{"id":15460,"date":"2026-10-15T09:07:54","date_gmt":"2026-10-15T00:07:54","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-car-appraisal-similar-search\/"},"modified":"2026-10-15T09:10:00","modified_gmt":"2026-10-15T00:10:00","slug":"used-car-appraisal-similar-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/used-car-appraisal-similar-search\/","title":{"rendered":"\u4e2d\u53e4\u8eca\u8cb7\u53d6\u5e97\u304c\u3001\u904e\u53bb\u306e\u67fb\u5b9a\u3068\u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u3067\u306e\u843d\u672d\u306e\u8a18\u9332\u304b\u3089\u8eca\u7a2e\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u72b6\u614b\u306e\u8fd1\u3044\u8eca\u3092\u63a2\u3057\u3001\u67fb\u5b9a\u984d\u306e\u6839\u62e0\u3092\u793a\u3057\u3066\u62c5\u5f53\u8005\u306b\u3088\u308b\u5dee\u3092\u6e1b\u3089\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u67fb\u5b9a\u3059\u308b\u8eca\u306e\u8eca\u7a2e\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u72b6\u614b\u304b\u3089\u3001\u81ea\u793e\u306e\u904e\u53bb\u306e\u67fb\u5b9a\u3068\u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u3067\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u63a2\u3057\u3001\u8fd1\u3044\u8eca\u3092\u4e26\u3079\u307e\u3059\u3002\u8fd1\u3044\u8eca\u306e\u843d\u672d\u984d\u306e\u5206\u5e03\u3068\u3001\u72b6\u614b\u306e\u9055\u3044\u3092\u6839\u62e0\u306e\u8a18\u9332\u756a\u53f7\u4ed8\u304d\u3067\u8fd4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1533","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-15","tech_verified_date":"2026-10-14","trigger":"**\u67fb\u5b9a\u58eb\u304c\u67fb\u5b9a\u306e\u8868\u3092\u4fdd\u5b58\u3057\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u8a55\u4fa1\u70b9\u3068\u6e1b\u70b9\u306e\u9805\u76ee\u304c\u5165\u3063\u305f\u6642\u70b9\u3067\u4fdd\u5b58\u3059\u308b\u306e\u3067\u3001**\u8eca\u3092\u898b\u7d42\u308f\u3063\u3066\u304a\u5ba2\u69d8\u306b\u63d0\u793a\u3059\u308b\u307e\u3067\u306e\u3042\u3044\u3060\u306b\u3001\u6839\u62e0\u306e\u30e1\u30e2\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002**\n\n**\u8a55\u4fa1\u70b9\u3084\u8d70\u884c\u8ddd\u96e2\u3092\u76f4\u3057\u3066\u4fdd\u5b58\u3057\u76f4\u3057\u305f\u3089\u3001\u691c\u7d22\u3082\u3084\u308a\u76f4\u3057\u307e\u3059\u3002** \u524d\u306e\u691c\u7d22\u306e\u7d50\u679c\u306f\u3001\u67fb\u5b9a\u756a\u53f7\u3054\u3068\u306b\u7248\u3092\u4ed8\u3051\u3066\u6b8b\u3057\u307e\u3059\u3002**\u3069\u306e\u5165\u529b\u3067\u51fa\u3057\u305f\u6839\u62e0\u304b\u304c\u3001\u5f8c\u304b\u3089\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u843d\u672d\u306e\u7d50\u679c\u306e\u78ba\u5b9a\u3067\u3059\u3002** \u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u3067\u843d\u672d\u304c\u78ba\u5b9a\u3057\u3001\u7d50\u679c\u304c\u51fa\u54c1\u306e\u8a18\u9332\u306b\u5165\u3063\u305f\u3089\u3001\u6bce\u6669\u305d\u306e\u65e5\u306e\u5206\u3092\u7d22\u5f15\u306b\u8db3\u3057\u307e\u3059\u3002**\u6d41\u672d\u306e\u8a18\u9332\u3082\u5165\u308c\u307e\u3059\u3002** \u6d41\u672d\u306f\u300c\u305d\u306e\u4fa1\u683c\u3067\u306f\u58f2\u308c\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u60c5\u5831\u3067\u3001\u5206\u5e03\u306e\u5916\u306b\u5225\u306e\u6bb5\u3067\u793a\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u67fb\u5b9a\u3059\u308b\u8eca | \u578b\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u4fee\u5fa9\u6b74\u30fb\u8272\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u88c5\u5099 | \u67fb\u5b9a\u306e\u8868 |\n| \u843d\u672d\u306e\u8a18\u9332 | \u8a18\u9332\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u4fee\u5fa9\u6b74\u30fb\u8272\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u51fa\u54c1\u65e5\u30fb\u843d\u672d\u65e5\u30fb\u843d\u672d\u984d\u30fb\u6d41\u672d\u304b\u3069\u3046\u304b | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u8eca\u306e\u3064\u306a\u304e | \u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\uff08\u540c\u3058\u8eca\u306e\u8a18\u9332\u3092\u307e\u3068\u3081\u308b\u305f\u3081\uff09 | \u66f8\u304d\u51fa\u3057\u306e\u51e6\u7406\u3067\u4f5c\u308b |\n| \u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332 | \u305d\u306e\u8eca\u3092\u8cb7\u3044\u53d6\u3063\u305f\u3068\u304d\u306e\u8a55\u4fa1\u70b9\u3068\u63d0\u793a\u984d | \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u6e1b\u70b9\u306e\u9805\u76ee\u3067\u3059\u3002** \u5e74\u5f0f\u3068\u8d70\u884c\u8ddd\u96e2\u3060\u3051\u306a\u3089\u3001\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3068\u5927\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u300c\u53f3\u30d5\u30ed\u30f3\u30c8\u30c9\u30a2\u306b\u51f9\u307f\u300d\u300c\u5185\u88c5\u306b\u30bf\u30d0\u30b3\u306e\u81ed\u3044\u300d\u306e\u3088\u3046\u306a\u6e1b\u70b9\u306e\u9805\u76ee\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u8fd1\u3044\u8eca\u3068\u306e\u72b6\u614b\u306e\u9055\u3044\u3092\u793a\u305b\u307e\u3059\u3002**\n\n**4\u884c\u76ee\u306e\u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332\u306f\u3001\u67fb\u5b9a\u58eb\u3060\u3051\u304c\u898b\u308b\u3082\u306e\u3067\u3059\u3002** \u81ea\u793e\u304c\u305d\u306e\u8eca\u3092\u3044\u304f\u3089\u3067\u8cb7\u3044\u53d6\u3063\u305f\u304b\u306f\u3001\u4ed5\u5165\u306e\u5024\u6bb5\u3067\u3059\u3002**\u5e97\u8217\u306e\u307b\u304b\u306e\u30b9\u30bf\u30c3\u30d5\u306b\u306f\u898b\u305b\u306a\u3044\u9805\u76ee\u306b\u3057\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5024\u306e\u8fd1\u3044\u843d\u672d\u306e\u8a18\u9332 | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15 | \u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3067\u7d5e\u308a\u3001\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u65e5\u3092 `gauss` \u3067\u4e26\u3079\u308b |\n| \u843d\u672d\u984d\u306e\u5206\u5e03 | \u540c\u3058\u554f\u3044\u5408\u308f\u305b | `diversified_sampler` \u3067\u540c\u3058\u8eca\u30921\u4ef6\u306b\u3057\u3001`percentiles` \u3067\u56db\u5206\u4f4d\u3092\u51fa\u3059 |\n| \u6d41\u672d\u306e\u8a18\u9332 | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15 | \u540c\u3058\u7d5e\u308a\u8fbc\u307f\u3067 `sold` \u3092 `false` \u306b\u66ff\u3048\u305f\u5225\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u3001\u6d41\u672d\u306e\u53f0\u6570\u3092\u6570\u3048\u308b |\n| \u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332 | \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u4e0a\u4f4d\u306e\u8a18\u9332\u306e\u67fb\u5b9a\u756a\u53f7\u304b\u3089\u5f15\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/auction-results\/_search\n{\n  \"size\": 10,\n  \"query\": {\n    \"function_score\": {\n      \"query\": {\n        \"bool\": {\n          \"filter\": [\n            { \"term\": { \"model_code\": \"6AA-XXXX\" } },\n            { \"term\": { \"repair_history\": false } },\n            { \"term\": { \"sold\": true } },\n            { \"exists\": { \"field\": \"mileage_km\" } },\n            { \"exists\": { \"field\": \"grade_score\" } }\n          ],\n          \"should\": [\n            { \"term\": { \"trim\": \"G\" } },\n            { \"term\": { \"color_group\": \"white_pearl\" } }\n          ]\n        }\n      },\n      \"functions\": [\n        { \"gauss\": { \"reg_months\": { \"origin\": 600, \"offset\": 3, \"scale\": 12 } }, \"weight\": 2 },\n        { \"gauss\": { \"mileage_km\": { \"origin\": 48000, \"offset\": 3000, \"scale\": 15000 } }, \"weight\": 2 },\n        { \"gauss\": { \"grade_score\": { \"origin\": 4.0, \"offset\": 0, \"scale\": 0.5 } }, \"weight\": 1 },\n        { \"gauss\": { \"sold_on\": { \"offset\": \"30d\", \"scale\": \"90d\" } }, \"weight\": 1 }\n      ],\n      \"score_mode\": \"avg\",\n      \"boost_mode\": \"sum\"\n    }\n  },\n  \"aggs\": {\n    \"near\": {\n      \"diversified_sampler\": { \"field\": \"vehicle_hash\", \"shard_size\": 30, \"max_docs_per_value\": 1 },\n      \"aggs\": {\n        \"price\": { \"percentiles\": { \"field\": \"hammer_price\", \"percents\": [25, 50, 75] } }\n      }\n    }\n  }\n}\n```\n\n**`reg_months` \u306f\u3001\u521d\u5ea6\u767b\u9332\u5e74\u6708\u3092\u6708\u6570\u306b\u3057\u305f\u5024\u3067\u3059\u3002** \u5e74\u3068\u6708\u3092\u5225\u306e\u9805\u76ee\u306b\u3059\u308b\u3068\u3001\u300c2021\u5e7412\u6708\u300d\u3068\u300c2022\u5e741\u6708\u300d\u304c1\u5e74\u96e2\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u6271\u308f\u308c\u307e\u3059\u3002**\u6708\u6570\u306b\u3059\u308c\u3070\u30011\u304b\u6708\u306e\u5dee\u3068\u3057\u3066\u8fd1\u3055\u3092\u6e2c\u308c\u307e\u3059\u3002**\n\n**`sold_on` \u306e\u6e1b\u8870\u306b\u306f `origin` \u3092\u66f8\u3044\u3066\u3044\u307e\u305b\u3093\u3002** \u65e5\u4ed8\u306e\u9805\u76ee\u3067\u306f\u7701\u304f\u3068\u73fe\u5728\u306e\u65e5\u6642\u306b\u306a\u308a\u3001**\u843d\u672d\u304b\u308930\u65e5\u4ee5\u5185\u306f\u6e80\u70b9\u3001\u305d\u3053\u304b\u308990\u65e5\u3067\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308a\u307e\u3059\u3002** \u53e4\u3044\u843d\u672d\u306e\u8a18\u9332\u304c\u4e0a\u306b\u6765\u306b\u304f\u304f\u306a\u308a\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u3092\u70b9\u6570\u306e\u5074\u3067\u9632\u304e\u307e\u3059\u3002\n\n**`shard_size` \u306f\u3001\u30b7\u30e3\u30fc\u30c9\u3054\u3068\u306b\u6a19\u672c\u306b\u5165\u308c\u308b\u4e0a\u4f4d\u306e\u4ef6\u6570\u3067\u3059\u3002** \u7d22\u5f15\u3092\u3044\u304f\u3064\u304b\u306e\u30b7\u30e3\u30fc\u30c9\u306b\u5206\u3051\u3066\u3044\u308b\u306a\u3089\u3001\u6a19\u672c\u306e\u5927\u304d\u3055\u306f\u30b7\u30e3\u30fc\u30c9\u306e\u6570\u3060\u3051\u5897\u3048\u307e\u3059\u3002**\u6a19\u672c\u306e\u4ef6\u6570\u306f\u5fdc\u7b54\u306e `doc_count` \u3067\u78ba\u304b\u3081\u3001\u5c11\u306a\u3059\u304e\u308b\u5206\u5e03\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002**\n\n\u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"record_id\": \"AU-2026-08-11873\",\n  \"appraisal_id\": \"AP-2026-07-30412\",\n  \"vehicle_hash\": \"\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\",\n  \"model_code\": \"6AA-XXXX\",\n  \"trim\": \"G\",\n  \"reg_months\": 598,\n  \"mileage_km\": 51200,\n  \"grade_score\": 4.0,\n  \"repair_history\": false,\n  \"color_group\": \"white_pearl\",\n  \"deductions\": [\"\u53f3\u30d5\u30ed\u30f3\u30c8\u30c9\u30a2 \u51f9\u307f \u5c0f\", \"\u30ea\u30a2\u30d0\u30f3\u30d1\u30fc \u64e6\u308a\u50b7\"],\n  \"listed_on\": \"2026-08-04\",\n  \"sold_on\": \"2026-08-11\",\n  \"sold\": true,\n  \"hammer_price\": 1830000,\n  \"store\": \"S-07\"\n}\n```","preprocessing":"1. **\u8a18\u9332\u306e\u3064\u306a\u304e** \u2026 \u67fb\u5b9a\u756a\u53f7\u3068\u51fa\u54c1\u756a\u53f7\u3067\u3001\u67fb\u5b9a\u306e\u8a18\u9332\u3068\u843d\u672d\u306e\u7d50\u679c\u30921\u4ef6\u306b\u3057\u307e\u3059\n2. **\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u5316** \u2026 \u8eca\u53f0\u756a\u53f7\u306f\u305d\u306e\u307e\u307e\u5165\u308c\u305a\u3001\u30cf\u30c3\u30b7\u30e5\u306b\u3057\u3066\u540c\u3058\u8eca\u306e\u8a18\u9332\u3092\u307e\u3068\u3081\u308b\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u307e\u3059\n3. **\u5e74\u5f0f\u306e\u63db\u7b97** \u2026 \u521d\u5ea6\u767b\u9332\u5e74\u6708\u3092\u6708\u6570\u306b\u3057\u307e\u3059\n4. **\u533a\u5206\u306e\u305d\u308d\u3048** \u2026 \u8272\u306e\u540d\u524d\u3092\u8272\u306e\u7cfb\u7d71\u306b\u3001\u30b0\u30ec\u30fc\u30c9\u306e\u66f8\u304d\u65b9\u3092\u578b\u5f0f\u3054\u3068\u306e\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n5. **\u6e1b\u70b9\u306e\u9805\u76ee\u306e\u305d\u308d\u3048** \u2026 \u67fb\u5b9a\u306e\u8868\u306e\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u3001\u90e8\u4f4d\u30fb\u7a2e\u985e\u30fb\u7a0b\u5ea6\u306e\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u7bc4\u56f2\u306e\u78ba\u8a8d** \u2026 \u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u984d\u304c\u3001\u3042\u308a\u3046\u308b\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**\u63db\u7b97\u3068\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001JSON \u30b9\u30ad\u30fc\u30de\u306e `minimum`\u30fb`maximum` \u306e\u3088\u3046\u306a\u6570\u5024\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u3089\u305a\u3001**\u4f7f\u3046\u3068 400 \u306e\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002** \u7bc4\u56f2\u306f\u30b9\u30ad\u30fc\u30de\u3067\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u3067\u6b62\u3081\u307e\u3059\u3002\n\n**6\u756a\u76ee\u3067\u6b62\u307e\u308b\u8a18\u9332\u306e\u591a\u304f\u306f\u3001\u5165\u529b\u306e\u8aa4\u308a\u3067\u3059\u3002** \u8d70\u884c\u8ddd\u96e2\u306e\u6841\u30921\u3064\u591a\u304f\u5165\u308c\u305f\u8a18\u9332\u304c\u7d22\u5f15\u306b\u5165\u308b\u3068\u3001**\u305d\u306e\u8a18\u9332\u3060\u3051\u304c\u9060\u3044\u8eca\u3068\u3057\u3066\u5916\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5206\u5e03\u306e\u7aef\u3092\u5f15\u3063\u3071\u308a\u307e\u3059\u3002**","ai_processing":"**\u3055\u305b\u308b\u306e\u306f\u3001\u8fd1\u3044\u8eca\u3054\u3068\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u305f\u9055\u3044\u3092\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u8aad\u3081\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u306f OpenSearch\u3001\u9055\u3044\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u91d1\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u58eb\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8fd1\u3044\u8eca\u3054\u3068\u306e\u8aac\u660e | \u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u8272\u306e\u9055\u3044\u3092\u3001\u5024\u3092\u6dfb\u3048\u3066\u6587\u306b\u3059\u308b |\n| \u6e1b\u70b9\u306e\u9805\u76ee\u306e\u6bd4\u3079 | \u67fb\u5b9a\u3059\u308b\u8eca\u306b\u3060\u3051\u3042\u308b\u6e1b\u70b9\u3001\u8fd1\u3044\u8eca\u306b\u3060\u3051\u3042\u308b\u6e1b\u70b9\u3092\u4e26\u3079\u308b |\n| \u5206\u5e03\u306e\u8aac\u660e | \u56db\u5206\u4f4d\u3068\u6a19\u672c\u306e\u53f0\u6570\u3092\u3001\u305d\u306e\u307e\u307e\u6587\u306b\u3059\u308b |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u8a18\u9332\u756a\u53f7\u3068\u843d\u672d\u65e5 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u63d0\u793a\u984d\u30fb\u8cb7\u53d6\u984d\u306e\u63d0\u6848 | \u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u6c7a\u3081\u308b |\n| \u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3059\u308b\u3053\u3068 | \u300c\u8d70\u884c\u8ddd\u96e2\u304c1\u4e07km\u591a\u3044\u306e\u30675\u4e07\u5186\u5b89\u3044\u300d\u306e\u3088\u3046\u306a\u63db\u7b97\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u76f8\u5834\u306e\u5148\u884c\u304d\u306e\u4e88\u60f3 | \u6839\u62e0\u306e\u7121\u3044\u4e88\u60f3\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u9055\u3044\u306e\u8a08\u7b97 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u305f\u5024\u3092\u4f7f\u3046 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u8eca\u306e\u7d39\u4ecb | \u7d50\u679c\u306b\u7121\u3044\u8a18\u9332\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8d70\u884c\u8ddd\u96e2\u306e\u5dee\u3068\u843d\u672d\u984d\u306e\u5dee\u304c\u4e26\u3093\u3067\u3044\u308b\u3068\u3001AI\u306f\u89aa\u5207\u306b\u300c1\u4e07km\u3042\u305f\u308a\u7d045\u4e07\u5186\u306e\u5dee\u300d\u3068\u5272\u308a\u7b97\u3092\u66f8\u304d\u307e\u3059\u3002**2\u53f0\u306e\u5dee\u3092\u8d70\u884c\u8ddd\u96e2\u3060\u3051\u306e\u305b\u3044\u306b\u3057\u305f\u6570\u5b57\u3067\u3001\u6839\u62e0\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u67fb\u5b9a\u58eb\u304c\u305d\u306e\u6570\u5b57\u3092\u53e3\u306b\u3059\u308b\u3068\u3001\u304a\u5ba2\u69d8\u3078\u306e\u8aac\u660e\u304c\u6839\u62e0\u306e\u7121\u3044\u6570\u5b57\u306b\u306a\u308a\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u8eca\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u67fb\u5b9a\u58eb\u304c\u67fb\u5b9a\u306e\u6839\u62e0\u3092\u307e\u3068\u3081\u308b\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u8fd1\u3044\u8eca\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u3001\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u8aad\u3081\u308b\u6839\u62e0\u306e\u30e1\u30e2\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u8cb7\u53d6\u306e\u91d1\u984d\u3092\u6c7a\u3081\u305f\u308a\u3001\u63d0\u6848\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8fd1\u3044\u8eca\u3054\u3068\u306b\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u306e\u9055\u3044\u3092\u3001\u6e21\u3055\u308c\u305f diff \u306e\u5024\u3092\u4f7f\u3063\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6e1b\u70b9\u306e\u9805\u76ee\u306f\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u306b\u3060\u3051\u3042\u308b\u3082\u306e\u3001\u8fd1\u3044\u8eca\u306b\u3060\u3051\u3042\u308b\u3082\u306e\u306b\u5206\u3051\u3066\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u843d\u672d\u984d\u306e\u5206\u5e03\u306f\u3001\u6e21\u3055\u308c\u305f\u56db\u5206\u4f4d\u3068\u6a19\u672c\u306e\u53f0\u6570\u3092\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u8a18\u9332\u756a\u53f7\u3068\u843d\u672d\u65e5\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u300c\u25cb\u4e07\u5186\u304c\u59a5\u5f53\u300d\u300c\u25cb\u4e07\u5186\u3067\u8cb7\u3044\u53d6\u308c\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c1\u4e07km\u3042\u305f\u308a\u300d\u300c1\u70b9\u3042\u305f\u308a\u300d\u300c\u3053\u306e\u6e1b\u70b9\u3067\u25cb\u4e07\u5186\u300d\u306e\u3088\u3046\u306a\u8a08\u7b97\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5dee\u3084\u5e73\u5747\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6e21\u3055\u308c\u305f\u5024\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u76f8\u5834\u304c\u4e0a\u304c\u308b\u30fb\u4e0b\u304c\u308b\u3068\u3044\u3063\u305f\u4e88\u60f3\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6a19\u672c\u306e\u53f0\u6570\u304c5\u53f0\u672a\u6e80\u306a\u3089\u3001\u5206\u5e03\u306b\u3064\u3044\u3066\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u8a18\u9332\u756a\u53f7\u30fb\u8eca\u7a2e\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u67fb\u5b9a\u3059\u308b\u8eca\u3011{target}\n\u3010\u8fd1\u3044\u8eca\uff08\u8a18\u9332\u756a\u53f7\u30fb\u9055\u3044\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\uff09\u3011{neighbors}\n\u3010\u843d\u672d\u984d\u306e\u5206\u5e03\uff08\u56db\u5206\u4f4d\u30fb\u6a19\u672c\u306e\u53f0\u6570\uff09\u3011{distribution}\n```\n\n**\u300c\u91d1\u984d\u306b\u63db\u7b97\u3057\u306a\u3044\u300d\u3092\u4f8b\u3092\u6319\u3052\u3066\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001\u8a00\u3044\u65b9\u3092\u5909\u3048\u3066\u66f8\u304f\u304b\u3089\u3067\u3059\u3002** \u300c\u91d1\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u300d\u3068\u3060\u3051\u4f1d\u3048\u308b\u3068\u3001\u63d0\u6848\u3067\u306f\u306a\u3044\u4f53\u88c1\u3067\u300c\u8d70\u884c\u8ddd\u96e2\u306e\u5dee\u306f\u25cb\u4e07\u5186\u7a0b\u5ea6\u306e\u5f71\u97ff\u3068\u8003\u3048\u3089\u308c\u308b\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u63db\u7b97\u306e\u8a00\u3044\u56de\u3057\u305d\u306e\u3082\u306e\u3092\u4e26\u3079\u3066\u7981\u3058\u307e\u3059\u3002**\n\n**\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u306e\u4e00\u6587\u3092\u6c7a\u3081\u3066\u3044\u308b\u306e\u306f\u30013\u53f0\u306e\u56db\u5206\u4f4d\u3092\u66f8\u304b\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** 3\u53f0\u3067\u3082\u56db\u5206\u4f4d\u306e\u6570\u5b57\u306f\u51fa\u307e\u3059\u3002**\u6570\u5b57\u304c\u3042\u308b\u3068\u3001\u67fb\u5b9a\u58eb\u306f\u305d\u308c\u3092\u76f8\u5834\u3068\u3057\u3066\u4f7f\u3063\u3066\u3057\u307e\u3044\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  \"appraisal_id\": \"\",\n  \"neighbors\": [\n    {\n      \"record_id\": \"\",\n      \"sold_on\": \"\",\n      \"hammer_price\": 0,\n      \"diffs\": [ { \"item\": \"\", \"target\": \"\", \"neighbor\": \"\", \"diff\": \"\" } ],\n      \"deductions_only_target\": [],\n      \"deductions_only_neighbor\": [],\n      \"explanation\": \"\"\n    }\n  ],\n  \"distribution\": { \"p25\": 0, \"p50\": 0, \"p75\": 0, \"sample_size\": 0, \"note\": \"\" },\n  \"unsold_count\": 0\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`record_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u691c\u7d22\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\u8eca\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001\u6570\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `hammer_price`\u30fb`diffs`\u30fb`distribution` \u306e\u6570\u306f\u3001\u691c\u7d22\u3068\u8a08\u7b97\u306e\u7d50\u679c\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001**AI\u306e\u51fa\u529b\u3067\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002** AI\u304c\u66f8\u304f\u306e\u306f `explanation` \u3068 `note` \u3060\u3051\u3067\u3059\u3002\u6570\u3092\u6587\u306e\u4e2d\u3067\u5199\u3057\u9593\u9055\u3048\u3066\u3044\u306a\u3044\u304b\u3082\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u7167\u3089\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`unsold_count` \u3067\u58f2\u308c\u306a\u304b\u3063\u305f\u8a18\u9332\u3092\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u8fd1\u3044\u8eca\u304c\u6d41\u672d\u3057\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u4fa1\u683c\u3067\u306f\u58f2\u308c\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**\u5206\u5e03\u306e\u6a2a\u306b\u6d41\u672d\u306e\u53f0\u6570\u3092\u4e26\u3079\u3001\u67fb\u5b9a\u58eb\u304c\u5f37\u6c17\u306e\u91d1\u984d\u3092\u4ed8\u3051\u3059\u304e\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762 | \u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\u3067 Lambda \u3092\u547c\u3076 | \u691c\u7d22\u306e\u958b\u59cb\u3068\u3001\u6839\u62e0\u306e\u30e1\u30e2\u306e\u8868\u793a |\n| Amazon OpenSearch Service | `_search`\uff08function_score\u3001diversified_sampler\u3001percentiles\uff09 | \u8fd1\u3044\u8eca\u3068\u843d\u672d\u984d\u306e\u5206\u5e03 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u8fd1\u3044\u8eca\u3054\u3068\u306e\u8aac\u660e |\n| \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u67fb\u5b9a\u306e\u8a18\u9332 |\n| \u51fa\u54c1\u3068\u843d\u672d\u306e\u8a18\u9332 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u843d\u672d\u306e\u7d50\u679c\u3068\u6d41\u672d |","human_review":"1. **\u5165\u529b\u3092\u78ba\u304b\u3081\u308b** \u2026 \u578b\u5f0f\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u4fee\u5fa9\u6b74\u306e\u5165\u529b\u304c\u8eca\u691c\u8a3c\u3068\u8eca\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u578b\u5f0f\u3092\u8aa4\u308b\u3068\u3001\u5225\u306e\u8eca\u306e\u8a18\u9332\u304c\u4e26\u3073\u307e\u3059**\n2. **\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3092\u958b\u304f** \u2026 \u4e0a\u4f4d3\u53f0\u306f\u8a18\u9332\u3092\u958b\u304d\u3001\u6e1b\u70b9\u306e\u9805\u76ee\u3068\u5199\u771f\u3092\u898b\u307e\u3059\n3. **\u63d0\u793a\u984d\u3092\u6c7a\u3081\u308b** \u2026 \u6839\u62e0\u306e\u30e1\u30e2\u3068\u8eca\u306e\u72b6\u614b\u304b\u3089\u3001\u67fb\u5b9a\u58eb\u304c\u63d0\u793a\u984d\u3092\u6c7a\u3081\u307e\u3059\n4. **\u5e97\u9577\u304c\u4e86\u627f\u3059\u308b** \u2026 \u6839\u62e0\u306e\u30e1\u30e2\u3068\u63d0\u793a\u984d\u3092\u4e26\u3079\u3066\u898b\u3066\u3001\u4e86\u627f\u3059\u308b\u304b\u5dee\u3057\u623b\u3057\u307e\u3059\n5. **\u7d50\u679c\u3092\u6b8b\u3059** \u2026 \u63d0\u793a\u984d\u3068\u3001\u6210\u7d04\u3057\u305f\u304b\u3001\u65ad\u3089\u308c\u305f\u304b\u3092\u67fb\u5b9a\u306e\u8a18\u9332\u306b\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8981\u7d04\u3067\u3059\u3002**\u540c\u3058\u300c\u51f9\u307f \u5c0f\u300d\u3067\u3082\u3001\u5199\u771f\u3092\u898b\u308b\u3068\u677f\u91d1\u304c\u8981\u308b\u51f9\u307f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30011,200\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef65\u5206\u3067\u3059\u3002** \u5165\u529b\u306e\u78ba\u8a8d\u306b1\u5206\u3001\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3092\u958b\u304f\u306e\u306b2\u5206\u3001\u5e97\u9577\u3078\u306e\u8aac\u660e\u306b2\u5206\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u578b\u5f0f\u3067\u7d5e\u308b\u3068\u8fd1\u3044\u8eca\u304c0\u53f0 | \u578b\u5f0f\u306e\u7d5e\u308a\u3092\u540c\u3058\u8eca\u540d\u306e\u5225\u306e\u578b\u5f0f\u306b\u5e83\u3052\u305f\u7d50\u679c\u3092\u3001**\u5e83\u3052\u305f\u3053\u3068\u3092\u660e\u8a18\u3057\u3066**\u5225\u306b\u51fa\u3059 |\n| \u6a19\u672c\u304c5\u53f0\u672a\u6e80 | \u5206\u5e03\u3092\u8868\u793a\u305b\u305a\u3001\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u3068\u8868\u793a\u3059\u308b |\n| \u4fee\u5fa9\u6b74\u3042\u308a\u306e\u8eca | \u4fee\u5fa9\u6b74\u3042\u308a\u306e\u8a18\u9332\u3060\u3051\u3067\u691c\u7d22\u3059\u308b\u3002\u7121\u3051\u308c\u3070\u4ef6\u65700\u3068\u8868\u793a\u3059\u308b |\n| \u843d\u672d\u306e\u8a18\u9332\u304c\u534a\u5e74\u4ee5\u4e0a\u524d\u306e\u3082\u306e\u3057\u304b\u7121\u3044 | \u53e4\u3044\u3053\u3068\u3092\u660e\u8a18\u3057\u3001**\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3067\u78ba\u304b\u3081\u308b\u3088\u3046\u8868\u793a\u3059\u308b** |\n| \u540c\u3058\u8eca\u306e\u904e\u53bb\u306e\u8a18\u9332\u306e\u8d70\u884c\u8ddd\u96e2\u304c\u3044\u307e\u3088\u308a\u591a\u3044 | \u8d70\u884c\u8ddd\u96e2\u306e\u4e0d\u6574\u5408\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u3001\u5e97\u9577\u306b\u56de\u3059 |\n| \u8a18\u9332\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u8eca\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u53d6\u308a\u8fbc\u307f\u306e\u6642\u306b\u5024\u304c\u7bc4\u56f2\u5916 | \u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u672c\u90e8\u306e\u696d\u52d9\u8ab2\u306e\u78ba\u8a8d\u3078\u56de\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**5\u884c\u76ee\u306f\u3001\u691c\u7d22\u306e\u3064\u3044\u3067\u306b\u898b\u3064\u304b\u308b\u3082\u306e\u3067\u3059\u3002** \u540c\u3058\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u3067\u3001\u524d\u306b\u51fa\u54c1\u3057\u305f\u3068\u304d\u306e\u8d70\u884c\u8ddd\u96e2\u304c\u3044\u307e\u3088\u308a\u591a\u3051\u308c\u3070\u3001**\u30e1\u30fc\u30bf\u30fc\u306e\u4ea4\u63db\u304b\u5165\u529b\u306e\u8aa4\u308a\u304b\u3001\u305d\u308c\u4ee5\u5916\u304b\u3092\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u5224\u65ad\u306f\u305b\u305a\u3001\u5370\u3092\u4ed8\u3051\u3066\u5e97\u9577\u306b\u56de\u3057\u307e\u3059\u3002","log_storage":"- \u67fb\u5b9a\u3059\u308b\u8eca\u306e\u5165\u529b\u3068\u3001\u5165\u529b\u3092\u76f4\u3057\u305f\u7248\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u7d5e\u308a\u8fbc\u307f\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u8a18\u9332\u3068\u70b9\u6570\n- \u843d\u672d\u984d\u306e\u5206\u5e03\u3068\u6a19\u672c\u306e\u53f0\u6570\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u67fb\u5b9a\u58eb\u304c\u6c7a\u3081\u305f\u63d0\u793a\u984d\u3068\u3001\u5e97\u9577\u306e\u4e86\u627f\u304b\u5dee\u3057\u623b\u3057\u304b\n- \u6210\u7d04\u3057\u305f\u304b\u3001\u65ad\u3089\u308c\u305f\u304b\u3002\u6210\u7d04\u3057\u305f\u8eca\u306e\u5f8c\u306e\u843d\u672d\u984d\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u7b54\u3048\u5408\u308f\u305b\u306b\u306a\u308a\u307e\u3059\u3002** \u8cb7\u3044\u53d6\u3063\u305f\u8eca\u304c\u5b9f\u969b\u306b\u3044\u304f\u3089\u3067\u843d\u672d\u3055\u308c\u305f\u304b\u3092\u3001\u67fb\u5b9a\u306e\u3068\u304d\u306e\u5206\u5e03\u3068\u6bd4\u3079\u307e\u3059\u3002**\u5206\u5e03\u306e\u4e2d\u592e\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u308b\u8eca\u304c\u7d9a\u304f\u578b\u5f0f\u306f\u3001\u6e1b\u8870\u306e\u5e45\u304b\u91cd\u307f\u304c\u5408\u3063\u3066\u3044\u307e\u305b\u3093\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":4,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":30,"assumption_frequency":1200,"assumption_workdays":20,"volume_month":1200,"before_minutes_per_case":12,"after_minutes_per_case":5,"hourly_cost":3000,"before_hours_month":240,"after_hours_month":100,"saved_hours_month":140,"reduction_rate":58,"saved_hours_year":1680,"annual_cost_effect":5040000,"summary":"\u67fb\u5b9a\u3059\u308b\u8eca\u306e\u8eca\u7a2e\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u72b6\u614b\u304b\u3089\u3001\u81ea\u793e\u306e\u904e\u53bb\u306e\u67fb\u5b9a\u3068\u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u3067\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u63a2\u3057\u3001\u8fd1\u3044\u8eca\u3092\u4e26\u3079\u307e\u3059\u3002\u8fd1\u3044\u8eca\u306e\u843d\u672d\u984d\u306e\u5206\u5e03\u3068\u3001\u72b6\u614b\u306e\u9055\u3044\u3092\u6839\u62e0\u306e\u8a18\u9332\u756a\u53f7\u4ed8\u304d\u3067\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u8eca\u691c\u8a3c\u3067\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u3092\u78ba\u304b\u3081\u3001\u8d70\u884c\u8ddd\u96e2\u3092\u898b\u308b\n2. \u5916\u88c5\u30fb\u5185\u88c5\u30fb\u6a5f\u95a2\u3092\u898b\u3066\u3001\u8a55\u4fa1\u70b9\u3068\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u67fb\u5b9a\u306e\u8868\u306b\u4ed8\u3051\u308b\n3. \u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3084\u81ea\u793e\u306e\u67fb\u5b9a\u306e\u8a18\u9332\u3067\u3001\u540c\u3058\u8eca\u7a2e\u30fb\u8fd1\u3044\u5e74\u5f0f\u306e\u843d\u672d\u306e\u7d50\u679c\u3092\u63a2\u3059\n4. \u898b\u3064\u304b\u3063\u305f\u8a18\u9332\u306e\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u8272\u3092\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u898b\u6bd4\u3079\u308b\n5. \u9055\u3044\u3092\u982d\u306e\u4e2d\u3067\u8db3\u3057\u5f15\u304d\u3057\u3066\u3001\u63d0\u793a\u984d\u306e\u5e45\u3092\u6c7a\u3081\u308b\n6. \u5e97\u9577\u306b\u63d0\u793a\u984d\u3068\u6839\u62e0\u3092\u8aac\u660e\u3057\u3001\u4e86\u627f\u3092\u5f97\u3066\u304a\u5ba2\u69d8\u306b\u63d0\u793a\u3059\u308b\n\n**\uff08a\uff09\u8fd1\u3044\u8eca\u3092\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u8eca\u7a2e\u3068\u5e74\u5f0f\u3067\u7d5e\u3063\u3066\u3082\u3001\u8d70\u884c\u8ddd\u96e2\u3084\u8a55\u4fa1\u70b9\u304c\u9055\u3046\u8a18\u9332\u304c\u4f55\u5341\u4ef6\u3082\u51fa\u307e\u3059\u3002**1\u4ef6\u305a\u3064\u898b\u6bd4\u3079\u3066\u8fd1\u3044\u3082\u306e\u3092\u9078\u3076\u306e\u306f\u3001\u6163\u308c\u305f\u67fb\u5b9a\u58eb\u3067\u3082\u6570\u5206\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08b\uff09\u898b\u6bd4\u3079\u65b9\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** \u8d70\u884c\u8ddd\u96e2\u306e\u5dee\u3092\u91cd\u304f\u898b\u308b\u4eba\u3001\u8a55\u4fa1\u70b9\u306e\u5dee\u3092\u91cd\u304f\u898b\u308b\u4eba\u3001\u8272\u3092\u6c17\u306b\u3059\u308b\u4eba\u3002**\u540c\u3058\u8a18\u9332\u3092\u898b\u3066\u3082\u3001\u3069\u308c\u3092\u300c\u8fd1\u3044\u300d\u3068\u3059\u308b\u304b\u304c\u9055\u3044\u307e\u3059\u3002**\n\n**\uff08c\uff09\u53e4\u3044\u843d\u672d\u306e\u8a18\u9332\u3092\u4f7f\u3063\u3066\u3057\u307e\u3046\u3002** \u4e2d\u53e4\u8eca\u306e\u76f8\u5834\u306f\u5b63\u7bc0\u3084\u65b0\u578b\u8eca\u306e\u767a\u58f2\u3067\u52d5\u304d\u307e\u3059\u3002**\u534a\u5e74\u524d\u306e\u843d\u672d\u984d\u3092\u6839\u62e0\u306b\u3059\u308b\u3068\u3001\u3044\u307e\u306e\u76f8\u5834\u3068\u305a\u308c\u307e\u3059\u3002**\n\n**\uff08d\uff09\u540c\u3058\u8eca\u3092\u4f55\u5ea6\u3082\u6570\u3048\u308b\u3002** \u6d41\u672d\u3057\u3066\u51fa\u54c1\u3057\u76f4\u3057\u305f\u8eca\u306f\u3001\u8a18\u9332\u306b\u4f55\u5ea6\u3082\u51fa\u3066\u304d\u307e\u3059\u3002**1\u53f0\u306e\u8eca\u306e\u8907\u6570\u306e\u8a18\u9332\u3092\u3001\u5225\u3005\u306e\u8fd1\u3044\u8eca\u3068\u3057\u3066\u6570\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**\uff08e\uff09\u5e97\u9577\u3078\u306e\u8aac\u660e\u304c\u305d\u308d\u308f\u306a\u3044\u3002** \u6839\u62e0\u306e\u793a\u3057\u65b9\u304c\u67fb\u5b9a\u58eb\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**\u5e97\u9577\u306f\u305d\u306e\u305f\u3073\u306b\u81ea\u5206\u3067\u8a18\u9332\u3092\u958b\u304d\u76f4\u3057\u3066\u78ba\u304b\u3081\u3066\u3044\u307e\u3059\u3002**","before_flow_steps":["\u8eca\u691c\u8a3c\u3067\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u3092\u78ba\u304b\u3081\u3001\u8d70\u884c\u8ddd\u96e2\u3092\u898b\u308b","\u5916\u88c5\u30fb\u5185\u88c5\u30fb\u6a5f\u95a2\u3092\u898b\u3066\u3001\u8a55\u4fa1\u70b9\u3068\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u67fb\u5b9a\u306e\u8868\u306b\u4ed8\u3051\u308b","\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3084\u81ea\u793e\u306e\u67fb\u5b9a\u306e\u8a18\u9332\u3067\u3001\u540c\u3058\u8eca\u7a2e\u30fb\u8fd1\u3044\u5e74\u5f0f\u306e\u843d\u672d\u306e\u7d50\u679c\u3092\u63a2\u3059","\u898b\u3064\u304b\u3063\u305f\u8a18\u9332\u306e\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u8272\u3092\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u898b\u6bd4\u3079\u308b","\u9055\u3044\u3092\u982d\u306e\u4e2d\u3067\u8db3\u3057\u5f15\u304d\u3057\u3066\u3001\u63d0\u793a\u984d\u306e\u5e45\u3092\u6c7a\u3081\u308b","\u5e97\u9577\u306b\u63d0\u793a\u984d\u3068\u6839\u62e0\u3092\u8aac\u660e\u3057\u3001\u4e86\u627f\u3092\u5f97\u3066\u304a\u5ba2\u69d8\u306b\u63d0\u793a\u3059\u308b"],"after_flow":"1. **\u3010\u4eba\u3011** \u67fb\u5b9a\u58eb\u304c\u3001\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u67fb\u5b9a\u306e\u8868\u306b\u5165\u308c\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u8fd1\u3044\u8eca\u306e\u691c\u7d22\u304c\u52d5\u304f\n3. **\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u65e5\u306e\u8fd1\u3055\u3067\u843d\u672d\u306e\u8a18\u9332\u3092\u4e26\u3079\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u5024\u306e\u8fd1\u3044\u4e0a\u4f4d\u306e\u8a18\u9332\u3092\u3001\u540c\u3058\u8eca\u306f1\u53f0\u3068\u3057\u3066\u6a19\u672c\u306b\u3057\u3001\u843d\u672d\u984d\u306e\u56db\u5206\u4f4d\u3092\u51fa\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u8a18\u9332\u306b\u3064\u3044\u3066\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u306e\u9055\u3044\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u9805\u76ee\u3054\u3068\u306b\u51fa\u3059\n6. **\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u8fd1\u3044\u8eca\u3054\u3068\u306b\u9055\u3044\u3092\u8aad\u3081\u308b\u6587\u306b\u3057\u3001\u8a18\u9332\u756a\u53f7\u3092\u4ed8\u3051\u305f\u6839\u62e0\u306e\u30e1\u30e2\u306b\u3059\u308b\n7. **\u3010\u4eba\u3011** \u67fb\u5b9a\u58eb\u304c\u6839\u62e0\u306e\u30e1\u30e2\u3092\u898b\u3066\u3001\u63d0\u793a\u984d\u3092\u6c7a\u3081\u308b\n8. **\u3010\u4eba\u3011** \u5e97\u9577\u304c\u3001\u6839\u62e0\u306e\u30e1\u30e2\u3068\u63d0\u793a\u984d\u3092\u898b\u3066\u4e86\u627f\u3059\u308b\n\n**3\u756a\u76ee\u3067\u7d5e\u308b\u306e\u306f\u3001\u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3060\u3051\u3067\u3059\u3002** \u578b\u5f0f\u304c\u9055\u3048\u3070\u5225\u306e\u8eca\u3067\u3001\u4fee\u5fa9\u6b74\u306e\u6709\u7121\u3067\u843d\u672d\u984d\u306e\u4ed8\u304d\u65b9\u304c\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3059\u3002**\u305d\u308c\u4ee5\u5916\u306e\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u306f\u3001\u7d5e\u3089\u305a\u306b\u8fd1\u3055\u306e\u70b9\u6570\u3067\u4e26\u3079\u307e\u3059\u3002** \u7d5e\u308a\u3059\u304e\u308b\u3068\u3001\u8fd1\u3044\u8eca\u304c1\u53f0\u3082\u51fa\u3066\u3053\u306a\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n\n**7\u756a\u76ee\u306eAI\u306e\u51fa\u529b\u306b\u3001\u91d1\u984d\u306e\u63d0\u6848\u306f\u5165\u308c\u307e\u305b\u3093\u3002** \u51fa\u3059\u306e\u306f\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3068\u5206\u5e03\u3068\u9055\u3044\u307e\u3067\u3067\u3059\u3002**\u63d0\u793a\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u58eb\u3067\u3001\u305d\u306e\u91d1\u984d\u306e\u8cac\u4efb\u3082\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u6301\u3061\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u67fb\u5b9a\u58eb\u304c\u3001\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u67fb\u5b9a\u306e\u8868\u306b\u5165\u308c\u308b","**\u3010\u81ea\u52d5\u3011** \u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\u3092\u304d\u3063\u304b\u3051\u306b\u3001\u8fd1\u3044\u8eca\u306e\u691c\u7d22\u304c\u52d5\u304f","**\u3010\u81ea\u52d5\u3011** Amazon OpenSearch Service \u304c\u3001\u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3067\u7d5e\u3063\u305f\u3046\u3048\u3067\u3001\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u65e5\u306e\u8fd1\u3055\u3067\u843d\u672d\u306e\u8a18\u9332\u3092\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u5024\u306e\u8fd1\u3044\u4e0a\u4f4d\u306e\u8a18\u9332\u3092\u3001\u540c\u3058\u8eca\u306f1\u53f0\u3068\u3057\u3066\u6a19\u672c\u306b\u3057\u3001\u843d\u672d\u984d\u306e\u56db\u5206\u4f4d\u3092\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u4e0a\u4f4d\u306e\u8a18\u9332\u306b\u3064\u3044\u3066\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u306e\u9055\u3044\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u9805\u76ee\u3054\u3068\u306b\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Claude API \u304c\u3001\u8fd1\u3044\u8eca\u3054\u3068\u306b\u9055\u3044\u3092\u8aad\u3081\u308b\u6587\u306b\u3057\u3001\u8a18\u9332\u756a\u53f7\u3092\u4ed8\u3051\u305f\u6839\u62e0\u306e\u30e1\u30e2\u306b\u3059\u308b","**\u3010\u4eba\u3011** \u67fb\u5b9a\u58eb\u304c\u6839\u62e0\u306e\u30e1\u30e2\u3092\u898b\u3066\u3001\u63d0\u793a\u984d\u3092\u6c7a\u3081\u308b","**\u3010\u4eba\u3011** \u5e97\u9577\u304c\u3001\u6839\u62e0\u306e\u30e1\u30e2\u3068\u63d0\u793a\u984d\u3092\u898b\u3066\u4e86\u627f\u3059\u308b"],"architecture":"```\n\u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0  \u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306e\u51fa\u54c1\u3068\u843d\u672d\u306e\u8a18\u9332\n   \u2502  \u6bce\u6669\u3001\u51fa\u54c1\u756a\u53f7\u3068\u67fb\u5b9a\u756a\u53f7\u3067\u3064\u306a\u3044\u3067\u66f8\u304d\u51fa\u3059\n   \u25bc\nAWS Lambda \u2500\u2500 \u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u5316\u3001\u5e74\u5f0f\u306e\u6708\u6570\u3078\u306e\u63db\u7b97\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\n   \u25bc\nAmazon OpenSearch Service \u2500\u2500 \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\uff08\u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u533a\u5206\u306e\u9805\u76ee\uff09\n   \u25b2\n   \u2502 \u691c\u7d22\n\u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762 \u2500\u2500\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\n   \u25bc\nOpenSearch \u2500\u2500 function_score\uff08gauss \u6e1b\u8870\uff09\uff0b filter\n   \u2502         \uff0b diversified_sampler \uff0b percentiles\n   \u25bc\n\u9055\u3044\u306e\u8a08\u7b97\uff08\u30d7\u30ed\u30b0\u30e9\u30e0\uff09\u2500\u2500 \u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u8272\n   \u25bc\nClaude API \u2500\u2500 \u8fd1\u3044\u8eca\u3054\u3068\u306e\u8aac\u660e\u3068\u8a18\u9332\u756a\u53f7\n   \u25bc\n\u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u67fb\u5b9a\u58eb\u304c\u63d0\u793a\u984d\u3092\u6c7a\u3081\u3001\u5e97\u9577\u304c\u4e86\u627f\u3059\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\uff08function_score \u306e\u6e1b\u8870\u95a2\u6570\u3001diversified_sampler\u3001percentiles\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude API\uff08\u8fd1\u3044\u8eca\u3054\u3068\u306e\u9055\u3044\u306e\u8aac\u660e\u3068\u6839\u62e0\u306e\u30e1\u30e2\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u8a18\u9332\u306e\u66f8\u304d\u51fa\u3057\u3068\u3064\u306a\u304e\u3001\u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762\u3068\u306e\u3064\u306a\u304e\u3001\u9055\u3044\u306e\u8a08\u7b97\uff09 | AWS Step Functions |\n\n**\u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3068\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306e\u8a18\u9332\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u6839\u62e0\u306e\u30e1\u30e2\u306f\u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762\u306b\u8868\u793a\u3057\u3001**\u63d0\u793a\u984d\u306f\u67fb\u5b9a\u58eb\u304c\u3053\u308c\u307e\u3067\u3069\u304a\u308a\u5165\u529b\u3057\u307e\u3059\u3002**\n\n**\u7d22\u5f15\u306b\u5165\u308c\u308b\u306e\u306f\u3001\u81ea\u793e\u304c\u51fa\u54c1\u3057\u305f\u8eca\u306e\u843d\u672d\u306e\u8a18\u9332\u3067\u3059\u3002** \u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306e\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3067\u898b\u3089\u308c\u308b\u3001\u4ed6\u793e\u304c\u51fa\u54c1\u3057\u305f\u8eca\u306e\u843d\u672d\u306e\u7d50\u679c\u306f\u5165\u308c\u307e\u305b\u3093\u3002**\u76f8\u5834\u306e\u30c7\u30fc\u30bf\u3092\u81ea\u793e\u306e\u4ed5\u7d44\u307f\u306b\u53d6\u308a\u8fbc\u3093\u3067\u3088\u3044\u304b\u306f\u3001\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306e\u4f1a\u5834\u3068\u306e\u5951\u7d04\u306b\u3088\u308b\u304b\u3089\u3067\u3059\u3002** \u4f7f\u3046\u306a\u3089\u3001\u5951\u7d04\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u306b\u3057\u307e\u3059\u3002\n\n**\u4e26\u3079\u65b9\u306e\u4e2d\u5fc3\u306f function_score \u306e\u6e1b\u8870\u95a2\u6570\u3067\u3059\u3002** \u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u4f4d\u7f6e\u306e\u9805\u76ee\u306b\u4f7f\u3048\u3001`origin`\uff08\u76ee\u6a19\u306e\u5024\uff09\u304b\u3089\u306e\u8ddd\u96e2\u3067\u70b9\u6570\u3092\u4e0b\u3052\u307e\u3059\u3002`offset` \u306e\u5185\u5074\u306f\u6e80\u70b9\u306e1\u3067\u3001`offset` \u3068 `scale` \u3092\u8db3\u3057\u305f\u8ddd\u96e2\u3067 `decay`\uff08\u65e2\u5b9a0.5\uff09\u306e\u70b9\u6570\u306b\u306a\u308a\u307e\u3059\u3002**\u65e5\u4ed8\u306e\u9805\u76ee\u3067\u306f `origin` \u3092\u7701\u304f\u3068\u73fe\u5728\u306e\u65e5\u6642\u306b\u306a\u308a\u3001`scale` \u306f\u300c30d\u300d\u306e\u3088\u3046\u306b\u5358\u4f4d\u3092\u4ed8\u3051\u3066\u66f8\u304d\u307e\u3059\u3002**\n\n**\u3053\u3053\u3067\u6ce8\u610f\u304c1\u3064\u3042\u308a\u307e\u3059\u3002\u6e1b\u8870\u95a2\u6570\u306f\u3001\u9805\u76ee\u304c\u7121\u3044\u6587\u66f8\u306b1\u3092\u8fd4\u3057\u307e\u3059\u3002** \u8d70\u884c\u8ddd\u96e2\u304c\u8a18\u9332\u3055\u308c\u3066\u3044\u306a\u3044\u843d\u672d\u306e\u8a18\u9332\u304c\u3001\u6e80\u70b9\u3067\u4e0a\u4f4d\u306b\u4e26\u3076\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\u76ee\u6a19\u306e\u5024\u3092\u6301\u3064\u9805\u76ee\u306f\u3001`exists` \u3067\u5024\u3092\u6301\u3064\u8a18\u9332\u3060\u3051\u306b\u7d5e\u308a\u307e\u3059\u3002**\n\n**\u843d\u672d\u984d\u306e\u5206\u5e03\u306f\u3001sampler \u7cfb\u306e\u96c6\u8a08\u3068 percentiles \u3067\u51fa\u3057\u307e\u3059\u3002** sampler \u306e\u96c6\u8a08\u306f\u3001\u30b7\u30e3\u30fc\u30c9\u3054\u3068\u306b\u70b9\u6570\u306e\u9ad8\u3044\u6587\u66f8\u3060\u3051\u3092\u4e0b\u306e\u96c6\u8a08\u306b\u56de\u3057\u307e\u3059\u3002**\u5024\u306e\u8fd1\u3044\u4e0a\u4f4d\u306e\u8eca\u3060\u3051\u3067\u56db\u5206\u4f4d\u3092\u51fa\u305b\u308b\u306e\u3067\u3001\u9060\u3044\u8eca\u306e\u843d\u672d\u984d\u3067\u5206\u5e03\u304c\u307c\u3084\u3051\u307e\u305b\u3093\u3002** diversified_sampler \u306f\u3001\u540c\u3058\u5024\u3092\u6301\u3064\u6587\u66f8\u304c\u6a19\u672c\u3092\u5360\u3081\u306a\u3044\u3088\u3046\u3001\u5024\u3054\u3068\u306e\u4ef6\u6570\u306b\u4e0a\u9650\u3092\u4ed8\u3051\u307e\u3059\u3002**\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u306e\u9805\u76ee\u306b\u304b\u3051\u308b\u3068\u3001\u540c\u3058\u8eca\u306e\u8a18\u9332\u306f1\u4ef6\u3060\u3051\u304c\u6a19\u672c\u306b\u5165\u308a\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u67fb\u5b9a\u58eb\u304c\u67fb\u5b9a\u306e\u8868\u3092\u4fdd\u5b58\u3057\u305f\u3068\u304d\u306b\u52d5\u304b\u3057\u307e\u3059\u3002** \u8a55\u4fa1\u70b9\u3068\u6e1b\u70b9\u306e\u9805\u76ee\u304c\u5165\u3063\u305f\u6642\u70b9\u3067\u4fdd\u5b58\u3059\u308b\u306e\u3067\u3001**\u8eca\u3092\u898b\u7d42\u308f\u3063\u3066\u304a\u5ba2\u69d8\u306b\u63d0\u793a\u3059\u308b\u307e\u3067\u306e\u3042\u3044\u3060\u306b\u3001\u6839\u62e0\u306e\u30e1\u30e2\u304c\u3067\u304d\u3066\u3044\u307e\u3059\u3002**\n\n**\u8a55\u4fa1\u70b9\u3084\u8d70\u884c\u8ddd\u96e2\u3092\u76f4\u3057\u3066\u4fdd\u5b58\u3057\u76f4\u3057\u305f\u3089\u3001\u691c\u7d22\u3082\u3084\u308a\u76f4\u3057\u307e\u3059\u3002** \u524d\u306e\u691c\u7d22\u306e\u7d50\u679c\u306f\u3001\u67fb\u5b9a\u756a\u53f7\u3054\u3068\u306b\u7248\u3092\u4ed8\u3051\u3066\u6b8b\u3057\u307e\u3059\u3002**\u3069\u306e\u5165\u529b\u3067\u51fa\u3057\u305f\u6839\u62e0\u304b\u304c\u3001\u5f8c\u304b\u3089\u5206\u304b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n**\u3082\u30461\u3064\u306e\u8d77\u70b9\u306f\u3001\u843d\u672d\u306e\u7d50\u679c\u306e\u78ba\u5b9a\u3067\u3059\u3002** \u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u3067\u843d\u672d\u304c\u78ba\u5b9a\u3057\u3001\u7d50\u679c\u304c\u51fa\u54c1\u306e\u8a18\u9332\u306b\u5165\u3063\u305f\u3089\u3001\u6bce\u6669\u305d\u306e\u65e5\u306e\u5206\u3092\u7d22\u5f15\u306b\u8db3\u3057\u307e\u3059\u3002**\u6d41\u672d\u306e\u8a18\u9332\u3082\u5165\u308c\u307e\u3059\u3002** \u6d41\u672d\u306f\u300c\u305d\u306e\u4fa1\u683c\u3067\u306f\u58f2\u308c\u306a\u304b\u3063\u305f\u300d\u3068\u3044\u3046\u60c5\u5831\u3067\u3001\u5206\u5e03\u306e\u5916\u306b\u5225\u306e\u6bb5\u3067\u793a\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u67fb\u5b9a\u3059\u308b\u8eca | \u578b\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u4fee\u5fa9\u6b74\u30fb\u8272\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u88c5\u5099 | \u67fb\u5b9a\u306e\u8868 |\n| \u843d\u672d\u306e\u8a18\u9332 | \u8a18\u9332\u756a\u53f7\u30fb\u578b\u5f0f\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u4fee\u5fa9\u6b74\u30fb\u8272\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u51fa\u54c1\u65e5\u30fb\u843d\u672d\u65e5\u30fb\u843d\u672d\u984d\u30fb\u6d41\u672d\u304b\u3069\u3046\u304b | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\uff08OpenSearch\uff09 |\n| \u8eca\u306e\u3064\u306a\u304e | \u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\uff08\u540c\u3058\u8eca\u306e\u8a18\u9332\u3092\u307e\u3068\u3081\u308b\u305f\u3081\uff09 | \u66f8\u304d\u51fa\u3057\u306e\u51e6\u7406\u3067\u4f5c\u308b |\n| \u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332 | \u305d\u306e\u8eca\u3092\u8cb7\u3044\u53d6\u3063\u305f\u3068\u304d\u306e\u8a55\u4fa1\u70b9\u3068\u63d0\u793a\u984d | \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30012\u884c\u76ee\u306e\u6e1b\u70b9\u306e\u9805\u76ee\u3067\u3059\u3002** \u5e74\u5f0f\u3068\u8d70\u884c\u8ddd\u96e2\u3060\u3051\u306a\u3089\u3001\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3068\u5927\u5dee\u304c\u3042\u308a\u307e\u305b\u3093\u3002**\u300c\u53f3\u30d5\u30ed\u30f3\u30c8\u30c9\u30a2\u306b\u51f9\u307f\u300d\u300c\u5185\u88c5\u306b\u30bf\u30d0\u30b3\u306e\u81ed\u3044\u300d\u306e\u3088\u3046\u306a\u6e1b\u70b9\u306e\u9805\u76ee\u304c\u6b8b\u3063\u3066\u3044\u308b\u304b\u3089\u3001\u8fd1\u3044\u8eca\u3068\u306e\u72b6\u614b\u306e\u9055\u3044\u3092\u793a\u305b\u307e\u3059\u3002**\n\n**4\u884c\u76ee\u306e\u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332\u306f\u3001\u67fb\u5b9a\u58eb\u3060\u3051\u304c\u898b\u308b\u3082\u306e\u3067\u3059\u3002** \u81ea\u793e\u304c\u305d\u306e\u8eca\u3092\u3044\u304f\u3089\u3067\u8cb7\u3044\u53d6\u3063\u305f\u304b\u306f\u3001\u4ed5\u5165\u306e\u5024\u6bb5\u3067\u3059\u3002**\u5e97\u8217\u306e\u307b\u304b\u306e\u30b9\u30bf\u30c3\u30d5\u306b\u306f\u898b\u305b\u306a\u3044\u9805\u76ee\u306b\u3057\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| \u5024\u306e\u8fd1\u3044\u843d\u672d\u306e\u8a18\u9332 | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15 | \u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3067\u7d5e\u308a\u3001\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u65e5\u3092 `gauss` \u3067\u4e26\u3079\u308b |\n| \u843d\u672d\u984d\u306e\u5206\u5e03 | \u540c\u3058\u554f\u3044\u5408\u308f\u305b | `diversified_sampler` \u3067\u540c\u3058\u8eca\u30921\u4ef6\u306b\u3057\u3001`percentiles` \u3067\u56db\u5206\u4f4d\u3092\u51fa\u3059 |\n| \u6d41\u672d\u306e\u8a18\u9332 | \u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15 | \u540c\u3058\u7d5e\u308a\u8fbc\u307f\u3067 `sold` \u3092 `false` \u306b\u66ff\u3048\u305f\u5225\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u3001\u6d41\u672d\u306e\u53f0\u6570\u3092\u6570\u3048\u308b |\n| \u67fb\u5b9a\u306e\u3068\u304d\u306e\u8a18\u9332 | \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u4e0a\u4f4d\u306e\u8a18\u9332\u306e\u67fb\u5b9a\u756a\u53f7\u304b\u3089\u5f15\u304f |\n\n\u691c\u7d22\u306e\u5f62\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPOST \/auction-results\/_search\n{\n  \"size\": 10,\n  \"query\": {\n    \"function_score\": {\n      \"query\": {\n        \"bool\": {\n          \"filter\": [\n            { \"term\": { \"model_code\": \"6AA-XXXX\" } },\n            { \"term\": { \"repair_history\": false } },\n            { \"term\": { \"sold\": true } },\n            { \"exists\": { \"field\": \"mileage_km\" } },\n            { \"exists\": { \"field\": \"grade_score\" } }\n          ],\n          \"should\": [\n            { \"term\": { \"trim\": \"G\" } },\n            { \"term\": { \"color_group\": \"white_pearl\" } }\n          ]\n        }\n      },\n      \"functions\": [\n        { \"gauss\": { \"reg_months\": { \"origin\": 600, \"offset\": 3, \"scale\": 12 } }, \"weight\": 2 },\n        { \"gauss\": { \"mileage_km\": { \"origin\": 48000, \"offset\": 3000, \"scale\": 15000 } }, \"weight\": 2 },\n        { \"gauss\": { \"grade_score\": { \"origin\": 4.0, \"offset\": 0, \"scale\": 0.5 } }, \"weight\": 1 },\n        { \"gauss\": { \"sold_on\": { \"offset\": \"30d\", \"scale\": \"90d\" } }, \"weight\": 1 }\n      ],\n      \"score_mode\": \"avg\",\n      \"boost_mode\": \"sum\"\n    }\n  },\n  \"aggs\": {\n    \"near\": {\n      \"diversified_sampler\": { \"field\": \"vehicle_hash\", \"shard_size\": 30, \"max_docs_per_value\": 1 },\n      \"aggs\": {\n        \"price\": { \"percentiles\": { \"field\": \"hammer_price\", \"percents\": [25, 50, 75] } }\n      }\n    }\n  }\n}\n```\n\n**`reg_months` \u306f\u3001\u521d\u5ea6\u767b\u9332\u5e74\u6708\u3092\u6708\u6570\u306b\u3057\u305f\u5024\u3067\u3059\u3002** \u5e74\u3068\u6708\u3092\u5225\u306e\u9805\u76ee\u306b\u3059\u308b\u3068\u3001\u300c2021\u5e7412\u6708\u300d\u3068\u300c2022\u5e741\u6708\u300d\u304c1\u5e74\u96e2\u308c\u3066\u3044\u308b\u3088\u3046\u306b\u6271\u308f\u308c\u307e\u3059\u3002**\u6708\u6570\u306b\u3059\u308c\u3070\u30011\u304b\u6708\u306e\u5dee\u3068\u3057\u3066\u8fd1\u3055\u3092\u6e2c\u308c\u307e\u3059\u3002**\n\n**`sold_on` \u306e\u6e1b\u8870\u306b\u306f `origin` \u3092\u66f8\u3044\u3066\u3044\u307e\u305b\u3093\u3002** \u65e5\u4ed8\u306e\u9805\u76ee\u3067\u306f\u7701\u304f\u3068\u73fe\u5728\u306e\u65e5\u6642\u306b\u306a\u308a\u3001**\u843d\u672d\u304b\u308930\u65e5\u4ee5\u5185\u306f\u6e80\u70b9\u3001\u305d\u3053\u304b\u308990\u65e5\u3067\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308a\u307e\u3059\u3002** \u53e4\u3044\u843d\u672d\u306e\u8a18\u9332\u304c\u4e0a\u306b\u6765\u306b\u304f\u304f\u306a\u308a\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u3092\u70b9\u6570\u306e\u5074\u3067\u9632\u304e\u307e\u3059\u3002\n\n**`shard_size` \u306f\u3001\u30b7\u30e3\u30fc\u30c9\u3054\u3068\u306b\u6a19\u672c\u306b\u5165\u308c\u308b\u4e0a\u4f4d\u306e\u4ef6\u6570\u3067\u3059\u3002** \u7d22\u5f15\u3092\u3044\u304f\u3064\u304b\u306e\u30b7\u30e3\u30fc\u30c9\u306b\u5206\u3051\u3066\u3044\u308b\u306a\u3089\u3001\u6a19\u672c\u306e\u5927\u304d\u3055\u306f\u30b7\u30e3\u30fc\u30c9\u306e\u6570\u3060\u3051\u5897\u3048\u307e\u3059\u3002**\u6a19\u672c\u306e\u4ef6\u6570\u306f\u5fdc\u7b54\u306e `doc_count` \u3067\u78ba\u304b\u3081\u3001\u5c11\u306a\u3059\u304e\u308b\u5206\u5e03\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002**\n\n\u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\u306e1\u4ef6\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u5f62\u306b\u3057\u307e\u3059\u3002\n\n```json\n{\n  \"record_id\": \"AU-2026-08-11873\",\n  \"appraisal_id\": \"AP-2026-07-30412\",\n  \"vehicle_hash\": \"\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\",\n  \"model_code\": \"6AA-XXXX\",\n  \"trim\": \"G\",\n  \"reg_months\": 598,\n  \"mileage_km\": 51200,\n  \"grade_score\": 4.0,\n  \"repair_history\": false,\n  \"color_group\": \"white_pearl\",\n  \"deductions\": [\"\u53f3\u30d5\u30ed\u30f3\u30c8\u30c9\u30a2 \u51f9\u307f \u5c0f\", \"\u30ea\u30a2\u30d0\u30f3\u30d1\u30fc \u64e6\u308a\u50b7\"],\n  \"listed_on\": \"2026-08-04\",\n  \"sold_on\": \"2026-08-11\",\n  \"sold\": true,\n  \"hammer_price\": 1830000,\n  \"store\": \"S-07\"\n}\n```\n\n### \u524d\u51e6\u7406\n\n1. **\u8a18\u9332\u306e\u3064\u306a\u304e** \u2026 \u67fb\u5b9a\u756a\u53f7\u3068\u51fa\u54c1\u756a\u53f7\u3067\u3001\u67fb\u5b9a\u306e\u8a18\u9332\u3068\u843d\u672d\u306e\u7d50\u679c\u30921\u4ef6\u306b\u3057\u307e\u3059\n2. **\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u5316** \u2026 \u8eca\u53f0\u756a\u53f7\u306f\u305d\u306e\u307e\u307e\u5165\u308c\u305a\u3001\u30cf\u30c3\u30b7\u30e5\u306b\u3057\u3066\u540c\u3058\u8eca\u306e\u8a18\u9332\u3092\u307e\u3068\u3081\u308b\u305f\u3081\u3060\u3051\u306b\u4f7f\u3044\u307e\u3059\n3. **\u5e74\u5f0f\u306e\u63db\u7b97** \u2026 \u521d\u5ea6\u767b\u9332\u5e74\u6708\u3092\u6708\u6570\u306b\u3057\u307e\u3059\n4. **\u533a\u5206\u306e\u305d\u308d\u3048** \u2026 \u8272\u306e\u540d\u524d\u3092\u8272\u306e\u7cfb\u7d71\u306b\u3001\u30b0\u30ec\u30fc\u30c9\u306e\u66f8\u304d\u65b9\u3092\u578b\u5f0f\u3054\u3068\u306e\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n5. **\u6e1b\u70b9\u306e\u9805\u76ee\u306e\u305d\u308d\u3048** \u2026 \u67fb\u5b9a\u306e\u8868\u306e\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u3001\u90e8\u4f4d\u30fb\u7a2e\u985e\u30fb\u7a0b\u5ea6\u306e\u533a\u5206\u306b\u305d\u308d\u3048\u307e\u3059\n6. **\u7bc4\u56f2\u306e\u78ba\u8a8d** \u2026 \u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u984d\u304c\u3001\u3042\u308a\u3046\u308b\u7bc4\u56f2\u306b\u5165\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**\u63db\u7b97\u3068\u7bc4\u56f2\u306e\u78ba\u8a8d\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u884c\u3044\u307e\u3059\u3002** Claude API \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001JSON \u30b9\u30ad\u30fc\u30de\u306e `minimum`\u30fb`maximum` \u306e\u3088\u3046\u306a\u6570\u5024\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u3089\u305a\u3001**\u4f7f\u3046\u3068 400 \u306e\u30a8\u30e9\u30fc\u306b\u306a\u308a\u307e\u3059\u3002** \u7bc4\u56f2\u306f\u30b9\u30ad\u30fc\u30de\u3067\u7e1b\u308c\u306a\u3044\u306e\u3067\u3001\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u3067\u6b62\u3081\u307e\u3059\u3002\n\n**6\u756a\u76ee\u3067\u6b62\u307e\u308b\u8a18\u9332\u306e\u591a\u304f\u306f\u3001\u5165\u529b\u306e\u8aa4\u308a\u3067\u3059\u3002** \u8d70\u884c\u8ddd\u96e2\u306e\u6841\u30921\u3064\u591a\u304f\u5165\u308c\u305f\u8a18\u9332\u304c\u7d22\u5f15\u306b\u5165\u308b\u3068\u3001**\u305d\u306e\u8a18\u9332\u3060\u3051\u304c\u9060\u3044\u8eca\u3068\u3057\u3066\u5916\u308c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u5206\u5e03\u306e\u7aef\u3092\u5f15\u3063\u3071\u308a\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u3055\u305b\u308b\u306e\u306f\u3001\u8fd1\u3044\u8eca\u3054\u3068\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u305f\u9055\u3044\u3092\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u8aad\u3081\u308b\u6587\u306b\u3059\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u306f OpenSearch\u3001\u9055\u3044\u306e\u8a08\u7b97\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u91d1\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u58eb\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8fd1\u3044\u8eca\u3054\u3068\u306e\u8aac\u660e | \u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u30b0\u30ec\u30fc\u30c9\u30fb\u8272\u306e\u9055\u3044\u3092\u3001\u5024\u3092\u6dfb\u3048\u3066\u6587\u306b\u3059\u308b |\n| \u6e1b\u70b9\u306e\u9805\u76ee\u306e\u6bd4\u3079 | \u67fb\u5b9a\u3059\u308b\u8eca\u306b\u3060\u3051\u3042\u308b\u6e1b\u70b9\u3001\u8fd1\u3044\u8eca\u306b\u3060\u3051\u3042\u308b\u6e1b\u70b9\u3092\u4e26\u3079\u308b |\n| \u5206\u5e03\u306e\u8aac\u660e | \u56db\u5206\u4f4d\u3068\u6a19\u672c\u306e\u53f0\u6570\u3092\u3001\u305d\u306e\u307e\u307e\u6587\u306b\u3059\u308b |\n| \u6839\u62e0\u306e\u4ed8\u4e0e | \u8aac\u660e\u3054\u3068\u306b\u8a18\u9332\u756a\u53f7\u3068\u843d\u672d\u65e5 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u63d0\u793a\u984d\u30fb\u8cb7\u53d6\u984d\u306e\u63d0\u6848 | \u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u6c7a\u3081\u308b |\n| \u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3059\u308b\u3053\u3068 | \u300c\u8d70\u884c\u8ddd\u96e2\u304c1\u4e07km\u591a\u3044\u306e\u30675\u4e07\u5186\u5b89\u3044\u300d\u306e\u3088\u3046\u306a\u63db\u7b97\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u76f8\u5834\u306e\u5148\u884c\u304d\u306e\u4e88\u60f3 | \u6839\u62e0\u306e\u7121\u3044\u4e88\u60f3\u3092\u66f8\u304b\u305b\u306a\u3044 |\n| \u9055\u3044\u306e\u8a08\u7b97 | \u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u51fa\u3057\u305f\u5024\u3092\u4f7f\u3046 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u8eca\u306e\u7d39\u4ecb | \u7d50\u679c\u306b\u7121\u3044\u8a18\u9332\u756a\u53f7\u3092\u793a\u3055\u306a\u3044 |\n\n**2\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u8d70\u884c\u8ddd\u96e2\u306e\u5dee\u3068\u843d\u672d\u984d\u306e\u5dee\u304c\u4e26\u3093\u3067\u3044\u308b\u3068\u3001AI\u306f\u89aa\u5207\u306b\u300c1\u4e07km\u3042\u305f\u308a\u7d045\u4e07\u5186\u306e\u5dee\u300d\u3068\u5272\u308a\u7b97\u3092\u66f8\u304d\u307e\u3059\u3002**2\u53f0\u306e\u5dee\u3092\u8d70\u884c\u8ddd\u96e2\u3060\u3051\u306e\u305b\u3044\u306b\u3057\u305f\u6570\u5b57\u3067\u3001\u6839\u62e0\u304c\u3042\u308a\u307e\u305b\u3093\u3002** \u67fb\u5b9a\u58eb\u304c\u305d\u306e\u6570\u5b57\u3092\u53e3\u306b\u3059\u308b\u3068\u3001\u304a\u5ba2\u69d8\u3078\u306e\u8aac\u660e\u304c\u6839\u62e0\u306e\u7121\u3044\u6570\u5b57\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u8eca\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u67fb\u5b9a\u58eb\u304c\u67fb\u5b9a\u306e\u6839\u62e0\u3092\u307e\u3068\u3081\u308b\u306e\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u8fd1\u3044\u8eca\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u3001\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u8aad\u3081\u308b\u6839\u62e0\u306e\u30e1\u30e2\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u8cb7\u53d6\u306e\u91d1\u984d\u3092\u6c7a\u3081\u305f\u308a\u3001\u63d0\u6848\u3057\u305f\u308a\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6c7a\u3081\u308b\u306e\u306f\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u3067\u3059\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n1. \u8fd1\u3044\u8eca\u3054\u3068\u306b\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u3068\u306e\u9055\u3044\u3092\u3001\u6e21\u3055\u308c\u305f diff \u306e\u5024\u3092\u4f7f\u3063\u3066\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n2. \u6e1b\u70b9\u306e\u9805\u76ee\u306f\u3001\u67fb\u5b9a\u3059\u308b\u8eca\u306b\u3060\u3051\u3042\u308b\u3082\u306e\u3001\u8fd1\u3044\u8eca\u306b\u3060\u3051\u3042\u308b\u3082\u306e\u306b\u5206\u3051\u3066\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\n3. \u843d\u672d\u984d\u306e\u5206\u5e03\u306f\u3001\u6e21\u3055\u308c\u305f\u56db\u5206\u4f4d\u3068\u6a19\u672c\u306e\u53f0\u6570\u3092\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n4. \u8aac\u660e\u3054\u3068\u306b\u3001\u6839\u62e0\u306e\u8a18\u9332\u756a\u53f7\u3068\u843d\u672d\u65e5\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u300c\u25cb\u4e07\u5186\u304c\u59a5\u5f53\u300d\u300c\u25cb\u4e07\u5186\u3067\u8cb7\u3044\u53d6\u308c\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u300c1\u4e07km\u3042\u305f\u308a\u300d\u300c1\u70b9\u3042\u305f\u308a\u300d\u300c\u3053\u306e\u6e1b\u70b9\u3067\u25cb\u4e07\u5186\u300d\u306e\u3088\u3046\u306a\u8a08\u7b97\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5dee\u3084\u5e73\u5747\u3092\u81ea\u5206\u3067\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u6e21\u3055\u308c\u305f\u5024\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n- \u76f8\u5834\u304c\u4e0a\u304c\u308b\u30fb\u4e0b\u304c\u308b\u3068\u3044\u3063\u305f\u4e88\u60f3\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u6a19\u672c\u306e\u53f0\u6570\u304c5\u53f0\u672a\u6e80\u306a\u3089\u3001\u5206\u5e03\u306b\u3064\u3044\u3066\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u3068\u3060\u3051\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u8a18\u9332\u756a\u53f7\u30fb\u8eca\u7a2e\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u67fb\u5b9a\u3059\u308b\u8eca\u3011{target}\n\u3010\u8fd1\u3044\u8eca\uff08\u8a18\u9332\u756a\u53f7\u30fb\u9055\u3044\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\uff09\u3011{neighbors}\n\u3010\u843d\u672d\u984d\u306e\u5206\u5e03\uff08\u56db\u5206\u4f4d\u30fb\u6a19\u672c\u306e\u53f0\u6570\uff09\u3011{distribution}\n```\n\n**\u300c\u91d1\u984d\u306b\u63db\u7b97\u3057\u306a\u3044\u300d\u3092\u4f8b\u3092\u6319\u3052\u3066\u7981\u3058\u3066\u3044\u308b\u306e\u306f\u3001\u8a00\u3044\u65b9\u3092\u5909\u3048\u3066\u66f8\u304f\u304b\u3089\u3067\u3059\u3002** \u300c\u91d1\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u300d\u3068\u3060\u3051\u4f1d\u3048\u308b\u3068\u3001\u63d0\u6848\u3067\u306f\u306a\u3044\u4f53\u88c1\u3067\u300c\u8d70\u884c\u8ddd\u96e2\u306e\u5dee\u306f\u25cb\u4e07\u5186\u7a0b\u5ea6\u306e\u5f71\u97ff\u3068\u8003\u3048\u3089\u308c\u308b\u300d\u3068\u66f8\u304d\u307e\u3059\u3002**\u63db\u7b97\u306e\u8a00\u3044\u56de\u3057\u305d\u306e\u3082\u306e\u3092\u4e26\u3079\u3066\u7981\u3058\u307e\u3059\u3002**\n\n**\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u306e\u4e00\u6587\u3092\u6c7a\u3081\u3066\u3044\u308b\u306e\u306f\u30013\u53f0\u306e\u56db\u5206\u4f4d\u3092\u66f8\u304b\u305b\u306a\u3044\u305f\u3081\u3067\u3059\u3002** 3\u53f0\u3067\u3082\u56db\u5206\u4f4d\u306e\u6570\u5b57\u306f\u51fa\u307e\u3059\u3002**\u6570\u5b57\u304c\u3042\u308b\u3068\u3001\u67fb\u5b9a\u58eb\u306f\u305d\u308c\u3092\u76f8\u5834\u3068\u3057\u3066\u4f7f\u3063\u3066\u3057\u307e\u3044\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  \"appraisal_id\": \"\",\n  \"neighbors\": [\n    {\n      \"record_id\": \"\",\n      \"sold_on\": \"\",\n      \"hammer_price\": 0,\n      \"diffs\": [ { \"item\": \"\", \"target\": \"\", \"neighbor\": \"\", \"diff\": \"\" } ],\n      \"deductions_only_target\": [],\n      \"deductions_only_neighbor\": [],\n      \"explanation\": \"\"\n    }\n  ],\n  \"distribution\": { \"p25\": 0, \"p50\": 0, \"p75\": 0, \"sample_size\": 0, \"note\": \"\" },\n  \"unsold_count\": 0\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`record_id` \u3092\u7167\u3089\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u51fa\u3066\u304d\u305f\u756a\u53f7\u304c\u691c\u7d22\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\u8eca\u306f\u8868\u793a\u3057\u307e\u305b\u3093\u3002\n\n**2\u3064\u76ee\u306f\u3001\u6570\u306e\u5024\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `hammer_price`\u30fb`diffs`\u30fb`distribution` \u306e\u6570\u306f\u3001\u691c\u7d22\u3068\u8a08\u7b97\u306e\u7d50\u679c\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u3001**AI\u306e\u51fa\u529b\u3067\u4e0a\u66f8\u304d\u3057\u307e\u305b\u3093\u3002** AI\u304c\u66f8\u304f\u306e\u306f `explanation` \u3068 `note` \u3060\u3051\u3067\u3059\u3002\u6570\u3092\u6587\u306e\u4e2d\u3067\u5199\u3057\u9593\u9055\u3048\u3066\u3044\u306a\u3044\u304b\u3082\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u7167\u3089\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`unsold_count` \u3067\u58f2\u308c\u306a\u304b\u3063\u305f\u8a18\u9332\u3092\u898b\u305b\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u8fd1\u3044\u8eca\u304c\u6d41\u672d\u3057\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u4fa1\u683c\u3067\u306f\u58f2\u308c\u306a\u304b\u3063\u305f\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002**\u5206\u5e03\u306e\u6a2a\u306b\u6d41\u672d\u306e\u53f0\u6570\u3092\u4e26\u3079\u3001\u67fb\u5b9a\u58eb\u304c\u5f37\u6c17\u306e\u91d1\u984d\u3092\u4ed8\u3051\u3059\u304e\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762 | \u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\u3067 Lambda \u3092\u547c\u3076 | \u691c\u7d22\u306e\u958b\u59cb\u3068\u3001\u6839\u62e0\u306e\u30e1\u30e2\u306e\u8868\u793a |\n| Amazon OpenSearch Service | `_search`\uff08function_score\u3001diversified_sampler\u3001percentiles\uff09 | \u8fd1\u3044\u8eca\u3068\u843d\u672d\u984d\u306e\u5206\u5e03 |\n| Claude API | Messages API \u306e\u69cb\u9020\u5316\u51fa\u529b | \u8fd1\u3044\u8eca\u3054\u3068\u306e\u8aac\u660e |\n| \u67fb\u5b9a\u306e\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u67fb\u5b9a\u306e\u8a18\u9332 |\n| \u51fa\u54c1\u3068\u843d\u672d\u306e\u8a18\u9332 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057 | \u843d\u672d\u306e\u7d50\u679c\u3068\u6d41\u672d |\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u5165\u529b\u3092\u78ba\u304b\u3081\u308b** \u2026 \u578b\u5f0f\u30fb\u521d\u5ea6\u767b\u9332\u5e74\u6708\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u4fee\u5fa9\u6b74\u306e\u5165\u529b\u304c\u8eca\u691c\u8a3c\u3068\u8eca\u306b\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u578b\u5f0f\u3092\u8aa4\u308b\u3068\u3001\u5225\u306e\u8eca\u306e\u8a18\u9332\u304c\u4e26\u3073\u307e\u3059**\n2. **\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3092\u958b\u304f** \u2026 \u4e0a\u4f4d3\u53f0\u306f\u8a18\u9332\u3092\u958b\u304d\u3001\u6e1b\u70b9\u306e\u9805\u76ee\u3068\u5199\u771f\u3092\u898b\u307e\u3059\n3. **\u63d0\u793a\u984d\u3092\u6c7a\u3081\u308b** \u2026 \u6839\u62e0\u306e\u30e1\u30e2\u3068\u8eca\u306e\u72b6\u614b\u304b\u3089\u3001\u67fb\u5b9a\u58eb\u304c\u63d0\u793a\u984d\u3092\u6c7a\u3081\u307e\u3059\n4. **\u5e97\u9577\u304c\u4e86\u627f\u3059\u308b** \u2026 \u6839\u62e0\u306e\u30e1\u30e2\u3068\u63d0\u793a\u984d\u3092\u4e26\u3079\u3066\u898b\u3066\u3001\u4e86\u627f\u3059\u308b\u304b\u5dee\u3057\u623b\u3057\u307e\u3059\n5. **\u7d50\u679c\u3092\u6b8b\u3059** \u2026 \u63d0\u793a\u984d\u3068\u3001\u6210\u7d04\u3057\u305f\u304b\u3001\u65ad\u3089\u308c\u305f\u304b\u3092\u67fb\u5b9a\u306e\u8a18\u9332\u306b\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aac\u660e\u306f\u8981\u7d04\u3067\u3059\u3002**\u540c\u3058\u300c\u51f9\u307f \u5c0f\u300d\u3067\u3082\u3001\u5199\u771f\u3092\u898b\u308b\u3068\u677f\u91d1\u304c\u8981\u308b\u51f9\u307f\u304b\u3069\u3046\u304b\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\n\n**\u76ee\u6a19\u306f\u30011,200\u4ef6\u3092\u306a\u3089\u3057\u30661\u4ef65\u5206\u3067\u3059\u3002** \u5165\u529b\u306e\u78ba\u8a8d\u306b1\u5206\u3001\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3092\u958b\u304f\u306e\u306b2\u5206\u3001\u5e97\u9577\u3078\u306e\u8aac\u660e\u306b2\u5206\u3068\u3044\u3046\u898b\u8fbc\u307f\u3067\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u578b\u5f0f\u3067\u7d5e\u308b\u3068\u8fd1\u3044\u8eca\u304c0\u53f0 | \u578b\u5f0f\u306e\u7d5e\u308a\u3092\u540c\u3058\u8eca\u540d\u306e\u5225\u306e\u578b\u5f0f\u306b\u5e83\u3052\u305f\u7d50\u679c\u3092\u3001**\u5e83\u3052\u305f\u3053\u3068\u3092\u660e\u8a18\u3057\u3066**\u5225\u306b\u51fa\u3059 |\n| \u6a19\u672c\u304c5\u53f0\u672a\u6e80 | \u5206\u5e03\u3092\u8868\u793a\u305b\u305a\u3001\u300c\u6a19\u672c\u304c\u5c11\u306a\u3044\u300d\u3068\u8868\u793a\u3059\u308b |\n| \u4fee\u5fa9\u6b74\u3042\u308a\u306e\u8eca | \u4fee\u5fa9\u6b74\u3042\u308a\u306e\u8a18\u9332\u3060\u3051\u3067\u691c\u7d22\u3059\u308b\u3002\u7121\u3051\u308c\u3070\u4ef6\u65700\u3068\u8868\u793a\u3059\u308b |\n| \u843d\u672d\u306e\u8a18\u9332\u304c\u534a\u5e74\u4ee5\u4e0a\u524d\u306e\u3082\u306e\u3057\u304b\u7121\u3044 | \u53e4\u3044\u3053\u3068\u3092\u660e\u8a18\u3057\u3001**\u76f8\u5834\u306e\u691c\u7d22\u306e\u7aef\u672b\u3067\u78ba\u304b\u3081\u308b\u3088\u3046\u8868\u793a\u3059\u308b** |\n| \u540c\u3058\u8eca\u306e\u904e\u53bb\u306e\u8a18\u9332\u306e\u8d70\u884c\u8ddd\u96e2\u304c\u3044\u307e\u3088\u308a\u591a\u3044 | \u8d70\u884c\u8ddd\u96e2\u306e\u4e0d\u6574\u5408\u3068\u3057\u3066\u5370\u3092\u4ed8\u3051\u3001\u5e97\u9577\u306b\u56de\u3059 |\n| \u8a18\u9332\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u305d\u306e\u8eca\u3092\u8868\u793a\u3057\u306a\u3044\u3002\u30ed\u30b0\u306b\u6b8b\u3059 |\n| \u53d6\u308a\u8fbc\u307f\u306e\u6642\u306b\u5024\u304c\u7bc4\u56f2\u5916 | \u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u672c\u90e8\u306e\u696d\u52d9\u8ab2\u306e\u78ba\u8a8d\u3078\u56de\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**5\u884c\u76ee\u306f\u3001\u691c\u7d22\u306e\u3064\u3044\u3067\u306b\u898b\u3064\u304b\u308b\u3082\u306e\u3067\u3059\u3002** \u540c\u3058\u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u3067\u3001\u524d\u306b\u51fa\u54c1\u3057\u305f\u3068\u304d\u306e\u8d70\u884c\u8ddd\u96e2\u304c\u3044\u307e\u3088\u308a\u591a\u3051\u308c\u3070\u3001**\u30e1\u30fc\u30bf\u30fc\u306e\u4ea4\u63db\u304b\u5165\u529b\u306e\u8aa4\u308a\u304b\u3001\u305d\u308c\u4ee5\u5916\u304b\u3092\u78ba\u304b\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002** \u5224\u65ad\u306f\u305b\u305a\u3001\u5370\u3092\u4ed8\u3051\u3066\u5e97\u9577\u306b\u56de\u3057\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u67fb\u5b9a\u3059\u308b\u8eca\u306e\u5165\u529b\u3068\u3001\u5165\u529b\u3092\u76f4\u3057\u305f\u7248\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08\u7d5e\u308a\u8fbc\u307f\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb\u91cd\u307f\uff09\u3068\u3001\u4e0a\u4f4d\u306e\u8a18\u9332\u3068\u70b9\u6570\n- \u843d\u672d\u984d\u306e\u5206\u5e03\u3068\u6a19\u672c\u306e\u53f0\u6570\n- Claude API \u306e\u51fa\u529b\u3068\u3001\u4f7f\u3063\u305f\u6307\u793a\u306e\u7248\n- \u67fb\u5b9a\u58eb\u304c\u6c7a\u3081\u305f\u63d0\u793a\u984d\u3068\u3001\u5e97\u9577\u306e\u4e86\u627f\u304b\u5dee\u3057\u623b\u3057\u304b\n- \u6210\u7d04\u3057\u305f\u304b\u3001\u65ad\u3089\u308c\u305f\u304b\u3002\u6210\u7d04\u3057\u305f\u8eca\u306e\u5f8c\u306e\u843d\u672d\u984d\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u7b54\u3048\u5408\u308f\u305b\u306b\u306a\u308a\u307e\u3059\u3002** \u8cb7\u3044\u53d6\u3063\u305f\u8eca\u304c\u5b9f\u969b\u306b\u3044\u304f\u3089\u3067\u843d\u672d\u3055\u308c\u305f\u304b\u3092\u3001\u67fb\u5b9a\u306e\u3068\u304d\u306e\u5206\u5e03\u3068\u6bd4\u3079\u307e\u3059\u3002**\u5206\u5e03\u306e\u4e2d\u592e\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u308b\u8eca\u304c\u7d9a\u304f\u578b\u5f0f\u306f\u3001\u6e1b\u8870\u306e\u5e45\u304b\u91cd\u307f\u304c\u5408\u3063\u3066\u3044\u307e\u305b\u3093\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u67fb\u5b9a\u304b\u3089\u3001\u3088\u304f\u51fa\u308b\u8eca\u7a2e\u306e30\u4ef6\u3092\u9078\u3076\uff08**\u63d0\u793a\u984d\u304c\u67fb\u5b9a\u58eb\u306b\u3088\u3063\u3066\u5206\u304b\u308c\u305f\u3082\u306e\u3092\u542b\u3081\u308b**\uff09\n2. \u305d\u306e\u8eca\u7a2e\u306e\u904e\u53bb1\u5e74\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u3001\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u843d\u672d\u984d\u306e\u8868\u306b\u3059\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8868\u3068\u67fb\u5b9a\u3059\u308b\u8eca\u3092\u6e21\u3057\u3001\u300c\u67fb\u5b9a\u3059\u308b\u8eca\u306b\u8fd1\u3044\u8eca\u3092\u8868\u304b\u30895\u53f0\u9078\u3073\u3001\u9055\u3044\u3092\u4e26\u3079\u3066\u304f\u3060\u3055\u3044\u3002\u91d1\u984d\u3092\u63d0\u6848\u305b\u305a\u3001\u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u9078\u3070\u308c\u305f\u8eca\u3092\u3001\u305d\u306e\u3068\u304d\u67fb\u5b9a\u58eb\u304c\u6839\u62e0\u306b\u3057\u305f\u8a18\u9332\u3068\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u67fb\u5b9a\u58eb\u304c\u6839\u62e0\u306b\u3057\u305f\u8eca\u3068\u3001\u898b\u3066\u3044\u306a\u304b\u3063\u305f\u8fd1\u3044\u8eca\u304c\u51fa\u305f | **\u7d22\u5f15\u3068\u6e1b\u8870\u95a2\u6570\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a\u306b\u9032\u3080** |\n| \u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3057\u3066\u66f8\u3044\u305f | \u6307\u793a\u3068\u51fa\u529b\u306e\u5f62\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u6e1b\u70b9\u306e\u9805\u76ee\u304c\u7a7a\u3067\u72b6\u614b\u3092\u6bd4\u3079\u3089\u308c\u306a\u3044 | **\u67fb\u5b9a\u306e\u8868\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b\u3053\u3068\u304c\u5148** |\n\n**30\u4ef6\u306e\u3046\u3061\u6570\u4ef6\u306f\u3001\u6210\u7d04\u3057\u305f\u5f8c\u306e\u843d\u672d\u984d\u304c\u5206\u304b\u3063\u3066\u3044\u308b\u3082\u306e\u3092\u9078\u3093\u3067\u304f\u3060\u3055\u3044\u3002** \u9078\u3070\u308c\u305f\u8fd1\u3044\u8eca\u306e\u843d\u672d\u984d\u3068\u3001\u5b9f\u969b\u306e\u843d\u672d\u984d\u304c\u3069\u308c\u3060\u3051\u96e2\u308c\u3066\u3044\u305f\u304b\u3067\u3001\u8fd1\u3055\u306e\u9078\u3073\u65b9\u304c\u5408\u3063\u3066\u3044\u308b\u304b\u306e\u898b\u5f53\u304c\u4ed8\u304d\u307e\u3059\u3002\n\n**\u8a66\u3059\u3068\u304d\u306f\u3001\u30d9\u30c6\u30e9\u30f3\u3068\u7d4c\u9a13\u306e\u6d45\u3044\u67fb\u5b9a\u58eb\u306e\u4e21\u65b9\u306b\u7d50\u679c\u3092\u898b\u3066\u3082\u3089\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u7d4c\u9a13\u306e\u6d45\u3044\u67fb\u5b9a\u58eb\u304c\u300c\u3053\u306e\u8eca\u306f\u898b\u3064\u3051\u3089\u308c\u306a\u304b\u3063\u305f\u300d\u3068\u8a00\u3048\u308b\u4ef6\u6570\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u4fa1\u5024\u3067\u3059\u3002","minimal_setup_short":"\u843d\u672d\u306e\u8a18\u9332\u306e\u8868\u3068\u67fb\u5b9a\u3059\u308b\u8eca\u3092\u624b\u5143\u306eAI\u306b\u6e21\u3057\u3001\u8fd1\u3044\u8eca\u3092\u9078\u3070\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u8fd1\u3044\u8eca\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0b\u67fb\u5b9a\u3068\u843d\u672d\u306e\u8a18\u9332\u3092\u3064\u306a\u3044\u3067 OpenSearch \u306b\u5165\u308c\u3001\u6e1b\u8870\u95a2\u6570\u3067\u4e26\u3079\u308b \uff0f \u5168\u8a18\u9332\u304b\u3089\u306e\u5024\u306e\u8fd1\u3055\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u843d\u672d\u984d\u306e\u5206\u5e03\u3001\u540c\u3058\u8eca\u306e\u91cd\u8907\u306e\u9664\u5916\u3001\u6839\u62e0\u306e\u30e1\u30e2\u3001\u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762\u3078\u306e\u8868\u793a \uff0f \u67fb\u5b9a\u306e\u8868\u306e\u4fdd\u5b58\u304b\u3089\u6839\u62e0\u306e\u30e1\u30e2\u307e\u3067\u306e\u5168\u4f53","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef612\u5206\u304c8\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8fd1\u3044\u8eca\u306f\u4e26\u3073\u307e\u3059\u304c\u3001\u5206\u5e03\u306e\u8a08\u7b97\u3068\u6839\u62e0\u306e\u307e\u3068\u3081\u304c\u624b\u4f5c\u696d\u3067\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30675\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\u578b\u5f0f\u306e\u66f8\u304d\u65b9\u304c\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u8eca\u7a2e\u3068\u3001\u6e1b\u8870\u306e\u5e45\u304c\u5408\u308f\u306a\u3044\u8eca\u7a2e\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u5206\u5e03\u3092\u8db3\u3057\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u8d70\u884c\u8ddd\u96e2\u306e\u7121\u3044\u8a18\u9332\u304c\u4e0a\u4f4d\u306b\u51fa\u308b | **\u6e1b\u8870\u95a2\u6570\u306f\u9805\u76ee\u304c\u7121\u3044\u30681\u3092\u8fd4\u3059\u3002** `exists` \u3067\u7d5e\u308b |\n| \u540c\u3058\u8eca\u306e\u8a18\u9332\u304c\u5206\u5e03\u3092\u504f\u3089\u305b\u308b | \u8eca\u53f0\u756a\u53f7\u306e\u30cf\u30c3\u30b7\u30e5\u306b `diversified_sampler` \u3092\u304b\u3051\u308b |\n| \u9060\u3044\u8eca\u306e\u843d\u672d\u984d\u3067\u5206\u5e03\u304c\u307c\u3084\u3051\u308b | sampler \u7cfb\u306e\u96c6\u8a08\u3067\u4e0a\u4f4d\u306e\u8eca\u3060\u3051\u3092\u6a19\u672c\u306b\u3059\u308b |\n| \u53e4\u3044\u843d\u672d\u984d\u304c\u6839\u62e0\u306b\u306a\u308b | \u843d\u672d\u65e5\u306b\u6e1b\u8870\u3092\u304b\u3051\u3001\u53e4\u3044\u3053\u3068\u3092\u660e\u8a18\u3059\u308b |\n| \u5e74\u3092\u307e\u305f\u3050\u3068\u5e74\u5f0f\u304c\u9060\u304f\u6271\u308f\u308c\u308b | \u521d\u5ea6\u767b\u9332\u5e74\u6708\u3092\u6708\u6570\u306b\u3059\u308b |\n| AI\u304c\u9055\u3044\u3092\u91d1\u984d\u306b\u63db\u7b97\u3059\u308b | \u63db\u7b97\u306e\u8a00\u3044\u56de\u3057\u3092\u4e26\u3079\u3066\u7981\u3058\u3001\u6570\u306f\u30d7\u30ed\u30b0\u30e9\u30e0\u304c\u5165\u308c\u308b |\n| \u6a19\u672c\u304c\u5c11\u306a\u3044\u306e\u306b\u56db\u5206\u4f4d\u304c\u51fa\u308b | 5\u53f0\u672a\u6e80\u306f\u5206\u5e03\u3092\u8868\u793a\u3057\u306a\u3044 |\n| \u578b\u5f0f\u306e\u5165\u529b\u306e\u8aa4\u308a\u3067\u5225\u306e\u8eca\u304c\u4e26\u3076 | \u8eca\u691c\u8a3c\u3068\u306e\u7167\u5408\u3092\u4eba\u306e\u78ba\u8a8d\u306e\u6700\u521d\u306b\u7f6e\u304f |\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\u300c\u5206\u5e03\u306e\u6570\u5b57\u306f\u51fa\u3066\u3044\u308b\u306e\u306b\u3001\u4e2d\u8eab\u304c\u305a\u308c\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u5f62\u3067\u51fa\u307e\u3059\u3002**\u6a19\u672c\u306b\u5165\u3063\u305f\u8eca\u306e\u4e00\u89a7\u3092\u3001\u5206\u5e03\u3068\u4e00\u7dd2\u306b\u5fc5\u305a\u8868\u793a\u3057\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u6e1b\u8870\u306e\u5e45\u306f\u8eca\u7a2e\u3054\u3068\u306b\u5408\u308f\u305b\u76f4\u3057\u307e\u3059\u3002** \u8efd\u81ea\u52d5\u8eca\u3068\u8f38\u5165\u8eca\u3067\u306f\u3001\u8d70\u884c\u8ddd\u96e21\u4e07km\u306e\u5dee\u304c\u843d\u672d\u984d\u306b\u4e0e\u3048\u308b\u91cd\u307f\u304c\u9055\u3044\u307e\u3059\u3002**\u6700\u521d\u306f\u5168\u8eca\u7a2e\u306b\u540c\u3058\u5e45\u3092\u4f7f\u3044\u3001\u6210\u7d04\u3057\u305f\u8eca\u306e\u5f8c\u306e\u843d\u672d\u984d\u3068\u5206\u5e03\u306e\u4e2d\u592e\u3068\u306e\u5dee\u304c\u5927\u304d\u3044\u8eca\u7a2e\u304b\u3089\u3001\u5e45\u3068\u91cd\u307f\u3092\u76f4\u3057\u3066\u3044\u304d\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8eca\u306e\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u72b6\u614b\u3001\u843d\u672d\u984d\u3001\u81ea\u793e\u306e\u8cb7\u53d6\u306e\u91d1\u984d\u3067\u3059\u3002**\u58f2\u4e3b\u306e\u6c0f\u540d\u30fb\u4f4f\u6240\u30fb\u9023\u7d61\u5148\u306f\u7d22\u5f15\u306b\u5165\u308c\u307e\u305b\u3093\u3002**\n\n1. **\u8eca\u53f0\u756a\u53f7\u3092\u305d\u306e\u307e\u307e\u5165\u308c\u306a\u3044** \u2026 \u540c\u3058\u8eca\u3092\u307e\u3068\u3081\u308b\u305f\u3081\u306e\u30cf\u30c3\u30b7\u30e5\u306b\u3057\u3001**\u8eca\u53f0\u756a\u53f7\u304b\u3089\u58f2\u4e3b\u3092\u305f\u3069\u308c\u308b\u5f62\u3067\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u306b\u7f6e\u304d\u307e\u305b\u3093**\n2. **\u8cb7\u53d6\u306e\u91d1\u984d\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u5206\u3051\u308b** \u2026 OpenSearch \u306e\u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3067\u3001**\u8cb7\u53d6\u306e\u91d1\u984d\u306e\u9805\u76ee\u3092\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u306e\u5f79\u5272\u306b\u3060\u3051\u898b\u305b\u307e\u3059\u3002** \u5e97\u8217\u306e\u307b\u304b\u306e\u30b9\u30bf\u30c3\u30d5\u306b\u306f\u3001\u843d\u672d\u984d\u3068\u72b6\u614b\u3060\u3051\u304c\u898b\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n3. **\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306e\u4f1a\u5834\u3068\u306e\u5951\u7d04\u3092\u5b88\u308b** \u2026 \u4ed6\u793e\u306e\u51fa\u54c1\u306e\u843d\u672d\u306e\u7d50\u679c\u3092\u53d6\u308a\u8fbc\u3080\u304b\u306f\u3001**\u4f1a\u5834\u3068\u306e\u5951\u7d04\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002** \u672c\u8a18\u4e8b\u306e\u69cb\u6210\u306f\u3001\u81ea\u793e\u306e\u51fa\u54c1\u306e\u8a18\u9332\u3060\u3051\u3092\u4f7f\u3044\u307e\u3059\n4. **\u91d1\u984d\u306f\u4eba\u304c\u6c7a\u3081\u3066\u8a18\u9332\u3059\u308b** \u2026 AI\u306e\u51fa\u529b\u306b\u91d1\u984d\u306e\u63d0\u6848\u3092\u5165\u308c\u305a\u3001**\u63d0\u793a\u984d\u306f\u67fb\u5b9a\u58eb\u304c\u5165\u529b\u3057\u3001\u5e97\u9577\u306e\u4e86\u627f\u3092\u8a18\u9332\u306b\u6b8b\u3057\u307e\u3059**\n5. **\u304a\u5ba2\u69d8\u3078\u306e\u8aac\u660e\u306b\u6839\u62e0\u306e\u7121\u3044\u6570\u5b57\u3092\u4f7f\u308f\u306a\u3044** \u2026 \u9055\u3044\u306e\u91d1\u984d\u3078\u306e\u63db\u7b97\u306f\u3055\u305b\u305a\u3001**\u8aac\u660e\u306b\u4f7f\u3046\u306e\u306f\u8fd1\u3044\u8eca\u306e\u8a18\u9332\u3068\u5206\u5e03\u3060\u3051\u306b\u3057\u307e\u3059**\n6. **\u5916\u90e8\u306e\u751f\u6210AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 \u6839\u62e0\u306e\u30e1\u30e2\u306b\u6e21\u3059\u306e\u306f\u3001\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u6e1b\u70b9\u306e\u9805\u76ee\u30fb\u843d\u672d\u984d\u3068\u8a18\u9332\u756a\u53f7\u307e\u3067\u3067\u3059\u3002**\u8cb7\u53d6\u306e\u91d1\u984d\u3001\u5e97\u8217\u3001\u67fb\u5b9a\u58eb\u306e\u540d\u524d\u306f\u6e21\u3057\u307e\u305b\u3093\u3002** \u6e21\u3055\u306a\u304f\u3066\u3082\u3001\u8fd1\u3044\u8eca\u306e\u9055\u3044\u306e\u8aac\u660e\u306f\u66f8\u3051\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u6839\u62e0\u306e\u305a\u308c\u305f\u5206\u5e03\u3067\u8cb7\u53d6\u306e\u91d1\u984d\u3092\u6c7a\u3081\u308b\u3053\u3068\u3068\u3001\u8cb7\u53d6\u306e\u91d1\u984d\u304c\u793e\u5185\u3067\u898b\u3048\u3059\u304e\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f `exists` \u306e\u7d5e\u308a\u8fbc\u307f\u3068\u540c\u3058\u8eca\u306e\u91cd\u8907\u306e\u9664\u5916\u3068\u4eba\u306e\u78ba\u8a8d\u3067\u3001\u5f8c\u8005\u306f\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u8907\u6570\u306e\u5e97\u8217\u3067\u4e2d\u53e4\u8eca\u306e\u8cb7\u53d6\u3092\u884c\u3044\u3001\u8cb7\u3044\u53d6\u3063\u305f\u8eca\u306e\u591a\u304f\u3092\u696d\u8005\u30aa\u30fc\u30af\u30b7\u30e7\u30f3\u306b\u51fa\u54c1\u3057\u3066\u3044\u308b\u4f1a\u793e\u3002\u904e\u53bb\u306e\u67fb\u5b9a\u306e\u8a18\u9332\u3068\u3001\u81ea\u793e\u304c\u51fa\u54c1\u3057\u305f\u8eca\u306e\u843d\u672d\u306e\u7d50\u679c\u3092\u6570\u5e74\u5206\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u540c\u3058\u3088\u3046\u306a\u8eca\u3067\u3082\u3001\u67fb\u5b9a\u58eb\u306b\u3088\u3063\u3066\u63d0\u793a\u984d\u306e\u4ed8\u3051\u65b9\u304c\u9055\u3044\u3001\u5e97\u9577\u304c\u6bce\u56de\u78ba\u304b\u3081\u3066\u3044\u308b\u5834\u5408\u3002\u67fb\u5b9a\u306e\u8a18\u9332\u306b\u8a55\u4fa1\u70b9\u3084\u6e1b\u70b9\u306e\u9805\u76ee\u3092\u6b8b\u3059\u7fd2\u6163\u304c\u3042\u308b\u5834\u5408\u3002","not_recommended_for":"\u8cb7\u53d6\u306e\u4ef6\u6570\u304c\u6708\u306b\u6570\u5341\u4ef6\u3067\u3001\u67fb\u5b9a\u58eb\u304c1\u301c2\u540d\u306e\u5834\u5408\u3002\u67fb\u5b9a\u306e\u8a18\u9332\u306b\u8eca\u306e\u72b6\u614b\u304c\u6b8b\u3063\u3066\u304a\u3089\u305a\u3001\u63d0\u793a\u984d\u3060\u3051\u304c\u6b8b\u3063\u3066\u3044\u308b\u5834\u5408\uff08\u5148\u306b\u8a18\u9332\u306e\u66f8\u5f0f\u3092\u305d\u308d\u3048\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\uff09\u3002\u5e0c\u5c11\u306a\u8eca\u3084\u65e7\u8eca\u306e\u3088\u3046\u306b\u3001\u8fd1\u3044\u8eca\u306e\u843d\u672d\u306e\u8a18\u9332\u304c\u307b\u3068\u3093\u3069\u7121\u3044\u8eca\u3092\u4e3b\u306b\u6271\u3046\u5834\u5408\u3002\u306a\u304a\u3001\u3044\u304f\u3089\u3067\u8cb7\u3044\u53d6\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\u6e1b\u70b9\u306e\u9805\u76ee\u306e\u533a\u5206\u3092\u6c7a\u3081\u308b**\n\n\u672c\u90e8\u3068\u5e97\u9577\u3067\u3001\u6e1b\u70b9\u306e\u9805\u76ee\u306e\u90e8\u4f4d\u30fb\u7a2e\u985e\u30fb\u7a0b\u5ea6\u306e\u533a\u5206\u3092\u6c7a\u3081\u307e\u3059\u3002**\u67fb\u5b9a\u306e\u8868\u306b\u51fa\u3066\u304f\u308b\u8a00\u3044\u65b9\u3092\u96c6\u3081\u3001\u3069\u306e\u533a\u5206\u306b\u5f53\u305f\u308b\u304b\u306e\u8868\u306b\u3057\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u3088\u304f\u51fa\u308b\u8eca\u7a2e\u306e\u843d\u672d\u306e\u8a18\u9332\u3092\u8868\u306b\u3057\u3001\u5148\u6708\u306e\u67fb\u5b9a30\u4ef6\u3067\u8fd1\u3044\u8eca\u3092\u9078\u3070\u305b\u307e\u3059\u3002**\u67fb\u5b9a\u58eb\u304c\u5f53\u6642\u6839\u62e0\u306b\u3057\u305f\u8a18\u9332\u3068\u6bd4\u3079\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u8a18\u9332\u3092\u3064\u306a\u3050**\n\n\u67fb\u5b9a\u756a\u53f7\u3068\u51fa\u54c1\u756a\u53f7\u3067\u3001\u67fb\u5b9a\u306e\u8a18\u9332\u3068\u843d\u672d\u306e\u7d50\u679c\u3092\u3064\u306a\u3050\u51e6\u7406\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3064\u306a\u304c\u3089\u306a\u304b\u3063\u305f\u8a18\u9332\u306e\u6570\u3068\u7406\u7531\u3092\u3001\u672c\u90e8\u306e\u696d\u52d9\u8ab2\u304c\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3068\u6e1b\u8870\u95a2\u6570\u3092\u3064\u306a\u3050**\n\nOpenSearch \u306b\u843d\u672d\u306e\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u578b\u5f0f\u3068\u4fee\u5fa9\u6b74\u3067\u7d5e\u3063\u3066\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u8a55\u4fa1\u70b9\u30fb\u843d\u672d\u65e5\u306e `gauss` \u3067\u4e26\u3079\u308b\u3068\u3053\u308d\u307e\u3067\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u5206\u5e03\u3068\u8aac\u660e\u3092\u51fa\u3055\u305a\u3001\u8fd1\u3044\u8eca\u306e\u4e00\u89a7\u3060\u3051\u3092\u898b\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** diversified_sampler \u3068 percentiles \u3067\u5206\u5e03\u3092\u8db3\u3057\u3001\u6839\u62e0\u306e\u30e1\u30e2\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u67fb\u5b9a\u306e\u7ba1\u7406\u753b\u9762\u3078\u306e\u8868\u793a\u3068\u6a29\u9650\u306e\u8a2d\u8a08\u3092\u8db3\u3057\u30011\u4ef612\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u540c\u3058\u8eca\u3092\u5225\u306e\u67fb\u5b9a\u58eb\u304c\u898b\u3066\u3082\u3001\u540c\u3058\u8fd1\u3044\u8eca\u3068\u5206\u5e03\u304c\u6839\u62e0\u306b\u4e26\u3076\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-1037","UC-1073","UC-0051","UC-0270"],"related_articles":[{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":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| \u6e1b\u8870\u95a2\u6570\u304c\u6570\u5024\u30fb\u65e5\u4ed8\u30fb\u4f4d\u7f6e\u306e\u9805\u76ee\u306b\u4f7f\u3048\u3001`origin`\u30fb`offset`\u30fb`scale`\u30fb`decay`\uff08\u65e2\u5b9a0.5\uff09\u3067\u70b9\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u3001\u65e5\u4ed8\u306e\u9805\u76ee\u3067\u306f `origin` \u3092\u7701\u304f\u3068\u73fe\u5728\u306e\u65e5\u6642\u306b\u306a\u308a `scale` \u306b\u5358\u4f4d\u3092\u4ed8\u3051\u308b\u3053\u3068\u3001\u9805\u76ee\u304c\u7121\u3044\u6587\u66f8\u306b1\u3092\u8fd4\u3059\u3053\u3068\u3001`weight`\u30fb`score_mode`\u30fb`boost_mode` | [OpenSearch: Function score](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/function-score.md) | 2026-10-14 |\n| sampler \u306e\u96c6\u8a08\u304c\u3001\u30b7\u30e3\u30fc\u30c9\u3054\u3068\u306b\u70b9\u6570\u306e\u9ad8\u3044\u6587\u66f8\uff08`shard_size`\u3001\u65e2\u5b9a100\uff09\u3060\u3051\u3092\u4e0b\u306e\u96c6\u8a08\u306b\u56de\u3059\u3053\u3068 | [OpenSearch: Sampler aggregation](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_aggregations\/bucket\/sampler.md) | 2026-10-14 |\n| diversified_sampler \u304c\u3001\u540c\u3058\u5024\u3092\u6301\u3064\u6587\u66f8\u306e\u4ef6\u6570\u306b\u4e0a\u9650\uff08`max_docs_per_value`\u3001\u65e2\u5b9a1\uff09\u3092\u4ed8\u3051\u3066\u6a19\u672c\u3092\u4f5c\u308b\u3053\u3068\u3001`field` \u304c\u6587\u66f8\u3054\u3068\u306b1\u3064\u306e\u5024\u3067\u3042\u308b\u3053\u3068 | [OpenSearch: Diversified sampler aggregation](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_aggregations\/bucket\/diversified-sampler.md) | 2026-10-14 |\n| percentiles \u306e\u96c6\u8a08\u304c\u8fd1\u4f3c\u306e\u5024\u3067\u3042\u308b\u3053\u3068\u3001`percents` \u3067\u6c42\u3081\u308b\u767e\u5206\u4f4d\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [OpenSearch: Percentiles aggregation](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_aggregations\/metric\/percentile.md) | 2026-10-14 |\n| \u304d\u3081\u7d30\u304b\u306a\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306e\u9805\u76ee\u306e\u5358\u4f4d\u306e\u6a29\u9650\u3067\u3001\u30ed\u30fc\u30eb\u3054\u3068\u306b\u898b\u305b\u308b\u9805\u76ee\u30fb\u898b\u305b\u306a\u3044\u9805\u76ee\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068 | [AWS: Fine-grained access control](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/fgac.html) | 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\uff08`minimum`\u30fb`maximum` \u306a\u3069\uff09\u306b\u5bfe\u5fdc\u305b\u305a\u4f7f\u3046\u3068 400 \u306e\u30a8\u30e9\u30fc\u306b\u306a\u308b\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**\u3044\u304f\u3089\u3067\u8cb7\u3044\u53d6\u308b\u304b\u306f\u3001\u67fb\u5b9a\u58eb\u3068\u5e97\u9577\u304c\u8eca\u306e\u72b6\u614b\u3068\u8a18\u9332\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** 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