{"id":16630,"date":"2026-10-27T09:09:57","date_gmt":"2026-10-27T00:09:57","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/secondhand-clothing-search\/"},"modified":"2026-10-27T09:09:57","modified_gmt":"2026-10-27T00:09:57","slug":"secondhand-clothing-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/secondhand-clothing-search\/","title":{"rendered":"\u53e4\u7740\u306e\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u672c\u90e8\u304c\u3001\u5ba2\u306e\u300c90\u5e74\u4ee3\u3063\u307d\u3044\u3001\u3086\u3063\u305f\u308a\u3081\u3001\u7dd1\u7cfb\u300d\u306e\u3088\u3046\u306a\u8a00\u3044\u65b9\u304b\u3089\u5168\u5e97\u306e\u5728\u5eab\u3092\u63a2\u3057\u3001\u53d6\u308a\u7f6e\u304d\u3068\u5e97\u9593\u306e\u79fb\u52d5\u306e\u5019\u88dc\u3092\u8fd4\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u5ba2\u306e\u300c90\u5e74\u4ee3\u3063\u307d\u3044\u3001\u3086\u3063\u305f\u308a\u3081\u3001\u7dd1\u7cfb\u306e\u67c4\u30b7\u30e3\u30c4\u300d\u306e\u3088\u3046\u306a\u8a00\u3044\u65b9\u3092\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u30fb\u96f0\u56f2\u6c17\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u5168\u5e97\u306e\u53e4\u7740\u306e\u5728\u5eab\u304b\u3089\u8fd1\u3044\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u5e97\u8217\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u53d6\u308a\u7f6e\u304d\u3068\u5e97\u9593\u306e\u79fb\u52d5\u306e\u5019\u88dc\u3092\u8fd4\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1853","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-27","tech_verified_date":"2026-10-26","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u30021\u6642\u9593\u3054\u3068\u306e\u5728\u5eab\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u62c5\u5f53\u8005\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u5728\u5eab\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5165\u8377\u30fb\u58f2\u7d04\u30fb\u79fb\u52d5\u304c\u5909\u308f\u3063\u305f\u5728\u5eab\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002**\u53e4\u7740\u306f1\u70b9\u3082\u306e\u306a\u306e\u3067\u3001\u58f2\u308c\u305f\u670d\u304c\u5019\u88dc\u306b\u51fa\u7d9a\u3051\u308b\u3068\u3001\u305d\u306e\u307e\u307e\u300c\u3042\u308a\u307e\u3059\u300d\u3068\u7b54\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002** 1\u6642\u9593\u306e\u9593\u306b\u58f2\u308c\u305f\u670d\u306b\u5099\u3048\u3066\u3001\u56de\u7b54\u306e\u524d\u306b\u8ca9\u58f2\u306e\u72b6\u614b\u3060\u3051\u306f\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u7167\u4f1a\u3057\u307e\u3059\u3002\n\n**\u53d6\u308a\u8fbc\u307f\u306e\u305f\u3073\u306b\u3001\u8aac\u660e\u6587\u306e\u5909\u308f\u3063\u3066\u3044\u306a\u3044\u5728\u5eab\u307e\u3067\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3055\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`text_embedding` \u306e\u51e6\u7406\u306b `skip_existing` \u306e\u8a2d\u5b9a\u304c\u3042\u308a\u3001`true` \u306b\u3059\u308b\u3068\u3001\u540c\u3058 ID \u306e\u6587\u66f8\u306e\u5165\u529b\u306e\u6587\u304c\u5909\u308f\u3063\u3066\u304a\u3089\u305a\u30d9\u30af\u30c8\u30eb\u304c\u65e2\u306b\u3042\u308c\u3070\u3001**\u30e2\u30c7\u30eb\u3092\u547c\u3070\u305a\u306b\u65e2\u5b58\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5199\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c9\u30e1\u30a4\u30f3\u306e\u7248\u3067\u3053\u306e\u8a2d\u5b9a\u304c\u4f7f\u3048\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u4f7f\u3048\u306a\u3051\u308c\u3070 Lambda \u306e\u5074\u3067\u8aac\u660e\u6587\u306e\u5909\u308f\u3063\u305f\u5728\u5eab\u3060\u3051\u3092\u9001\u308a\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u672c\u90e8\u306e\u62c5\u5f53\u304b\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u5ba2\u306e\u8a00\u3044\u65b9\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u76f4\u63a5\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308c\u3070\u3001\u672c\u90e8\u306b\u56de\u3059\u524d\u306b\u5168\u5e97\u3092\u63a2\u305b\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b | \u5ba2\u306e\u8a00\u3044\u65b9\u306e\u307e\u307e\u306e\u30e1\u30e2\uff08\u5e97\u8217\u3067\u805e\u3044\u305f\u3053\u3068\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u672c\u6587\uff09 | \u62c5\u5f53\u8005\u30fb\u30b9\u30bf\u30c3\u30d5\u304c\u8cbc\u308b |\n| \u5728\u5eab | \u7ba1\u7406\u756a\u53f7\u3001\u30d6\u30e9\u30f3\u30c9\u3001\u30a2\u30a4\u30c6\u30e0\u3001\u5e74\u4ee3\u306e\u898b\u7acb\u3066\u3001\u8272\u3001\u8868\u8a18\u30b5\u30a4\u30ba\u3001\u5b9f\u5bf8\u3001\u7d20\u6750\u3001\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3001\u4fa1\u683c\u3001\u5e97\u8217\u3001\u8aac\u660e\u6587\u3001\u5199\u771f\u306eURL\u3001\u8ca9\u58f2\u306e\u72b6\u614b | \u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u306e\u8868 | \u300cLevi's\u300d\u300c\u30ea\u30fc\u30d0\u30a4\u30b9\u300d\u300cLEVIS\u300d\u306a\u3069\u306e\u8868\u8a18\u3068\u3001\u305d\u308d\u3048\u305f\u540d\u524d | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u30b5\u30a4\u30ba\u306e\u63db\u7b97\u306e\u8868 | \u30a2\u30a4\u30c6\u30e0\u3054\u3068\u306e\u3001\u5ba2\u306e\u8a00\u3044\u65b9\uff08\u300cW32\u300d\u300cL\u300d\u300c\u3086\u3063\u305f\u308a\u3081\u300d\uff09\u3068\u5b9f\u5bf8\u306e\u5e45 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u8272\u306e\u7cfb\u7d71\u306e\u8868 | \u300c\u7dd1\u7cfb\u300d\u306b\u5165\u308b\u8272\uff08\u30b0\u30ea\u30fc\u30f3\u3001\u30aa\u30ea\u30fc\u30d6\u3001\u30ab\u30fc\u30ad\u3001\u30e2\u30b9\u306a\u3069\uff09 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u5e97\u9593\u306e\u79fb\u52d5\u306e\u6c7a\u307e\u308a | \u79fb\u52d5\u4fbf\u306e\u66dc\u65e5\u3001\u79fb\u52d5\u3059\u308b\u6700\u4f4e\u306e\u4fa1\u683c\u3001\u53d6\u308a\u7f6e\u304d\u306e\u65e5\u6570 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8aac\u660e\u6587\u3067\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u8fd1\u3055\u3067\u63a2\u305b\u308b\u306e\u306f\u3001\u8aac\u660e\u6587\u306b\u96f0\u56f2\u6c17\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u670d\u3060\u3051\u3067\u3059\u3002**\u300cT\u30b7\u30e3\u30c4 \u9ed2 L\u300d\u3068\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u670d\u306f\u3001\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u3067\u306f\u4e0a\u306b\u6765\u307e\u305b\u3093\u3002** \u5165\u8377\u306e\u767b\u9332\u3067\u3001\u7d20\u6750\u306e\u611f\u3058\u30fb\u30b7\u30eb\u30a8\u30c3\u30c8\u30fb\u8272\u306e\u51fa\u65b9\u3092\u4e00\u8a00\u66f8\u304f\u6c7a\u307e\u308a\u3092\u4f5c\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u571f\u53f0\u3067\u3059\u3002\n\n**\u5ba2\u306e\u540d\u524d\u3068\u9023\u7d61\u5148\u306f\u3001\u751f\u6210AI\u306b\u6e21\u3057\u307e\u305b\u3093\u3002** \u53d6\u308a\u7f6e\u304d\u306e\u305f\u3081\u306e\u9023\u7d61\u5148\u306f\u3001\u5e97\u8217\u306e\u9867\u5ba2\u306e\u53f0\u5e33\u3067\u6301\u3061\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u8a9e\u3067\u5408\u3046\u670d | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e1\u3064\u76ee\uff1a`bool`\uff08`brand` \u306e `term`\u3001`description` \u306e `match`\uff09 |\n| \u96f0\u56f2\u6c17\u306e\u8fd1\u3044\u670d | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e2\u3064\u76ee\uff1a`neural`\uff08`description_vector` \u306b\u96f0\u56f2\u6c17\u306e\u6587\u3092\u6e21\u3059\uff09 |\n| \u5b9f\u5bf8\u306e\u5e45\u30fb\u8272\u306e\u7fa4\u30fb\u58f2\u308c\u3066\u3044\u306a\u3044\u3082\u306e | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e `filter`\uff08`range` \u3068 `terms` \u3092 `bool` \u306b\u307e\u3068\u3081\u308b\uff09 |\n| 2\u3064\u306e\u70b9\u6570\u3092\u307e\u3068\u3081\u308b | \u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3 | `normalization-processor`\uff08`min_max` \u3068 `arithmetic_mean`\u3001\u91cd\u307f\u3092\u4ed8\u3051\u308b\uff09 |\n\n**2\u3064\u306e\u63a2\u3057\u65b9\u306f\u3001hybrid \u306e\u554f\u3044\u5408\u308f\u305b\u3067\u307e\u3068\u3081\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`hybrid` \u306e\u554f\u3044\u5408\u308f\u305b\u306f\u8907\u6570\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u70b9\u6570\u30921\u3064\u306b\u307e\u3068\u3081\u308b\u3082\u306e\u3067\u3001**\u53e5\u306f\u6700\u59275\u3064\u3001\u6587\u66f8\u306f\u3069\u308c\u304b1\u3064\u306e\u53e5\u306b\u5408\u3048\u3070\u7d50\u679c\u306b\u5165\u308a**\u3001\u70b9\u6570\u306f\u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002`filter` \u306f\u3059\u3079\u3066\u306e\u53e5\u306b\u304b\u304b\u308a\u3001**1\u3064\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u5f62\u3067\u6e21\u3059\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001\u8907\u6570\u306e\u6761\u4ef6\u306f `bool` \u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n**\u70b9\u6570\u306e\u307e\u3068\u3081\u65b9\u306f\u3001normalization \u306e\u51e6\u7406\u3067\u6c7a\u3081\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u8a9e\u306e\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u306e\u691c\u7d22\u306f\u70b9\u6570\u306e\u5c3a\u5ea6\u304c\u9055\u3046\u305f\u3081\u3001`normalization-processor` \u304c\u53e5\u3054\u3068\u306b\u70b9\u6570\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u307e\u3068\u3081\u307e\u3059\u3002`min_max` \u306f\u53e5\u3054\u3068\u306b0\u301c1\u306b\u305d\u308d\u3048\u3001`arithmetic_mean` \u306f `weights` \u3067\u53e5\u3054\u3068\u306e\u91cd\u307f\u3092\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\u6ce8\u610f\u304c\u8981\u308b\u306e\u306f\u3001\u7247\u65b9\u306e\u53e5\u306b\u3057\u304b\u51fa\u3066\u3053\u306a\u304b\u3063\u305f\u670d\u306f\u3001\u3082\u3046\u7247\u65b9\u306e\u70b9\u6570\u304c0\u3068\u3057\u3066\u5e73\u5747\u306b\u5165\u308a\u3001\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n```json\nPUT \/_search\/pipeline\/clothing-hybrid\n{ \"phase_results_processors\": [ { \"normalization-processor\": {\n    \"normalization\": { \"technique\": \"min_max\" },\n    \"combination\": { \"technique\": \"arithmetic_mean\",\n                     \"parameters\": { \"weights\": [0.4, 0.6] } } } } ] }\n\nGET \/stock\/_search?search_pipeline=clothing-hybrid\n{ \"query\": { \"hybrid\": {\n    \"filter\": { \"bool\": { \"filter\": [\n      { \"term\":  { \"stage\": \"available\" } },\n      { \"term\":  { \"item\": \"open_collar_shirt\" } },\n      { \"terms\": { \"color_group\": [\"green\"] } },\n      { \"range\": { \"chest_cm\": { \"gte\": 58, \"lte\": 66 } } } ] } },\n    \"queries\": [\n      { \"bool\": { \"should\": [\n          { \"match\": { \"description\": \"70s \u67c4 \u30ec\u30fc\u30e8\u30f3\" } } ] } },\n      { \"neural\": { \"description_vector\": {\n          \"query_text\": \"70\u5e74\u4ee3\u98a8\u306e\u7dcf\u67c4\u3067\u3001\u3086\u3063\u305f\u308a\u3057\u305f\u843d\u3061\u611f\u306e\u3042\u308b\u958b\u895f\u30b7\u30e3\u30c4\",\n          \"model_id\": \"{model_id}\", \"k\": 50 } } } ] } } }\n```\n\n**\u91cd\u307f\u306f\u3001\u96f0\u56f2\u6c17\u306e\u53e5\u3092\u5c11\u3057\u91cd\u304f\u3057\u3066\u3044\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3067\u63a2\u3059\u3053\u3068\u304c\u3053\u306e\u696d\u52d9\u306e\u76ee\u7684\u3060\u304b\u3089\u3067\u3059\u3002**\u305f\u3060\u3057\u3001\u91cd\u307f\u306f\u6700\u521d\u304b\u3089\u6c7a\u3081\u6253\u3061\u305b\u305a\u3001\u7b2c8\u7ae0\u306e30\u4ef6\u3067\u8a9e\u306e\u53e5\u3060\u3051\u30fb\u96f0\u56f2\u6c17\u306e\u53e5\u3060\u3051\u30fb\u4e21\u65b9\u306e\u9806\u4f4d\u3092\u6bd4\u3079\u3066\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002**","preprocessing":"1. **\u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u306e\u8868\u3067\u3001\u5728\u5eab\u306e\u767b\u9332\u306e\u30d6\u30e9\u30f3\u30c9\u3092\u305d\u308d\u3048\u305f\u540d\u524d\u306b\u3057\u307e\u3059\n2. **\u8272\u3092\u8272\u306e\u7fa4\u306b\u3059\u308b** \u2026 \u5728\u5eab\u306e\u8272\u3092\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u7fa4\uff08`green`\u3001`blue` \u306a\u3069\uff09\u306b\u3057\u30011\u70b9\u306b\u8907\u6570\u306e\u7fa4\u3092\u6301\u305f\u305b\u3066\u3088\u3044\u3053\u3068\u306b\u3057\u307e\u3059\n3. **\u5b9f\u5bf8\u3092\u6570\u5024\u306e\u9805\u76ee\u306b\u3059\u308b** \u2026 \u7740\u4e08\u30fb\u8eab\u5e45\u30fb\u80a9\u5e45\u30fb\u8896\u4e08\u3001\u30a6\u30a8\u30b9\u30c8\u30fb\u80a1\u4e0b\u30fb\u308f\u305f\u308a\u3092\u3001\u305d\u308c\u305e\u308c\u6570\u5024\u306e\u9805\u76ee\u306b\u3057\u307e\u3059\u3002\u6e2c\u3063\u3066\u3044\u306a\u3044\u9805\u76ee\u306f\u5165\u308c\u307e\u305b\u3093\n4. **\u8aac\u660e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308b** \u2026 \u53d6\u308a\u8fbc\u307f\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e `text_embedding` \u3067\u3001\u8aac\u660e\u6587\u304b\u3089 `description_vector` \u3092\u4f5c\u308a\u307e\u3059\n5. **\u554f\u3044\u5408\u308f\u305b\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u5ba2\u306e\u540d\u524d\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u3067\u3001\u6e2c\u3063\u3066\u3044\u306a\u3044\u5b9f\u5bf8\u306b0\u3084\u8868\u8a18\u30b5\u30a4\u30ba\u304b\u3089\u306e\u63a8\u5b9a\u5024\u3092\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5165\u308c\u308b\u3068\u3001`range` \u306e\u7d5e\u308a\u8fbc\u307f\u3067\u5916\u308c\u308b\u304b\u3001\u5408\u308f\u306a\u3044\u670d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u5b9f\u5bf8\u306e\u7121\u3044\u670d\u306f\u7d5e\u308a\u8fbc\u307f\u3067\u5916\u308c\u308b\u306e\u3067\u3001\u4ef6\u6570\u304c\u5c11\u306a\u3044\u3068\u304d\u3060\u3051\u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u691c\u7d22\u3092\u3082\u3046\u4e00\u5ea6\u884c\u3044\u3001\u300c\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u300d\u3068\u5370\u3092\u4ed8\u3051\u3066\u51fa\u3057\u307e\u3059\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u5ba2\u306e\u8a00\u3044\u65b9\u3092\u6761\u4ef6\u3068\u96f0\u56f2\u6c17\u306e\u6587\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u898f\u5247\u3067\u7167\u3089\u3057\u305f\u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u5b9f\u5bf8\u306e\u6570\u5024\u306b\u3059\u308b\u3053\u3068 |\n| \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u3001\u8aac\u660e\u6587\u306b\u8fd1\u3044\u66f8\u304d\u65b9\u306e\u691c\u7d22\u306e\u6587\u306b\u307e\u3068\u3081\u308b | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3059\u3053\u3068 |\n| \u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u66f8\u304f | \u5e74\u4ee3\u3092\u300c90\u5e74\u4ee3\u306e\u3082\u306e\u3067\u3059\u300d\u3068\u8a00\u3044\u5207\u308b\u3053\u3068 |\n| \u5e74\u4ee3\u306f\u300c\u30b9\u30bf\u30c3\u30d5\u306e\u898b\u7acb\u3066\u300d\u3068\u66f8\u304f | \u672c\u7269\u304b\u3069\u3046\u304b\u3001\u4fa1\u5024\u304c\u3042\u308b\u304b\u306b\u89e6\u308c\u308b\u3053\u3068 |\n| \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3092\u3001\u898f\u5247\u306e\u7d50\u679c\u306e\u307e\u307e\u66f8\u304f | \u79fb\u52d5\u3055\u305b\u308b\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u308b\u3053\u3068 |\n\n**\u300c\u5e74\u4ee3\u3092\u8a00\u3044\u5207\u3089\u306a\u3044\u300d\u300c\u672c\u7269\u304b\u3069\u3046\u304b\u306b\u89e6\u308c\u306a\u3044\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u5e74\u4ee3\u306e\u898b\u7acb\u3066\u306f\u3001\u30bf\u30b0\u306e\u5f62\u3084\u7e2b\u88fd\u304b\u3089\u5e97\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u5224\u65ad\u3057\u305f\u3082\u306e\u3067\u3001**\u5ba2\u306b\u300c90\u5e74\u4ee3\u306e\u672c\u7269\u3067\u3059\u300d\u3068\u4f1d\u308f\u308c\u3070\u3001\u305d\u308c\u306f\u5e97\u306e\u4fdd\u8a3c\u306b\u306a\u308a\u307e\u3059\u3002** AI\u306e\u4e0b\u66f8\u304d\u304c\u305d\u306e\u8a00\u3044\u65b9\u3092\u3059\u308c\u3070\u3001\u78ba\u304b\u3081\u305f\u4eba\u304c\u3044\u306a\u3044\u307e\u307e\u5e97\u306e\u7d04\u675f\u304c\u751f\u307e\u308c\u307e\u3059\u3002","prompt_example":"1\u56de\u76ee\uff08\u8a00\u3044\u65b9\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u53e4\u7740\u306e\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u672c\u90e8\u3067\u3001\u5ba2\u304b\u3089\u306e\u5728\u5eab\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011\u304b\u3089\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- brand \/ item \/ era_words\uff08\u5e74\u4ee3\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- color_words: \u8272\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u7dd1\u7cfb\u300d\u300c\u304f\u3059\u3093\u3060\u9752\u300d\u306a\u3069\uff09\n- size_words: \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300cW32\u304f\u3089\u3044\u300d\u300c\u3086\u3063\u305f\u308a\u3081\u300d\u306a\u3069\uff09\n- mood_query: \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u3001\u53e4\u7740\u306e\u8aac\u660e\u6587\u306b\u8fd1\u3044\u66f8\u304d\u65b9\u306e1\u6587\u306b\u307e\u3068\u3081\u305f\u3082\u306e\n- must: \u5ba2\u304c\u300c\u7d76\u5bfe\u300d\u300c\u3067\u306a\u3044\u3068\u3060\u3081\u300d\u3068\u8a00\u3063\u305f\u6761\u4ef6\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092 cm \u3084\u30a4\u30f3\u30c1\u306e\u6570\u5024\u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8272\u306e\u8a00\u3044\u65b9\u3092\u7279\u5b9a\u306e\u8272\u306e\u540d\u524d\u306b\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u554f\u3044\u5408\u308f\u305b\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\uff08\u30d6\u30e9\u30f3\u30c9\u30fb\u4fa1\u683c\u30fb\u5e74\u4ee3\uff09\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- mood_query \u306b\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u7121\u3044\u5e74\u4ee3\u3084\u30d6\u30e9\u30f3\u30c9\u3092\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5ba2\u306e\u5e74\u9f62\u30fb\u6027\u5225\u30fb\u597d\u307f\u306e\u7406\u7531\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u4e26\u3079\u65b9\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u53e4\u7740\u306e\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u672c\u90e8\u3067\u3001\u5168\u5e97\u306e\u5728\u5eab\u306e\u5019\u88dc\u3092\u62c5\u5f53\u8005\u306b\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u5728\u5eab\u306e\u8a18\u9332\u3068\u3001\u6761\u4ef6\u3068\u306e\u7167\u3089\u3057\u5408\u308f\u305b\u3068\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u7ba1\u7406\u756a\u53f7\u30fb\u5e97\u8217\u30fb\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u8272\u30fb\u8868\u8a18\u30b5\u30a4\u30ba\u30fb\u5b9f\u5bf8\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\u4fa1\u683c\u3092\u3001\n  \u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u4ee3\u306f\u300c\u30b9\u30bf\u30c3\u30d5\u306e\u898b\u7acb\u3066\uff1a70s\u300d\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5916\u308c\u305f\u6761\u4ef6\uff08\u8272\u306e\u7fa4\u304c\u9055\u3046\u3001\u5b9f\u5bf8\u304c\u5e45\u306e\u5916\u3001\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\uff09\u3092\u306f\u3063\u304d\u308a\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u306f\u3001\u898f\u5247\u306e\u7d50\u679c\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c90\u5e74\u4ee3\u306e\u3082\u306e\u3067\u3059\u300d\u300c\u672c\u7269\u3067\u3059\u300d\u300c\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u3057\u3066\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5728\u5eab\u306e\u8a18\u9332\u306b\u7121\u3044\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u7d20\u6750\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u72b6\u614b\u3092\u300c\u304d\u308c\u3044\u300d\u300c\u7f8e\u54c1\u300d\u306a\u3069\u3068\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u79fb\u52d5\u306e\u65e5\u6570\u3084\u53d6\u308a\u7f6e\u304d\u306e\u671f\u9650\u3092\u3001\u898f\u5247\u306e\u7d50\u679c\u306b\u7121\u3044\u306e\u306b\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{candidates}\n```\n\n**\u300c\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u6570\u5024\u306b\u76f4\u3055\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300cW32\u300d\u3092\u30a6\u30a8\u30b9\u30c881cm\u3068\u66f8\u304d\u307e\u3059\u3002** \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30b8\u30fc\u30f3\u30ba\u306f\u30bf\u30b0\u3068\u5b9f\u5bf8\u304c\u9055\u3046\u3053\u3068\u304c\u591a\u304f\u3001**\u305d\u306e\u63db\u7b97\u306f\u672c\u90e8\u306e\u8868\u3067\u6c7a\u3081\u308b\u3079\u304d\u3082\u306e**\u3067\u3059\u3002AI\u304c\u6c7a\u3081\u305f\u6570\u5024\u3067\u7d5e\u308b\u3068\u3001\u8868\u3067\u6c7a\u3081\u305f\u5e45\u3068\u98df\u3044\u9055\u3044\u3001\u540c\u3058\u554f\u3044\u5408\u308f\u305b\u3067\u7d50\u679c\u304c\u5909\u308f\u308a\u307e\u3059\u3002","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"candidates\": [\n    { \"stock_no\": \"\",\n      \"store\": \"\",\n      \"listed\": { \"brand\": \"\", \"item\": \"\", \"color\": \"\", \"tag_size\": \"\",\n                  \"measurements\": \"\", \"grade\": \"\", \"price\": \"\" },\n      \"era_by_staff\": \"\",\n      \"unmatched\": [\"color_group | measurement_out | measurement_missing\"],\n      \"action\": \"hold_at_store | transfer_to_store | visit_suggested\" }\n  ],\n  \"summary_for_staff\": \"\"\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001`outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002`unmatched` \u3068 `action` \u306f Lambda \u306e\u898f\u5247\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u6e21\u3057\u3066\u5199\u3055\u305b\u3001**AI\u306b\u306f\u6c7a\u3081\u3055\u305b\u307e\u305b\u3093\u3002**\n\n| `action` | \u898f\u5247 |\n|:--|:--|\n| `hold_at_store` | \u5ba2\u306e\u884c\u304f\u5e97\u8217\u306b\u5728\u5eab\u304c\u3042\u308b\u3002\u53d6\u308a\u7f6e\u304d\u306e\u65e5\u6570\u306f\u5e97\u9593\u306e\u79fb\u52d5\u306e\u6c7a\u307e\u308a\u306e\u8868\u306e\u3068\u304a\u308a |\n| `transfer_to_store` | \u5225\u306e\u5e97\u8217\u306b\u3042\u308a\u3001\u4fa1\u683c\u304c\u79fb\u52d5\u3059\u308b\u6700\u4f4e\u306e\u4fa1\u683c\u4ee5\u4e0a\u3067\u3001\u6b21\u306e\u79fb\u52d5\u4fbf\u306b\u9593\u306b\u5408\u3046 |\n| `visit_suggested` | \u5225\u306e\u5e97\u8217\u306b\u3042\u308a\u3001\u4e0a\u306e\u6761\u4ef6\u306b\u5408\u308f\u306a\u3044\u3002\u5ba2\u306b\u305d\u306e\u5e97\u8217\u3078\u306e\u6765\u5e97\u3092\u6848\u5185\u3059\u308b |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`listed` \u3092\u5728\u5eab\u306e\u8a18\u9332\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `listed` \u306e\u5024\u304c\u8a18\u9332\u3068\u540c\u3058\u304b\u3092 Lambda \u3067\u78ba\u304b\u3081\u3001**\u9055\u3048\u3070\u4e00\u89a7\u3092\u51fa\u3055\u305a\u306b\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u8a18\u9332\u306b\u7121\u3044\u5b9f\u5bf8\u3092\u66f8\u3044\u305f\u4e00\u89a7\u306f\u3001\u3053\u3053\u3067\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`action` \u3067\u5e97\u9577\u306b\u56de\u3059\u4f9d\u983c\u306e\u5f62\u304c\u6c7a\u307e\u308b\u3053\u3068\u3067\u3059\u3002** \u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306e\u4f9d\u983c\u3092\u3001\u5e97\u8217\u30fb\u7ba1\u7406\u756a\u53f7\u30fb\u7406\u7531\u306e\u6c7a\u307e\u3063\u305f\u5f62\u3067\u5e97\u9577\u306b\u9001\u308c\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5909\u308f\u3063\u305f\u5728\u5eab\u306e\u66f8\u304d\u51fa\u3057\uff081\u6642\u9593\u3054\u3068\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5728\u5eab\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22\u3001\u53d6\u308a\u8fbc\u307f\u3068\u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3 | \u5728\u5eab\u306e\u7d22\u5f15\u3001\u30d9\u30af\u30c8\u30eb\u3001hybrid \u306e\u691c\u7d22 |\n| Amazon Bedrock\uff08Titan Text Embeddings V2\uff09 | OpenSearch \u306e ML \u306e\u30b3\u30cd\u30af\u30bf | \u8aac\u660e\u6587\u3068\u96f0\u56f2\u6c17\u306e\u6587\u306e\u30d9\u30af\u30c8\u30eb |\n| Amazon Bedrock\uff08Claude\uff09 | Converse API | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u4e26\u3079\u65b9 |\n| \u62c5\u5f53\u8005\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u8a00\u3044\u65b9\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u5199\u771f\u3001\u5e97\u9577\u3078\u306e\u4f9d\u983c |\n\n**\u691c\u7d22\u306e\u3068\u304d\u306e\u96f0\u56f2\u6c17\u306e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3082\u3001OpenSearch \u304c\u540c\u3058\u30e2\u30c7\u30eb\u3067\u4f5c\u308a\u307e\u3059\u3002** `neural` \u306e\u554f\u3044\u5408\u308f\u305b\u306b `model_id` \u3092\u6e21\u3059\u3068\u3001\u6e21\u3057\u305f\u6587\u304b\u3089\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u3063\u3066\u8fd1\u3044\u6587\u66f8\u3092\u63a2\u3057\u307e\u3059\u3002**\u7d22\u5f15\u306e\u3068\u304d\u3068\u691c\u7d22\u306e\u3068\u304d\u3067\u540c\u3058\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3053\u3068\u304c\u524d\u63d0\u3067\u3001\u30e2\u30c7\u30eb\u3092\u66ff\u3048\u305f\u3089\u5168\u5728\u5eab\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002**","human_review":"1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u30b5\u30a4\u30ba\u3068\u8272\u306e\u8a00\u3044\u65b9\u304c\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3055\u308c\u3001\u8868\u3067\u6b63\u3057\u304f\u5e45\u3068\u7fa4\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u5199\u771f\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5019\u88dc\u306e\u5199\u771f\u3092\u958b\u304d\u3001\u8272\u306e\u51fa\u65b9\u3068\u96f0\u56f2\u6c17\u304c\u5ba2\u306e\u8a00\u3044\u65b9\u306b\u5408\u3046\u304b\u3092\u898b\u307e\u3059\n3. **\u5ba2\u306b\u4f1d\u3048\u308b** \u2026 \u5e74\u4ee3\u306f\u898b\u7acb\u3066\u3068\u3057\u3066\u4f1d\u3048\u3001\u672c\u7269\u304b\u3069\u3046\u304b\u306e\u8cea\u554f\u306b\u306f\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u7b54\u3048\u307e\u3059\n4. **\u5e97\u9577\u306e\u627f\u8a8d\u3092\u5f97\u308b** \u2026 \u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306f\u3001\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306e\u5e97\u9577\u306b\u4f9d\u983c\u3057\u3001\u627f\u8a8d\u3092\u5f97\u3066\u304b\u3089\u5ba2\u306b\u7d04\u675f\u3057\u307e\u3059\n5. **\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u306e\u5019\u88dc\u306f\u3001\u5e97\u8217\u306b\u6e2c\u3063\u3066\u3082\u3089\u3046** \u2026 \u5ba2\u306b\u52e7\u3081\u308b\u524d\u306b\u5b9f\u5bf8\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5e97\u9577\u304c\u77e5\u3089\u306a\u3044\u3046\u3061\u306b\u5e97\u982d\u306e1\u70b9\u304c\u53d6\u308a\u7f6e\u304b\u308c\u308b\u3068\u3001**\u305d\u306e\u5e97\u3067\u540c\u3058\u670d\u3092\u898b\u3066\u3044\u305f\u5225\u306e\u5ba2\u306b\u58f2\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c0\u4ef6 | \u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u3001\u6b21\u306b\u8272\u306e\u7fa4\u3092\u5916\u3057\u3066\u5f15\u304d\u76f4\u3057\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u66f8\u3044\u3066\u793a\u3059 |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0820\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u4e0a\u4f4d10\u4ef6\u3092\u51fa\u3057\u3001\u5e97\u8217\u3054\u3068\u306e\u4ef6\u6570\u3092\u6dfb\u3048\u308b |\n| \u5b9f\u5bf8\u306e\u8a18\u9332\u304c\u7121\u3044\u5728\u5eab | \u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u691c\u7d22\u3067\u3060\u3051\u51fa\u3057\u3001\u300c\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u300d\u3068\u5370\u3092\u4ed8\u3051\u308b |\n| \u8aac\u660e\u6587\u304c\u77ed\u304f\u96f0\u56f2\u6c17\u306e\u53e5\u306b\u51fa\u306a\u3044 | \u8a9e\u306e\u53e5\u3060\u3051\u3067\u51fa\u308b\u3002\u8aac\u660e\u6587\u306e\u66f8\u304d\u8db3\u3057\u306e\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u5019\u88dc\u304c\u58f2\u7d04\u6e08\u307f\u30fb\u53d6\u7f6e\u304d\u4e2d | \u56de\u7b54\u306e\u524d\u306e\u7167\u4f1a\u3067\u58f2\u7d04\u6e08\u307f\u306f\u5916\u3057\u3001\u53d6\u7f6e\u304d\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u57cb\u3081\u8fbc\u307f\u306e\u30e2\u30c7\u30eb\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u8a9e\u306e\u53e5\u3060\u3051\u3067\u691c\u7d22\u3057\u3001\u300c\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u306a\u3057\u300d\u3068\u753b\u9762\u306b\u51fa\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3060\u3051\u3092\u51fa\u3057\u3001\u4e26\u3079\u65b9\u306f\u62c5\u5f53\u8005\u304c\u8aad\u3080 |\n\n**4\u884c\u76ee\u306e\u8a18\u9332\u304c\u3001\u5165\u8377\u306e\u767b\u9332\u306e\u6c7a\u307e\u308a\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u53e5\u306b\u51fa\u3066\u3053\u306a\u3044\u670d\u304c\u591a\u3044\u5e97\u8217\u306f\u3001\u8aac\u660e\u6587\u306e\u66f8\u304d\u65b9\u304c\u77ed\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002","log_storage":"- \u554f\u3044\u5408\u308f\u305b\u3054\u3068\u306e\u3001\u8a00\u3044\u65b9\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u8868\u3067\u8aad\u307f\u66ff\u3048\u305f\u5b9f\u5bf8\u306e\u5e45\u3068\u8272\u306e\u7fa4\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001hybrid \u306e\u91cd\u307f\u3001\u5019\u88dc\u3068\u898f\u5247\u306e\u7d50\u679c\u30012\u56de\u76ee\u306e JSON \u3068\u7167\u5408\u306e\u7d50\u679c\n- \u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u5916\u3057\u305f\u5019\u88dc\u3068\u7406\u7531\n- \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u4f9d\u983c\u3068\u3001\u5e97\u9577\u306e\u627f\u8a8d\u306e\u7d50\u679c\u3001\u5ba2\u306e\u8cfc\u5165\u306e\u6709\u7121\n\n**\u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u5916\u3057\u305f\u5019\u88dc\u306f\u3001\u91cd\u307f\u3068\u8aac\u660e\u6587\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u3057\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u53e5\u3067\u4e0a\u306b\u6765\u305f\u306e\u306b\u5916\u3055\u308c\u305f\u670d\u304c\u591a\u3044\u306a\u3089\u3001**\u91cd\u307f\u304c\u96f0\u56f2\u6c17\u306e\u53e5\u306b\u5bc4\u308a\u3059\u304e\u3066\u3044\u308b\u304b\u3001\u8aac\u660e\u6587\u304c\u5b9f\u7269\u3068\u9055\u3063\u3066\u3044\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":4,"assumption_frequency":300,"assumption_workdays":22,"volume_month":300,"before_minutes_per_case":18,"after_minutes_per_case":7,"hourly_cost":2400,"before_hours_month":90,"after_hours_month":35,"saved_hours_month":55,"reduction_rate":61,"saved_hours_year":660,"annual_cost_effect":1584000,"summary":"\u5ba2\u306e\u300c90\u5e74\u4ee3\u3063\u307d\u3044\u3001\u3086\u3063\u305f\u308a\u3081\u3001\u7dd1\u7cfb\u306e\u67c4\u30b7\u30e3\u30c4\u300d\u306e\u3088\u3046\u306a\u8a00\u3044\u65b9\u3092\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u30fb\u96f0\u56f2\u6c17\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u5168\u5e97\u306e\u53e4\u7740\u306e\u5728\u5eab\u304b\u3089\u8fd1\u3044\u3082\u306e\u3092\u63a2\u3057\u307e\u3059\u3002\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u5e97\u8217\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u53d6\u308a\u7f6e\u304d\u3068\u5e97\u9593\u306e\u79fb\u52d5\u306e\u5019\u88dc\u3092\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u30fb\u96f0\u56f2\u6c17\u306e\u5e0c\u671b\u3092\u30e1\u30e2\u3059\u308b\n2. \u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u30d6\u30e9\u30f3\u30c9\u3068\u30a2\u30a4\u30c6\u30e0\u3067\u5f15\u304d\u3001\u51fa\u306a\u3051\u308c\u3070\u8868\u8a18\u3092\u5909\u3048\u3066\u5f15\u304d\u76f4\u3059\n3. \u51fa\u3066\u304d\u305f\u5728\u5eab\u30921\u70b9\u305a\u3064\u958b\u304d\u3001\u5199\u771f\u3068\u8aac\u660e\u6587\u3067\u8272\u3068\u96f0\u56f2\u6c17\u3092\u3001\u5b9f\u5bf8\u3067\u30b5\u30a4\u30ba\u3092\u78ba\u304b\u3081\u308b\n4. \u5408\u3044\u305d\u3046\u306a\u3082\u306e\u3092\u3001\u5e97\u8217\u3068\u7ba1\u7406\u756a\u53f7\u3068\u4fa1\u683c\u3067\u307e\u3068\u3081\u3066\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u306b\u8fd4\u3059\n5. \u5ba2\u304c\u6c17\u306b\u5165\u308c\u3070\u3001\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306b\u96fb\u8a71\u3057\u3066\u53d6\u308a\u7f6e\u304d\u3092\u983c\u3080\u304b\u3001\u5e97\u9593\u306e\u79fb\u52d5\u3092\u983c\u3080\n6. \u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u5168\u5e97\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u8fd4\u3059\n\n**\uff08a\uff09\u5ba2\u306e\u8a00\u3044\u65b9\u3067\u5728\u5eab\u304c\u5f15\u3051\u306a\u3044\u3002** 2\u756a\u76ee\u3067\u3001\u300c\u30ea\u30fc\u30d0\u30a4\u30b9\u300d\u300cLevi's\u300d\u300cLEVIS\u300d\u306e\u3088\u3046\u306a\u8868\u8a18\u306e\u9055\u3044\u306f\u9078\u629e\u80a2\u3067\u5438\u53ce\u3067\u304d\u3066\u3082\u3001**\u300c\u3086\u3063\u305f\u308a\u3081\u300d\u300c\u7dd1\u7cfb\u300d\u300c\u53e4\u7740\u3063\u307d\u3044\u300d\u306f\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306e\u691c\u7d22\u3067\u306f\u5f15\u3051\u307e\u305b\u3093\u3002** \u62c5\u5f53\u8005\u306f\u8a72\u5f53\u3057\u305d\u3046\u306a\u30a2\u30a4\u30c6\u30e0\u3092\u5168\u90e8\u51fa\u3057\u3001\u5199\u771f\u3067\u9078\u3076\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3068\u5b9f\u5bf8\u304c\u5408\u308f\u306a\u3044\u3002** 3\u756a\u76ee\u3067\u3001\u5ba2\u306e\u300cW32\u304f\u3089\u3044\u300d\u3068\u3001\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30b8\u30fc\u30f3\u30ba\u306e\u30bf\u30b0\u306e\u30b5\u30a4\u30ba\u3068\u5b9f\u5bf8\u306f\u4e00\u81f4\u3057\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u8868\u8a18\u30b5\u30a4\u30ba\u3067\u7d5e\u308b\u3068\u5b9f\u5bf8\u304c\u5408\u3046\u5728\u5eab\u304c\u5916\u308c\u3001\u5b9f\u5bf8\u30921\u70b9\u305a\u3064\u898b\u308b\u3068\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08c\uff09\u4ed6\u5e97\u306e\u5728\u5eab\u306e\u50be\u5411\u3092\u77e5\u3063\u3066\u3044\u308b\u306e\u304c2\u540d\u3060\u3051\u3002** 1\u756a\u76ee\u304b\u30894\u756a\u76ee\u306e\u901f\u3055\u306f\u3001\u62c5\u5f53\u8005\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u9055\u3044\u307e\u3059\u3002**2\u540d\u304c\u4f11\u307f\u306e\u65e5\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306e\u8fd4\u4e8b\u304c\u7fcc\u65e5\u306b\u56de\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306e\u3084\u308a\u53d6\u308a\u304c\u96fb\u8a71\u3002** 5\u756a\u76ee\u3067\u3001\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u304c\u63a5\u5ba2\u4e2d\u3060\u3068\u96fb\u8a71\u304c\u3064\u306a\u304c\u308a\u307e\u305b\u3093\u3002**\u3064\u306a\u304c\u308b\u307e\u3067\u306e\u3042\u3044\u3060\u306b\u3001\u305d\u306e1\u70b9\u304c\u5e97\u982d\u3067\u58f2\u308c\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**","before_flow_steps":["\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304b\u3089\u554f\u3044\u5408\u308f\u305b\u3092\u53d7\u3051\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u30fb\u96f0\u56f2\u6c17\u306e\u5e0c\u671b\u3092\u30e1\u30e2\u3059\u308b","\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3092\u30d6\u30e9\u30f3\u30c9\u3068\u30a2\u30a4\u30c6\u30e0\u3067\u5f15\u304d\u3001\u51fa\u306a\u3051\u308c\u3070\u8868\u8a18\u3092\u5909\u3048\u3066\u5f15\u304d\u76f4\u3059","\u51fa\u3066\u304d\u305f\u5728\u5eab\u30921\u70b9\u305a\u3064\u958b\u304d\u3001\u5199\u771f\u3068\u8aac\u660e\u6587\u3067\u8272\u3068\u96f0\u56f2\u6c17\u3092\u3001\u5b9f\u5bf8\u3067\u30b5\u30a4\u30ba\u3092\u78ba\u304b\u3081\u308b","\u5408\u3044\u305d\u3046\u306a\u3082\u306e\u3092\u3001\u5e97\u8217\u3068\u7ba1\u7406\u756a\u53f7\u3068\u4fa1\u683c\u3067\u307e\u3068\u3081\u3066\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u306b\u8fd4\u3059","\u5ba2\u304c\u6c17\u306b\u5165\u308c\u3070\u3001\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306b\u96fb\u8a71\u3057\u3066\u53d6\u308a\u7f6e\u304d\u3092\u983c\u3080\u304b\u3001\u5e97\u9593\u306e\u79fb\u52d5\u3092\u983c\u3080","\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u300c\u5168\u5e97\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u672c\u90e8\u306e\u62c5\u5f53\u304b\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u3001\u5ba2\u306e\u8a00\u3044\u65b9\u306e\u30e1\u30e2\u3092\u753b\u9762\u306b\u8cbc\u308a\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059\n2. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u8a00\u3044\u65b9\u304b\u3089\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u691c\u7d22\u306e\u6587\u306b\u307e\u3068\u3081\u308b\n3. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u3001\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u672c\u90e8\u306e\u63db\u7b97\u306e\u8868\u3067\u5b9f\u5bf8\u306e\u5e45\u306b\u3057\u3001\u8272\u306e\u8a00\u3044\u65b9\u3092\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u8272\u306e\u7fa4\u306b\u3059\u308b\n4. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u8a9e\u3068\u5b9f\u5bf8\u306e\u691c\u7d22\u3068\u3001\u8aac\u660e\u6587\u306e\u96f0\u56f2\u6c17\u306e\u8fd1\u3055\u306e\u691c\u7d22\u3092 hybrid \u3067\u7d44\u307f\u5408\u308f\u305b\u3066\u5168\u5e97\u306e\u5728\u5eab\u3092\u5f15\u304f\n5. **\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u5b9f\u5bf8\u30fb\u8272\u306e\u7fa4\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\u5e97\u8217\u3092\u898f\u5247\u3067\u7167\u3089\u3057\u3001\u53d6\u308a\u7f6e\u304d\u304b\u5e97\u9593\u306e\u79fb\u52d5\u304b\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u66f8\u3044\u305f\u4e00\u89a7\u3092\u4f5c\u308b\n7. **\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u78ba\u304b\u3081\u3066\u5ba2\u306b\u4f1d\u3048\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u4f9d\u983c\u3092\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306e\u5e97\u9577\u306b\u56de\u3057\u3066\u627f\u8a8d\u3092\u5f97\u308b\n\n**3\u756a\u76ee\u3092\u8868\u3067\u884c\u3046\u306e\u306f\u3001\u30b5\u30a4\u30ba\u3068\u8272\u306e\u8aad\u307f\u66ff\u3048\u3092\u8ab0\u304c\u3057\u3066\u3082\u540c\u3058\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u300cW32\u304f\u3089\u3044\u300d\u3092\u5b9f\u5bf8\u306e\u30a6\u30a8\u30b9\u30c8\u306e\u4f55cm\u304b\u3089\u4f55cm\u3068\u8aad\u3080\u304b\u3001\u300c\u7dd1\u7cfb\u300d\u306b\u30aa\u30ea\u30fc\u30d6\u3068\u30ab\u30fc\u30ad\u3092\u542b\u3081\u308b\u304b\u306f\u3001**\u672c\u90e8\u304c\u6c7a\u3081\u308b\u6c7a\u307e\u308a\u3067\u3059\u3002** AI\u306b\u6570\u5024\u3092\u6c7a\u3081\u3055\u305b\u308b\u3068\u3001\u554f\u3044\u5408\u308f\u305b\u3054\u3068\u306b\u5e45\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n**7\u756a\u76ee\u306e\u627f\u8a8d\u3092\u5e97\u9577\u306b\u56de\u3059\u306e\u306f\u3001\u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u304c\u305d\u306e\u5e97\u306e\u58f2\u5834\u3092\u6e1b\u3089\u3059\u304b\u3089\u3067\u3059\u3002** \u79fb\u52d5\u3057\u305f1\u70b9\u306f\u3001\u79fb\u52d5\u306e\u3042\u3044\u3060\u3069\u306e\u5e97\u982d\u306b\u3082\u4e26\u3073\u307e\u305b\u3093\u3002**\u672c\u90e8\u304c\u6c7a\u3081\u3066\u52d5\u304b\u3059\u3068\u3001\u5e97\u8217\u306e\u58f2\u4e0a\u306e\u8a08\u753b\u304c\u5d29\u308c\u307e\u3059\u3002**","after_flow_steps":["**\u3010\u4eba\u3011** \u672c\u90e8\u306e\u62c5\u5f53\u304b\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u3001\u5ba2\u306e\u8a00\u3044\u65b9\u306e\u30e1\u30e2\u3092\u753b\u9762\u306b\u8cbc\u308a\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u8a00\u3044\u65b9\u304b\u3089\u3001\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u691c\u7d22\u306e\u6587\u306b\u307e\u3068\u3081\u308b","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u3001\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u672c\u90e8\u306e\u63db\u7b97\u306e\u8868\u3067\u5b9f\u5bf8\u306e\u5e45\u306b\u3057\u3001\u8272\u306e\u8a00\u3044\u65b9\u3092\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u8272\u306e\u7fa4\u306b\u3059\u308b","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u8a9e\u3068\u5b9f\u5bf8\u306e\u691c\u7d22\u3068\u3001\u8aac\u660e\u6587\u306e\u96f0\u56f2\u6c17\u306e\u8fd1\u3055\u306e\u691c\u7d22\u3092 hybrid \u3067\u7d44\u307f\u5408\u308f\u305b\u3066\u5168\u5e97\u306e\u5728\u5eab\u3092\u5f15\u304f","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u5b9f\u5bf8\u30fb\u8272\u306e\u7fa4\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\u5e97\u8217\u3092\u898f\u5247\u3067\u7167\u3089\u3057\u3001\u53d6\u308a\u7f6e\u304d\u304b\u5e97\u9593\u306e\u79fb\u52d5\u304b\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u66f8\u3044\u305f\u4e00\u89a7\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u78ba\u304b\u3081\u3066\u5ba2\u306b\u4f1d\u3048\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u4f9d\u983c\u3092\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306e\u5e97\u9577\u306b\u56de\u3057\u3066\u627f\u8a8d\u3092\u5f97\u308b"],"architecture":"```\n\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff081\u70b9\u3054\u3068\u306e\u767b\u9332\u30fb\u8aac\u660e\u6587\u30fb\u5b9f\u5bf8\u30fb\u5e97\u8217\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u30111\u6642\u9593\u3054\u3068\u306e\u53d6\u308a\u8fbc\u307f\uff08\u5165\u8377\u30fb\u58f2\u7d04\u30fb\u79fb\u52d5\u306e\u53cd\u6620\uff09\nAWS Lambda \u2500\u2500 \u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u30fb\u8272\u306e\u7fa4\u30fb\u5b9f\u5bf8\u306e\u9805\u76ee\u3092\u305d\u308d\u3048\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u53d6\u308a\u8fbc\u307f\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff1atext_embedding\uff08\u8aac\u660e\u6587 \u2192 \u30d9\u30af\u30c8\u30eb\uff09\n   \u2502       \u2514\u2500 ML Commons \u306e\u30b3\u30cd\u30af\u30bf \u2500\u2500\u25b6 Amazon Bedrock\uff08Titan Text Embeddings V2\uff09\n   \u2502   \u5728\u5eab\u306e\u7d22\u5f15\uff1a\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u306e\u898b\u7acb\u3066\u30fb\u8272\u306e\u7fa4\u30fb\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u5e97\u8217\u30fb\u8aac\u660e\u6587\u30fb\u30d9\u30af\u30c8\u30eb\n   \u25bc\u3010\u4eba\u3011\u62c5\u5f53\u8005\u304c\u8a00\u3044\u65b9\u3092\u8cbc\u308b\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u8a00\u3044\u65b9\u3092\u6761\u4ef6\u3068\u96f0\u56f2\u6c17\u306e\u6587\u306b\u8aad\u307f\u66ff\u3048\u308b\n   \u251c\u2500\u2500\u25b6 \u63db\u7b97\u306e\u8868\u30fb\u8272\u306e\u7cfb\u7d71\u306e\u8868 \u2500\u2500 \u5b9f\u5bf8\u306e\u5e45\u30fb\u8272\u306e\u7fa4\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 hybrid\uff08\u8a9e\u3068\u5b9f\u5bf8\uff0f\u96f0\u56f2\u6c17\u306e\u8fd1\u3055\uff09\uff0b normalization \u306e\u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\n   \u251c\u2500\u2500\u25b6 \u898f\u5247\u3067\u53d6\u308a\u7f6e\u304d\uff0f\u5e97\u9593\u306e\u79fb\u52d5\u306e\u5019\u88dc\u3092\u4ed8\u3051\u308b\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u8a18\u9332\u306e\u307e\u307e\u5019\u88dc\u3092\u4e26\u3079\u308b\n   \u25bc\n\u62c5\u5f53\u8005\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u5199\u771f\u3067\u78ba\u304b\u3081\u3066\u56de\u7b54\uff0f\u5e97\u9577\u306b\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u627f\u8a8d\u3092\u4f9d\u983c\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08hybrid\u3001normalization-processor\u3001text_embedding\u3001kuromoji\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u57cb\u3081\u8fbc\u307f | Amazon Titan Text Embeddings V2\uff08Amazon Bedrock\uff09 | Cohere Embed\uff08Amazon Bedrock\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001OpenAI API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u8aad\u307f\u66ff\u3048\u3068\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u307f\u306e\u5199\u3057\u3001\u554f\u3044\u5408\u308f\u305b\u3068\u5019\u88dc\u3068\u627f\u8a8d\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306e\u767b\u9332\u306f\u3001\u627f\u8a8d\u3057\u305f\u5e97\u9577\u304c\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u8aac\u660e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u306f\u3001OpenSearch Service \u304b\u3089 Bedrock \u306e\u57cb\u3081\u8fbc\u307f\u306e\u30e2\u30c7\u30eb\u3092\u547c\u3093\u3067\u4f5c\u308a\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001OpenSearch Service \u306e ML \u306e\u30b3\u30cd\u30af\u30bf\u3067 SageMaker AI \u3068 Bedrock \u306b\u3064\u306a\u3052\u3089\u308c\u3001**OpenSearch Service \u306b Bedrock \u3092\u547c\u3070\u305b\u308b\u305f\u3081\u306e IAM \u306e\u30ed\u30fc\u30eb\u3092\u4f5c\u308a\u3001`_plugins\/_ml\/connectors\/_create` \u3067\u30b3\u30cd\u30af\u30bf\u3092\u4f5c\u308b**\u624b\u9806\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u610f\u5473\u306e\u691c\u7d22\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\u3092\u767b\u9332\u3059\u308b\u3068\u304d\u306f `model_config` \u304c\u8981\u308a\u3001**\u7121\u3044\u3068\u300cModel config is null\u300d\u306e\u30a8\u30e9\u30fc\u3067\u7d22\u5f15\u304c\u4f5c\u308c\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n**\u57cb\u3081\u8fbc\u307f\u306e\u30e2\u30c7\u30eb\u306f\u3001Titan Text Embeddings V2 \u3092\u60f3\u5b9a\u3057\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6700\u59278,192\u30c8\u30fc\u30af\u30f3\uff085\u4e07\u6587\u5b57\uff09\u3092\u53d7\u3051\u3001\u65e2\u5b9a\u30671,024\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u3092\u51fa\u3057\u3001**\u82f1\u8a9e\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u3046\u3048\u3067\u3001\u65e5\u672c\u8a9e\u3092\u542b\u3080\u591a\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3059\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\uff08100\u3092\u8d85\u3048\u308b\u8a00\u8a9e\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\u3068\u306e\u8868\u8a18\uff09\u3002**\u53e4\u7740\u306e\u8aac\u660e\u6587\u306f\u77ed\u3044\u65e5\u672c\u8a9e\u306a\u306e\u3067\u3001\u307e\u305a\u81ea\u793e\u306e\u8aac\u660e\u6587\u3067\u8fd1\u3055\u306e\u9806\u304c\u4f7f\u3048\u308b\u304b\u3092\u7b2c8\u7ae0\u306e\u65b9\u6cd5\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**\u65e5\u672c\u8a9e\u306e\u8aac\u660e\u6587\u3092\u8a9e\u3067\u5f15\u304f\u305f\u3081\u306b\u3001kuromoji \u3092\u4f7f\u3044\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001OpenSearch Service \u306e\u30c9\u30e1\u30a4\u30f3\u306b\u306f Japanese\uff08kuromoji\uff09\u3068 ICU \u306e\u89e3\u6790\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u30021\u6642\u9593\u3054\u3068\u306e\u5728\u5eab\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u62c5\u5f53\u8005\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u5728\u5eab\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5165\u8377\u30fb\u58f2\u7d04\u30fb\u79fb\u52d5\u304c\u5909\u308f\u3063\u305f\u5728\u5eab\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u3092\u66f4\u65b0\u3057\u307e\u3059\u3002**\u53e4\u7740\u306f1\u70b9\u3082\u306e\u306a\u306e\u3067\u3001\u58f2\u308c\u305f\u670d\u304c\u5019\u88dc\u306b\u51fa\u7d9a\u3051\u308b\u3068\u3001\u305d\u306e\u307e\u307e\u300c\u3042\u308a\u307e\u3059\u300d\u3068\u7b54\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002** 1\u6642\u9593\u306e\u9593\u306b\u58f2\u308c\u305f\u670d\u306b\u5099\u3048\u3066\u3001\u56de\u7b54\u306e\u524d\u306b\u8ca9\u58f2\u306e\u72b6\u614b\u3060\u3051\u306f\u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u7167\u4f1a\u3057\u307e\u3059\u3002\n\n**\u53d6\u308a\u8fbc\u307f\u306e\u305f\u3073\u306b\u3001\u8aac\u660e\u6587\u306e\u5909\u308f\u3063\u3066\u3044\u306a\u3044\u5728\u5eab\u307e\u3067\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3055\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`text_embedding` \u306e\u51e6\u7406\u306b `skip_existing` \u306e\u8a2d\u5b9a\u304c\u3042\u308a\u3001`true` \u306b\u3059\u308b\u3068\u3001\u540c\u3058 ID \u306e\u6587\u66f8\u306e\u5165\u529b\u306e\u6587\u304c\u5909\u308f\u3063\u3066\u304a\u3089\u305a\u30d9\u30af\u30c8\u30eb\u304c\u65e2\u306b\u3042\u308c\u3070\u3001**\u30e2\u30c7\u30eb\u3092\u547c\u3070\u305a\u306b\u65e2\u5b58\u306e\u30d9\u30af\u30c8\u30eb\u3092\u5199\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c9\u30e1\u30a4\u30f3\u306e\u7248\u3067\u3053\u306e\u8a2d\u5b9a\u304c\u4f7f\u3048\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u4f7f\u3048\u306a\u3051\u308c\u3070 Lambda \u306e\u5074\u3067\u8aac\u660e\u6587\u306e\u5909\u308f\u3063\u305f\u5728\u5eab\u3060\u3051\u3092\u9001\u308a\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u672c\u90e8\u306e\u62c5\u5f53\u304b\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u5ba2\u306e\u8a00\u3044\u65b9\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u76f4\u63a5\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308c\u3070\u3001\u672c\u90e8\u306b\u56de\u3059\u524d\u306b\u5168\u5e97\u3092\u63a2\u305b\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u554f\u3044\u5408\u308f\u305b | \u5ba2\u306e\u8a00\u3044\u65b9\u306e\u307e\u307e\u306e\u30e1\u30e2\uff08\u5e97\u8217\u3067\u805e\u3044\u305f\u3053\u3068\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u672c\u6587\uff09 | \u62c5\u5f53\u8005\u30fb\u30b9\u30bf\u30c3\u30d5\u304c\u8cbc\u308b |\n| \u5728\u5eab | \u7ba1\u7406\u756a\u53f7\u3001\u30d6\u30e9\u30f3\u30c9\u3001\u30a2\u30a4\u30c6\u30e0\u3001\u5e74\u4ee3\u306e\u898b\u7acb\u3066\u3001\u8272\u3001\u8868\u8a18\u30b5\u30a4\u30ba\u3001\u5b9f\u5bf8\u3001\u7d20\u6750\u3001\u72b6\u614b\u306e\u30e9\u30f3\u30af\u3001\u4fa1\u683c\u3001\u5e97\u8217\u3001\u8aac\u660e\u6587\u3001\u5199\u771f\u306eURL\u3001\u8ca9\u58f2\u306e\u72b6\u614b | \u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u306e\u8868 | \u300cLevi's\u300d\u300c\u30ea\u30fc\u30d0\u30a4\u30b9\u300d\u300cLEVIS\u300d\u306a\u3069\u306e\u8868\u8a18\u3068\u3001\u305d\u308d\u3048\u305f\u540d\u524d | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u30b5\u30a4\u30ba\u306e\u63db\u7b97\u306e\u8868 | \u30a2\u30a4\u30c6\u30e0\u3054\u3068\u306e\u3001\u5ba2\u306e\u8a00\u3044\u65b9\uff08\u300cW32\u300d\u300cL\u300d\u300c\u3086\u3063\u305f\u308a\u3081\u300d\uff09\u3068\u5b9f\u5bf8\u306e\u5e45 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u8272\u306e\u7cfb\u7d71\u306e\u8868 | \u300c\u7dd1\u7cfb\u300d\u306b\u5165\u308b\u8272\uff08\u30b0\u30ea\u30fc\u30f3\u3001\u30aa\u30ea\u30fc\u30d6\u3001\u30ab\u30fc\u30ad\u3001\u30e2\u30b9\u306a\u3069\uff09 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n| \u5e97\u9593\u306e\u79fb\u52d5\u306e\u6c7a\u307e\u308a | \u79fb\u52d5\u4fbf\u306e\u66dc\u65e5\u3001\u79fb\u52d5\u3059\u308b\u6700\u4f4e\u306e\u4fa1\u683c\u3001\u53d6\u308a\u7f6e\u304d\u306e\u65e5\u6570 | \u672c\u90e8\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8aac\u660e\u6587\u3067\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u8fd1\u3055\u3067\u63a2\u305b\u308b\u306e\u306f\u3001\u8aac\u660e\u6587\u306b\u96f0\u56f2\u6c17\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u670d\u3060\u3051\u3067\u3059\u3002**\u300cT\u30b7\u30e3\u30c4 \u9ed2 L\u300d\u3068\u3057\u304b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u670d\u306f\u3001\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u3067\u306f\u4e0a\u306b\u6765\u307e\u305b\u3093\u3002** \u5165\u8377\u306e\u767b\u9332\u3067\u3001\u7d20\u6750\u306e\u611f\u3058\u30fb\u30b7\u30eb\u30a8\u30c3\u30c8\u30fb\u8272\u306e\u51fa\u65b9\u3092\u4e00\u8a00\u66f8\u304f\u6c7a\u307e\u308a\u3092\u4f5c\u308b\u3053\u3068\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u571f\u53f0\u3067\u3059\u3002\n\n**\u5ba2\u306e\u540d\u524d\u3068\u9023\u7d61\u5148\u306f\u3001\u751f\u6210AI\u306b\u6e21\u3057\u307e\u305b\u3093\u3002** \u53d6\u308a\u7f6e\u304d\u306e\u305f\u3081\u306e\u9023\u7d61\u5148\u306f\u3001\u5e97\u8217\u306e\u9867\u5ba2\u306e\u53f0\u5e33\u3067\u6301\u3061\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| \u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u8a9e\u3067\u5408\u3046\u670d | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e1\u3064\u76ee\uff1a`bool`\uff08`brand` \u306e `term`\u3001`description` \u306e `match`\uff09 |\n| \u96f0\u56f2\u6c17\u306e\u8fd1\u3044\u670d | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e2\u3064\u76ee\uff1a`neural`\uff08`description_vector` \u306b\u96f0\u56f2\u6c17\u306e\u6587\u3092\u6e21\u3059\uff09 |\n| \u5b9f\u5bf8\u306e\u5e45\u30fb\u8272\u306e\u7fa4\u30fb\u58f2\u308c\u3066\u3044\u306a\u3044\u3082\u306e | \u5728\u5eab\u306e\u7d22\u5f15 | `hybrid` \u306e `filter`\uff08`range` \u3068 `terms` \u3092 `bool` \u306b\u307e\u3068\u3081\u308b\uff09 |\n| 2\u3064\u306e\u70b9\u6570\u3092\u307e\u3068\u3081\u308b | \u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3 | `normalization-processor`\uff08`min_max` \u3068 `arithmetic_mean`\u3001\u91cd\u307f\u3092\u4ed8\u3051\u308b\uff09 |\n\n**2\u3064\u306e\u63a2\u3057\u65b9\u306f\u3001hybrid \u306e\u554f\u3044\u5408\u308f\u305b\u3067\u307e\u3068\u3081\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`hybrid` \u306e\u554f\u3044\u5408\u308f\u305b\u306f\u8907\u6570\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u70b9\u6570\u30921\u3064\u306b\u307e\u3068\u3081\u308b\u3082\u306e\u3067\u3001**\u53e5\u306f\u6700\u59275\u3064\u3001\u6587\u66f8\u306f\u3069\u308c\u304b1\u3064\u306e\u53e5\u306b\u5408\u3048\u3070\u7d50\u679c\u306b\u5165\u308a**\u3001\u70b9\u6570\u306f\u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u307e\u3068\u3081\u3089\u308c\u307e\u3059\u3002`filter` \u306f\u3059\u3079\u3066\u306e\u53e5\u306b\u304b\u304b\u308a\u3001**1\u3064\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u5f62\u3067\u6e21\u3059\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001\u8907\u6570\u306e\u6761\u4ef6\u306f `bool` \u306b\u307e\u3068\u3081\u307e\u3059\u3002**\n\n**\u70b9\u6570\u306e\u307e\u3068\u3081\u65b9\u306f\u3001normalization \u306e\u51e6\u7406\u3067\u6c7a\u3081\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u8a9e\u306e\u691c\u7d22\u3068\u30d9\u30af\u30c8\u30eb\u306e\u691c\u7d22\u306f\u70b9\u6570\u306e\u5c3a\u5ea6\u304c\u9055\u3046\u305f\u3081\u3001`normalization-processor` \u304c\u53e5\u3054\u3068\u306b\u70b9\u6570\u3092\u305d\u308d\u3048\u3066\u304b\u3089\u307e\u3068\u3081\u307e\u3059\u3002`min_max` \u306f\u53e5\u3054\u3068\u306b0\u301c1\u306b\u305d\u308d\u3048\u3001`arithmetic_mean` \u306f `weights` \u3067\u53e5\u3054\u3068\u306e\u91cd\u307f\u3092\u4ed8\u3051\u3089\u308c\u307e\u3059\u3002**\u6ce8\u610f\u304c\u8981\u308b\u306e\u306f\u3001\u7247\u65b9\u306e\u53e5\u306b\u3057\u304b\u51fa\u3066\u3053\u306a\u304b\u3063\u305f\u670d\u306f\u3001\u3082\u3046\u7247\u65b9\u306e\u70b9\u6570\u304c0\u3068\u3057\u3066\u5e73\u5747\u306b\u5165\u308a\u3001\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002**\n\n```json\nPUT \/_search\/pipeline\/clothing-hybrid\n{ \"phase_results_processors\": [ { \"normalization-processor\": {\n    \"normalization\": { \"technique\": \"min_max\" },\n    \"combination\": { \"technique\": \"arithmetic_mean\",\n                     \"parameters\": { \"weights\": [0.4, 0.6] } } } } ] }\n\nGET \/stock\/_search?search_pipeline=clothing-hybrid\n{ \"query\": { \"hybrid\": {\n    \"filter\": { \"bool\": { \"filter\": [\n      { \"term\":  { \"stage\": \"available\" } },\n      { \"term\":  { \"item\": \"open_collar_shirt\" } },\n      { \"terms\": { \"color_group\": [\"green\"] } },\n      { \"range\": { \"chest_cm\": { \"gte\": 58, \"lte\": 66 } } } ] } },\n    \"queries\": [\n      { \"bool\": { \"should\": [\n          { \"match\": { \"description\": \"70s \u67c4 \u30ec\u30fc\u30e8\u30f3\" } } ] } },\n      { \"neural\": { \"description_vector\": {\n          \"query_text\": \"70\u5e74\u4ee3\u98a8\u306e\u7dcf\u67c4\u3067\u3001\u3086\u3063\u305f\u308a\u3057\u305f\u843d\u3061\u611f\u306e\u3042\u308b\u958b\u895f\u30b7\u30e3\u30c4\",\n          \"model_id\": \"{model_id}\", \"k\": 50 } } } ] } } }\n```\n\n**\u91cd\u307f\u306f\u3001\u96f0\u56f2\u6c17\u306e\u53e5\u3092\u5c11\u3057\u91cd\u304f\u3057\u3066\u3044\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3067\u63a2\u3059\u3053\u3068\u304c\u3053\u306e\u696d\u52d9\u306e\u76ee\u7684\u3060\u304b\u3089\u3067\u3059\u3002**\u305f\u3060\u3057\u3001\u91cd\u307f\u306f\u6700\u521d\u304b\u3089\u6c7a\u3081\u6253\u3061\u305b\u305a\u3001\u7b2c8\u7ae0\u306e30\u4ef6\u3067\u8a9e\u306e\u53e5\u3060\u3051\u30fb\u96f0\u56f2\u6c17\u306e\u53e5\u3060\u3051\u30fb\u4e21\u65b9\u306e\u9806\u4f4d\u3092\u6bd4\u3079\u3066\u304b\u3089\u6c7a\u3081\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b** \u2026 \u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u306e\u8868\u3067\u3001\u5728\u5eab\u306e\u767b\u9332\u306e\u30d6\u30e9\u30f3\u30c9\u3092\u305d\u308d\u3048\u305f\u540d\u524d\u306b\u3057\u307e\u3059\n2. **\u8272\u3092\u8272\u306e\u7fa4\u306b\u3059\u308b** \u2026 \u5728\u5eab\u306e\u8272\u3092\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u7fa4\uff08`green`\u3001`blue` \u306a\u3069\uff09\u306b\u3057\u30011\u70b9\u306b\u8907\u6570\u306e\u7fa4\u3092\u6301\u305f\u305b\u3066\u3088\u3044\u3053\u3068\u306b\u3057\u307e\u3059\n3. **\u5b9f\u5bf8\u3092\u6570\u5024\u306e\u9805\u76ee\u306b\u3059\u308b** \u2026 \u7740\u4e08\u30fb\u8eab\u5e45\u30fb\u80a9\u5e45\u30fb\u8896\u4e08\u3001\u30a6\u30a8\u30b9\u30c8\u30fb\u80a1\u4e0b\u30fb\u308f\u305f\u308a\u3092\u3001\u305d\u308c\u305e\u308c\u6570\u5024\u306e\u9805\u76ee\u306b\u3057\u307e\u3059\u3002\u6e2c\u3063\u3066\u3044\u306a\u3044\u9805\u76ee\u306f\u5165\u308c\u307e\u305b\u3093\n4. **\u8aac\u660e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308b** \u2026 \u53d6\u308a\u8fbc\u307f\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e `text_embedding` \u3067\u3001\u8aac\u660e\u6587\u304b\u3089 `description_vector` \u3092\u4f5c\u308a\u307e\u3059\n5. **\u554f\u3044\u5408\u308f\u305b\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u5ba2\u306e\u540d\u524d\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u3067\u3001\u6e2c\u3063\u3066\u3044\u306a\u3044\u5b9f\u5bf8\u306b0\u3084\u8868\u8a18\u30b5\u30a4\u30ba\u304b\u3089\u306e\u63a8\u5b9a\u5024\u3092\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5165\u308c\u308b\u3068\u3001`range` \u306e\u7d5e\u308a\u8fbc\u307f\u3067\u5916\u308c\u308b\u304b\u3001\u5408\u308f\u306a\u3044\u670d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u5b9f\u5bf8\u306e\u7121\u3044\u670d\u306f\u7d5e\u308a\u8fbc\u307f\u3067\u5916\u308c\u308b\u306e\u3067\u3001\u4ef6\u6570\u304c\u5c11\u306a\u3044\u3068\u304d\u3060\u3051\u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u691c\u7d22\u3092\u3082\u3046\u4e00\u5ea6\u884c\u3044\u3001\u300c\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u300d\u3068\u5370\u3092\u4ed8\u3051\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u5ba2\u306e\u8a00\u3044\u65b9\u3092\u6761\u4ef6\u3068\u96f0\u56f2\u6c17\u306e\u6587\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u898f\u5247\u3067\u7167\u3089\u3057\u305f\u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u5b9f\u5bf8\u306e\u6570\u5024\u306b\u3059\u308b\u3053\u3068 |\n| \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u3001\u8aac\u660e\u6587\u306b\u8fd1\u3044\u66f8\u304d\u65b9\u306e\u691c\u7d22\u306e\u6587\u306b\u307e\u3068\u3081\u308b | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3059\u3053\u3068 |\n| \u5019\u88dc\u3092\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u66f8\u304f | \u5e74\u4ee3\u3092\u300c90\u5e74\u4ee3\u306e\u3082\u306e\u3067\u3059\u300d\u3068\u8a00\u3044\u5207\u308b\u3053\u3068 |\n| \u5e74\u4ee3\u306f\u300c\u30b9\u30bf\u30c3\u30d5\u306e\u898b\u7acb\u3066\u300d\u3068\u66f8\u304f | \u672c\u7269\u304b\u3069\u3046\u304b\u3001\u4fa1\u5024\u304c\u3042\u308b\u304b\u306b\u89e6\u308c\u308b\u3053\u3068 |\n| \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3092\u3001\u898f\u5247\u306e\u7d50\u679c\u306e\u307e\u307e\u66f8\u304f | \u79fb\u52d5\u3055\u305b\u308b\u304b\u3069\u3046\u304b\u3092\u6c7a\u3081\u308b\u3053\u3068 |\n\n**\u300c\u5e74\u4ee3\u3092\u8a00\u3044\u5207\u3089\u306a\u3044\u300d\u300c\u672c\u7269\u304b\u3069\u3046\u304b\u306b\u89e6\u308c\u306a\u3044\u300d\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u5e74\u4ee3\u306e\u898b\u7acb\u3066\u306f\u3001\u30bf\u30b0\u306e\u5f62\u3084\u7e2b\u88fd\u304b\u3089\u5e97\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u5224\u65ad\u3057\u305f\u3082\u306e\u3067\u3001**\u5ba2\u306b\u300c90\u5e74\u4ee3\u306e\u672c\u7269\u3067\u3059\u300d\u3068\u4f1d\u308f\u308c\u3070\u3001\u305d\u308c\u306f\u5e97\u306e\u4fdd\u8a3c\u306b\u306a\u308a\u307e\u3059\u3002** AI\u306e\u4e0b\u66f8\u304d\u304c\u305d\u306e\u8a00\u3044\u65b9\u3092\u3059\u308c\u3070\u3001\u78ba\u304b\u3081\u305f\u4eba\u304c\u3044\u306a\u3044\u307e\u307e\u5e97\u306e\u7d04\u675f\u304c\u751f\u307e\u308c\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n1\u56de\u76ee\uff08\u8a00\u3044\u65b9\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u53e4\u7740\u306e\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u672c\u90e8\u3067\u3001\u5ba2\u304b\u3089\u306e\u5728\u5eab\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011\u304b\u3089\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- brand \/ item \/ era_words\uff08\u5e74\u4ee3\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\n- color_words: \u8272\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u7dd1\u7cfb\u300d\u300c\u304f\u3059\u3093\u3060\u9752\u300d\u306a\u3069\uff09\n- size_words: \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300cW32\u304f\u3089\u3044\u300d\u300c\u3086\u3063\u305f\u308a\u3081\u300d\u306a\u3069\uff09\n- mood_query: \u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u3001\u53e4\u7740\u306e\u8aac\u660e\u6587\u306b\u8fd1\u3044\u66f8\u304d\u65b9\u306e1\u6587\u306b\u307e\u3068\u3081\u305f\u3082\u306e\n- must: \u5ba2\u304c\u300c\u7d76\u5bfe\u300d\u300c\u3067\u306a\u3044\u3068\u3060\u3081\u300d\u3068\u8a00\u3063\u305f\u6761\u4ef6\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092 cm \u3084\u30a4\u30f3\u30c1\u306e\u6570\u5024\u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8272\u306e\u8a00\u3044\u65b9\u3092\u7279\u5b9a\u306e\u8272\u306e\u540d\u524d\u306b\u6c7a\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u554f\u3044\u5408\u308f\u305b\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\uff08\u30d6\u30e9\u30f3\u30c9\u30fb\u4fa1\u683c\u30fb\u5e74\u4ee3\uff09\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- mood_query \u306b\u306f\u3001\u554f\u3044\u5408\u308f\u305b\u306b\u7121\u3044\u5e74\u4ee3\u3084\u30d6\u30e9\u30f3\u30c9\u3092\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5ba2\u306e\u5e74\u9f62\u30fb\u6027\u5225\u30fb\u597d\u307f\u306e\u7406\u7531\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u4e26\u3079\u65b9\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u53e4\u7740\u306e\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u672c\u90e8\u3067\u3001\u5168\u5e97\u306e\u5728\u5eab\u306e\u5019\u88dc\u3092\u62c5\u5f53\u8005\u306b\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u5728\u5eab\u306e\u8a18\u9332\u3068\u3001\u6761\u4ef6\u3068\u306e\u7167\u3089\u3057\u5408\u308f\u305b\u3068\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u7ba1\u7406\u756a\u53f7\u30fb\u5e97\u8217\u30fb\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u8272\u30fb\u8868\u8a18\u30b5\u30a4\u30ba\u30fb\u5b9f\u5bf8\u30fb\u72b6\u614b\u306e\u30e9\u30f3\u30af\u30fb\u4fa1\u683c\u3092\u3001\n  \u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u4ee3\u306f\u300c\u30b9\u30bf\u30c3\u30d5\u306e\u898b\u7acb\u3066\uff1a70s\u300d\u306e\u3088\u3046\u306b\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5916\u308c\u305f\u6761\u4ef6\uff08\u8272\u306e\u7fa4\u304c\u9055\u3046\u3001\u5b9f\u5bf8\u304c\u5e45\u306e\u5916\u3001\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\uff09\u3092\u306f\u3063\u304d\u308a\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u306f\u3001\u898f\u5247\u306e\u7d50\u679c\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c90\u5e74\u4ee3\u306e\u3082\u306e\u3067\u3059\u300d\u300c\u672c\u7269\u3067\u3059\u300d\u300c\u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u3068\u3057\u3066\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5728\u5eab\u306e\u8a18\u9332\u306b\u7121\u3044\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u7d20\u6750\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u72b6\u614b\u3092\u300c\u304d\u308c\u3044\u300d\u300c\u7f8e\u54c1\u300d\u306a\u3069\u3068\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u79fb\u52d5\u306e\u65e5\u6570\u3084\u53d6\u308a\u7f6e\u304d\u306e\u671f\u9650\u3092\u3001\u898f\u5247\u306e\u7d50\u679c\u306b\u7121\u3044\u306e\u306b\u7d04\u675f\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u554f\u3044\u5408\u308f\u305b\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{candidates}\n```\n\n**\u300c\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u6570\u5024\u306b\u76f4\u3055\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300cW32\u300d\u3092\u30a6\u30a8\u30b9\u30c881cm\u3068\u66f8\u304d\u307e\u3059\u3002** \u30f4\u30a3\u30f3\u30c6\u30fc\u30b8\u306e\u30b8\u30fc\u30f3\u30ba\u306f\u30bf\u30b0\u3068\u5b9f\u5bf8\u304c\u9055\u3046\u3053\u3068\u304c\u591a\u304f\u3001**\u305d\u306e\u63db\u7b97\u306f\u672c\u90e8\u306e\u8868\u3067\u6c7a\u3081\u308b\u3079\u304d\u3082\u306e**\u3067\u3059\u3002AI\u304c\u6c7a\u3081\u305f\u6570\u5024\u3067\u7d5e\u308b\u3068\u3001\u8868\u3067\u6c7a\u3081\u305f\u5e45\u3068\u98df\u3044\u9055\u3044\u3001\u540c\u3058\u554f\u3044\u5408\u308f\u305b\u3067\u7d50\u679c\u304c\u5909\u308f\u308a\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"candidates\": [\n    { \"stock_no\": \"\",\n      \"store\": \"\",\n      \"listed\": { \"brand\": \"\", \"item\": \"\", \"color\": \"\", \"tag_size\": \"\",\n                  \"measurements\": \"\", \"grade\": \"\", \"price\": \"\" },\n      \"era_by_staff\": \"\",\n      \"unmatched\": [\"color_group | measurement_out | measurement_missing\"],\n      \"action\": \"hold_at_store | transfer_to_store | visit_suggested\" }\n  ],\n  \"summary_for_staff\": \"\"\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001`outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002`unmatched` \u3068 `action` \u306f Lambda \u306e\u898f\u5247\u306e\u7d50\u679c\u3092\u305d\u306e\u307e\u307e\u6e21\u3057\u3066\u5199\u3055\u305b\u3001**AI\u306b\u306f\u6c7a\u3081\u3055\u305b\u307e\u305b\u3093\u3002**\n\n| `action` | \u898f\u5247 |\n|:--|:--|\n| `hold_at_store` | \u5ba2\u306e\u884c\u304f\u5e97\u8217\u306b\u5728\u5eab\u304c\u3042\u308b\u3002\u53d6\u308a\u7f6e\u304d\u306e\u65e5\u6570\u306f\u5e97\u9593\u306e\u79fb\u52d5\u306e\u6c7a\u307e\u308a\u306e\u8868\u306e\u3068\u304a\u308a |\n| `transfer_to_store` | \u5225\u306e\u5e97\u8217\u306b\u3042\u308a\u3001\u4fa1\u683c\u304c\u79fb\u52d5\u3059\u308b\u6700\u4f4e\u306e\u4fa1\u683c\u4ee5\u4e0a\u3067\u3001\u6b21\u306e\u79fb\u52d5\u4fbf\u306b\u9593\u306b\u5408\u3046 |\n| `visit_suggested` | \u5225\u306e\u5e97\u8217\u306b\u3042\u308a\u3001\u4e0a\u306e\u6761\u4ef6\u306b\u5408\u308f\u306a\u3044\u3002\u5ba2\u306b\u305d\u306e\u5e97\u8217\u3078\u306e\u6765\u5e97\u3092\u6848\u5185\u3059\u308b |\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`listed` \u3092\u5728\u5eab\u306e\u8a18\u9332\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `listed` \u306e\u5024\u304c\u8a18\u9332\u3068\u540c\u3058\u304b\u3092 Lambda \u3067\u78ba\u304b\u3081\u3001**\u9055\u3048\u3070\u4e00\u89a7\u3092\u51fa\u3055\u305a\u306b\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002** \u8a18\u9332\u306b\u7121\u3044\u5b9f\u5bf8\u3092\u66f8\u3044\u305f\u4e00\u89a7\u306f\u3001\u3053\u3053\u3067\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`action` \u3067\u5e97\u9577\u306b\u56de\u3059\u4f9d\u983c\u306e\u5f62\u304c\u6c7a\u307e\u308b\u3053\u3068\u3067\u3059\u3002** \u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306e\u4f9d\u983c\u3092\u3001\u5e97\u8217\u30fb\u7ba1\u7406\u756a\u53f7\u30fb\u7406\u7531\u306e\u6c7a\u307e\u3063\u305f\u5f62\u3067\u5e97\u9577\u306b\u9001\u308c\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5728\u5eab\u306e\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5909\u308f\u3063\u305f\u5728\u5eab\u306e\u66f8\u304d\u51fa\u3057\uff081\u6642\u9593\u3054\u3068\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u5728\u5eab\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22\u3001\u53d6\u308a\u8fbc\u307f\u3068\u691c\u7d22\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3 | \u5728\u5eab\u306e\u7d22\u5f15\u3001\u30d9\u30af\u30c8\u30eb\u3001hybrid \u306e\u691c\u7d22 |\n| Amazon Bedrock\uff08Titan Text Embeddings V2\uff09 | OpenSearch \u306e ML \u306e\u30b3\u30cd\u30af\u30bf | \u8aac\u660e\u6587\u3068\u96f0\u56f2\u6c17\u306e\u6587\u306e\u30d9\u30af\u30c8\u30eb |\n| Amazon Bedrock\uff08Claude\uff09 | Converse API | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u4e26\u3079\u65b9 |\n| \u62c5\u5f53\u8005\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u8a00\u3044\u65b9\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u5199\u771f\u3001\u5e97\u9577\u3078\u306e\u4f9d\u983c |\n\n**\u691c\u7d22\u306e\u3068\u304d\u306e\u96f0\u56f2\u6c17\u306e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3082\u3001OpenSearch \u304c\u540c\u3058\u30e2\u30c7\u30eb\u3067\u4f5c\u308a\u307e\u3059\u3002** `neural` \u306e\u554f\u3044\u5408\u308f\u305b\u306b `model_id` \u3092\u6e21\u3059\u3068\u3001\u6e21\u3057\u305f\u6587\u304b\u3089\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u3063\u3066\u8fd1\u3044\u6587\u66f8\u3092\u63a2\u3057\u307e\u3059\u3002**\u7d22\u5f15\u306e\u3068\u304d\u3068\u691c\u7d22\u306e\u3068\u304d\u3067\u540c\u3058\u30e2\u30c7\u30eb\u3092\u4f7f\u3046\u3053\u3068\u304c\u524d\u63d0\u3067\u3001\u30e2\u30c7\u30eb\u3092\u66ff\u3048\u305f\u3089\u5168\u5728\u5eab\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u30b5\u30a4\u30ba\u3068\u8272\u306e\u8a00\u3044\u65b9\u304c\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3055\u308c\u3001\u8868\u3067\u6b63\u3057\u304f\u5e45\u3068\u7fa4\u306b\u306a\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u5199\u771f\u3067\u78ba\u304b\u3081\u308b** \u2026 \u5019\u88dc\u306e\u5199\u771f\u3092\u958b\u304d\u3001\u8272\u306e\u51fa\u65b9\u3068\u96f0\u56f2\u6c17\u304c\u5ba2\u306e\u8a00\u3044\u65b9\u306b\u5408\u3046\u304b\u3092\u898b\u307e\u3059\n3. **\u5ba2\u306b\u4f1d\u3048\u308b** \u2026 \u5e74\u4ee3\u306f\u898b\u7acb\u3066\u3068\u3057\u3066\u4f1d\u3048\u3001\u672c\u7269\u304b\u3069\u3046\u304b\u306e\u8cea\u554f\u306b\u306f\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u7b54\u3048\u307e\u3059\n4. **\u5e97\u9577\u306e\u627f\u8a8d\u3092\u5f97\u308b** \u2026 \u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306f\u3001\u5728\u5eab\u306e\u3042\u308b\u5e97\u8217\u306e\u5e97\u9577\u306b\u4f9d\u983c\u3057\u3001\u627f\u8a8d\u3092\u5f97\u3066\u304b\u3089\u5ba2\u306b\u7d04\u675f\u3057\u307e\u3059\n5. **\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u306e\u5019\u88dc\u306f\u3001\u5e97\u8217\u306b\u6e2c\u3063\u3066\u3082\u3089\u3046** \u2026 \u5ba2\u306b\u52e7\u3081\u308b\u524d\u306b\u5b9f\u5bf8\u3092\u78ba\u304b\u3081\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5e97\u9577\u304c\u77e5\u3089\u306a\u3044\u3046\u3061\u306b\u5e97\u982d\u306e1\u70b9\u304c\u53d6\u308a\u7f6e\u304b\u308c\u308b\u3068\u3001**\u305d\u306e\u5e97\u3067\u540c\u3058\u670d\u3092\u898b\u3066\u3044\u305f\u5225\u306e\u5ba2\u306b\u58f2\u308c\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c0\u4ef6 | \u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u3001\u6b21\u306b\u8272\u306e\u7fa4\u3092\u5916\u3057\u3066\u5f15\u304d\u76f4\u3057\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u66f8\u3044\u3066\u793a\u3059 |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0820\u4ef6\u3092\u8d85\u3048\u308b\uff09 | \u4e0a\u4f4d10\u4ef6\u3092\u51fa\u3057\u3001\u5e97\u8217\u3054\u3068\u306e\u4ef6\u6570\u3092\u6dfb\u3048\u308b |\n| \u5b9f\u5bf8\u306e\u8a18\u9332\u304c\u7121\u3044\u5728\u5eab | \u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u691c\u7d22\u3067\u3060\u3051\u51fa\u3057\u3001\u300c\u5b9f\u5bf8\u306e\u8a18\u9332\u306a\u3057\u300d\u3068\u5370\u3092\u4ed8\u3051\u308b |\n| \u8aac\u660e\u6587\u304c\u77ed\u304f\u96f0\u56f2\u6c17\u306e\u53e5\u306b\u51fa\u306a\u3044 | \u8a9e\u306e\u53e5\u3060\u3051\u3067\u51fa\u308b\u3002\u8aac\u660e\u6587\u306e\u66f8\u304d\u8db3\u3057\u306e\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u5019\u88dc\u304c\u58f2\u7d04\u6e08\u307f\u30fb\u53d6\u7f6e\u304d\u4e2d | \u56de\u7b54\u306e\u524d\u306e\u7167\u4f1a\u3067\u58f2\u7d04\u6e08\u307f\u306f\u5916\u3057\u3001\u53d6\u7f6e\u304d\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u57cb\u3081\u8fbc\u307f\u306e\u30e2\u30c7\u30eb\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u8a9e\u306e\u53e5\u3060\u3051\u3067\u691c\u7d22\u3057\u3001\u300c\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u306a\u3057\u300d\u3068\u753b\u9762\u306b\u51fa\u3059 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3060\u3051\u3092\u51fa\u3057\u3001\u4e26\u3079\u65b9\u306f\u62c5\u5f53\u8005\u304c\u8aad\u3080 |\n\n**4\u884c\u76ee\u306e\u8a18\u9332\u304c\u3001\u5165\u8377\u306e\u767b\u9332\u306e\u6c7a\u307e\u308a\u3092\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u53e5\u306b\u51fa\u3066\u3053\u306a\u3044\u670d\u304c\u591a\u3044\u5e97\u8217\u306f\u3001\u8aac\u660e\u6587\u306e\u66f8\u304d\u65b9\u304c\u77ed\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u554f\u3044\u5408\u308f\u305b\u3054\u3068\u306e\u3001\u8a00\u3044\u65b9\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u8868\u3067\u8aad\u307f\u66ff\u3048\u305f\u5b9f\u5bf8\u306e\u5e45\u3068\u8272\u306e\u7fa4\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001hybrid \u306e\u91cd\u307f\u3001\u5019\u88dc\u3068\u898f\u5247\u306e\u7d50\u679c\u30012\u56de\u76ee\u306e JSON \u3068\u7167\u5408\u306e\u7d50\u679c\n- \u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u5916\u3057\u305f\u5019\u88dc\u3068\u7406\u7531\n- \u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u4f9d\u983c\u3068\u3001\u5e97\u9577\u306e\u627f\u8a8d\u306e\u7d50\u679c\u3001\u5ba2\u306e\u8cfc\u5165\u306e\u6709\u7121\n\n**\u62c5\u5f53\u8005\u304c\u5199\u771f\u3067\u5916\u3057\u305f\u5019\u88dc\u306f\u3001\u91cd\u307f\u3068\u8aac\u660e\u6587\u3092\u898b\u76f4\u3059\u6750\u6599\u306b\u3057\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306e\u53e5\u3067\u4e0a\u306b\u6765\u305f\u306e\u306b\u5916\u3055\u308c\u305f\u670d\u304c\u591a\u3044\u306a\u3089\u3001**\u91cd\u307f\u304c\u96f0\u56f2\u6c17\u306e\u53e5\u306b\u5bc4\u308a\u3059\u304e\u3066\u3044\u308b\u304b\u3001\u8aac\u660e\u6587\u304c\u5b9f\u7269\u3068\u9055\u3063\u3066\u3044\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u554f\u3044\u5408\u308f\u305b\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08\u898b\u3064\u304b\u3063\u305f\u3082\u306e\u3001\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u3092\u6df7\u305c\u308b\uff09\n2. \u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u5b9f\u969b\u306b\u5ba2\u306b\u52e7\u3081\u305f\u670d\u306e\u7ba1\u7406\u756a\u53f7\u3092\u66f8\u304d\u51fa\u3059\n3. \u5728\u5eab\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u5b9f\u5bf8\u3068\u8aac\u660e\u6587\u306e\u5217\u304c\u3042\u308b\u3053\u3068\u3092\u78ba\u304b\u3081\u308b\n4. 30\u4ef6\u306e\u8a00\u3044\u65b9\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u30d6\u30e9\u30f3\u30c9\u30fb\u30a2\u30a4\u30c6\u30e0\u30fb\u5e74\u4ee3\u30fb\u8272\u30fb\u30b5\u30a4\u30ba\u306e\u8a00\u3044\u65b9\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u96f0\u56f2\u6c17\u306e\u8a00\u8449\u3092\u8aac\u660e\u6587\u306b\u8fd1\u30441\u6587\u306b\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\u30b5\u30a4\u30ba\u3092\u6570\u5024\u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u53d6\u308a\u51fa\u3057\u305f\u6761\u4ef6\u3067\u8868\u8a08\u7b97\u3092\u5f15\u304d\u3001\u5b9f\u969b\u306b\u52e7\u3081\u305f\u670d\u304c\u898b\u3064\u304b\u308b\u304b\u3092\u898b\u308b\n6. \u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3082\u306e\u306b\u3064\u3044\u3066\u3001\u8aac\u660e\u6587\u306b\u96f0\u56f2\u6c17\u306e\u8a00\u8449\u304c\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\u3092\u898b\u308b\n\n**6\u756a\u76ee\u304c\u3001\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u3092\u5165\u308c\u308b\u4fa1\u5024\u304c\u3042\u308b\u304b\u306e\u5224\u65ad\u306b\u306a\u308a\u307e\u3059\u3002** \u96f0\u56f2\u6c17\u306f\u66f8\u304b\u308c\u3066\u3044\u305f\u306e\u306b\u8a9e\u304c\u9055\u3063\u3066\u5f15\u3051\u306a\u304b\u3063\u305f\u670d\u304c\u591a\u3051\u308c\u3070\u3001**\u30d9\u30af\u30c8\u30eb\u306e\u691c\u7d22\u304c\u52b9\u304d\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u52e7\u3081\u305f\u670d\u306e\u591a\u304f\u304c\u898b\u3064\u304b\u308a\u3001\u8a9e\u306e\u9055\u3044\u3067\u5f15\u3051\u306a\u304b\u3063\u305f\u670d\u304c\u3042\u308b | **OpenSearch \u306e hybrid \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u30b5\u30a4\u30ba\u3092\u6570\u5024\u306b\u76f4\u3057\u305f\u30fb\u8272\u3092\u6c7a\u3081\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8aac\u660e\u6587\u304c\u77ed\u304f\u3001\u96f0\u56f2\u6c17\u306e\u8a00\u8449\u304c\u307b\u3068\u3093\u3069\u7121\u3044 | **\u5165\u8377\u306e\u767b\u9332\u306e\u6c7a\u307e\u308a\u304c\u5148** |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u8a00\u3044\u65b9\u3092\u8aad\u307f\u66ff\u3048\u3001\u8868\u8a08\u7b97\u306e\u5728\u5eab\u3092\u5f15\u304f \uff0f \u554f\u3044\u5408\u308f\u305b\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u5728\u5eab\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u3068\u5b9f\u5bf8\u306e\u5e45\u3001\u8272\u306e\u7fa4\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u3059\u308b \uff0f \u8a9e\u3068\u5b9f\u5bf8\u3067\u306e\u5168\u5e97\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u8aac\u660e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3068 hybrid \u306e\u691c\u7d22\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u306e\u898f\u5247\u3001\u8a18\u9332\u306e\u307e\u307e\u306e\u4e00\u89a7\u3092\u8db3\u3059 \uff0f \u8a00\u3044\u65b9\u304b\u3089\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef618\u5206\u304c11\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u5f15\u304d\u76f4\u3057\u3068\u5b9f\u5bf8\u306e\u898b\u6bd4\u3079\u306f\u6e1b\u308a\u307e\u3059\u304c\u3001\u96f0\u56f2\u6c17\u306b\u5408\u3046\u304b\u3092\u5199\u771f\u30671\u70b9\u305a\u3064\u898b\u308b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30677\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\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001\u3069\u306e\u8a00\u3044\u65b9\u3067\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u304b\u304c\u8a18\u9332\u306b\u6b8b\u308a\u307e\u3059\u3002**\u30b5\u30a4\u30ba\u306e\u63db\u7b97\u306e\u8868\u3068\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3092\u305d\u3053\u3067\u56fa\u3081\u3066\u304b\u3089\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u3092\u8db3\u3059\u307b\u3046\u304c\u3001\u3069\u3061\u3089\u306e\u53e5\u304c\u52b9\u3044\u305f\u306e\u304b\u3092\u898b\u5206\u3051\u3089\u308c\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u7247\u65b9\u306e\u53e5\u306b\u3057\u304b\u51fa\u306a\u3044\u670d\u306e\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308b | `arithmetic_mean` \u306e\u6027\u8cea\u3068\u3057\u3066\u77e5\u3063\u3066\u304a\u304d\u3001\u91cd\u307f\u309230\u4ef6\u3067\u6c7a\u3081\u308b |\n| \u96f0\u56f2\u6c17\u306e\u53e5\u3067\u5b9f\u5bf8\u306e\u5408\u308f\u306a\u3044\u670d\u304c\u4e0a\u306b\u6765\u308b | \u5b9f\u5bf8\u3068\u8272\u306e\u7fa4\u306f hybrid \u306e `filter` \u3067\u7d5e\u308b |\n| \u5b9f\u5bf8\u306e\u7121\u3044\u670d\u304c\u7d5e\u308a\u8fbc\u307f\u3067\u6d88\u3048\u308b | \u4ef6\u6570\u304c\u5c11\u306a\u3044\u3068\u304d\u3060\u3051\u5b9f\u5bf8\u306e\u6761\u4ef6\u3092\u5916\u3057\u3066\u5f15\u304d\u76f4\u3057\u3001\u5370\u3092\u4ed8\u3051\u308b |\n| \u53d6\u308a\u8fbc\u307f\u306e\u305f\u3073\u306b\u5168\u5728\u5eab\u306e\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308a\u76f4\u3059 | `skip_existing` \u304b\u3001\u8aac\u660e\u6587\u306e\u5909\u308f\u3063\u305f\u5728\u5eab\u3060\u3051\u3092\u9001\u308b |\n| \u30e2\u30c7\u30eb\u306e\u767b\u9332\u3067\u7d22\u5f15\u304c\u4f5c\u308c\u306a\u3044 | \u767b\u9332\u306b `model_config` \u3092\u5165\u308c\u308b |\n| AI\u304c\u30b5\u30a4\u30ba\u3092\u6570\u5024\u306b\u76f4\u3059 | \u6307\u793a\u3067\u7981\u3058\u3001\u63db\u7b97\u306f\u672c\u90e8\u306e\u8868\u3067\u884c\u3046 |\n| AI\u304c\u5e74\u4ee3\u3092\u8a00\u3044\u5207\u308b\u30fb\u672c\u7269\u3068\u66f8\u304f | \u6307\u793a\u3067\u7981\u3058\u3001\u300c\u30b9\u30bf\u30c3\u30d5\u306e\u898b\u7acb\u3066\u300d\u3068\u66f8\u304b\u305b\u308b |\n\n**\u4e0a\u306e3\u884c\u306f\u3001\u691c\u7d22\u306e\u5074\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u96f0\u56f2\u6c17\u306f\u4e26\u3079\u65b9\u306b\u4f7f\u3044\u3001**\u5916\u305b\u306a\u3044\u6761\u4ef6\u306f\u7d5e\u308a\u8fbc\u307f\u3067\u5b88\u308a\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5ba2\u306e\u554f\u3044\u5408\u308f\u305b\uff08\u597d\u307f\u3001\u30b5\u30a4\u30ba\u3001\u3068\u304d\u306b\u540d\u524d\u3084\u9023\u7d61\u5148\uff09\u3001\u5168\u5e97\u306e\u5728\u5eab\u306e\u8a18\u9332\u3067\u3059\u3002**\u4f53\u306e\u30b5\u30a4\u30ba\u306f\u3001\u5ba2\u306b\u3068\u3063\u3066\u4eba\u306b\u77e5\u3089\u308c\u305f\u304f\u306a\u3044\u60c5\u5831\u306e\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n1. **\u554f\u3044\u5408\u308f\u305b\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u5ba2\u306e\u540d\u524d\u30fb\u96fb\u8a71\u756a\u53f7\u30fb\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n2. **\u5ba2\u306e\u30b5\u30a4\u30ba\u3092\u7d22\u5f15\u306b\u6b8b\u3055\u306a\u3044** \u2026 \u554f\u3044\u5408\u308f\u305b\u306e\u30b5\u30a4\u30ba\u306f\u691c\u7d22\u306e\u6761\u4ef6\u3068\u3057\u3066\u4f7f\u3046\u3060\u3051\u3067\u3001**\u5ba2\u3054\u3068\u306e\u8a18\u9332\u3068\u3057\u3066 OpenSearch \u306b\u5165\u308c\u307e\u305b\u3093**\n3. **\u5e74\u4ee3\u3068\u771f\u8d0b\u3092\u4fdd\u8a3c\u3057\u306a\u3044** \u2026 \u4e00\u89a7\u306e\u5e74\u4ee3\u306f\u898b\u7acb\u3066\u3068\u3057\u3066\u66f8\u304d\u3001\u672c\u7269\u304b\u3069\u3046\u304b\u306e\u8cea\u554f\u306b\u306f\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u7b54\u3048\u307e\u3059\n4. **\u72b6\u614b\u3068\u4fa1\u683c\u306fAI\u306b\u8a55\u4fa1\u3055\u305b\u306a\u3044** \u2026 \u72b6\u614b\u306e\u30e9\u30f3\u30af\u3068\u4fa1\u683c\u306f\u5728\u5eab\u306e\u8a18\u9332\u306e\u307e\u307e\u3067\u3059\n5. **\u53d6\u308a\u7f6e\u304d\u3068\u79fb\u52d5\u306f\u5e97\u9577\u304c\u627f\u8a8d\u3059\u308b** \u2026 \u672c\u90e8\u3084 AI \u304c\u5e97\u8217\u306e\u5728\u5eab\u3092\u52d5\u304b\u3057\u307e\u305b\u3093\n6. **\u7d22\u5f15\u3078\u306e\u63a5\u7d9a\u3092\u9650\u308b** \u2026 OpenSearch \u306e\u30c9\u30e1\u30a4\u30f3\u306b\u306f\u3001Lambda \u3068\u672c\u90e8\u30fb\u5e97\u8217\u306e\u62c5\u5f53\u3060\u3051\u304c\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u5728\u5eab\u304c\u3042\u308b\u306e\u306b\u300c\u5168\u5e97\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u308b\u3053\u3068\u3001\u5e74\u4ee3\u3084\u672c\u7269\u304b\u3069\u3046\u304b\u3092\u4fdd\u8a3c\u3057\u305f\u3088\u3046\u306b\u4f1d\u308f\u308b\u3053\u3068\u3001\u5ba2\u306e\u597d\u307f\u3084\u30b5\u30a4\u30ba\u304c\u5916\u3078\u51fa\u308b\u3053\u3068\u306e3\u3064\u3067\u3059\u3002** \u8a9e\u3068\u96f0\u56f2\u6c17\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u691c\u7d22\u3001\u898b\u7acb\u3066\u3068\u3057\u3066\u306e\u66f8\u304d\u65b9\u3001\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u308b\u3053\u3068\u306e3\u3064\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u53e4\u7740\u3092\u5341\u6570\u5e97\u8217\u3067\u8ca9\u58f2\u3057\u30011\u70b9\u3082\u306e\u306e\u5728\u5eab\u3092\u5168\u5e97\u3067\u6570\u4e07\u70b9\u4ee5\u4e0a\u6301\u3063\u3066\u3044\u308b\u30ea\u30e6\u30fc\u30b9\u5e97\u306e\u30c1\u30a7\u30fc\u30f3\u3002\u5165\u8377\u306e\u3068\u304d\u306b\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u30d6\u30e9\u30f3\u30c9\u30fb\u5e74\u4ee3\u30fb\u5b9f\u5bf8\u30fb\u72b6\u614b\u30fb\u8aac\u660e\u6587\u3092\u767b\u9332\u3057\u3066\u3044\u308b\u306e\u306b\u3001\u5ba2\u306e\u8a00\u3044\u65b9\uff08\u5e74\u4ee3\u306e\u96f0\u56f2\u6c17\u3001\u3086\u3063\u305f\u308a\u3081\u3001\u8272\u306e\u7cfb\u7d71\uff09\u3067\u306f\u5728\u5eab\u306e\u691c\u7d22\u306b\u5f53\u305f\u3089\u305a\u3001\u4ed6\u5e97\u306e\u5728\u5eab\u3092\u63a2\u3059\u306e\u304c\u672c\u90e8\u306e\u8a73\u3057\u3044\u62c5\u5f53\u306e\u8a18\u61b6\u3068\u96fb\u8a71\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u53d6\u308a\u7f6e\u304d\u3084\u5e97\u9593\u306e\u79fb\u52d5\u306e\u4f9d\u983c\u3092\u3001\u96fb\u8a71\u3068\u30e1\u30c3\u30bb\u30fc\u30b8\u3067\u5e97\u8217\u3068\u3084\u308a\u53d6\u308a\u3057\u3066\u3044\u308b\u5834\u5408\u3002AWS 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\u306b\u5728\u5eab\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u30d6\u30e9\u30f3\u30c9\u306e\u8868\u8a18\u3068\u5b9f\u5bf8\u306e\u5e45\u3001\u8272\u306e\u7fa4\u3067\u5168\u5e97\u3092\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u96f0\u56f2\u6c17\u306e\u691c\u7d22\u3068\u8aad\u307f\u66ff\u3048\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** ML \u306e\u30b3\u30cd\u30af\u30bf\u3068\u8aac\u660e\u6587\u306e\u30d9\u30af\u30c8\u30eb\u3001hybrid \u306e\u691c\u7d22\u3092\u8db3\u3057\u300130\u4ef6\u3067\u91cd\u307f\u3092\u6c7a\u3081\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u8aad\u307f\u66ff\u3048\u3001\u53d6\u308a\u7f6e\u304d\u30fb\u79fb\u52d5\u306e\u5019\u88dc\u3068\u5e97\u9577\u3078\u306e\u4f9d\u983c\u3092\u8db3\u3057\u3001\u300c\u5168\u5e97\u306b\u3042\u308a\u307e\u305b\u3093\u300d\u3068\u7b54\u3048\u305f\u4ef6\u6570\u3001\u5199\u771f\u3067\u5916\u3057\u305f\u5019\u88dc\u3001\u53d6\u308a\u7f6e\u304d\u304b\u3089\u306e\u8cfc\u5165\u306e\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**\u8a73\u3057\u30442\u540d\u304c\u3044\u306a\u3044\u65e5\u306e\u56de\u7b54\u306e\u4ef6\u6570\u304c\u3001\u3044\u308b\u65e5\u3068\u540c\u3058\u304f\u3089\u3044\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0827","UC-1719","UC-0085","UC-1852"],"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| OpenSearch Service \u306e\u30c9\u30e1\u30a4\u30f3\u306b Japanese\uff08kuromoji\uff09\u3068 ICU \u306e\u89e3\u6790\u306e\u30d7\u30e9\u30b0\u30a4\u30f3\u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-26 |\n| OpenSearch Service \u306e ML \u306e\u30b3\u30cd\u30af\u30bf\u3067 SageMaker AI \u3068 Bedrock \u306b\u3064\u306a\u3052\u3089\u308c\u308b\u3053\u3068\u3002IAM \u306e\u30ed\u30fc\u30eb\u3068 `_plugins\/_ml\/connectors\/_create`\u3002\u610f\u5473\u306e\u691c\u7d22\u306b\u4f7f\u3046\u30e2\u30c7\u30eb\u306e\u767b\u9332\u306b `model_config` \u304c\u8981\u308b\u3053\u3068 | [AWS: Amazon OpenSearch Service ML connectors for AWS services](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/ml-amazon-connector.html) | 2026-10-26 |\n| Titan Text Embeddings V2 \u304c\u6700\u59278,192\u30c8\u30fc\u30af\u30f3\uff085\u4e07\u6587\u5b57\uff09\u3092\u53d7\u3051\u3001\u65e2\u5b9a\u30671,024\u6b21\u5143\u3092\u51fa\u3059\u3053\u3068\u3002\u82f1\u8a9e\u306b\u6700\u9069\u5316\u3055\u308c\u3001\u65e5\u672c\u8a9e\u3092\u542b\u3080\u591a\u8a00\u8a9e\u306b\u5bfe\u5fdc\u3059\u308b\u3053\u3068\uff08100\u8d85\u306e\u8a00\u8a9e\u306f\u30d7\u30ec\u30d3\u30e5\u30fc\uff09 | [AWS: Amazon Titan Text Embeddings models](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/titan-embedding-models.html) | 2026-10-26 |\n| `hybrid` \u306e\u554f\u3044\u5408\u308f\u305b\u304c\u8907\u6570\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u70b9\u6570\u3092\u307e\u3068\u3081\u308b\u3053\u3068\u3002\u53e5\u304c\u6700\u59275\u3064\u3067\u3001\u3069\u308c\u304b1\u3064\u306b\u5408\u3048\u3070\u7d50\u679c\u306b\u5165\u308b\u3053\u3068\u3002`filter` \u304c\u5168\u53e5\u306b\u304b\u304b\u308a\u30011\u3064\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u5f62\u3067\u6e21\u3059\u3053\u3068 | [OpenSearch: Hybrid query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/hybrid.md) | 2026-10-26 |\n| `normalization-processor` \u304c\u53e5\u3054\u3068\u306b\u70b9\u6570\u3092\u305d\u308d\u3048\u3066\u307e\u3068\u3081\u308b\u3053\u3068\u3002`min_max`\u3001`arithmetic_mean` \u3068 `weights`\u3002\u7247\u65b9\u306e\u53e5\u306b\u3057\u304b\u51fa\u306a\u3044\u6587\u66f8\u306e\u70b9\u6570\u304c\u534a\u5206\u306b\u306a\u308b\u3053\u3068 | [OpenSearch: Normalization processor](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_search-plugins\/search-pipelines\/normalization-processor.md) | 2026-10-26 |\n| `text_embedding` \u306e\u51e6\u7406\u304c\u6587\u306e\u9805\u76ee\u304b\u3089\u30d9\u30af\u30c8\u30eb\u3092\u4f5c\u308b\u3053\u3068\u3002`field_map`\u3002`skip_existing` \u3067\u5165\u529b\u304c\u5909\u308f\u3089\u306a\u3044\u6587\u66f8\u306e\u30e2\u30c7\u30eb\u306e\u547c\u3073\u51fa\u3057\u3092\u7701\u3051\u308b\u3053\u3068 | [OpenSearch: Text embedding processor](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_ingest-pipelines\/processors\/text-embedding.md) | 2026-10-26 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002`additionalProperties: false` \u304c\u8981\u308b\u3053\u3068\u3002\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-26 |\n\n**\u305d\u306e\u670d\u306e\u5e74\u4ee3\u3001\u672c\u7269\u304b\u3069\u3046\u304b\u3001\u72b6\u614b\u306e\u8a55\u4fa1\u3001\u4fa1\u683c\u306f\u3001\u5e97\u8217\u306e\u30b9\u30bf\u30c3\u30d5\u304c\u670d\u3092\u898b\u3066\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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