fc3\u97f3\u306e\u6709\u7121\u3001\u62d7\u97f3\u3068\u76f4\u97f3\u306e\u5dee\u306a\u3069\u3067\u8fd1\u304f\u805e\u3053\u3048\u308b\u3053\u3068\u304c\u591a\u3044\u3068\u3059\u308b\u4f8b\u3002\u5546\u54c1\u306e\u985e\u5426\u306f\u539f\u5247\u3068\u3057\u3066\u985e\u4f3c\u5546\u54c1\u30fb\u5f79\u52d9\u5be9\u67fb\u57fa\u6e96\u306b\u3088\u308b\u3053\u3068 | [\u7279\u8a31\u5e81: \u5546\u6a19\u5be9\u67fb\u57fa\u6e96 \u7b2c4\u6761\u7b2c1\u9805\u7b2c11\u53f7](https:\/\/www.jpo.go.jp\/system\/laws\/rule\/guideline\/trademark\/kijun\/document\/index\/20_4-1-11.pdf) | 2026-10-15 |\n| \u985e\u4f3c\u5546\u54c1\u30fb\u5f79\u52d9\u5be9\u67fb\u57fa\u6e96\u304c\u3001\u985e\u4f3c\u95a2\u4fc2\u306b\u3042\u308b\u3068\u63a8\u5b9a\u3059\u308b\u5546\u54c1\u30fb\u5f79\u52d9\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u3057\u3001\u691c\u7d22\u306e\u305f\u3081\u306e\u7279\u5b9a\u306e\u30b3\u30fc\u30c9\u3092\u4ed8\u3051\u305f\u3082\u306e\u3067\u3042\u308b\u3053\u3068\u3002\u56fd\u969b\u5206\u985e\u7b2c13-2026\u7248\u5bfe\u5fdc\u304c2026\u5e741\u67081\u65e5\u4ee5\u964d\u306e\u51fa\u9858\u306b\u9069\u7528\u3055\u308c\u308b\u3053\u3068 | [\u7279\u8a31\u5e81: 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`index.max_ngram_diff`\uff08\u65e2\u5b9a1\uff09\u307e\u3067\u3067\u3042\u308b\u3053\u3068 | [OpenSearch: N-gram tokenizer](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/tokenizers\/ngram.md) | 2026-10-15 |\n| fuzzy \u306e\u691c\u7d22\u304c\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u308b\u3053\u3068\u3002`max_expansions` \u306e\u65e2\u5b9a\u304c50\u3001`prefix_length` \u306e\u65e2\u5b9a\u304c0\u3067\u3001\u5e83\u3052\u308b\u6570\u304c\u591a\u3044\u3068\u91cd\u304f\u306a\u308b\u3053\u3068 | [OpenSearch: Fuzzy query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/term\/fuzzy.md) | 2026-10-15 |\n| kuromoji \u306e\u8aad\u307f\u306e\u5f62\u306e\u30d5\u30a3\u30eb\u30bf\u304c\u3001kuromoji \u306e\u5206\u304b\u3061\u66f8\u304d\u306e\u8aad\u307f\u306e\u60c5\u5831\u3067\u5404\u8a9e\u3092\u7247\u4eee\u540d\uff08\u307e\u305f\u306f\u82f1\u5b57\uff09\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068 | [OpenSearch: Kuromoji reading form token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/kuromoji-readingform.md) | 2026-10-15 |\n| Amazon OpenSearch Service \u3067 Japanese\uff08kuromoji\uff09Analysis \u3068 ICU Analysis \u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c OpenSearch 1.0 \u4ee5\u964d\u3067\u4f7f\u3048\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-15 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-15 |\n\n**\u5546\u6a19\u304c\u985e\u4f3c\u3059\u308b\u304b\u3001\u767b\u9332\u3067\u304d\u308b\u304b\u3001\u4ed6\u793e\u306e\u6a29\u5229\u306b\u89e6\u308c\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u77e5\u8ca1\u90e8\u3068\u5f01\u7406\u58eb\u304c\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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