{"id":15458,"date":"2026-10-15T09:07:53","date_gmt":"2026-10-15T00:07:53","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/job-posting-duplicate-search\/"},"modified":"2026-10-15T09:09:59","modified_gmt":"2026-10-15T00:09:59","slug":"job-posting-duplicate-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/job-posting-duplicate-search\/","title":{"rendered":"\u6c42\u4eba\u30b5\u30a4\u30c8\u306b\u5c4a\u3044\u305f\u63b2\u8f09\u7533\u8fbc\u306e\u539f\u7a3f\u3092\u3001\u63b2\u8f09\u4e2d\u3068\u904e\u53bb\u306e\u6c42\u4eba\u306b\u7167\u3089\u3057\u3066\u3001\u91cd\u8907\u63b2\u8f09\u30fb\u539f\u7a3f\u306e\u4f7f\u3044\u56de\u3057\u30fb\u4f1a\u793e\u540d\u3092\u5909\u3048\u305f\u518d\u63b2\u306e\u5019\u88dc\u3092\u898b\u3064\u3051\u3001\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u6c42\u4eba\u30b5\u30a4\u30c8\u306b\u5c4a\u3044\u305f\u63b2\u8f09\u7533\u8fbc\u306e\u539f\u7a3f\u3092\u3001\u63b2\u8f09\u4e2d\u3068\u904e\u53bb\u306e\u6c42\u4eba\u306b\u7167\u3089\u3057\u3001\u672c\u6587\u304c\u8fd1\u3044\u3082\u306e\u3068\u9023\u7d61\u5148\u304c\u4e00\u81f4\u3059\u308b\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u91cd\u8907\u63b2\u8f09\u3001\u539f\u7a3f\u306e\u4f7f\u3044\u56de\u3057\u3001\u4f1a\u793e\u540d\u3092\u5909\u3048\u305f\u518d\u63b2\u306e\u5019\u88dc\u3092\u3001\u4e00\u81f4\u3057\u305f\u70b9\u3068\u6839\u62e0\u306e\u6c42\u4eba\u756a\u53f7\u3092\u6dfb\u3048\u3066\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1531","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-15","tech_verified_date":"2026-10-14","trigger":"**\u7533\u8fbc\u304c\u5be9\u67fb\u5f85\u3061\u306b\u5165\u3063\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u6c42\u4eba\u4f01\u696d\u304c\u7ba1\u7406\u753b\u9762\u304b\u3089\u9001\u3063\u305f\u3068\u304d\u3001\u55b6\u696d\u62c5\u5f53\u304c\u4ee3\u308f\u308a\u306b\u5165\u529b\u3057\u3066\u9001\u3063\u305f\u3068\u304d\u306e\u3069\u3061\u3089\u3082\u3001\u5be9\u67fb\u5f85\u3061\u306b\u5165\u308b\u6642\u70b9\u306f\u540c\u3058\u3067\u3059\u3002**\u5165\u53e3\u3092\u5be9\u67fb\u5f85\u3061\u306b\u305d\u308d\u3048\u308b\u3068\u3001\u5165\u529b\u306e\u7d4c\u8def\u3054\u3068\u306b\u7167\u5408\u304c\u629c\u3051\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u6c42\u4eba\u306e\u63b2\u8f09\u3068\u7d42\u4e86\u3067\u3059\u3002** \u63b2\u8f09\u3055\u308c\u305f\u6c42\u4eba\u3068\u3001\u63b2\u8f09\u3092\u7d42\u3048\u305f\u6c42\u4eba\u3092\u3001\u305d\u306e\u305f\u3073\u306b\u7d22\u5f15\u3078\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3060\u3051\u306b\u3059\u308b\u3068\u3001\u305d\u306e\u65e5\u306e\u663c\u306b\u63b2\u8f09\u3055\u308c\u305f\u6c42\u4eba\u3068\u540c\u3058\u539f\u7a3f\u304c\u3001\u5915\u65b9\u306b\u5c4a\u3044\u3066\u3082\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3082\u3001\u66f4\u65b0\u306e\u305f\u3073\u306b\u7d22\u5f15\u3078\u5165\u308c\u307e\u3059\u3002** \u4e00\u89a7\u306b\u8f09\u3063\u305f\u4f01\u696d\u306e\u904e\u53bb\u306e\u6c42\u4eba\u306b\u306f\u3001`suspended` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u7533\u8fbc\u306e\u539f\u7a3f | \u4f1a\u793e\u540d\u3001\u6cd5\u4eba\u756a\u53f7\u3001\u8077\u7a2e\u3001\u96c7\u7528\u5f62\u614b\u3001\u52e4\u52d9\u5730\u3001\u7d66\u4e0e\u3001\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\u3001\u5fdc\u52df\u306e\u9023\u7d61\u5148\u3001\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9 | \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 |\n| \u6c42\u4eba\u306e\u6587\u66f8 | \u6c42\u4eba\u756a\u53f7\u3001\u63b2\u8f09\u306e\u72b6\u614b\uff08\u63b2\u8f09\u4e2d\u30fb\u7d42\u4e86\u30fb\u505c\u6b62\uff09\u3001\u4f01\u696d\u306e\u756a\u53f7\u3001\u4e0a\u3068\u540c\u3058\u9805\u76ee\u3001\u63b2\u8f09\u306e\u671f\u9593 | \u6c42\u4eba\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d | \u4f01\u696d\u306e\u756a\u53f7\u3001\u4f1a\u793e\u540d\u3001\u6cd5\u4eba\u756a\u53f7\u3001\u96fb\u8a71\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u6b62\u3081\u305f\u7406\u7531\u306e\u533a\u5206\u3001\u6b62\u3081\u305f\u65e5 | \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7 |\n| \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74 | \u6cd5\u4eba\u756a\u53f7\u3054\u3068\u306e\u904e\u53bb\u306e\u5546\u53f7\u3068\u6240\u5728\u5730\u3001\u5909\u66f4\u306e\u65e5 | \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API |\n| \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b | \u6c42\u4eba\u756a\u53f7\u306e\u7d44\u3068\u3001\u78ba\u304b\u3081\u305f\u65e5\u3068\u62c5\u5f53\u8005 | \u7167\u5408\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30013\u884c\u76ee\u306e\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4f1a\u793e\u540d\u3068\u96fb\u8a71\u756a\u53f7\u3060\u3051\u3067\u306a\u304f\u3001**\u6cd5\u4eba\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u307e\u3067\u6301\u305f\u305b\u307e\u3059\u3002** \u540d\u524d\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u3069\u308c\u304b\u304c\u4e00\u81f4\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u304b\u3089\u3067\u3059\u3002\n\n**5\u884c\u76ee\u306e\u300c\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u300d\u3082\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u3069\u3046\u3057\u3001\u540c\u3058\u4f1a\u793e\u306e\u5225\u306e\u5e97\u8217\u3069\u3046\u3057\u306f\u3001\u4e00\u5ea6\u78ba\u304b\u3081\u308c\u3070\u6b21\u304b\u3089\u306f\u5019\u88dc\u306b\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u3053\u306e\u8a18\u9332\u304c\u7121\u3044\u3068\u3001\u6bce\u6708\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u308a\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u672c\u6587\u306e\u8fd1\u3044\u6c42\u4eba | \u6c42\u4eba\u306e\u7d22\u5f15 | \u8077\u7a2e\u540d\u3068\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\u3078\u306e `more_like_this` |\n| \u9023\u7d61\u5148\u304c\u4e00\u81f4\u3059\u308b\u6c42\u4eba | \u6c42\u4eba\u306e\u7d22\u5f15 | \u6b63\u898f\u5316\u3057\u305f\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u3078\u306e `term` |\n| \u77ed\u3044\u9805\u76ee\u306e\u5b8c\u5168\u306a\u91cd\u8907 | \u6c42\u4eba\u306e\u7d22\u5f15 | \u300c\u8077\u7a2e\u540d\uff0b\u52e4\u52d9\u5730\uff0b\u96c7\u7528\u5f62\u614b\u300d\u306e fingerprint \u306e\u9805\u76ee\u3078\u306e `term` |\n| \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74 | \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API | \u6cd5\u4eba\u756a\u53f7\u3092\u6307\u5b9a\u3057\u3001\u5909\u66f4\u306e\u5c65\u6b74\u3092\u4f75\u305b\u3066\u53d6\u308b\u6761\u4ef6\u3067\u547c\u3076 |\n\n\u7167\u5408\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/job-postings\/_search\n{\n  \"size\": 20,\n  \"query\": {\n    \"bool\": {\n      \"filter\": [\n        { \"range\": { \"posted_to\": { \"gte\": \"now-18M\/d\" } } }\n      ],\n      \"should\": [\n        { \"more_like_this\": {\n            \"fields\": [\"job_title\", \"description\"],\n            \"like\": [ { \"doc\": {\n              \"job_title\": \"\u30db\u30fc\u30eb\u30b9\u30bf\u30c3\u30d5\uff08\u672a\u7d4c\u9a13\u6b53\u8fce\uff09\",\n              \"description\": \"\u7533\u8fbc\u306e\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\"\n            } } ],\n            \"min_term_freq\": 1,\n            \"min_doc_freq\": 2,\n            \"max_query_terms\": 40,\n            \"minimum_should_match\": \"40%\"\n        } },\n        { \"term\": { \"phone_norm\": { \"value\": \"0312345678\", \"boost\": 3 } } },\n        { \"term\": { \"address_norm\": { \"value\": \"\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u897f\u65b0\u5bbf1-2-3\", \"boost\": 2 } } },\n        { \"term\": { \"mail_domain\": { \"value\": \"example.co.jp\", \"boost\": 2 } } },\n        { \"term\": { \"corporate_no\": { \"value\": \"1234567890123\", \"boost\": 3 } } },\n        { \"term\": { \"title_place_fp\": { \"value\": \"\u7533\u8fbc\u304b\u3089\u4f5c\u3063\u305f fingerprint\", \"boost\": 2 } } }\n      ],\n      \"minimum_should_match\": 1\n    }\n  }\n}\n```\n\n**\u7167\u5408\u306e\u7bc4\u56f2\u306f\u3001\u904e\u53bb18\u304b\u6708\u306e\u6c42\u4eba\u3068\u3001\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u5168\u671f\u9593\u306e\u6c42\u4eba\u3067\u3059\u3002** \u5f8c\u8005\u306f\u5225\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u3001`suspended` \u306e\u5370\u3067\u7d5e\u3063\u3066\u540c\u3058\u5f62\u3067\u63a2\u3057\u307e\u3059\u3002**\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3060\u3051\u306f\u3001\u53e4\u304f\u3066\u3082\u7167\u5408\u304b\u3089\u5916\u3057\u307e\u305b\u3093\u3002**\n\n**`minimum_should_match` \u3092\u3001more_like_this \u306e\u4e2d\u3068\u5916\u3067\u5225\u306b\u6c7a\u3081\u307e\u3059\u3002** \u4e2d\u306f\u300c\u672c\u6587\u306e\u8a00\u8449\u306e\u4f55\u5272\u304c\u4e00\u81f4\u3059\u308c\u3070\u8fd1\u3044\u3068\u3059\u308b\u304b\u300d\u3001\u5916\u306f\u300c6\u3064\u306e\u6761\u4ef6\u306e\u3046\u3061\u3044\u304f\u3064\u306b\u5f53\u305f\u308c\u3070\u5019\u88dc\u306b\u3059\u308b\u304b\u300d\u3067\u3059\u3002**\u6df7\u540c\u3059\u308b\u3068\u3001\u9023\u7d61\u5148\u3060\u3051\u4e00\u81f4\u3057\u305f\u6c42\u4eba\u304c\u5019\u88dc\u304b\u3089\u843d\u3061\u307e\u3059\u3002**\n\n\u6c42\u4eba\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"posting_id\": \"J-2026-0812-04417\",\n  \"status\": \"ended\",\n  \"company_id\": \"C-118204\",\n  \"company_name\": \"\u682a\u5f0f\u4f1a\u793e\u30b5\u30f3\u30d7\u30eb\u30c0\u30a4\u30cb\u30f3\u30b0\",\n  \"corporate_no\": \"1234567890123\",\n  \"job_title\": \"\u30db\u30fc\u30eb\u30b9\u30bf\u30c3\u30d5\uff08\u672a\u7d4c\u9a13\u6b53\u8fce\uff09\",\n  \"employment_type\": \"part_time\",\n  \"work_address_norm\": \"\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u897f\u65b0\u5bbf1-2-3\",\n  \"phone_norm\": \"0312345678\",\n  \"mail_domain\": \"example.co.jp\",\n  \"description\": \"\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\",\n  \"posted_from\": \"2026-05-01\",\n  \"posted_to\": \"2026-06-30\",\n  \"suspended\": false\n}\n```","preprocessing":"1. **\u96fb\u8a71\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u30cf\u30a4\u30d5\u30f3\u30fb\u62ec\u5f27\u30fb\u7a7a\u767d\u3092\u9664\u304d\u3001\u5168\u89d2\u306e\u6570\u5b57\u3092\u534a\u89d2\u306b\u3057\u3066\u3001\u6570\u5b57\u3060\u3051\u306e\u4e26\u3073\u306b\u3057\u307e\u3059\n2. **\u6240\u5728\u5730\u306e\u6b63\u898f\u5316** \u2026 \u90fd\u9053\u5e9c\u770c\u304b\u3089\u756a\u5730\u307e\u3067\u3092\u5206\u3051\u3001\u300c\u4e01\u76ee\u300d\u300c\u756a\u300d\u300c\u53f7\u300d\u3092\u6570\u5b57\u306e\u4e26\u3073\u306b\u305d\u308d\u3048\u307e\u3059\u3002**\u5efa\u7269\u540d\u3068\u90e8\u5c4b\u756a\u53f7\u306f\u5225\u306e\u9805\u76ee\u306b\u3057\u307e\u3059**\n3. **\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u53d6\u308a\u51fa\u3057** \u2026 \u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u3001`@` \u306e\u5f8c\u308d\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u8ab0\u3067\u3082\u53d6\u308c\u308b\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u306f\u3001\u7167\u5408\u306b\u4f7f\u308f\u306a\u3044\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n4. **\u6cd5\u4eba\u756a\u53f7\u306e\u78ba\u8a8d** \u2026 13\u6841\u306e\u6570\u5b57\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u500b\u4eba\u4e8b\u696d\u4e3b\u306a\u3069\u3067\u6cd5\u4eba\u756a\u53f7\u304c\u7121\u3044\u7533\u8fbc\u306f\u3001\u7a7a\u306e\u307e\u307e\u9032\u3081\u307e\u3059\n5. **\u672c\u6587\u306e\u6574\u3048** \u2026 \u5b9a\u578b\u306e\u5fdc\u52df\u65b9\u6cd5\u306e\u6848\u5185\u3084\u3001\u3069\u306e\u539f\u7a3f\u306b\u3082\u5165\u308b\u4f1a\u793e\u306e\u7d39\u4ecb\u306e\u6bb5\u843d\u3092\u9664\u3044\u3066\u304b\u3089 `like` \u306b\u6e21\u3057\u307e\u3059\n6. **fingerprint \u306e\u9805\u76ee\u306e\u4f5c\u6210** \u2026 \u8077\u7a2e\u540d\u30fb\u52e4\u52d9\u5730\u306e\u5e02\u533a\u753a\u6751\u30fb\u96c7\u7528\u5f62\u614b\u3092\u3064\u306a\u3044\u3060\u77ed\u3044\u6587\u5b57\u5217\u3092\u4f5c\u308a\u307e\u3059\n\n**3\u756a\u76ee\u306e\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u9664\u5916\u3092\u7701\u304f\u3068\u3001\u7121\u95a2\u4fc2\u306e\u6c42\u4eba\u304c\u5927\u91cf\u306b\u5019\u88dc\u306b\u51fa\u307e\u3059\u3002** \u540c\u3058\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3092\u4f7f\u3046\u6c42\u4eba\u306f\u3001\u4f55\u5343\u4ef6\u3082\u3042\u308b\u304b\u3089\u3067\u3059\u3002\n\n**5\u756a\u76ee\u306f more_like_this \u306e\u7cbe\u5ea6\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002** \u6c42\u4eba\u30b5\u30a4\u30c8\u306e\u5165\u529b\u6b04\u306b\u5b9a\u578b\u3067\u5165\u308b\u300c\u5fdc\u52df\u306f\u3053\u3061\u3089\u304b\u3089\u300d\u300c\u5f53\u793e\u306f\u5275\u696d\u25cb\u5e74\u300d\u306e\u6bb5\u843d\u304c\u6b8b\u308b\u3068\u3001**\u305d\u306e\u8a00\u8449\u304c\u7279\u5fb4\u306e\u8a00\u8449\u3068\u3057\u3066\u9078\u3070\u308c\u3001\u540c\u3058\u4f1a\u793e\u306e\u5225\u306e\u6c42\u4eba\u3070\u304b\u308a\u304c\u4e26\u3073\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u898f\u5247\u3067\u6c7a\u3081\u305f\u7167\u5408\u306e\u578b\u3068\u3001\u9805\u76ee\u3054\u3068\u306e\u4e00\u81f4\u30fb\u4e0d\u4e00\u81f4\u3092\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u306f OpenSearch\u3001\u578b\u3092\u6c7a\u3081\u308b\u306e\u306f\u898f\u5247\u3067\u3059\u3002\n\n\u7167\u5408\u306e\u578b\u306f\u3001\u6b21\u306e\u898f\u5247\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n| \u578b | \u6761\u4ef6 |\n|:--|:--|\n| `same_posting_live` | \u6cd5\u4eba\u756a\u53f7\u304b\u4f01\u696d\u306e\u756a\u53f7\u304c\u540c\u3058\u3067\u3001fingerprint \u304c\u4e00\u81f4\u3057\u3001\u63b2\u8f09\u4e2d |\n| `reused_posting` | \u6cd5\u4eba\u756a\u53f7\u304b\u4f01\u696d\u306e\u756a\u53f7\u304c\u540c\u3058\u3067\u3001\u672c\u6587\u304c\u8fd1\u304f\u3001\u5143\u306e\u6c42\u4eba\u306f\u63b2\u8f09\u7d42\u4e86 |\n| `suspended_link` | \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3068\u3001\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u306e\u3044\u305a\u308c\u304b\u304c\u4e00\u81f4 |\n| `renamed_company` | \u6cd5\u4eba\u756a\u53f7\u304c\u540c\u3058\u3067\u3001\u4f1a\u793e\u540d\u304c\u9055\u3046\u3002Web-API \u306e\u5909\u66f4\u306e\u5c65\u6b74\u3067\u5546\u53f7\u306e\u5909\u66f4\u3092\u78ba\u304b\u3081\u308b |\n| `template_like` | \u672c\u6587\u306f\u8fd1\u3044\u304c\u3001\u6cd5\u4eba\u756a\u53f7\u3082\u9023\u7d61\u5148\u3082\u9055\u3046\uff08\u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306a\u3069\u306e\u53ef\u80fd\u6027\uff09 |\n| `known_pair` | \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u306b\u5165\u3063\u3066\u3044\u308b\u3002\u5019\u88dc\u306b\u51fa\u3055\u306a\u3044 |\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u4e00\u81f4\u3057\u305f\u70b9\u306e\u8aac\u660e | \u3069\u306e\u9805\u76ee\u304c\u4e00\u81f4\u3057\u305f\u304b\u3001\u672c\u6587\u306e\u3069\u306e\u6bb5\u843d\u304c\u8fd1\u3044\u304b |\n| \u9055\u3046\u70b9\u306e\u8aac\u660e | \u8077\u7a2e\u30fb\u52e4\u52d9\u5730\u30fb\u7d66\u4e0e\u30fb\u96c7\u7528\u5f62\u614b\u306e\u9055\u3044 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u306e\u5217\u6319 | \u578b\u3054\u3068\u306b\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u6c42\u4eba\u4f01\u696d\u3084\u55b6\u696d\u306b\u78ba\u304b\u3081\u308b\u70b9 |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u6c42\u4eba\u756a\u53f7\u3068\u63b2\u8f09\u306e\u671f\u9593 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u63b2\u8f09\u306e\u53ef\u5426\u306e\u5224\u65ad | \u5be9\u67fb\u62c5\u5f53\u304c\u898f\u7d04\u3068\u539f\u7a3f\u3092\u898b\u3066\u6c7a\u3081\u308b |\n| \u865a\u507d\u306e\u8868\u793a\u306b\u5f53\u305f\u308b\u304b\u306e\u5224\u65ad | \u6cd5\u4ee4\u3068\u898f\u7d04\u306e\u89e3\u91c8\u3067\u3001\u4eba\u304c\u6c7a\u3081\u308b |\n| \u7167\u5408\u306e\u578b\u306e\u6c7a\u5b9a\u30fb\u5909\u66f4 | \u898f\u5247\u3067\u6c7a\u3081\u3001\u8a18\u9332\u306b\u6b8b\u3059 |\n| \u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u306e\u63a8\u6e2c | \u300c\u96a0\u3059\u305f\u3081\u306b\u540d\u524d\u3092\u5909\u3048\u305f\u300d\u306e\u3088\u3046\u306a\u63a8\u6e2c\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u306e\u7d39\u4ecb | \u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** `suspended_link` \u306e\u5019\u88dc\u3092\u6e21\u3059\u3068\u3001AI\u306f\u300c\u63b2\u8f09\u505c\u6b62\u3092\u56de\u907f\u3059\u308b\u76ee\u7684\u3067\u5225\u540d\u7fa9\u306b\u3088\u308a\u7533\u3057\u8fbc\u3093\u3060\u3068\u8003\u3048\u3089\u308c\u308b\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u540d\u524d\u304c\u5909\u308f\u3063\u305f\u7406\u7531\u306f\u3001\u5546\u53f7\u306e\u5909\u66f4\u304b\u3082\u3057\u308c\u305a\u3001\u4e8b\u696d\u3092\u8b72\u308a\u53d7\u3051\u305f\u5225\u306e\u4f1a\u793e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002** \u4e00\u81f4\u3057\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304b\u305b\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u6c42\u4eba\u30b5\u30a4\u30c8\u306e\u63b2\u8f09\u5be9\u67fb\u3067\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u91cd\u8907\u3068\u518d\u63b2\u3092\u78ba\u304b\u3081\u308b\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u7167\u5408\u3067\u898b\u3064\u304b\u3063\u305f\u5019\u88dc\u3092\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u63b2\u8f09\u3057\u3066\u3088\u3044\u304b\u3001\u898f\u7d04\u3084\u6cd5\u4ee4\u306b\u53cd\u3059\u308b\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u5be9\u67fb\u62c5\u5f53\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u5019\u88dc\u3054\u3068\u306b\u3001\u6e21\u3055\u308c\u305f\u7167\u5408\u306e\u578b\uff08match_type\uff09\u306e\u610f\u5473\u30921\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u4e00\u81f4\u3057\u305f\u9805\u76ee\uff08matched_fields\uff09\u3068\u9055\u3046\u9805\u76ee\uff08diff_fields\uff09\u3092\u3001\u5024\u3092\u6dfb\u3048\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u672c\u6587\u306e\u8fd1\u3055\u306f\u3001\u8fd1\u3044\u6bb5\u843d\u3092\u7533\u8fbc\u3068\u5019\u88dc\u304b\u30891\u3064\u305a\u3064\u5199\u3057\u3066\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u578b\u3054\u3068\u306b\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u70b9\u3092\u7b87\u6761\u66f8\u304d\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n5. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u6c42\u4eba\u756a\u53f7\u3068\u63b2\u8f09\u306e\u671f\u9593\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u3084\u76ee\u7684\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u56de\u907f\u3059\u308b\u76ee\u7684\u300d\u300c\u96a0\u3059\u305f\u3081\u300d\u300c\u610f\u56f3\u7684\u306b\u300d\u306e\u3088\u3046\u306a\u8a00\u8449\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u865a\u507d\u300d\u300c\u9055\u53cd\u300d\u300c\u4e0d\u6b63\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e00\u81f4\u3057\u305f\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7167\u5408\u306e\u578b\u3092\u5909\u3048\u305f\u308a\u3001\u5225\u306e\u578b\u3092\u63d0\u6848\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u4e00\u81f4\u30fb\u4e0d\u4e00\u81f4\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u756a\u53f7\u30fb\u4f1a\u793e\u540d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- template_like \u306e\u5019\u88dc\u3067\u306f\u3001\u5225\u306e\u4f1a\u793e\u306e\u6b63\u5f53\u306a\u6c42\u4eba\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u5fc5\u305a\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7533\u8fbc\u3011{application}\n\u3010\u5019\u88dc\uff08\u7167\u5408\u306e\u578b\u30fb\u4e00\u81f4\u3057\u305f\u9805\u76ee\u30fb\u9055\u3046\u9805\u76ee\u30fb\u8fd1\u3044\u6bb5\u843d\uff09\u3011{candidates}\n\u3010\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u3011{name_history}\n```\n\n**\u300c\u610f\u56f3\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u8a00\u8449\u306e\u4e00\u89a7\u3067\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001\u8a00\u3044\u63db\u3048\u3066\u66f8\u304f\u304b\u3089\u3067\u3059\u3002** \u300c\u610f\u56f3\u3092\u63a8\u6e2c\u3057\u306a\u3044\u300d\u3068\u3060\u3051\u4f1d\u3048\u308b\u3068\u3001\u300c\u540d\u7fa9\u3092\u5909\u66f4\u3057\u3066\u7533\u3057\u8fbc\u3093\u3060\u53ef\u80fd\u6027\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u5be9\u67fb\u62c5\u5f53\u306f\u305d\u306e\u4e00\u6587\u306b\u5f15\u3063\u3071\u3089\u308c\u3066\u3001\u6c42\u4eba\u4f01\u696d\u3078\u306e\u78ba\u8a8d\u306e\u8a00\u3044\u65b9\u3092\u5909\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**`template_like` \u306b\u4e00\u6587\u3092\u5fc5\u305a\u66f8\u304b\u305b\u308b\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u3069\u3046\u3057\u306f\u672c\u6587\u304c\u307b\u3068\u3093\u3069\u540c\u3058\u3067\u3001**\u8aac\u660e\u3092\u8aad\u3093\u3060\u62c5\u5f53\u8005\u304c\u7591\u3063\u3066\u304b\u304b\u308b\u3068\u3001\u6b63\u5f53\u306a\u6c42\u4eba\u306e\u63b2\u8f09\u304c\u9045\u308c\u307e\u3059\u3002**","output_data":"**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"application_id\": \"\",\n  \"candidates\": [\n    {\n      \"posting_id\": \"\",\n      \"posted_period\": \"\",\n      \"match_type\": \"same_posting_live | reused_posting | suspended_link | renamed_company | template_like\",\n      \"matched_fields\": [ { \"field\": \"\", \"value\": \"\" } ],\n      \"diff_fields\": [ { \"field\": \"\", \"application\": \"\", \"candidate\": \"\" } ],\n      \"similar_passages\": { \"application\": \"\", \"candidate\": \"\" },\n      \"explanation\": \"\",\n      \"points_to_check\": []\n    }\n  ],\n  \"no_candidate\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`posting_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u7167\u5408\u306e\u7d50\u679c\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`match_type` \u3067\u4e26\u3079\u308b\u9806\u756a\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3067\u306f\u3001`suspended_link` \u3092\u4e00\u756a\u4e0a\u306b\u3001`template_like` \u3092\u4e00\u756a\u4e0b\u306b\u4e26\u3079\u307e\u3059\u3002**\u540c\u3058\u4ef6\u6570\u306e\u5019\u88dc\u3067\u3082\u3001\u5148\u306b\u898b\u308b\u3079\u304d\u3082\u306e\u304c\u4e0a\u306b\u6765\u307e\u3059\u3002** `match_type`\u30fb`matched_fields`\u30fb`diff_fields` \u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001AI\u306f `explanation` \u3068 `points_to_check` \u3060\u3051\u3092\u66f8\u304d\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`similar_passages` \u3067\u672c\u6587\u306e\u8fd1\u3055\u3092\u76ee\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u8fd1\u3055\u306e\u70b9\u6570\u3060\u3051\u3067\u306f\u3001\u3069\u3053\u304c\u540c\u3058\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u8fd1\u3044\u6bb5\u843d\u3092\u4e26\u3079\u3066\u8868\u793a\u3059\u308c\u3070\u3001\u5be9\u67fb\u62c5\u5f53\u306f\u539f\u7a3f\u3092\u958b\u304f\u524d\u306b\u898b\u5f53\u304c\u4ed8\u304d\u307e\u3059\u3002** \u5199\u3055\u308c\u305f\u6bb5\u843d\u304c\u5143\u306e\u539f\u7a3f\u306b\u5b9f\u5728\u3059\u308b\u304b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6587\u5b57\u5217\u3092\u7167\u3089\u3057\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 | \u5be9\u67fb\u5f85\u3061\u3078\u306e\u767b\u9332\u3092\u8d77\u70b9\u306b Lambda \u3092\u547c\u3076 | \u7167\u5408\u306e\u958b\u59cb\u3068\u3001\u5019\u88dc\u306e\u8868\u793a |\n| Amazon OpenSearch Service | `_search`\uff08more_like_this\u3001term\uff09 | \u672c\u6587\u306e\u8fd1\u3044\u6c42\u4eba\u3068\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3059\u308b\u6c42\u4eba |\n| \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API | \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u3092\u4ed8\u3051\u305f HTTP \u306e\u547c\u3073\u51fa\u3057 | \u6cd5\u4eba\u756a\u53f7\u3054\u3068\u306e\u60c5\u5831\u3068\u5909\u66f4\u306e\u5c65\u6b74 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u3068\u78ba\u304b\u3081\u308b\u70b9 |\n| \u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u63b2\u8f09\u30fb\u7d42\u4e86\u306e\u305f\u3073\u306e\u5dee\u5206 | \u6c42\u4eba\u306e\u7d22\u5f15\u306e\u66f4\u65b0 |\n\n**\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u3092\u4f7f\u3046\u306b\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u304c\u8981\u308a\u307e\u3059\u3002** \u767a\u884c\u306b\u8cbb\u7528\u306f\u639b\u304b\u308a\u307e\u305b\u3093\u304c\u3001**\u767a\u884c\u307e\u3067\u306b2\u9031\u9593\u304b\u30891\u304b\u6708\u7a0b\u5ea6\u304b\u304b\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002** \u7167\u5408\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u59cb\u3081\u308b\u524d\u306b\u7533\u8acb\u3057\u307e\u3059\u3002","human_review":"1. **\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3092\u958b\u304f** \u2026 \u4e00\u89a7\u306e\u4e0a\u304b\u3089\u3001`suspended_link`\u3001`renamed_company`\u3001`same_posting_live`\u3001`reused_posting`\u3001`template_like` \u306e\u9806\u306b\u898b\u307e\u3059\n2. **\u5143\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u898b\u6bd4\u3079\u308b** \u2026 \u8aac\u660e\u306e\u6bb5\u843d\u3060\u3051\u3067\u6c7a\u3081\u305a\u3001\u5143\u306e\u6c42\u4eba\u306e\u539f\u7a3f\u3092\u958b\u304d\u307e\u3059\n3. **\u6c42\u4eba\u4f01\u696d\u304b\u55b6\u696d\u306b\u78ba\u304b\u3081\u308b** \u2026 \u578b\u3054\u3068\u306e\u78ba\u304b\u3081\u308b\u70b9\u306b\u6cbf\u3063\u3066\u805e\u304d\u307e\u3059\u3002**\u7591\u3044\u3092\u4f1d\u3048\u308b\u8a00\u3044\u65b9\u306b\u305b\u305a\u3001\u4e8b\u5b9f\u3092\u78ba\u304b\u3081\u308b\u805e\u304d\u65b9\u306b\u3057\u307e\u3059**\n4. **\u6271\u3044\u3092\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b** \u2026 \u63b2\u8f09\u3059\u308b\u3001\u91cd\u8907\u3092\u6574\u7406\u3057\u3066\u3082\u3089\u3046\u3001\u63b2\u8f09\u3092\u898b\u5408\u308f\u305b\u308b\u3001\u306e\u3069\u308c\u304b\u3092\u8a18\u9332\u3057\u307e\u3059\n5. **\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u767b\u9332\u3059\u308b** \u2026 \u6b21\u304b\u3089\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u5019\u88dc\u306b\u51fa\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8fd1\u3044\u6bb5\u843d\u30921\u3064\u793a\u3059\u3060\u3051\u3067\u3059\u3002**\u52e4\u52d9\u5730\u3084\u7d66\u4e0e\u304c\u5c11\u3057\u3060\u3051\u9055\u3046\u539f\u7a3f\u306f\u3001\u5168\u6587\u3092\u4e26\u3079\u306a\u3044\u3068\u9055\u3044\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\n\n**\u76ee\u6a19\u306f\u30012,400\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** \u5019\u88dc\u306e\u7121\u3044\u7533\u8fbc\u306f\u6570\u79d2\u3067\u7d42\u308f\u308a\u3001\u5019\u88dc\u306e\u4ed8\u3044\u305f\u7533\u8fbc\u306f\u5143\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\u306e\u3067\u6570\u5206\u304b\u304b\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c1\u4ef6\u3082\u51fa\u306a\u3044 | `no_candidate` \u3092\u7acb\u3066\u3001\u91cd\u8907\u3068\u518d\u63b2\u306e\u78ba\u8a8d\u3092\u7d42\u3048\u308b |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0820\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u672c\u6587\u306e\u5b9a\u578b\u306e\u6bb5\u843d\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\u3002**\u9664\u304f\u6bb5\u843d\u306e\u4e00\u89a7\u3092\u76f4\u3059** |\n| \u6cd5\u4eba\u756a\u53f7\u304c13\u6841\u3067\u306a\u3044 | Web-API \u3092\u547c\u3070\u305a\u3001\u6cd5\u4eba\u756a\u53f7\u3092\u7167\u5408\u304b\u3089\u5916\u3057\u3066\u9032\u3081\u308b\u3002\u5be9\u67fb\u62c5\u5f53\u306b\u8868\u793a\u3059\u308b |\n| Web-API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u306a\u3057\u3067\u7167\u5408\u3092\u9032\u3081\u3001**\u300c\u5c65\u6b74\u3092\u78ba\u304b\u3081\u3066\u3044\u306a\u3044\u300d\u3068\u8868\u793a\u3059\u308b** |\n| \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u306b\u9023\u7d61\u5148\u304c\u7121\u3044 | \u305d\u306e\u4f01\u696d\u306f\u4f1a\u793e\u540d\u3060\u3051\u3067\u7167\u3089\u3059\u3002\u4e00\u89a7\u306e\u6574\u5099\u306e\u5bfe\u8c61\u306b\u3059\u308b |\n| \u5199\u3055\u308c\u305f\u6bb5\u843d\u304c\u5143\u306e\u539f\u7a3f\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u306e\u8aac\u660e\u3092\u8868\u793a\u305b\u305a\u3001\u9805\u76ee\u306e\u4e00\u81f4\u3060\u3051\u3092\u8868\u793a\u3059\u308b |\n| \u6c42\u4eba\u756a\u53f7\u304c\u7167\u5408\u306e\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u306b\u518d\u5b9f\u884c\u3059\u308b |","log_storage":"- \u7533\u8fbc\u306e\u539f\u7a3f\u3068\u3001\u6b63\u898f\u5316\u3057\u305f\u9023\u7d61\u5148\u306e\u5024\n- \u7167\u5408\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u4f7f\u3063\u305f\u6761\u4ef6\u3068\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u5019\u88dc\u3068\u70b9\u6570\n- \u7167\u5408\u306e\u578b\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u898f\u5247\u306e\u7248\n- \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u306e\u5fdc\u7b54\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u5be9\u67fb\u62c5\u5f53\u306e\u5224\u65ad\u3068\u3001\u6c42\u4eba\u4f01\u696d\u3084\u55b6\u696d\u306b\u78ba\u304b\u3081\u305f\u5185\u5bb9\n- \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u5019\u88dc\u306e\u6570\u3092\u6e1b\u3089\u3057\u3066\u3044\u304d\u307e\u3059\u3002** \u904b\u7528\u306e\u6700\u521d\u306e\u6570\u304b\u6708\u306f `template_like` \u304c\u591a\u304f\u51fa\u307e\u3059\u304c\u3001\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u304c\u5897\u3048\u308b\u307b\u3069\u3001**\u540c\u3058\u672c\u90e8\u306e\u3072\u306a\u5f62\u306e\u6c42\u4eba\u304c\u5019\u88dc\u306b\u51fa\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":12,"assumption_frequency":2400,"assumption_workdays":20,"volume_month":2400,"before_minutes_per_case":5,"after_minutes_per_case":2,"hourly_cost":3000,"before_hours_month":200,"after_hours_month":80,"saved_hours_month":120,"reduction_rate":60,"saved_hours_year":1440,"annual_cost_effect":4320000,"summary":"\u6c42\u4eba\u30b5\u30a4\u30c8\u306b\u5c4a\u3044\u305f\u63b2\u8f09\u7533\u8fbc\u306e\u539f\u7a3f\u3092\u3001\u63b2\u8f09\u4e2d\u3068\u904e\u53bb\u306e\u6c42\u4eba\u306b\u7167\u3089\u3057\u3001\u672c\u6587\u304c\u8fd1\u3044\u3082\u306e\u3068\u9023\u7d61\u5148\u304c\u4e00\u81f4\u3059\u308b\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u91cd\u8907\u63b2\u8f09\u3001\u539f\u7a3f\u306e\u4f7f\u3044\u56de\u3057\u3001\u4f1a\u793e\u540d\u3092\u5909\u3048\u305f\u518d\u63b2\u306e\u5019\u88dc\u3092\u3001\u4e00\u81f4\u3057\u305f\u70b9\u3068\u6839\u62e0\u306e\u6c42\u4eba\u756a\u53f7\u3092\u6dfb\u3048\u3066\u5be9\u67fb\u62c5\u5f53\u306b\u56de\u3057\u307e\u3059\u3002","before_flow":"1. \u7533\u8fbc\u306e\u539f\u7a3f\u3092\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3067\u958b\u304f\n2. \u4f1a\u793e\u540d\u3067\u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u691c\u7d22\u3057\u3001\u63b2\u8f09\u4e2d\u306e\u540c\u3058\u4f1a\u793e\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u898b\u6bd4\u3079\u308b\n3. \u96fb\u8a71\u756a\u53f7\u3067\u691c\u7d22\u3057\u3001\u5225\u306e\u4f1a\u793e\u540d\u3067\u540c\u3058\u756a\u53f7\u3092\u4f7f\u3046\u6c42\u4eba\u304c\u7121\u3044\u304b\u3092\u898b\u308b\n4. \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u4f1a\u793e\u540d\u3068\u96fb\u8a71\u756a\u53f7\u3067\u691c\u7d22\u3059\u308b\n5. \u4f3c\u305f\u6c42\u4eba\u304c\u3042\u308c\u3070\u3001\u8077\u7a2e\u30fb\u52e4\u52d9\u5730\u30fb\u7d66\u4e0e\u30fb\u672c\u6587\u3092\u898b\u6bd4\u3079\u3066\u3001\u91cd\u8907\u304b\u5225\u306e\u6c42\u4eba\u304b\u3092\u6c7a\u3081\u308b\n6. \u91cd\u8907\u3084\u518d\u63b2\u306e\u7591\u3044\u304c\u3042\u308c\u3070\u3001\u55b6\u696d\u62c5\u5f53\u304b\u6c42\u4eba\u4f01\u696d\u306b\u78ba\u304b\u3081\u3001\u7d50\u679c\u3092\u5be9\u67fb\u306e\u8a18\u9332\u306b\u66f8\u304f\n\n**\uff08a\uff09\u4f1a\u793e\u540d\u3068\u96fb\u8a71\u756a\u53f7\u3067\u3057\u304b\u63a2\u305b\u306a\u3044\u3002** \u7ba1\u7406\u753b\u9762\u306e\u691c\u7d22\u306f\u3001\u9805\u76ee\u306e\u6587\u5b57\u5217\u306e\u4e00\u81f4\u3067\u3059\u3002**\u672c\u6587\u304c\u540c\u3058\u3067\u4f1a\u793e\u540d\u3082\u96fb\u8a71\u756a\u53f7\u3082\u9055\u3046\u539f\u7a3f\u306f\u3001\u898b\u3064\u3051\u3088\u3046\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\uff08b\uff09\u66f8\u304d\u65b9\u304c\u9055\u3046\u3068\u4e00\u81f4\u3057\u306a\u3044\u3002** \u96fb\u8a71\u756a\u53f7\u306e\u30cf\u30a4\u30d5\u30f3\u306e\u6709\u7121\u3001\u5168\u89d2\u3068\u534a\u89d2\u3001\u6240\u5728\u5730\u306e\u300c1\u4e01\u76ee2\u756a3\u53f7\u300d\u3068\u300c1-2-3\u300d\u3002**\u540c\u3058\u756a\u53f7\u3067\u3082\u3001\u66f8\u304d\u65b9\u304c\u9055\u3046\u3068\u691c\u7d22\u306b\u5f15\u3063\u304b\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u898b\u3064\u3051\u308b\u306e\u306f\u62c5\u5f53\u8005\u306e\u8a18\u61b6\u3002** \u300c\u3053\u306e\u539f\u7a3f\u3001\u524d\u306b\u3082\u898b\u305f\u300d\u3068\u6c17\u3065\u304f\u306e\u306f\u3001\u305d\u306e\u539f\u7a3f\u3092\u524d\u306b\u5be9\u67fb\u3057\u305f\u62c5\u5f53\u8005\u3060\u3051\u3067\u3059\u3002**12\u540d\u3067\u5206\u3051\u3066\u5be9\u67fb\u3057\u3066\u3044\u308b\u306e\u3067\u3001\u540c\u3058\u62c5\u5f53\u8005\u306b\u56de\u308b\u4fdd\u8a3c\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\uff08d\uff09\u540c\u3058\u3072\u306a\u5f62\u306e\u5225\u306e\u4f1a\u793e\u3092\u7591\u3063\u3066\u3057\u307e\u3046\u3002** \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u306f\u3001\u672c\u90e8\u306e\u3072\u306a\u5f62\u3067\u539f\u7a3f\u3092\u66f8\u304d\u307e\u3059\u3002**\u672c\u6587\u304c\u307b\u3068\u3093\u3069\u540c\u3058\u3067\u3082\u3001\u96c7\u3046\u4f1a\u793e\u306f\u5225\u3067\u3001\u305d\u308c\u305e\u308c\u6b63\u5f53\u306a\u6c42\u4eba\u3067\u3059\u3002** \u898b\u6bd4\u3079\u306b\u6163\u308c\u3066\u3044\u306a\u3044\u62c5\u5f53\u8005\u307b\u3069\u3001\u3053\u3053\u3067\u6b62\u3081\u3066\u3057\u307e\u3044\u307e\u3059\u3002\n\n**\uff08e\uff09\u78ba\u304b\u3081\u305f\u7d50\u679c\u304c\u6b8b\u3089\u306a\u3044\u3002** \u300c\u3053\u306e2\u4ef6\u306f\u5225\u306e\u5e97\u8217\u306e\u6c42\u4eba\u3067\u554f\u984c\u306a\u3057\u300d\u3068\u78ba\u304b\u3081\u3066\u3082\u3001\u5be9\u67fb\u306e\u8a18\u9332\u306b\u4e00\u884c\u66f8\u304f\u3060\u3051\u3067\u3059\u3002**\u6b21\u306b\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u6765\u308b\u3068\u3001\u307e\u305f\u6700\u521d\u304b\u3089\u898b\u6bd4\u3079\u307e\u3059\u3002**","before_flow_steps":["\u7533\u8fbc\u306e\u539f\u7a3f\u3092\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3067\u958b\u304f","\u4f1a\u793e\u540d\u3067\u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u691c\u7d22\u3057\u3001\u63b2\u8f09\u4e2d\u306e\u540c\u3058\u4f1a\u793e\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u898b\u6bd4\u3079\u308b","\u96fb\u8a71\u756a\u53f7\u3067\u691c\u7d22\u3057\u3001\u5225\u306e\u4f1a\u793e\u540d\u3067\u540c\u3058\u756a\u53f7\u3092\u4f7f\u3046\u6c42\u4eba\u304c\u7121\u3044\u304b\u3092\u898b\u308b","\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3092\u958b\u304d\u3001\u4f1a\u793e\u540d\u3068\u96fb\u8a71\u756a\u53f7\u3067\u691c\u7d22\u3059\u308b","\u4f3c\u305f\u6c42\u4eba\u304c\u3042\u308c\u3070\u3001\u8077\u7a2e\u30fb\u52e4\u52d9\u5730\u30fb\u7d66\u4e0e\u30fb\u672c\u6587\u3092\u898b\u6bd4\u3079\u3066\u3001\u91cd\u8907\u304b\u5225\u306e\u6c42\u4eba\u304b\u3092\u6c7a\u3081\u308b","\u91cd\u8907\u3084\u518d\u63b2\u306e\u7591\u3044\u304c\u3042\u308c\u3070\u3001\u55b6\u696d\u62c5\u5f53\u304b\u6c42\u4eba\u4f01\u696d\u306b\u78ba\u304b\u3081\u3001\u7d50\u679c\u3092\u5be9\u67fb\u306e\u8a18\u9332\u306b\u66f8\u304f"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u7533\u8fbc\u304c\u5be9\u67fb\u5f85\u3061\u306b\u5165\u3063\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u7167\u5408\u306e\u51e6\u7406\u304c\u52d5\u304f\n2. **\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u3092\u6b63\u898f\u5316\u3059\u308b\n3. **\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3068\u672c\u6587\u306e\u8fd1\u3055\u3067\u3001\u63b2\u8f09\u4e2d\u30fb\u904e\u53bb\u306e\u6c42\u4eba\u3068\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3092\u63a2\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u304c\u3042\u308c\u3070\u3001\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306e Web-API \u3067\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u3092\u5f15\u304f\n5. **\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u4e00\u81f4\u3057\u305f\u9805\u76ee\u3068\u9055\u3046\u9805\u76ee\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u898f\u5247\u3067\u4e26\u3079\u3001\u7167\u5408\u306e\u578b\u3092\u6c7a\u3081\u308b\n6. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u5019\u88dc\u3054\u3068\u306b\u4e00\u81f4\u3057\u305f\u70b9\u3068\u9055\u3046\u70b9\u3092\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3057\u3001\u6c42\u4eba\u756a\u53f7\u3092\u4ed8\u3051\u308b\n7. **\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u3001\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3092\u958b\u304d\u3001\u5143\u306e\u6c42\u4eba\u3068\u898b\u6bd4\u3079\u3066\u6271\u3044\u3092\u6c7a\u3081\u308b\n8. **\u3010\u4eba\u3011** \u5224\u65ad\u306e\u7d50\u679c\u3092\u5be9\u67fb\u306e\u8a18\u9332\u306b\u6b8b\u3057\u3001\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u767b\u9332\u3059\u308b\n\n**7\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002\u4eba\u304c\u958b\u304f\u306e\u306f\u3001\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3067\u3059\u3002** \u5019\u88dc\u304c\u7121\u3044\u7533\u8fbc\u306f\u3001\u91cd\u8907\u3068\u518d\u63b2\u306e\u78ba\u8a8d\u3092\u3053\u3053\u3067\u7d42\u3048\u307e\u3059\u3002**\u5168\u4ef6\u3092\u4eba\u304c\u958b\u304d\u76f4\u3059\u8a2d\u8a08\u306b\u3059\u308b\u3068\u3001200.0\u6642\u9593\u306f\u307b\u3068\u3093\u3069\u6e1b\u308a\u307e\u305b\u3093\u3002**\n\n**5\u756a\u76ee\u3092\u898f\u5247\u3067\u884c\u3046\u306e\u306f\u3001\u7167\u5408\u306e\u578b\u3092\u5f8c\u304b\u3089\u8aac\u660e\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300c\u672c\u6587\u304c\u8fd1\u304f\u3001\u6cd5\u4eba\u756a\u53f7\u304c\u9055\u3044\u3001\u9023\u7d61\u5148\u3082\u9055\u3046\u300d\u306a\u3089\u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u53ef\u80fd\u6027\u3001\u300c\u672c\u6587\u304c\u8fd1\u304f\u3001\u9023\u7d61\u5148\u304c\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u3068\u4e00\u81f4\u300d\u306a\u3089\u5225\u540d\u3067\u306e\u518d\u63b2\u306e\u7591\u3044\u3002**\u578b\u306f\u9805\u76ee\u306e\u4e00\u81f4\u3067\u6c7a\u307e\u308a\u3001AI\u306b\u6c7a\u3081\u3055\u305b\u307e\u305b\u3093\u3002**","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u7533\u8fbc\u304c\u5be9\u67fb\u5f85\u3061\u306b\u5165\u3063\u305f\u3053\u3068\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u7167\u5408\u306e\u51e6\u7406\u304c\u52d5\u304f","**\u3010\u81ea\u52d5\u3011** \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u3092\u6b63\u898f\u5316\u3059\u308b","**\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3068\u672c\u6587\u306e\u8fd1\u3055\u3067\u3001\u63b2\u8f09\u4e2d\u30fb\u904e\u53bb\u306e\u6c42\u4eba\u3068\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3092\u63a2\u3059","**\u3010\u81ea\u52d5\u3011** \u6cd5\u4eba\u756a\u53f7\u304c\u3042\u308c\u3070\u3001\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0\u306e Web-API \u3067\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u3092\u5f15\u304f","**\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u5019\u88dc\u306b\u3064\u3044\u3066\u3001\u4e00\u81f4\u3057\u305f\u9805\u76ee\u3068\u9055\u3046\u9805\u76ee\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u898f\u5247\u3067\u4e26\u3079\u3001\u7167\u5408\u306e\u578b\u3092\u6c7a\u3081\u308b","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u5019\u88dc\u3054\u3068\u306b\u4e00\u81f4\u3057\u305f\u70b9\u3068\u9055\u3046\u70b9\u3092\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3057\u3001\u6c42\u4eba\u756a\u53f7\u3092\u4ed8\u3051\u308b","**\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u3001\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3092\u958b\u304d\u3001\u5143\u306e\u6c42\u4eba\u3068\u898b\u6bd4\u3079\u3066\u6271\u3044\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u5224\u65ad\u306e\u7d50\u679c\u3092\u5be9\u67fb\u306e\u8a18\u9332\u306b\u6b8b\u3057\u3001\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u767b\u9332\u3059\u308b"],"architecture":"```\n\u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08\u63b2\u8f09\u4e2d\u30fb\u904e\u53bb\u306e\u6c42\u4eba\uff09  \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\n   \u2502  \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3068\u3001\u63b2\u8f09\u306e\u305f\u3073\u306e\u5dee\u5206\n   \u25bc\nAWS Lambda \u2500\u2500 \u9023\u7d61\u5148\u306e\u6b63\u898f\u5316\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\n   \u25bc\nAmazon OpenSearch Service \u2500\u2500 \u6c42\u4eba\u306e\u7d22\u5f15\uff08\u672c\u6587\u306f kuromoji\u3001\u9023\u7d61\u5148\u306f\u6b63\u898f\u5316\u3057\u305f keyword\uff09\n   \u25b2\n   \u2502 \u7167\u5408\n\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u7533\u8fbc\u304c\u5be9\u67fb\u5f85\u3061\u306b\u5165\u308b\n   \u25bc\nLambda \u2500\u2500 \u7533\u8fbc\u306e\u6b63\u898f\u5316 \u2192 more_like_this \uff0b \u9023\u7d61\u5148\u306e term\n   \u251c\u2500\u2500\u25b6 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API\uff08\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\uff09\n   \u25bc\n\u7167\u5408\u306e\u578b\u306e\u6c7a\u5b9a\uff08\u898f\u5247\uff09\u2500\u2500 \u672c\u6587\u30fb\u6cd5\u4eba\u756a\u53f7\u30fb\u9023\u7d61\u5148\u30fb\u52e4\u52d9\u5730\n   \u25bc\nClaude API \u2500\u2500 \u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u3068\u6c42\u4eba\u756a\u53f7\n   \u25bc\n\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3092\u5be9\u67fb\u62c5\u5f53\u304c\u898b\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\uff08more_like_this\u3001kuromoji\u3001fingerprint\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude API\uff08\u5019\u88dc\u3054\u3068\u306e\u4e00\u81f4\u70b9\u3068\u76f8\u9055\u70b9\u306e\u8aac\u660e\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u6b63\u898f\u5316\u3001\u7167\u5408\u306e\u51e6\u7406\u3001Web-API \u306e\u547c\u3073\u51fa\u3057\u3001\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3068\u306e\u3064\u306a\u304e\uff09 | AWS Step Functions |\n| \u5916\u90e8\u306e\u53c2\u7167 | \u56fd\u7a0e\u5e81 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API\uff08\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\uff09 | \u6cd5\u4eba\u756a\u53f7\u516c\u8868\u30b5\u30a4\u30c8\u306e\u753b\u9762\u3067\u306e\u78ba\u8a8d |\n\n**\u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u7167\u5408\u306e\u7d50\u679c\u306f\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u306b\u8868\u793a\u3059\u308b\u3060\u3051\u3067\u3001**\u63b2\u8f09\u306e\u53ef\u5426\u3092\u5909\u3048\u308b\u306e\u306f\u5be9\u67fb\u62c5\u5f53\u306e\u64cd\u4f5c\u3067\u3059\u3002**\n\n**\u672c\u6587\u306e\u8fd1\u3055\u306b\u306f\u3001more_like_this \u3092\u4f7f\u3044\u307e\u3059\u3002** \u6e21\u3057\u305f\u6587\u3084\u6587\u66f8\u304b\u3089\u3001\u305d\u306e\u6587\u66f8\u3092\u7279\u5fb4\u3065\u3051\u308b\u8a00\u8449\u3092\u9078\u3073\u3001\u305d\u306e\u8a00\u8449\u3092\u542b\u3080\u6587\u66f8\u3092\u63a2\u3057\u307e\u3059\u3002**\u63b2\u8f09\u7533\u8fbc\u306e\u539f\u7a3f\u3092 `like` \u306b\u6e21\u3059\u3068\u3001\u8a00\u8449\u306e\u91cd\u306a\u308b\u6c42\u4eba\u304c\u4e26\u3073\u307e\u3059\u3002** `like` \u306b\u306f\u81ea\u7531\u306a\u6587\u3001\u7d22\u5f15\u306e\u6587\u66f8\u3001\u7d22\u5f15\u306b\u7121\u3044\u6587\u66f8\u306e\u5f62\u3092\u6df7\u305c\u3066\u6e21\u305b\u307e\u3059\u3002\n\n**\u3053\u3053\u3067\u65e2\u5b9a\u306e\u5024\u306b\u6ce8\u610f\u304c\u8981\u308a\u307e\u3059\u3002** \u5165\u529b\u306e\u4e2d\u30672\u56de\u672a\u6e80\u3057\u304b\u51fa\u306a\u3044\u8a00\u8449\u306f\u7121\u8996\u3055\u308c\uff08`min_term_freq` \u306e\u65e2\u5b9a\u306f2\uff09\u30015\u4ef6\u672a\u6e80\u306e\u6587\u66f8\u306b\u3057\u304b\u51fa\u306a\u3044\u8a00\u8449\u3082\u7121\u8996\u3055\u308c\u307e\u3059\uff08`min_doc_freq` \u306e\u65e2\u5b9a\u306f5\uff09\u3002**\u6c42\u4eba\u306e\u539f\u7a3f\u306f\u77ed\u304f\u3001\u8077\u7a2e\u540d\u3084\u5e97\u8217\u540d\u306f1\u56de\u3057\u304b\u51fa\u306a\u3044\u306e\u3067\u3001\u65e2\u5b9a\u306e\u307e\u307e\u3060\u3068\u7279\u5fb4\u306e\u8a00\u8449\u304c\u9078\u3070\u308c\u307e\u305b\u3093\u3002** `min_term_freq` \u30921\u306b\u4e0b\u3052\u307e\u3059\u3002\u9078\u3076\u8a00\u8449\u306e\u4e0a\u9650\u306f\u65e2\u5b9a\u306725\u3001\u4e00\u81f4\u306e\u4e0b\u9650\u306f\u65e2\u5b9a\u306730\uff05\u3067\u3059\u3002\n\n**\u9023\u7d61\u5148\u306e\u4e00\u81f4\u306f\u3001\u6b63\u898f\u5316\u3057\u305f keyword \u306e\u9805\u76ee\u3067\u898b\u307e\u3059\u3002** \u96fb\u8a71\u756a\u53f7\u306f\u6570\u5b57\u3060\u3051\u306b\u3001\u6240\u5728\u5730\u306f\u4e01\u76ee\u30fb\u756a\u5730\u3092\u6570\u5b57\u306e\u4e26\u3073\u306b\u305d\u308d\u3048\u3001\u5168\u89d2\u3068\u534a\u89d2\u3082\u305d\u308d\u3048\u307e\u3059\u3002**\u3053\u306e\u6b63\u898f\u5316\u306f\u7d22\u5f15\u306b\u5165\u308c\u308b\u524d\u306b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** \u672c\u6587\u306e\u89e3\u6790\u306b\u306f\u3001Amazon OpenSearch Service \u306e\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u5165\u3063\u3066\u3044\u308b Japanese (kuromoji) Analysis \u3092\u4f7f\u3044\u307e\u3059\u3002ICU Analysis \u3082\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\n\n**fingerprint \u306e\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u306f\u3001\u77ed\u3044\u9805\u76ee\u306e\u5b8c\u5168\u306a\u91cd\u8907\u306b\u4f7f\u3044\u307e\u3059\u3002** \u8a00\u8449\u3092\u5c0f\u6587\u5b57\u306b\u3057\u3066\u4e26\u3079\u66ff\u3048\u3001\u91cd\u8907\u3092\u9664\u3044\u30661\u3064\u306e\u6587\u5b57\u5217\u306b\u3057\u307e\u3059\u3002**\u305f\u3060\u3057\u3001\u3064\u306a\u3044\u3060\u6587\u5b57\u5217\u304c\u65e2\u5b9a\u3067255\u6587\u5b57\u3092\u8d85\u3048\u308b\u3068\u3001\u4f55\u3082\u51fa\u529b\u3057\u307e\u305b\u3093\u3002** \u672c\u6587\u306e\u3088\u3046\u306a\u9577\u3044\u9805\u76ee\u306b\u306f\u4f7f\u308f\u305a\u3001\u300c\u8077\u7a2e\u540d\uff0b\u52e4\u52d9\u5730\uff0b\u96c7\u7528\u5f62\u614b\u300d\u306e\u3088\u3046\u306a\u77ed\u3044\u7d44\u307f\u5408\u308f\u305b\u306b\u4f7f\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u7533\u8fbc\u304c\u5be9\u67fb\u5f85\u3061\u306b\u5165\u3063\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u6c42\u4eba\u4f01\u696d\u304c\u7ba1\u7406\u753b\u9762\u304b\u3089\u9001\u3063\u305f\u3068\u304d\u3001\u55b6\u696d\u62c5\u5f53\u304c\u4ee3\u308f\u308a\u306b\u5165\u529b\u3057\u3066\u9001\u3063\u305f\u3068\u304d\u306e\u3069\u3061\u3089\u3082\u3001\u5be9\u67fb\u5f85\u3061\u306b\u5165\u308b\u6642\u70b9\u306f\u540c\u3058\u3067\u3059\u3002**\u5165\u53e3\u3092\u5be9\u67fb\u5f85\u3061\u306b\u305d\u308d\u3048\u308b\u3068\u3001\u5165\u529b\u306e\u7d4c\u8def\u3054\u3068\u306b\u7167\u5408\u304c\u629c\u3051\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u6c42\u4eba\u306e\u63b2\u8f09\u3068\u7d42\u4e86\u3067\u3059\u3002** \u63b2\u8f09\u3055\u308c\u305f\u6c42\u4eba\u3068\u3001\u63b2\u8f09\u3092\u7d42\u3048\u305f\u6c42\u4eba\u3092\u3001\u305d\u306e\u305f\u3073\u306b\u7d22\u5f15\u3078\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\u3060\u3051\u306b\u3059\u308b\u3068\u3001\u305d\u306e\u65e5\u306e\u663c\u306b\u63b2\u8f09\u3055\u308c\u305f\u6c42\u4eba\u3068\u540c\u3058\u539f\u7a3f\u304c\u3001\u5915\u65b9\u306b\u5c4a\u3044\u3066\u3082\u898b\u3064\u304b\u308a\u307e\u305b\u3093\u3002**\n\n**\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3082\u3001\u66f4\u65b0\u306e\u305f\u3073\u306b\u7d22\u5f15\u3078\u5165\u308c\u307e\u3059\u3002** \u4e00\u89a7\u306b\u8f09\u3063\u305f\u4f01\u696d\u306e\u904e\u53bb\u306e\u6c42\u4eba\u306b\u306f\u3001`suspended` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u7533\u8fbc\u306e\u539f\u7a3f | \u4f1a\u793e\u540d\u3001\u6cd5\u4eba\u756a\u53f7\u3001\u8077\u7a2e\u3001\u96c7\u7528\u5f62\u614b\u3001\u52e4\u52d9\u5730\u3001\u7d66\u4e0e\u3001\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\u3001\u5fdc\u52df\u306e\u9023\u7d61\u5148\u3001\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9 | \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 |\n| \u6c42\u4eba\u306e\u6587\u66f8 | \u6c42\u4eba\u756a\u53f7\u3001\u63b2\u8f09\u306e\u72b6\u614b\uff08\u63b2\u8f09\u4e2d\u30fb\u7d42\u4e86\u30fb\u505c\u6b62\uff09\u3001\u4f01\u696d\u306e\u756a\u53f7\u3001\u4e0a\u3068\u540c\u3058\u9805\u76ee\u3001\u63b2\u8f09\u306e\u671f\u9593 | \u6c42\u4eba\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d | \u4f01\u696d\u306e\u756a\u53f7\u3001\u4f1a\u793e\u540d\u3001\u6cd5\u4eba\u756a\u53f7\u3001\u96fb\u8a71\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u6b62\u3081\u305f\u7406\u7531\u306e\u533a\u5206\u3001\u6b62\u3081\u305f\u65e5 | \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7 |\n| \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74 | \u6cd5\u4eba\u756a\u53f7\u3054\u3068\u306e\u904e\u53bb\u306e\u5546\u53f7\u3068\u6240\u5728\u5730\u3001\u5909\u66f4\u306e\u65e5 | \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API |\n| \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b | \u6c42\u4eba\u756a\u53f7\u306e\u7d44\u3068\u3001\u78ba\u304b\u3081\u305f\u65e5\u3068\u62c5\u5f53\u8005 | \u7167\u5408\u306e\u8a18\u9332 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30013\u884c\u76ee\u306e\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3067\u3059\u3002** \u4f1a\u793e\u540d\u3068\u96fb\u8a71\u756a\u53f7\u3060\u3051\u3067\u306a\u304f\u3001**\u6cd5\u4eba\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u307e\u3067\u6301\u305f\u305b\u307e\u3059\u3002** \u540d\u524d\u304c\u5909\u308f\u3063\u3066\u3082\u3001\u3069\u308c\u304b\u304c\u4e00\u81f4\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u304b\u3089\u3067\u3059\u3002\n\n**5\u884c\u76ee\u306e\u300c\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u300d\u3082\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u3069\u3046\u3057\u3001\u540c\u3058\u4f1a\u793e\u306e\u5225\u306e\u5e97\u8217\u3069\u3046\u3057\u306f\u3001\u4e00\u5ea6\u78ba\u304b\u3081\u308c\u3070\u6b21\u304b\u3089\u306f\u5019\u88dc\u306b\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u3053\u306e\u8a18\u9332\u304c\u7121\u3044\u3068\u3001\u6bce\u6708\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u5be9\u67fb\u62c5\u5f53\u306b\u56de\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| \u672c\u6587\u306e\u8fd1\u3044\u6c42\u4eba | \u6c42\u4eba\u306e\u7d22\u5f15 | \u8077\u7a2e\u540d\u3068\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\u3078\u306e `more_like_this` |\n| \u9023\u7d61\u5148\u304c\u4e00\u81f4\u3059\u308b\u6c42\u4eba | \u6c42\u4eba\u306e\u7d22\u5f15 | \u6b63\u898f\u5316\u3057\u305f\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u3078\u306e `term` |\n| \u77ed\u3044\u9805\u76ee\u306e\u5b8c\u5168\u306a\u91cd\u8907 | \u6c42\u4eba\u306e\u7d22\u5f15 | \u300c\u8077\u7a2e\u540d\uff0b\u52e4\u52d9\u5730\uff0b\u96c7\u7528\u5f62\u614b\u300d\u306e fingerprint \u306e\u9805\u76ee\u3078\u306e `term` |\n| \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74 | \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API | \u6cd5\u4eba\u756a\u53f7\u3092\u6307\u5b9a\u3057\u3001\u5909\u66f4\u306e\u5c65\u6b74\u3092\u4f75\u305b\u3066\u53d6\u308b\u6761\u4ef6\u3067\u547c\u3076 |\n\n\u7167\u5408\u306e\u554f\u3044\u5408\u308f\u305b\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/job-postings\/_search\n{\n  \"size\": 20,\n  \"query\": {\n    \"bool\": {\n      \"filter\": [\n        { \"range\": { \"posted_to\": { \"gte\": \"now-18M\/d\" } } }\n      ],\n      \"should\": [\n        { \"more_like_this\": {\n            \"fields\": [\"job_title\", \"description\"],\n            \"like\": [ { \"doc\": {\n              \"job_title\": \"\u30db\u30fc\u30eb\u30b9\u30bf\u30c3\u30d5\uff08\u672a\u7d4c\u9a13\u6b53\u8fce\uff09\",\n              \"description\": \"\u7533\u8fbc\u306e\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\"\n            } } ],\n            \"min_term_freq\": 1,\n            \"min_doc_freq\": 2,\n            \"max_query_terms\": 40,\n            \"minimum_should_match\": \"40%\"\n        } },\n        { \"term\": { \"phone_norm\": { \"value\": \"0312345678\", \"boost\": 3 } } },\n        { \"term\": { \"address_norm\": { \"value\": \"\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u897f\u65b0\u5bbf1-2-3\", \"boost\": 2 } } },\n        { \"term\": { \"mail_domain\": { \"value\": \"example.co.jp\", \"boost\": 2 } } },\n        { \"term\": { \"corporate_no\": { \"value\": \"1234567890123\", \"boost\": 3 } } },\n        { \"term\": { \"title_place_fp\": { \"value\": \"\u7533\u8fbc\u304b\u3089\u4f5c\u3063\u305f fingerprint\", \"boost\": 2 } } }\n      ],\n      \"minimum_should_match\": 1\n    }\n  }\n}\n```\n\n**\u7167\u5408\u306e\u7bc4\u56f2\u306f\u3001\u904e\u53bb18\u304b\u6708\u306e\u6c42\u4eba\u3068\u3001\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u5168\u671f\u9593\u306e\u6c42\u4eba\u3067\u3059\u3002** \u5f8c\u8005\u306f\u5225\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u3001`suspended` \u306e\u5370\u3067\u7d5e\u3063\u3066\u540c\u3058\u5f62\u3067\u63a2\u3057\u307e\u3059\u3002**\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3060\u3051\u306f\u3001\u53e4\u304f\u3066\u3082\u7167\u5408\u304b\u3089\u5916\u3057\u307e\u305b\u3093\u3002**\n\n**`minimum_should_match` \u3092\u3001more_like_this \u306e\u4e2d\u3068\u5916\u3067\u5225\u306b\u6c7a\u3081\u307e\u3059\u3002** \u4e2d\u306f\u300c\u672c\u6587\u306e\u8a00\u8449\u306e\u4f55\u5272\u304c\u4e00\u81f4\u3059\u308c\u3070\u8fd1\u3044\u3068\u3059\u308b\u304b\u300d\u3001\u5916\u306f\u300c6\u3064\u306e\u6761\u4ef6\u306e\u3046\u3061\u3044\u304f\u3064\u306b\u5f53\u305f\u308c\u3070\u5019\u88dc\u306b\u3059\u308b\u304b\u300d\u3067\u3059\u3002**\u6df7\u540c\u3059\u308b\u3068\u3001\u9023\u7d61\u5148\u3060\u3051\u4e00\u81f4\u3057\u305f\u6c42\u4eba\u304c\u5019\u88dc\u304b\u3089\u843d\u3061\u307e\u3059\u3002**\n\n\u6c42\u4eba\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"posting_id\": \"J-2026-0812-04417\",\n  \"status\": \"ended\",\n  \"company_id\": \"C-118204\",\n  \"company_name\": \"\u682a\u5f0f\u4f1a\u793e\u30b5\u30f3\u30d7\u30eb\u30c0\u30a4\u30cb\u30f3\u30b0\",\n  \"corporate_no\": \"1234567890123\",\n  \"job_title\": \"\u30db\u30fc\u30eb\u30b9\u30bf\u30c3\u30d5\uff08\u672a\u7d4c\u9a13\u6b53\u8fce\uff09\",\n  \"employment_type\": \"part_time\",\n  \"work_address_norm\": \"\u6771\u4eac\u90fd\u65b0\u5bbf\u533a\u897f\u65b0\u5bbf1-2-3\",\n  \"phone_norm\": \"0312345678\",\n  \"mail_domain\": \"example.co.jp\",\n  \"description\": \"\u4ed5\u4e8b\u5185\u5bb9\u306e\u672c\u6587\",\n  \"posted_from\": \"2026-05-01\",\n  \"posted_to\": \"2026-06-30\",\n  \"suspended\": false\n}\n```\n\n### \u524d\u51e6\u7406\n\n1. **\u96fb\u8a71\u756a\u53f7\u306e\u6b63\u898f\u5316** \u2026 \u30cf\u30a4\u30d5\u30f3\u30fb\u62ec\u5f27\u30fb\u7a7a\u767d\u3092\u9664\u304d\u3001\u5168\u89d2\u306e\u6570\u5b57\u3092\u534a\u89d2\u306b\u3057\u3066\u3001\u6570\u5b57\u3060\u3051\u306e\u4e26\u3073\u306b\u3057\u307e\u3059\n2. **\u6240\u5728\u5730\u306e\u6b63\u898f\u5316** \u2026 \u90fd\u9053\u5e9c\u770c\u304b\u3089\u756a\u5730\u307e\u3067\u3092\u5206\u3051\u3001\u300c\u4e01\u76ee\u300d\u300c\u756a\u300d\u300c\u53f7\u300d\u3092\u6570\u5b57\u306e\u4e26\u3073\u306b\u305d\u308d\u3048\u307e\u3059\u3002**\u5efa\u7269\u540d\u3068\u90e8\u5c4b\u756a\u53f7\u306f\u5225\u306e\u9805\u76ee\u306b\u3057\u307e\u3059**\n3. **\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u53d6\u308a\u51fa\u3057** \u2026 \u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304b\u3089\u3001`@` \u306e\u5f8c\u308d\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u8ab0\u3067\u3082\u53d6\u308c\u308b\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u306f\u3001\u7167\u5408\u306b\u4f7f\u308f\u306a\u3044\u4e00\u89a7\u306b\u5165\u308c\u307e\u3059**\n4. **\u6cd5\u4eba\u756a\u53f7\u306e\u78ba\u8a8d** \u2026 13\u6841\u306e\u6570\u5b57\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u307e\u3059\u3002\u500b\u4eba\u4e8b\u696d\u4e3b\u306a\u3069\u3067\u6cd5\u4eba\u756a\u53f7\u304c\u7121\u3044\u7533\u8fbc\u306f\u3001\u7a7a\u306e\u307e\u307e\u9032\u3081\u307e\u3059\n5. **\u672c\u6587\u306e\u6574\u3048** \u2026 \u5b9a\u578b\u306e\u5fdc\u52df\u65b9\u6cd5\u306e\u6848\u5185\u3084\u3001\u3069\u306e\u539f\u7a3f\u306b\u3082\u5165\u308b\u4f1a\u793e\u306e\u7d39\u4ecb\u306e\u6bb5\u843d\u3092\u9664\u3044\u3066\u304b\u3089 `like` \u306b\u6e21\u3057\u307e\u3059\n6. **fingerprint \u306e\u9805\u76ee\u306e\u4f5c\u6210** \u2026 \u8077\u7a2e\u540d\u30fb\u52e4\u52d9\u5730\u306e\u5e02\u533a\u753a\u6751\u30fb\u96c7\u7528\u5f62\u614b\u3092\u3064\u306a\u3044\u3060\u77ed\u3044\u6587\u5b57\u5217\u3092\u4f5c\u308a\u307e\u3059\n\n**3\u756a\u76ee\u306e\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u9664\u5916\u3092\u7701\u304f\u3068\u3001\u7121\u95a2\u4fc2\u306e\u6c42\u4eba\u304c\u5927\u91cf\u306b\u5019\u88dc\u306b\u51fa\u307e\u3059\u3002** \u540c\u3058\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3092\u4f7f\u3046\u6c42\u4eba\u306f\u3001\u4f55\u5343\u4ef6\u3082\u3042\u308b\u304b\u3089\u3067\u3059\u3002\n\n**5\u756a\u76ee\u306f more_like_this \u306e\u7cbe\u5ea6\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002** \u6c42\u4eba\u30b5\u30a4\u30c8\u306e\u5165\u529b\u6b04\u306b\u5b9a\u578b\u3067\u5165\u308b\u300c\u5fdc\u52df\u306f\u3053\u3061\u3089\u304b\u3089\u300d\u300c\u5f53\u793e\u306f\u5275\u696d\u25cb\u5e74\u300d\u306e\u6bb5\u843d\u304c\u6b8b\u308b\u3068\u3001**\u305d\u306e\u8a00\u8449\u304c\u7279\u5fb4\u306e\u8a00\u8449\u3068\u3057\u3066\u9078\u3070\u308c\u3001\u540c\u3058\u4f1a\u793e\u306e\u5225\u306e\u6c42\u4eba\u3070\u304b\u308a\u304c\u4e26\u3073\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u898f\u5247\u3067\u6c7a\u3081\u305f\u7167\u5408\u306e\u578b\u3068\u3001\u9805\u76ee\u3054\u3068\u306e\u4e00\u81f4\u30fb\u4e0d\u4e00\u81f4\u3092\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u306f OpenSearch\u3001\u578b\u3092\u6c7a\u3081\u308b\u306e\u306f\u898f\u5247\u3067\u3059\u3002\n\n\u7167\u5408\u306e\u578b\u306f\u3001\u6b21\u306e\u898f\u5247\u3067\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u6c7a\u3081\u307e\u3059\u3002\n\n| \u578b | \u6761\u4ef6 |\n|:--|:--|\n| `same_posting_live` | \u6cd5\u4eba\u756a\u53f7\u304b\u4f01\u696d\u306e\u756a\u53f7\u304c\u540c\u3058\u3067\u3001fingerprint \u304c\u4e00\u81f4\u3057\u3001\u63b2\u8f09\u4e2d |\n| `reused_posting` | \u6cd5\u4eba\u756a\u53f7\u304b\u4f01\u696d\u306e\u756a\u53f7\u304c\u540c\u3058\u3067\u3001\u672c\u6587\u304c\u8fd1\u304f\u3001\u5143\u306e\u6c42\u4eba\u306f\u63b2\u8f09\u7d42\u4e86 |\n| `suspended_link` | \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u6c42\u4eba\u3068\u3001\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30c9\u30e1\u30a4\u30f3\u30fb\u6cd5\u4eba\u756a\u53f7\u306e\u3044\u305a\u308c\u304b\u304c\u4e00\u81f4 |\n| `renamed_company` | \u6cd5\u4eba\u756a\u53f7\u304c\u540c\u3058\u3067\u3001\u4f1a\u793e\u540d\u304c\u9055\u3046\u3002Web-API \u306e\u5909\u66f4\u306e\u5c65\u6b74\u3067\u5546\u53f7\u306e\u5909\u66f4\u3092\u78ba\u304b\u3081\u308b |\n| `template_like` | \u672c\u6587\u306f\u8fd1\u3044\u304c\u3001\u6cd5\u4eba\u756a\u53f7\u3082\u9023\u7d61\u5148\u3082\u9055\u3046\uff08\u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306a\u3069\u306e\u53ef\u80fd\u6027\uff09 |\n| `known_pair` | \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u306b\u5165\u3063\u3066\u3044\u308b\u3002\u5019\u88dc\u306b\u51fa\u3055\u306a\u3044 |\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u4e00\u81f4\u3057\u305f\u70b9\u306e\u8aac\u660e | \u3069\u306e\u9805\u76ee\u304c\u4e00\u81f4\u3057\u305f\u304b\u3001\u672c\u6587\u306e\u3069\u306e\u6bb5\u843d\u304c\u8fd1\u3044\u304b |\n| \u9055\u3046\u70b9\u306e\u8aac\u660e | \u8077\u7a2e\u30fb\u52e4\u52d9\u5730\u30fb\u7d66\u4e0e\u30fb\u96c7\u7528\u5f62\u614b\u306e\u9055\u3044 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u306e\u5217\u6319 | \u578b\u3054\u3068\u306b\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u6c42\u4eba\u4f01\u696d\u3084\u55b6\u696d\u306b\u78ba\u304b\u3081\u308b\u70b9 |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u6c42\u4eba\u756a\u53f7\u3068\u63b2\u8f09\u306e\u671f\u9593 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u63b2\u8f09\u306e\u53ef\u5426\u306e\u5224\u65ad | \u5be9\u67fb\u62c5\u5f53\u304c\u898f\u7d04\u3068\u539f\u7a3f\u3092\u898b\u3066\u6c7a\u3081\u308b |\n| \u865a\u507d\u306e\u8868\u793a\u306b\u5f53\u305f\u308b\u304b\u306e\u5224\u65ad | \u6cd5\u4ee4\u3068\u898f\u7d04\u306e\u89e3\u91c8\u3067\u3001\u4eba\u304c\u6c7a\u3081\u308b |\n| \u7167\u5408\u306e\u578b\u306e\u6c7a\u5b9a\u30fb\u5909\u66f4 | \u898f\u5247\u3067\u6c7a\u3081\u3001\u8a18\u9332\u306b\u6b8b\u3059 |\n| \u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u306e\u63a8\u6e2c | \u300c\u96a0\u3059\u305f\u3081\u306b\u540d\u524d\u3092\u5909\u3048\u305f\u300d\u306e\u3088\u3046\u306a\u63a8\u6e2c\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u306e\u7d39\u4ecb | \u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**4\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** `suspended_link` \u306e\u5019\u88dc\u3092\u6e21\u3059\u3068\u3001AI\u306f\u300c\u63b2\u8f09\u505c\u6b62\u3092\u56de\u907f\u3059\u308b\u76ee\u7684\u3067\u5225\u540d\u7fa9\u306b\u3088\u308a\u7533\u3057\u8fbc\u3093\u3060\u3068\u8003\u3048\u3089\u308c\u308b\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u540d\u524d\u304c\u5909\u308f\u3063\u305f\u7406\u7531\u306f\u3001\u5546\u53f7\u306e\u5909\u66f4\u304b\u3082\u3057\u308c\u305a\u3001\u4e8b\u696d\u3092\u8b72\u308a\u53d7\u3051\u305f\u5225\u306e\u4f1a\u793e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002** \u4e00\u81f4\u3057\u305f\u3068\u3044\u3046\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u304b\u305b\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\u6c42\u4eba\u30b5\u30a4\u30c8\u306e\u63b2\u8f09\u5be9\u67fb\u3067\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u91cd\u8907\u3068\u518d\u63b2\u3092\u78ba\u304b\u3081\u308b\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u7167\u5408\u3067\u898b\u3064\u304b\u3063\u305f\u5019\u88dc\u3092\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u8aad\u3081\u308b\u6587\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u63b2\u8f09\u3057\u3066\u3088\u3044\u304b\u3001\u898f\u7d04\u3084\u6cd5\u4ee4\u306b\u53cd\u3059\u308b\u304b\u3092\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u5be9\u67fb\u62c5\u5f53\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u5019\u88dc\u3054\u3068\u306b\u3001\u6e21\u3055\u308c\u305f\u7167\u5408\u306e\u578b\uff08match_type\uff09\u306e\u610f\u5473\u30921\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u4e00\u81f4\u3057\u305f\u9805\u76ee\uff08matched_fields\uff09\u3068\u9055\u3046\u9805\u76ee\uff08diff_fields\uff09\u3092\u3001\u5024\u3092\u6dfb\u3048\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u672c\u6587\u306e\u8fd1\u3055\u306f\u3001\u8fd1\u3044\u6bb5\u843d\u3092\u7533\u8fbc\u3068\u5019\u88dc\u304b\u30891\u3064\u305a\u3064\u5199\u3057\u3066\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u578b\u3054\u3068\u306b\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u78ba\u304b\u3081\u308b\u70b9\u3092\u7b87\u6761\u66f8\u304d\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n5. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u6c42\u4eba\u756a\u53f7\u3068\u63b2\u8f09\u306e\u671f\u9593\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u3084\u76ee\u7684\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c\u56de\u907f\u3059\u308b\u76ee\u7684\u300d\u300c\u96a0\u3059\u305f\u3081\u300d\u300c\u610f\u56f3\u7684\u306b\u300d\u306e\u3088\u3046\u306a\u8a00\u8449\u3092\u4f7f\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u865a\u507d\u300d\u300c\u9055\u53cd\u300d\u300c\u4e0d\u6b63\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4e00\u81f4\u3057\u305f\u4e8b\u5b9f\u3060\u3051\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7167\u5408\u306e\u578b\u3092\u5909\u3048\u305f\u308a\u3001\u5225\u306e\u578b\u3092\u63d0\u6848\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6e21\u3055\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u4e00\u81f4\u30fb\u4e0d\u4e00\u81f4\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u6c42\u4eba\u756a\u53f7\u30fb\u4f1a\u793e\u540d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- template_like \u306e\u5019\u88dc\u3067\u306f\u3001\u5225\u306e\u4f1a\u793e\u306e\u6b63\u5f53\u306a\u6c42\u4eba\u3067\u3042\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b\u3053\u3068\u3092\u5fc5\u305a\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7533\u8fbc\u3011{application}\n\u3010\u5019\u88dc\uff08\u7167\u5408\u306e\u578b\u30fb\u4e00\u81f4\u3057\u305f\u9805\u76ee\u30fb\u9055\u3046\u9805\u76ee\u30fb\u8fd1\u3044\u6bb5\u843d\uff09\u3011{candidates}\n\u3010\u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u3011{name_history}\n```\n\n**\u300c\u610f\u56f3\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u8a00\u8449\u306e\u4e00\u89a7\u3067\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001\u8a00\u3044\u63db\u3048\u3066\u66f8\u304f\u304b\u3089\u3067\u3059\u3002** \u300c\u610f\u56f3\u3092\u63a8\u6e2c\u3057\u306a\u3044\u300d\u3068\u3060\u3051\u4f1d\u3048\u308b\u3068\u3001\u300c\u540d\u7fa9\u3092\u5909\u66f4\u3057\u3066\u7533\u3057\u8fbc\u3093\u3060\u53ef\u80fd\u6027\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u5be9\u67fb\u62c5\u5f53\u306f\u305d\u306e\u4e00\u6587\u306b\u5f15\u3063\u3071\u3089\u308c\u3066\u3001\u6c42\u4eba\u4f01\u696d\u3078\u306e\u78ba\u8a8d\u306e\u8a00\u3044\u65b9\u3092\u5909\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**`template_like` \u306b\u4e00\u6587\u3092\u5fc5\u305a\u66f8\u304b\u305b\u308b\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u3069\u3046\u3057\u306f\u672c\u6587\u304c\u307b\u3068\u3093\u3069\u540c\u3058\u3067\u3001**\u8aac\u660e\u3092\u8aad\u3093\u3060\u62c5\u5f53\u8005\u304c\u7591\u3063\u3066\u304b\u304b\u308b\u3068\u3001\u6b63\u5f53\u306a\u6c42\u4eba\u306e\u63b2\u8f09\u304c\u9045\u308c\u307e\u3059\u3002**\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u3067\u3001\u6b21\u306e\u5f62\u306eJSON\u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"application_id\": \"\",\n  \"candidates\": [\n    {\n      \"posting_id\": \"\",\n      \"posted_period\": \"\",\n      \"match_type\": \"same_posting_live | reused_posting | suspended_link | renamed_company | template_like\",\n      \"matched_fields\": [ { \"field\": \"\", \"value\": \"\" } ],\n      \"diff_fields\": [ { \"field\": \"\", \"application\": \"\", \"candidate\": \"\" } ],\n      \"similar_passages\": { \"application\": \"\", \"candidate\": \"\" },\n      \"explanation\": \"\",\n      \"points_to_check\": []\n    }\n  ],\n  \"no_candidate\": false\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`posting_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u7167\u5408\u306e\u7d50\u679c\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304b\u3092\u3001**\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u78ba\u304b\u3081\u307e\u3059\u3002** \u542b\u307e\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001`match_type` \u3067\u4e26\u3079\u308b\u9806\u756a\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3067\u306f\u3001`suspended_link` \u3092\u4e00\u756a\u4e0a\u306b\u3001`template_like` \u3092\u4e00\u756a\u4e0b\u306b\u4e26\u3079\u307e\u3059\u3002**\u540c\u3058\u4ef6\u6570\u306e\u5019\u88dc\u3067\u3082\u3001\u5148\u306b\u898b\u308b\u3079\u304d\u3082\u306e\u304c\u4e0a\u306b\u6765\u307e\u3059\u3002** `match_type`\u30fb`matched_fields`\u30fb`diff_fields` \u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001AI\u306f `explanation` \u3068 `points_to_check` \u3060\u3051\u3092\u66f8\u304d\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`similar_passages` \u3067\u672c\u6587\u306e\u8fd1\u3055\u3092\u76ee\u3067\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u8fd1\u3055\u306e\u70b9\u6570\u3060\u3051\u3067\u306f\u3001\u3069\u3053\u304c\u540c\u3058\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u8fd1\u3044\u6bb5\u843d\u3092\u4e26\u3079\u3066\u8868\u793a\u3059\u308c\u3070\u3001\u5be9\u67fb\u62c5\u5f53\u306f\u539f\u7a3f\u3092\u958b\u304f\u524d\u306b\u898b\u5f53\u304c\u4ed8\u304d\u307e\u3059\u3002** \u5199\u3055\u308c\u305f\u6bb5\u843d\u304c\u5143\u306e\u539f\u7a3f\u306b\u5b9f\u5728\u3059\u308b\u304b\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u6587\u5b57\u5217\u3092\u7167\u3089\u3057\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762 | \u5be9\u67fb\u5f85\u3061\u3078\u306e\u767b\u9332\u3092\u8d77\u70b9\u306b Lambda \u3092\u547c\u3076 | \u7167\u5408\u306e\u958b\u59cb\u3068\u3001\u5019\u88dc\u306e\u8868\u793a |\n| Amazon OpenSearch Service | `_search`\uff08more_like_this\u3001term\uff09 | \u672c\u6587\u306e\u8fd1\u3044\u6c42\u4eba\u3068\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3059\u308b\u6c42\u4eba |\n| \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API | \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u3092\u4ed8\u3051\u305f HTTP \u306e\u547c\u3073\u51fa\u3057 | \u6cd5\u4eba\u756a\u53f7\u3054\u3068\u306e\u60c5\u5831\u3068\u5909\u66f4\u306e\u5c65\u6b74 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u5019\u88dc\u3054\u3068\u306e\u8aac\u660e\u3068\u78ba\u304b\u3081\u308b\u70b9 |\n| \u6c42\u4eba\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u63b2\u8f09\u30fb\u7d42\u4e86\u306e\u305f\u3073\u306e\u5dee\u5206 | \u6c42\u4eba\u306e\u7d22\u5f15\u306e\u66f4\u65b0 |\n\n**\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u3092\u4f7f\u3046\u306b\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u304c\u8981\u308a\u307e\u3059\u3002** \u767a\u884c\u306b\u8cbb\u7528\u306f\u639b\u304b\u308a\u307e\u305b\u3093\u304c\u3001**\u767a\u884c\u307e\u3067\u306b2\u9031\u9593\u304b\u30891\u304b\u6708\u7a0b\u5ea6\u304b\u304b\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002** \u7167\u5408\u306e\u4ed5\u7d44\u307f\u3092\u7d44\u307f\u59cb\u3081\u308b\u524d\u306b\u7533\u8acb\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u5019\u88dc\u304c\u4ed8\u3044\u305f\u7533\u8fbc\u3060\u3051\u3092\u958b\u304f** \u2026 \u4e00\u89a7\u306e\u4e0a\u304b\u3089\u3001`suspended_link`\u3001`renamed_company`\u3001`same_posting_live`\u3001`reused_posting`\u3001`template_like` \u306e\u9806\u306b\u898b\u307e\u3059\n2. **\u5143\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u898b\u6bd4\u3079\u308b** \u2026 \u8aac\u660e\u306e\u6bb5\u843d\u3060\u3051\u3067\u6c7a\u3081\u305a\u3001\u5143\u306e\u6c42\u4eba\u306e\u539f\u7a3f\u3092\u958b\u304d\u307e\u3059\n3. **\u6c42\u4eba\u4f01\u696d\u304b\u55b6\u696d\u306b\u78ba\u304b\u3081\u308b** \u2026 \u578b\u3054\u3068\u306e\u78ba\u304b\u3081\u308b\u70b9\u306b\u6cbf\u3063\u3066\u805e\u304d\u307e\u3059\u3002**\u7591\u3044\u3092\u4f1d\u3048\u308b\u8a00\u3044\u65b9\u306b\u305b\u305a\u3001\u4e8b\u5b9f\u3092\u78ba\u304b\u3081\u308b\u805e\u304d\u65b9\u306b\u3057\u307e\u3059**\n4. **\u6271\u3044\u3092\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b** \u2026 \u63b2\u8f09\u3059\u308b\u3001\u91cd\u8907\u3092\u6574\u7406\u3057\u3066\u3082\u3089\u3046\u3001\u63b2\u8f09\u3092\u898b\u5408\u308f\u305b\u308b\u3001\u306e\u3069\u308c\u304b\u3092\u8a18\u9332\u3057\u307e\u3059\n5. **\u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u767b\u9332\u3059\u308b** \u2026 \u6b21\u304b\u3089\u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u5019\u88dc\u306b\u51fa\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8fd1\u3044\u6bb5\u843d\u30921\u3064\u793a\u3059\u3060\u3051\u3067\u3059\u3002**\u52e4\u52d9\u5730\u3084\u7d66\u4e0e\u304c\u5c11\u3057\u3060\u3051\u9055\u3046\u539f\u7a3f\u306f\u3001\u5168\u6587\u3092\u4e26\u3079\u306a\u3044\u3068\u9055\u3044\u306b\u6c17\u3065\u3051\u307e\u305b\u3093\u3002**\n\n**\u76ee\u6a19\u306f\u30012,400\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef62\u5206\u3067\u3059\u3002** \u5019\u88dc\u306e\u7121\u3044\u7533\u8fbc\u306f\u6570\u79d2\u3067\u7d42\u308f\u308a\u3001\u5019\u88dc\u306e\u4ed8\u3044\u305f\u7533\u8fbc\u306f\u5143\u306e\u6c42\u4eba\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\u306e\u3067\u6570\u5206\u304b\u304b\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c1\u4ef6\u3082\u51fa\u306a\u3044 | `no_candidate` \u3092\u7acb\u3066\u3001\u91cd\u8907\u3068\u518d\u63b2\u306e\u78ba\u8a8d\u3092\u7d42\u3048\u308b |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0820\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u672c\u6587\u306e\u5b9a\u578b\u306e\u6bb5\u843d\u304c\u6b8b\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u78ba\u304b\u3081\u308b\u3002**\u9664\u304f\u6bb5\u843d\u306e\u4e00\u89a7\u3092\u76f4\u3059** |\n| \u6cd5\u4eba\u756a\u53f7\u304c13\u6841\u3067\u306a\u3044 | Web-API \u3092\u547c\u3070\u305a\u3001\u6cd5\u4eba\u756a\u53f7\u3092\u7167\u5408\u304b\u3089\u5916\u3057\u3066\u9032\u3081\u308b\u3002\u5be9\u67fb\u62c5\u5f53\u306b\u8868\u793a\u3059\u308b |\n| Web-API \u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u5546\u53f7\u306e\u5909\u66f4\u306e\u5c65\u6b74\u306a\u3057\u3067\u7167\u5408\u3092\u9032\u3081\u3001**\u300c\u5c65\u6b74\u3092\u78ba\u304b\u3081\u3066\u3044\u306a\u3044\u300d\u3068\u8868\u793a\u3059\u308b** |\n| \u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u306b\u9023\u7d61\u5148\u304c\u7121\u3044 | \u305d\u306e\u4f01\u696d\u306f\u4f1a\u793e\u540d\u3060\u3051\u3067\u7167\u3089\u3059\u3002\u4e00\u89a7\u306e\u6574\u5099\u306e\u5bfe\u8c61\u306b\u3059\u308b |\n| \u5199\u3055\u308c\u305f\u6bb5\u843d\u304c\u5143\u306e\u539f\u7a3f\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u306e\u8aac\u660e\u3092\u8868\u793a\u305b\u305a\u3001\u9805\u76ee\u306e\u4e00\u81f4\u3060\u3051\u3092\u8868\u793a\u3059\u308b |\n| \u6c42\u4eba\u756a\u53f7\u304c\u7167\u5408\u306e\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u5019\u88dc\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `refusal` \u3084 `max_tokens` \u3067\u7d42\u308f\u308b | \u53d7\u3051\u4ed8\u3051\u305a\u306b\u518d\u5b9f\u884c\u3059\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u7533\u8fbc\u306e\u539f\u7a3f\u3068\u3001\u6b63\u898f\u5316\u3057\u305f\u9023\u7d61\u5148\u306e\u5024\n- \u7167\u5408\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u4f7f\u3063\u305f\u6761\u4ef6\u3068\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u5019\u88dc\u3068\u70b9\u6570\n- \u7167\u5408\u306e\u578b\u3068\u3001\u305d\u306e\u3068\u304d\u4f7f\u3063\u305f\u898f\u5247\u306e\u7248\n- \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u306e\u5fdc\u7b54\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u5be9\u67fb\u62c5\u5f53\u306e\u5224\u65ad\u3068\u3001\u6c42\u4eba\u4f01\u696d\u3084\u55b6\u696d\u306b\u78ba\u304b\u3081\u305f\u5185\u5bb9\n- \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u5019\u88dc\u306e\u6570\u3092\u6e1b\u3089\u3057\u3066\u3044\u304d\u307e\u3059\u3002** \u904b\u7528\u306e\u6700\u521d\u306e\u6570\u304b\u6708\u306f `template_like` \u304c\u591a\u304f\u51fa\u307e\u3059\u304c\u3001\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u304c\u5897\u3048\u308b\u307b\u3069\u3001**\u540c\u3058\u672c\u90e8\u306e\u3072\u306a\u5f62\u306e\u6c42\u4eba\u304c\u5019\u88dc\u306b\u51fa\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u904e\u53bb3\u304b\u6708\u306b\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u91cd\u8907\u3084\u518d\u63b2\u3092\u898b\u3064\u3051\u305f\u7533\u8fbc\u309220\u4ef6\u96c6\u3081\u308b\n2. \u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u5143\u306e\u6c42\u4eba\u3068\u3001\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u306e\u8a72\u5f53\u884c\u3092\u7528\u610f\u3059\u308b\n3. \u91cd\u8907\u3067\u3082\u518d\u63b2\u3067\u3082\u306a\u304b\u3063\u305f\u7533\u8fbc\u309220\u4ef6\u52a0\u3048\u3001\u5408\u308f\u305b\u306640\u4ef6\u306b\u3059\u308b\n4. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u7533\u8fbc1\u4ef6\u3068\u904e\u53bb\u306e\u6c42\u4eba\u306e\u5019\u88dc\u6570\u4ef6\u3092\u6e21\u3057\u3001\u300c\u4e00\u81f4\u3057\u305f\u9805\u76ee\u3068\u9055\u3046\u9805\u76ee\u3092\u4e26\u3079\u3001\u540c\u3058\u6c42\u4eba\u306e\u91cd\u8907\u304b\u3001\u5225\u306e\u6c42\u4eba\u304b\u3092\u5224\u65ad\u3059\u308b\u6750\u6599\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\u610f\u56f3\u3092\u63a8\u6e2c\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u5185\u5bb9\u3092\u3001\u5f53\u6642\u306e\u5be9\u67fb\u62c5\u5f53\u306e\u5224\u65ad\u3068\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u5224\u65ad\u306e\u6750\u6599\u306b\u306a\u308b\u4e00\u81f4\u3068\u76f8\u9055\u304c\u51fa\u305f | **\u7d22\u5f15\u3068 more_like_this \u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u3092\u63a8\u6e2c\u3057\u3066\u66f8\u3044\u305f | \u6307\u793a\u3068\u7167\u5408\u306e\u578b\u306e\u898f\u5247\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u9023\u7d61\u5148\u306e\u66f8\u304d\u65b9\u304c\u9055\u3063\u3066\u4e00\u81f4\u3092\u898b\u843d\u3068\u3057\u305f | **\u6b63\u898f\u5316\u3092\u5148\u306b\u4f5c\u308b** |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u305d\u308c\u306f\u5931\u6557\u3067\u306f\u306a\u304f\u3001**\u7ba1\u7406\u753b\u9762\u306e\u691c\u7d22\u3067\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u7406\u7531\u304c\u5206\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**","minimal_setup_short":"\u7533\u8fbc\u3068\u5019\u88dc\u3092\u624b\u5143\u306eAI\u306b\u6e21\u3057\u3001\u4e00\u81f4\u3068\u76f8\u9055\u3092\u4e26\u3079\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u898b\u6bd4\u3079\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0b\u9023\u7d61\u5148\u3092\u6b63\u898f\u5316\u3057\u3066 OpenSearch \u306b\u5165\u308c\u3001\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3067\u5019\u88dc\u3092\u51fa\u3059 \uff0f \u66f8\u304d\u65b9\u306e\u9055\u3046\u9023\u7d61\u5148\u306e\u4e00\u81f4","full_setup":"\u4e0a\u8a18\uff0bmore_like_this \u306b\u3088\u308b\u672c\u6587\u306e\u8fd1\u3055\u3001\u7167\u5408\u306e\u578b\u306e\u898f\u5247\u3001Web-API\u3001\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3078\u306e\u8868\u793a \uff0f \u5be9\u67fb\u5f85\u3061\u304b\u3089\u5019\u88dc\u306e\u8868\u793a\u307e\u3067\u306e\u5168\u4f53","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef65\u5206\u304c3\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u9023\u7d61\u5148\u306e\u4e00\u81f4\u306f\u81ea\u52d5\u3067\u51fa\u307e\u3059\u304c\u3001\u672c\u6587\u3060\u3051\u304c\u540c\u3058\u539f\u7a3f\u306f\u898b\u3064\u304b\u3089\u305a\u3001\u898b\u6bd4\u3079\u3082\u624b\u4f5c\u696d\u3067\u3059\u3002**\u672c\u683c\u69cb\u6210\u30672\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\u30671\u304b\u6708\u4f7f\u3046\u3068\u3001\u6b63\u898f\u5316\u3067\u62fe\u3048\u306a\u3044\u6240\u5728\u5730\u306e\u66f8\u304d\u65b9\u3068\u3001\u7167\u5408\u304b\u3089\u5916\u3059\u3079\u304d\u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u672c\u6587\u306e\u8fd1\u3055\u3092\u8db3\u3057\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u672c\u6587\u304c\u8fd1\u3044\u306e\u306b\u5019\u88dc\u306b\u51fa\u306a\u3044 | **`min_term_freq` \u306e\u65e2\u5b9a\u306f2\u3002** \u77ed\u3044\u539f\u7a3f\u3067\u306f1\u306b\u4e0b\u3052\u308b |\n| \u540c\u3058\u4f1a\u793e\u306e\u5225\u306e\u6c42\u4eba\u3070\u304b\u308a\u4e26\u3076 | \u5b9a\u578b\u306e\u6bb5\u843d\u3092\u9664\u3044\u3066\u304b\u3089 `like` \u306b\u6e21\u3059 |\n| fingerprint \u306e\u9805\u76ee\u304c\u7a7a\u306b\u306a\u308b | **\u65e2\u5b9a\u3067255\u6587\u5b57\u3092\u8d85\u3048\u308b\u3068\u51fa\u529b\u3055\u308c\u306a\u3044\u3002** \u77ed\u3044\u9805\u76ee\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3060\u3051\u4f7f\u3046 |\n| \u30d5\u30ea\u30fc\u30e1\u30fc\u30eb\u306e\u30c9\u30e1\u30a4\u30f3\u3067\u5927\u91cf\u306b\u5f53\u305f\u308b | \u7167\u5408\u306b\u4f7f\u308f\u306a\u3044\u30c9\u30e1\u30a4\u30f3\u306e\u4e00\u89a7\u3092\u4f5c\u308b |\n| \u30d5\u30e9\u30f3\u30c1\u30e3\u30a4\u30ba\u306e\u52a0\u76df\u5e97\u3092\u7591\u3063\u3066\u3057\u307e\u3046 | `template_like` \u306e\u578b\u3092\u5206\u3051\u3001\u6b63\u5f53\u306a\u6c42\u4eba\u306e\u53ef\u80fd\u6027\u3092\u5fc5\u305a\u66f8\u304b\u305b\u308b |\n| AI\u304c\u7533\u8fbc\u306e\u4f01\u696d\u306e\u610f\u56f3\u3092\u66f8\u304f | \u610f\u56f3\u3092\u8868\u3059\u8a00\u8449\u3092\u4e00\u89a7\u3067\u7981\u3058\u308b |\n| \u5546\u53f7\u3092\u5909\u3048\u305f\u3060\u3051\u306e\u4f1a\u793e\u3092\u518d\u63b2\u3068\u7591\u3046 | Web-API \u306e\u5909\u66f4\u306e\u5c65\u6b74\u3067\u78ba\u304b\u3081\u308b |\n| \u540c\u3058\u7d44\u307f\u5408\u308f\u305b\u304c\u6bce\u6708\u5019\u88dc\u306b\u51fa\u308b | \u5225\u306e\u6c42\u4eba\u3068\u78ba\u304b\u3081\u305f\u7d44\u307f\u5408\u308f\u305b\u3092\u767b\u9332\u3059\u308b |\n| \u663c\u306b\u63b2\u8f09\u3057\u305f\u6c42\u4eba\u3068\u540c\u3058\u539f\u7a3f\u304c\u5915\u65b9\u306b\u901a\u308b | \u63b2\u8f09\u306e\u305f\u3073\u306b\u7d22\u5f15\u3078\u5165\u308c\u308b |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u65e2\u5b9a\u306e\u5024\u3068\u5165\u529b\u306e\u6574\u3048\u65b9\u306e\u554f\u984c\u3067\u3001**\u7167\u5408\u306f\u52d5\u3044\u3066\u3044\u308b\u306e\u306b\u898b\u3064\u3051\u308b\u3079\u304d\u3082\u306e\u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3001\u3068\u3044\u3046\u5f62\u3067\u51fa\u307e\u3059\u3002** \u6700\u5c0f\u69cb\u6210\u306e40\u4ef6\u3067\u3001\u898b\u3064\u304b\u308b\u306f\u305a\u306e20\u4ef6\u304c\u5019\u88dc\u306b\u51fa\u308b\u304b\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u6c42\u4eba\u4f01\u696d\u306e\u4f1a\u793e\u540d\u30fb\u6cd5\u4eba\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u96fb\u8a71\u756a\u53f7\u3001\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u3001\u6c42\u4eba\u306e\u539f\u7a3f\u3067\u3059\u3002**\u500b\u4eba\u4e8b\u696d\u4e3b\u306e\u6c42\u4eba\u3067\u306f\u3001\u96fb\u8a71\u756a\u53f7\u3068\u6240\u5728\u5730\u304c\u500b\u4eba\u306e\u60c5\u5831\u306b\u306a\u308a\u307e\u3059\u3002**\n\n1. **\u7167\u5408\u306e\u7d50\u679c\u3067\u63b2\u8f09\u3092\u81ea\u52d5\u3067\u6b62\u3081\u306a\u3044** \u2026 \u51fa\u3059\u306e\u306f\u5019\u88dc\u307e\u3067\u3067\u3059\u3002**\u63b2\u8f09\u3092\u898b\u5408\u308f\u305b\u308b\u304b\u306f\u5be9\u67fb\u62c5\u5f53\u304c\u6c7a\u3081\u307e\u3059\u3002** \u6b63\u5f53\u306a\u6c42\u4eba\u306e\u63b2\u8f09\u3092\u6b62\u3081\u308b\u3068\u3001\u6c42\u4eba\u4f01\u696d\u306e\u63a1\u7528\u306e\u6a5f\u4f1a\u3092\u596a\u3044\u307e\u3059\n2. **\u6cd5\u4ee4\u4e0a\u306e\u6271\u3044\u306f\u4eba\u304c\u5224\u65ad\u3059\u308b** \u2026 \u539a\u751f\u52b4\u50cd\u7701\u306e\u8cc7\u6599\u3067\u306f\u3001\u6c42\u4eba\u30e1\u30c7\u30a3\u30a2\u306b\u3082\u6c42\u4eba\u60c5\u5831\u306e\u7684\u78ba\u306a\u8868\u793a\u304c\u7fa9\u52d9\u4ed8\u3051\u3089\u308c\u3001**\u5b9f\u969b\u306b\u6c42\u4eba\u3092\u884c\u3046\u4f01\u696d\u3068\u5225\u306e\u4f01\u696d\u306e\u540d\u524d\u3067\u6c42\u4eba\u3092\u884c\u3046\u5834\u5408\u3084\u3001\u63a1\u7528\u4e88\u5b9a\u306e\u306a\u3044\u6c42\u4eba\u3092\u51fa\u3059\u5834\u5408\u304c\u3001\u865a\u507d\u306e\u8868\u793a\u306e\u4f8b\u3068\u3057\u3066\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u539f\u7a3f\u304c\u865a\u507d\u3067\u3042\u308b\u3053\u3068\u3092\u4e8b\u696d\u8005\u304c\u77e5\u308a\u5f97\u306a\u3044\u5834\u5408\u306b\u3001\u305f\u3060\u3061\u306b\u9055\u53cd\u3068\u306a\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3068\u3082\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7167\u5408\u306e\u7d50\u679c\u306f\u3001\u78ba\u304b\u3081\u308b\u304d\u3063\u304b\u3051\u3068\u3057\u3066\u4f7f\u3044\u307e\u3059**\n3. **\u6b63\u78ba\u30fb\u6700\u65b0\u306e\u5185\u5bb9\u306b\u4fdd\u3064\u63aa\u7f6e\u3068\u3064\u306a\u3052\u308b** \u2026 \u540c\u3058\u8cc7\u6599\u3067\u306f\u3001\u6b63\u78ba\u30fb\u6700\u65b0\u3067\u306a\u3044\u3053\u3068\u3092\u78ba\u8a8d\u3057\u305f\u3089\u9045\u6ede\u306a\u304f\u8a02\u6b63\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\u304b\u63d0\u4f9b\u3092\u4e2d\u6b62\u3059\u308b\u3053\u3068\u3001\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u4f7f\u3044\u56de\u3057\u306e\u539f\u7a3f\u3067\u63b2\u8f09\u7d42\u4e86\u306e\u6c42\u4eba\u304c\u623b\u3063\u3066\u304d\u305f\u5834\u5408\u306f\u3001\u52df\u96c6\u304c\u3044\u307e\u3082\u7d9a\u3044\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u6d41\u308c\u306b\u3057\u307e\u3059**\n4. **\u5916\u90e8\u306e\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u8aac\u660e\u306b\u6e21\u3059\u306e\u306f\u4e00\u81f4\u3057\u305f\u9805\u76ee\u3068\u8fd1\u3044\u6bb5\u843d\u307e\u3067\u306b\u3057\u3001**\u62c5\u5f53\u8005\u306e\u6c0f\u540d\u3084\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u5168\u6587\u306f\u6e21\u3057\u307e\u305b\u3093**\n5. **Web-API \u306e\u60c5\u5831\u306e\u6271\u3044\u3092\u5b88\u308b** \u2026 \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u3067\u53d6\u3063\u305f\u60c5\u5831\u3092\u4f7f\u3046\u30b5\u30fc\u30d3\u30b9\u3092\u516c\u958b\u3059\u308b\u5834\u5408\u306f\u3001\u60c5\u5831\u306e\u53d6\u5f97\u5143\u306e\u660e\u793a\u304c\u6c42\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002**\u672c\u8a18\u4e8b\u306e\u7167\u5408\u306f\u793e\u5185\u306e\u5be9\u67fb\u3067\u4f7f\u3046\u3082\u306e\u3067\u3001\u53d6\u3063\u305f\u60c5\u5831\u3092\u5916\u3078\u51fa\u3057\u307e\u305b\u3093**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u5225\u540d\u3067\u306e\u518d\u63b2\u3092\u898b\u9003\u3059\u3053\u3068\u3068\u3001\u6b63\u5f53\u306a\u6c42\u4eba\u3092\u7591\u3063\u3066\u63b2\u8f09\u3092\u9045\u3089\u305b\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f\u9023\u7d61\u5148\u306e\u6b63\u898f\u5316\u3068\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u7167\u5408\u3067\u3001\u5f8c\u8005\u306f `template_like` \u306e\u578b\u3068\u4eba\u306e\u78ba\u8a8d\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u30a2\u30eb\u30d0\u30a4\u30c8\u30fb\u30d1\u30fc\u30c8\u30fb\u6b63\u793e\u54e1\u306e\u6c42\u4eba\u3092\u63b2\u8f09\u3059\u308b\u6c42\u4eba\u30b5\u30a4\u30c8\u3084\u6c42\u4eba\u60c5\u5831\u8a8c\u306eWeb\u7248\u3092\u904b\u55b6\u3057\u3001\u63b2\u8f09\u7533\u8fbc\u304c\u6708\u306b\u6570\u5343\u4ef6\u5c4a\u304f\u4f1a\u793e\u3002\u63b2\u8f09\u306e\u524d\u306b\u5be9\u67fb\u62c5\u5f53\u304c\u539f\u7a3f\u3092\u898b\u3066\u3044\u308b\u304c\u3001\u91cd\u8907\u3084\u4f7f\u3044\u56de\u3057\u306e\u78ba\u8a8d\u306f\u62c5\u5f53\u8005\u306e\u8a18\u61b6\u3068\u7ba1\u7406\u753b\u9762\u306e\u691c\u7d22\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u304c\u3001\u5225\u306e\u540d\u524d\u3067\u7533\u3057\u8fbc\u3093\u3067\u304f\u308b\u4f8b\u304c\u51fa\u3066\u3044\u308b\u5834\u5408\u3002\u7533\u8fbc\u306e\u9805\u76ee\u306b\u6cd5\u4eba\u756a\u53f7\u3068\u9023\u7d61\u5148\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u63b2\u8f09\u7533\u8fbc\u304c\u6708\u306b\u6570\u5341\u4ef6\u3067\u3001\u5be9\u67fb\u62c5\u5f53\u304c\u5168\u4ef6\u3092\u899a\u3048\u3066\u3044\u3089\u308c\u308b\u5834\u5408\u3002\u6c42\u4eba\u3092\u81ea\u793e\u3067\u96c6\u3081\u305a\u3001\u4ed6\u793e\u306e\u6c42\u4eba\u3092\u8ee2\u8f09\u3059\u308b\u3060\u3051\u306e\u30b5\u30fc\u30d3\u30b9\u306e\u5834\u5408\uff08\u7167\u5408\u306e\u76f8\u624b\u304c\u624b\u5143\u306b\u3042\u308a\u307e\u305b\u3093\uff09\u3002\u306a\u304a\u3001\u539f\u7a3f\u304c\u865a\u507d\u306e\u8868\u793a\u306b\u5f53\u305f\u308b\u304b\u3001\u63b2\u8f09\u3092\u65ad\u308b\u304b\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u63b2\u8f09\u3092\u6b62\u3081\u305f\u4f01\u696d\u306e\u4e00\u89a7\u3092\u6574\u3048\u308b**\n\n\u4e00\u89a7\u306b\u3001\u6cd5\u4eba\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u62c5\u5f53\u8005\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u5217\u3092\u8db3\u3057\u307e\u3059\u3002**\u3042\u308f\u305b\u3066\u3001\u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u3092\u7533\u8acb\u3057\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a40\u4ef6\u3067\u8a66\u3059**\n\n\u91cd\u8907\u3084\u518d\u63b2\u3092\u898b\u3064\u3051\u305f20\u4ef6\u3068\u3001\u305d\u3046\u3067\u306a\u304b\u3063\u305f20\u4ef6\u3067\u3001\u624b\u5143\u306eAI\u306b\u4e00\u81f4\u3068\u76f8\u9055\u3092\u4e26\u3079\u3055\u305b\u307e\u3059\u3002**\u5f53\u6642\u306e\u5be9\u67fb\u62c5\u5f53\u306e\u5224\u65ad\u3068\u6bd4\u3079\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u6b63\u898f\u5316\u3092\u4f5c\u308b**\n\n\u96fb\u8a71\u756a\u53f7\u30fb\u6240\u5728\u5730\u30fb\u30c9\u30e1\u30a4\u30f3\u306e\u6b63\u898f\u5316\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u4f5c\u308a\u3001\u904e\u53bb\u306e\u6c42\u4eba\u306e\u4e00\u90e8\u306b\u5f53\u3066\u3066\u3001**\u4e00\u81f4\u3059\u3079\u304d\u7d44\u307f\u5408\u308f\u305b\u304c\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3068\u9023\u7d61\u5148\u306e\u7167\u5408\u3092\u3064\u306a\u3050**\n\nOpenSearch \u306b\u6c42\u4eba\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u9023\u7d61\u5148\u306e\u4e00\u81f4\u3067\u5019\u88dc\u3092\u51fa\u3059\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u8aac\u660e\u3092\u51fa\u3055\u305a\u3001\u5019\u88dc\u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** more_like_this \u3068\u7167\u5408\u306e\u578b\u306e\u898f\u5247\u3001Web-API \u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u5019\u88dc\u306e\u8aac\u660e\u3068\u5be9\u67fb\u306e\u7ba1\u7406\u753b\u9762\u3078\u306e\u8868\u793a\u3092\u8db3\u3057\u30011\u4ef65\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u5be9\u67fb\u62c5\u5f53\u306e\u8ab0\u304c\u898b\u3066\u3082\u3001\u540c\u3058\u7533\u8fbc\u306b\u540c\u3058\u5019\u88dc\u304c\u51fa\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0435","UC-1012","UC-0163","UC-1261"],"related_articles":[{"id":4088,"slug":"junni-keisoku-hendo-ai","title":"\u691c\u7d22\u9806\u4f4d\u306f\u6bce\u65e5\u30c1\u30a7\u30c3\u30af\u3059\u3079\u304d\uff1f\uff5c\u5909\u52d5\u306e\u898b\u65b9\u3068\u76f4\u3057\u65b9"},{"id":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"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| more_like_this \u304c\u5165\u529b\u304b\u3089\u7279\u5fb4\u306e\u8a00\u8449\u3092\u9078\u3093\u3067\u4f3c\u305f\u6587\u66f8\u3092\u63a2\u3059\u3053\u3068\u3001`like` \u306b\u81ea\u7531\u306a\u6587\u30fb\u7d22\u5f15\u306e\u6587\u66f8\u30fb\u7d22\u5f15\u306b\u7121\u3044\u6587\u66f8\u3092\u6df7\u305c\u3066\u6e21\u305b\u308b\u3053\u3068\u3001`min_term_freq` \u306e\u65e2\u5b9a\u304c2\u3001`min_doc_freq` \u306e\u65e2\u5b9a\u304c5\u3001`max_query_terms` \u306e\u65e2\u5b9a\u304c25\u3001`minimum_should_match` \u306e\u65e2\u5b9a\u304c30\uff05\u3001\u5bfe\u8c61\u306e\u9805\u76ee\u304c text \u304b keyword \u3067\u3042\u308b\u3053\u3068 | [OpenSearch: More like this](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/specialized\/more-like-this.md) | 2026-10-14 |\n| fingerprint \u306e\u30c8\u30fc\u30af\u30f3\u30d5\u30a3\u30eb\u30bf\u304c\u5c0f\u6587\u5b57\u5316\u30fb\u5206\u5272\u30fb\u4e26\u3079\u66ff\u3048\u30fb\u91cd\u8907\u306e\u9664\u53bb\u30fb\u9023\u7d50\u3092\u884c\u3046\u3053\u3068\u3001`max_output_size` \u306e\u65e2\u5b9a\u304c255\u3067\u3001\u8d85\u3048\u308b\u3068\u4f55\u3082\u51fa\u529b\u3057\u306a\u3044\u3053\u3068 | [OpenSearch: Fingerprint token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/fingerprint.md) | 2026-10-14 |\n| Amazon OpenSearch Service \u306b Japanese (kuromoji) Analysis \u3068 ICU Analysis \u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u5165\u3063\u3066\u3044\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-14 |\n| \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API \u3067\u3001\u6cd5\u4eba\u756a\u53f7\u3092\u6307\u5b9a\u3057\u3066\u60c5\u5831\u3092\u53d6\u308a\u3001\u6761\u4ef6\u306e\u6307\u5b9a\u3067\u5909\u66f4\u306e\u5c65\u6b74\u3082\u53d6\u308c\u308b\u3053\u3068\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3ID\u304c\u8981\u308a\u767a\u884c\u306b\u8cbb\u7528\u306f\u639b\u304b\u3089\u305a2\u9031\u9593\u304b\u30891\u304b\u6708\u7a0b\u5ea6\u304b\u304b\u308b\u3053\u3068\u3001\u30b5\u30fc\u30d3\u30b9\u3092\u516c\u958b\u3059\u308b\u5834\u5408\u306b\u60c5\u5831\u306e\u53d6\u5f97\u5143\u306e\u660e\u793a\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068 | [\u56fd\u7a0e\u5e81: \u6cd5\u4eba\u756a\u53f7\u30b7\u30b9\u30c6\u30e0 Web-API](https:\/\/www.houjin-bangou.nta.go.jp\/webapi\/) | 2026-10-14 |\n| \u6539\u6b63\u8077\u696d\u5b89\u5b9a\u6cd5\uff082022\u5e7410\u67081\u65e5\u65bd\u884c\uff09\u3067\u3001\u52df\u96c6\u60c5\u5831\u7b49\u63d0\u4f9b\u4e8b\u696d\u8005\u306b\u6c42\u4eba\u60c5\u5831\u306a\u3069\u306e\u7684\u78ba\u306a\u8868\u793a\u304c\u7fa9\u52d9\u4ed8\u3051\u3089\u308c\u3001\u865a\u507d\u306e\u8868\u793a\u30fb\u8aa4\u89e3\u3092\u751f\u3058\u3055\u305b\u308b\u8868\u793a\u306e\u7981\u6b62\u3068\u3001\u6b63\u78ba\u30fb\u6700\u65b0\u306e\u5185\u5bb9\u306b\u4fdd\u3064\u63aa\u7f6e\uff08\u6b63\u78ba\u30fb\u6700\u65b0\u3067\u306a\u3044\u3068\u78ba\u8a8d\u3057\u305f\u3089\u9045\u6ede\u306a\u304f\u8a02\u6b63\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u308b\u304b\u63d0\u4f9b\u3092\u4e2d\u6b62\u3059\u308b\uff09\u304c\u6c42\u3081\u3089\u308c\u308b\u3053\u3068 | [\u539a\u751f\u52b4\u50cd\u7701: \u52df\u96c6\u60c5\u5831\u7b49\u63d0\u4f9b\u4e8b\u696d\u8005\u306e\u7686\u3055\u307e\u3078\uff08\u30ea\u30fc\u30d5\u30ec\u30c3\u30c8\uff09](https:\/\/www.mhlw.go.jp\/content\/11600000\/000983825.pdf) | 2026-10-14 |\n| \u865a\u507d\u306e\u8868\u793a\u306e\u4f8b\u3068\u3057\u3066\u3001\u5b9f\u969b\u306b\u6c42\u4eba\u3092\u884c\u3046\u4f01\u696d\u3068\u5225\u306e\u4f01\u696d\u306e\u540d\u524d\u3067\u6c42\u4eba\u3092\u884c\u3046\u5834\u5408\u3001\u63a1\u7528\u4e88\u5b9a\u306e\u306a\u3044\u6c42\u4eba\u3092\u51fa\u3059\u5834\u5408\u304c\u6319\u3052\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u3001\u865a\u507d\u3067\u3042\u308b\u3053\u3068\u3092\u4e8b\u696d\u8005\u304c\u77e5\u308a\u5f97\u306a\u3044\u5834\u5408\u306b\u305f\u3060\u3061\u306b\u9055\u53cd\u3068\u306a\u308b\u3082\u306e\u3067\u306f\u306a\u3044\u3053\u3068 | [\u539a\u751f\u52b4\u50cd\u7701: \u4ee4\u548c4\u5e74\u6539\u6b63\u8077\u696d\u5b89\u5b9a\u6cd5Q&A](https:\/\/www.mhlw.go.jp\/content\/11600000\/000965559.pdf) | 2026-10-14 |\n| \u69cb\u9020\u5316\u51fa\u529b\u3092 `output_config.format` \u3067\u6307\u5b9a\u3059\u308b\u3053\u3068\u3001\u6570\u5024\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068\u3001`refusal`\u30fb`max_tokens` \u3067\u7d42\u308f\u308b\u3068\u30b9\u30ad\u30fc\u30de\u306b\u5408\u308f\u306a\u3044\u3053\u3068\u304c\u3042\u308b\u3053\u3068 | [Claude: Structured outputs](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/structured-outputs) | 2026-10-14 |\n\n**\u539f\u7a3f\u304c\u865a\u507d\u306e\u8868\u793a\u306b\u5f53\u305f\u308b\u304b\u3001\u63b2\u8f09\u3092\u65ad\u308b\u304b\u306f\u3001\u5be9\u67fb\u62c5\u5f53\u3068\u6cd5\u52d9\u304c\u898f\u7d04\u3068\u6cd5\u4ee4\u306b\u57fa\u3065\u3044\u3066\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u306e\u516c\u958b\u60c5\u5831\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** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[126,122,124],"uc_ai_service":[127,130,132],"uc_automation":[],"uc_industry":[24,34],"uc_department":[40],"uc_task":[60,57],"uc_issue":[71,76,72],"uc_effect":[86,79,78],"uc_ai_function":[90],"class_list":["post-15458","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-azure-openai","uc_ai_model-claude","uc_ai_model-gemini","uc_ai_service-azure-ai","uc_ai_service-vertex-ai","uc_ai_service-opensearch","uc_industry-hr-staffing","uc_industry-advertising","uc_department-customer-support","uc_task-review-check","uc_task-information-search","uc_issue-short-staffed","uc_issue-slow-decision","uc_issue-check-errors","uc_effect-decision-support","uc_effect-standardization","uc_effect-hours-saved","uc_ai_function-rag"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15458","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":1,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15458\/revisions"}],"predecessor-version":[{"id":15538,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/15458\/revisions\/15538"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=15458"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=15458"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=15458"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=15458"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=15458"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=15458"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=15458"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=15458"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=15458"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=15458"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}