{"id":15650,"date":"2026-10-15T14:08:13","date_gmt":"2026-10-15T05:08:13","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-auto-parts-cross-reference\/"},"modified":"2026-10-15T14:08:13","modified_gmt":"2026-10-15T05:08:13","slug":"opensearch-auto-parts-cross-reference","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-auto-parts-cross-reference\/","title":{"rendered":"\u81ea\u52d5\u8eca\u90e8\u54c1\u306e\u5378\u304c\u3001\u6574\u5099\u5de5\u5834\u304b\u3089\u306e\u6ce8\u6587\u306e\u7d14\u6b63\u54c1\u756a\u30fb\u793e\u5916\u54c1\u756a\u30fb\u8eca\u7a2e\u30fb\u578b\u5f0f\u304b\u3089\u4e92\u63db\u54c1\u3092\u63a2\u3057\u3001\u5728\u5eab\u306e\u3042\u308b\u4ee3\u308f\u308a\u306e\u54c1\u3092\u793a\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"

\u6574\u5099\u5de5\u5834\u304b\u3089\u306e\u6ce8\u6587\u3067\u6307\u5b9a\u306e\u54c1\u756a\u304c\u6b20\u54c1\u3057\u3066\u3044\u308b\u3068\u304d\u3001\u54c1\u756a\u304c\u7121\u304f\u8eca\u7a2e\u3068\u578b\u5f0f\u3060\u3051\u306e\u3068\u304d\u306b\u3001\u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u304b\u3089\u4ee3\u308f\u308a\u306b\u4f7f\u3048\u308b\u54c1\u3092\u63a2\u3057\u3001\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3068\u9069\u5408\u306e\u6ce8\u8a18\u3092\u6dfb\u3048\u3066\u53d7\u6ce8\u62c5\u5f53\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1639","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-15","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u53d7\u6ce8\u62c5\u5f53\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u304c S3 \u306b\u7f6e\u304b\u308c\u305f\u3053\u3068\u3067\u52d5\u304d\u307e\u3059\u3002**\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u66f4\u65b0\u306e\u983b\u5ea6\u304c\u9055\u3046\u306e\u3067\u3001\u7f6e\u304b\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u3092\u5165\u308c\u76f4\u3057\u307e\u3059\u3002** \u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\uff08\u65e7\u54c1\u756a\u304b\u3089\u65b0\u54c1\u756a\u3078\u306e\u5909\u66f4\uff09\u304c\u5165\u3063\u305f\u8868\u306f\u3001\u65e7\u54c1\u756a\u3082\u6b8b\u3057\u305f\u307e\u307e\u65b0\u54c1\u756a\u3092\u8db3\u3057\u307e\u3059\u3002\n\n\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u6ce8\u62c5\u5f53\u304c\u6ce8\u6587\u306e\u6587\u9762\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u6b20\u54c1\u304c\u5206\u304b\u3063\u305f\u6642\u70b9\u3067\u62bc\u3059\u306e\u304c\u57fa\u672c\u3067\u3059\u304c\u3001\u54c1\u756a\u306e\u7121\u3044\u6ce8\u6587\u3067\u306f\u53d7\u3051\u305f\u6642\u70b9\u3067\u62bc\u3057\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u6ce8\u6587\u306e\u6587\u9762 | \u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u96fb\u8a71\u3092\u53d7\u3051\u306a\u304c\u3089\u6253\u3063\u305f\u30e1\u30e2\u3001FAX\u3092\u898b\u3066\u6253\u3061\u76f4\u3057\u305f\u3082\u306e | \u53d7\u6ce8\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u4e92\u63db\u8868 | \u793e\u5916\u54c1\u306e\u54c1\u756a\u3001\u30d6\u30e9\u30f3\u30c9\u3001\u305d\u306e\u54c1\u304c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u3001\u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\u306e\u5c65\u6b74 | \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306eCSV |\n| \u9069\u5408\u8868 | \u54c1\u756a\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u8eca\u7a2e\u3001\u578b\u5f0f\u3001\u5e74\u5f0f\u306e\u7bc4\u56f2\u3001\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3001\u99c6\u52d5\u65b9\u5f0f\u3001\u6ce8\u8a18\uff08\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\uff09 | \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306eCSV |\n| \u90e8\u54c1\u540d\u306e\u8868 | \u90e8\u54c1\u306e\u533a\u5206\u3068\u3001\u6574\u5099\u5de5\u5834\u306e\u547c\u3073\u65b9\uff08\u300c\u30d1\u30c3\u30c9\u300d\u300c\u30d1\u30c3\u30c8\u300d\u300c\u30d6\u30ec\u30fc\u30ad\u30d1\u30c3\u30c9\u300d\uff09 | \u53d7\u6ce8\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n| \u5728\u5eab | \u54c1\u756a\u3054\u3068\u306e\u55b6\u696d\u6240\u5225\u306e\u5728\u5eab\u6570\u3001\u5165\u8377\u4e88\u5b9a | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e92\u63db\u8868\u306e\u300c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u300d\u306e\u5217\u3067\u3059\u3002** \u793e\u5916\u54c1\u3069\u3046\u3057\u306e\u4e92\u63db\u306f\u3001**\u540c\u3058\u7d14\u6b63\u54c1\u756a\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u304b\u3069\u3046\u304b**\u3067\u3064\u306a\u304e\u307e\u3059\u3002\u793e\u5916\u54c1\u306eA\u793e\u306e\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u305f\u3089\u3001A\u793e\u306e\u54c1\u304c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u3092\u5f15\u304d\u3001\u305d\u306e\u7d14\u6b63\u54c1\u756a\u306e\u4ee3\u308f\u308a\u306b\u306a\u308bB\u793e\u306e\u54c1\u3092\u63a2\u3057\u307e\u3059\u3002**\u7d14\u6b63\u54c1\u756a\u3092\u8ef8\u306b\u3059\u308b\u3068\u3001\u30e1\u30fc\u30ab\u30fc\u304c\u4f55\u793e\u5897\u3048\u3066\u3082\u8868\u306f1\u3064\u3067\u6e08\u307f\u307e\u3059\u3002**\n\n**\u90e8\u54c1\u540d\u306e\u8868\u306f\u3001\u54c1\u756a\u306e\u7121\u3044\u6ce8\u6587\u306e\u305f\u3081\u306b\u6301\u3061\u307e\u3059\u3002** \u6574\u5099\u5de5\u5834\u306e\u547c\u3073\u65b9\u3068\u90e8\u54c1\u306e\u533a\u5206\u3092\u5bfe\u5fdc\u3055\u305b\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u7d14\u6b63\u54c1\u756a\u304b\u3089\u4ee3\u308f\u308a\u306e\u54c1 | \u90e8\u54c1\u306e\u7d22\u5f15 | `oem_part_nos` \u306b `term`\uff08\u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\uff09 |\n| \u793e\u5916\u54c1\u756a\u304b\u3089\u4ee3\u308f\u308a\u306e\u54c1 | \u90e8\u54c1\u306e\u7d22\u5f15 | \u793e\u5916\u54c1\u306e\u54c1\u756a\u3067\u5f15\u3044\u305f `oem_part_nos` \u3092\u3082\u3046\u4e00\u5ea6 `terms` \u3067 |\n| \u578b\u5f0f\u304b\u3089\u5019\u88dc | \u90e8\u54c1\u306e\u7d22\u5f15 | `nested` \u306e `fitment` \u306b\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u90e8\u54c1\u306e\u533a\u5206\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u884c |\n| \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc | \u90e8\u54c1\u306e\u7d22\u5f15 | \u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\u306b `fuzzy`\uff08\u7de8\u96c6\u8ddd\u96e21\u3001\u5148\u982d5\u6587\u5b57\u306f\u56fa\u5b9a\uff09 |\n| \u5728\u5eab | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5019\u88dc\u306e\u54c1\u756a\u3054\u3068\u306b\u3001\u55b6\u696d\u6240\u5225\u306e\u5728\u5eab\u6570\u3068\u5165\u8377\u4e88\u5b9a |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u3068\u3001\u54c1\u756a\u304b\u3089\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPUT \/parts\n{\n \"settings\": { \"analysis\": {\n \"char_filter\": {\n \"partno_strip\": { \"type\": \"pattern_replace\",\n \"pattern\": \"[\\\\s\\\\-\uff0d\u2010\u30fc\u30fb\/]+\", \"replacement\": \"\" }\n },\n \"normalizer\": {\n \"partno_norm\": { \"type\": \"custom\", \"char_filter\": [\"partno_strip\"],\n \"filter\": [\"cjk_width\", \"uppercase\"] }\n }\n } },\n \"mappings\": { \"properties\": {\n \"part_no\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"part_no_raw\": { \"type\": \"keyword\" },\n \"brand\": { \"type\": \"keyword\" },\n \"category\": { \"type\": \"keyword\" },\n \"oem_part_nos\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"superseded_by\":{ \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"fitment\": { \"type\": \"nested\", \"properties\": {\n \"maker\": { \"type\": \"keyword\" },\n \"model_code\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"engine_code\":{ \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"year_from\": { \"type\": \"integer\" },\n \"year_to\": { \"type\": \"integer\" },\n \"note\": { \"type\": \"text\" }\n } }\n } }\n}\n\nPOST \/parts\/_search\n{ \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"oem_part_nos\": \"04465-12345\" } } ] } },\n \"_source\": [\"part_no_raw\", \"brand\", \"category\", \"oem_part_nos\", \"superseded_by\"] }\n```\n\n**`pattern_replace` \u306f\u5206\u304b\u3061\u66f8\u304d\u306e\u524d\u306b\u6587\u5b57\u3092\u7f6e\u304d\u63db\u3048\u308b\u30d5\u30a3\u30eb\u30bf\u3067\u3001\u7a7a\u767d\u3084\u30cf\u30a4\u30d5\u30f3\u3092\u6d88\u3059\u306e\u306b\u4f7f\u3048\u307e\u3059\u3002** \u516c\u5f0f\u306e\u4f8b\u3067\u3082\u3001\u96fb\u8a71\u756a\u53f7\u306e\u7a7a\u767d\u30fb\u62ec\u5f27\u30fb\u30cf\u30a4\u30d5\u30f3\u3092\u53d6\u308a\u9664\u3044\u3066\u3044\u307e\u3059\u3002**`cjk_width` \u306f\u5168\u89d2\u306e\u82f1\u6570\u5b57\u3092\u534a\u89d2\u306b\u3059\u308b**\u306e\u3067\u3001\u5168\u89d2\u3067\u6253\u305f\u308c\u305f\u54c1\u756a\u3082\u540c\u3058\u5f62\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u305f\u3060\u3057 `pattern_replace` \u306f `cjk_width` \u3088\u308a\u5148\u306b\u52d5\u304d\u307e\u3059\u3002** \u5168\u89d2\u306e\u30cf\u30a4\u30d5\u30f3\u3084\u7a7a\u767d\u306f\u534a\u89d2\u306b\u306a\u308b\u524d\u306b\u6d88\u3059\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001**\u6b63\u898f\u8868\u73fe\u306b\u5168\u89d2\u306e\u8a18\u53f7\u3082\u5165\u308c\u3066\u304a\u304d\u307e\u3059\u3002**\n\n\u578b\u5f0f\u304b\u3089\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/parts\/_search\n{ \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"category\": \"brake_pad_front\" } },\n { \"nested\": { \"path\": \"fitment\",\n \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"fitment.model_code\": \"ABC-XY10\" } },\n { \"range\": { \"fitment.year_from\": { \"lte\": 2019 } } },\n { \"range\": { \"fitment.year_to\": { \"gte\": 2019 } } } ] } },\n \"inner_hits\": { \"_source\": [\"fitment.model_code\", \"fitment.engine_code\",\n \"fitment.year_from\", \"fitment.year_to\", \"fitment.note\"] } } }\n] } } }\n```\n\n**`inner_hits` \u3092\u4ed8\u3051\u308b\u306e\u306f\u3001\u3069\u306e\u9069\u5408\u306e\u884c\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u753b\u9762\u306b\u51fa\u3059\u305f\u3081\u3067\u3059\u3002** nested \u306e\u691c\u7d22\u306f\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3059\u3060\u3051\u306a\u306e\u3067\u3001\u4f55\u3082\u4ed8\u3051\u306a\u3044\u3068\u6ce8\u8a18\u304c\u3069\u306e\u884c\u306e\u3082\u306e\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u53d7\u6ce8\u62c5\u5f53\u304c\u8aad\u3080\u306e\u306f\u3001\u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\u3060\u3051\u3067\u3059\u3002**","preprocessing":"1. **\u54c1\u756a\u3092\u6b63\u898f\u5316\u3059\u308b** \u2026 \u7d22\u5f15\u3067\u306f normalizer \u304c\u305d\u308d\u3048\u307e\u3059\u304c\u3001Lambda \u306e\u5074\u3067\u3082\u540c\u3058\u898f\u5247\u3067\u6b63\u898f\u5316\u3057\u305f\u5024\u3092\u4f5c\u308a\u3001\u753b\u9762\u306e\u8868\u793a\u3068\u30ed\u30b0\u306b\u4f7f\u3044\u307e\u3059\n2. **\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3059** \u2026 \u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\u3068\u306f\u5225\u306b `part_no_raw` \u306b\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3057\u307e\u3059\u3002**\u6574\u5099\u5de5\u5834\u306b\u8fd4\u3059\u3068\u304d\u306f\u5143\u306e\u8868\u8a18\u3067\u66f8\u304d\u307e\u3059**\n3. **\u9069\u5408\u8868\u30921\u884c\u305a\u3064\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3059\u308b** \u2026 \u300c2017\u301c2021\u5e74\u3001\u578b\u5f0fA\u30fbB\u300d\u306e\u3088\u3046\u306b1\u884c\u306b\u8907\u6570\u306e\u578b\u5f0f\u304c\u66f8\u304b\u308c\u305f\u8868\u306f\u3001\u578b\u5f0f\u3054\u3068\u306e\u884c\u306b\u5206\u3051\u307e\u3059\n4. **\u5e74\u5f0f\u3092\u6570\u5024\u306b\u3059\u308b** \u2026 \u300cH29.6\u301c\u300d\u300c2017\/06\u301c\u300d\u3092\u897f\u66a6\u306e\u5e74\u6708\u306e\u6570\u5024\u306b\u305d\u308d\u3048\u3001\u300c\u301c\u73fe\u5728\u300d\u306f\u7d42\u308f\u308a\u3092\u7a7a\u3051\u305a\u306b\u5f53\u5e74\u306b\u3057\u307e\u3059\n5. **\u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\u3092\u3064\u306a\u3050** \u2026 \u65e7\u54c1\u756a\u306b\u306f `superseded_by` \u306b\u65b0\u54c1\u756a\u3092\u5165\u308c\u3001\u65e7\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u3066\u3082\u65b0\u54c1\u756a\u306b\u884c\u304d\u7740\u304f\u3088\u3046\u306b\u3057\u307e\u3059\n6. **\u6ce8\u6587\u306e\u6587\u9762\u3092\u53d6\u308a\u51fa\u3059** \u2026 Claude \u3067\u54c1\u756a\u30fb\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u90e8\u54c1\u540d\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\uff08\u6b21\u306e\u9805\uff09\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** 1\u884c\u306b\u578b\u5f0f\u3092\u4e26\u3079\u305f\u307e\u307e\u5165\u308c\u308b\u3068\u3001nested \u306b\u3057\u3066\u3082\u3001\u305d\u306e\u884c\u306e\u4e2d\u3067\u578b\u5f0f\u3068\u5e74\u5f0f\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u5d29\u308c\u307e\u3059\u3002**nested \u306f\u300c\u884c\u300d\u3092\u5b88\u308b\u4ed5\u7d44\u307f\u3067\u3001\u884c\u306e\u4f5c\u308a\u65b9\u306f\u53d6\u308a\u8fbc\u307f\u306e\u5074\u306e\u4ed5\u4e8b\u3067\u3059\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u6750\u6599\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u5728\u5eab\u3092\u5f15\u304f\u306e\u3082\u3001\u4e92\u63db\u3092\u6c7a\u3081\u308b\u306e\u3082\u3001\u8868\u3068\u691c\u7d22\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6587\u9762\u304b\u3089\u54c1\u756a\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059\uff08\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\uff09 | \u54c1\u756a\u306e\u88dc\u6b63\u3001\u6841\u306e\u88dc\u3044 |\n| \u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u5e74\u5f0f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u8eca\u7a2e\u304b\u3089\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u90e8\u54c1\u540d\u3092\u90e8\u54c1\u540d\u306e\u8868\u306e\u533a\u5206\u306b\u5f53\u3066\u308b | \u8868\u306b\u7121\u3044\u533a\u5206\u3092\u4f5c\u308b\u3053\u3068 |\n| \u53d6\u308a\u4ed8\u3051\u306e\u4f4d\u7f6e\uff08\u524d\u30fb\u5f8c\u3001\u5de6\u30fb\u53f3\uff09\u3068\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4f4d\u7f6e\u3092\u6c7a\u3081\u308b\u3053\u3068 |\n| \u6587\u9762\u306b\u3042\u3063\u3066\u63a2\u3059\u306e\u306b\u8db3\u308a\u306a\u3044\u60c5\u5831\u3092\u6319\u3052\u308b | \u4e92\u63db\u30fb\u9069\u5408\u306e\u5224\u65ad |\n\n**\u54c1\u756a\u3092\u88dc\u6b63\u3055\u305b\u306a\u3044\u306e\u306f\u3001\u6b63\u898f\u5316\u306e\u898f\u5247\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** AI\u304c\u300c0446512345\u300d\u3092\u300c04465-12345\u300d\u3068\u76f4\u3059\u3068\u3001\u76f4\u3057\u65b9\u304c\u898f\u5247\u3068\u98df\u3044\u9055\u3063\u305f\u3068\u304d\u306b\u8ffd\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u305d\u308d\u3048\u308b\u306e\u306f normalizer \u3068 Lambda \u306e\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n**\u300c\u8eca\u7a2e\u304b\u3089\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u8eca\u7a2e\u306e\u540d\u524d\u304c\u540c\u3058\u3067\u3082\u3001\u578b\u5f0f\u304c\u9055\u3048\u3070\u9069\u5408\u304c\u9055\u3044\u307e\u3059\u3002**\u578b\u5f0f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u578b\u5f0f\u3092\u6574\u5099\u5de5\u5834\u306b\u805e\u304f\u3053\u3068\u3092 `missing_info` \u306b\u5165\u308c\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u81ea\u52d5\u8eca\u90e8\u54c1\u306e\u5378\u306e\u53d7\u6ce8\u62c5\u5f53\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u6574\u5099\u5de5\u5834\u304b\u3089\u306e\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u3001\u90e8\u54c1\u3092\u63a2\u3059\u305f\u3081\u306e\u6750\u6599\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u6587\u9762\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- part_numbers: \u6587\u9762\u306b\u3042\u308b\u54c1\u756a\u3092\u3001\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\u3002\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\n- vehicle: \u8eca\u7a2e\u3001\u578b\u5f0f\u3001\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3001\u5e74\u5f0f\uff08\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\uff09\n- category: \u90e8\u54c1\u540d\u3092\u3010\u90e8\u54c1\u540d\u306e\u8868\u3011\u306e\u533a\u5206\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u5f53\u3066\u3089\u308c\u306a\u3051\u308c\u3070 \"unknown\"\n- position: \u524d\u30fb\u5f8c\u3001\u5de6\u30fb\u53f3\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 \"unspecified\"\n- quantity: \u6570\u91cf\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u54c1\u756a\u306e\u6841\u3092\u88dc\u3046\u3001\u30cf\u30a4\u30d5\u30f3\u3092\u8db3\u3059\u30fb\u6d88\u3059\u3001\u4f3c\u305f\u54c1\u756a\u306b\u76f4\u3059\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8eca\u7a2e\u306e\u540d\u524d\u304b\u3089\u578b\u5f0f\u3084\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u578b\u5f0f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001vehicle.model_code \u3092\u7a7a\u306b\u3057\u3066 missing_info \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u5f0f\u304c\u548c\u66a6\u3067\u3082\u897f\u66a6\u3067\u3082\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u305d\u306e\u90e8\u54c1\u304c\u305d\u306e\u8eca\u306b\u4ed8\u304f\u304b\u3069\u3046\u304b\u3001\u4e92\u63db\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u54c1\u306e\u533a\u5206\u304c\u6587\u9762\u304b\u3089\u6c7a\u3081\u3089\u308c\u306a\u3044\u3068\u304d\u306f \"unknown\" \u306b\u3057\u3001\n missing_info \u306b\u300c\u90e8\u54c1\u306e\u533a\u5206\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6587\u9762\u306b\u8907\u6570\u306e\u8eca\u306e\u6ce8\u6587\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u8eca\u3054\u3068\u306b orders \u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u90e8\u54c1\u540d\u306e\u8868\u3011{category_table}\n\u3010\u6ce8\u6587\u306e\u6587\u9762\u3011{order_text}\n```\n\n**\u300c\u5e74\u5f0f\u3092\u63db\u7b97\u3057\u306a\u3044\u300d\u3082\u3001\u6b63\u898f\u5316\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** \u548c\u66a6\u304b\u3089\u897f\u66a6\u3078\u306e\u63db\u7b97\u306f\u524d\u51e6\u7406\u306e\u898f\u5247\u3067\u884c\u3044\u3001AI\u306e\u51fa\u529b\u306f\u6587\u9762\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002\n\n**\u300c\u8eca\u3054\u3068\u306b\u5206\u3051\u308b\u300d\u306f\u3001\u6574\u5099\u5de5\u5834\u306e\u6ce8\u6587\u306e\u66f8\u304d\u65b9\u306b\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002** 1\u901a\u306e\u30e1\u30fc\u30eb\u306b\u300cA\u8eca\u306e\u30d1\u30c3\u30c9\u3001B\u8eca\u306e\u30ef\u30a4\u30d1\u30fc\u300d\u3068\u66f8\u304b\u308c\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n \"orders\": [\n { \"part_numbers\": [\"\"],\n \"vehicle\": { \"maker\": \"\", \"model_name\": \"\", \"model_code\": \"\",\n \"engine_code\": \"\", \"year_as_written\": \"\" },\n \"category\": \"brake_pad_front | ... | unknown\",\n \"position\": \"front | rear | left | right | unspecified\",\n \"quantity\": null,\n \"missing_info\": [\"\"] }\n ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u63a2\u3057\u65b9\u3092\u6a5f\u68b0\u3067\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `part_numbers` \u304c\u3042\u308c\u3070\u4e92\u63db\u8868\u3001\u7121\u3051\u308c\u3070 `model_code` \u3068 `category` \u3067\u9069\u5408\u8868\u3001\u3069\u3061\u3089\u3082\u7121\u3051\u308c\u3070\u691c\u7d22\u3092\u305b\u305a\u306b `missing_info` \u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`category` \u3092\u8868\u306e\u533a\u5206\u306b\u9589\u3058\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u30b9\u30ad\u30fc\u30de\u306e `enum` \u306b\u533a\u5206\u3092\u4e26\u3079\u3001\u8868\u306b\u7121\u3044\u533a\u5206\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`missing_info` \u304c\u305d\u306e\u307e\u307e\u6574\u5099\u5de5\u5834\u3078\u306e\u8cea\u554f\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u578b\u5f0f\u300d\u300c\u53d6\u308a\u4ed8\u3051\u306e\u4f4d\u7f6e\u300d\u304c\u4e26\u3079\u3070\u3001\u53d7\u6ce8\u62c5\u5f53\u306f\u305d\u306e2\u3064\u3092\u96fb\u8a71\u3067\u805e\u304f\u3060\u3051\u3067\u3059\u3002\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u3068\u5728\u5eab\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u5019\u88dc\u306e\u54c1\u756a | \u5143\u306e\u8868\u8a18\uff08`part_no_raw`\uff09\u3068\u30d6\u30e9\u30f3\u30c9 |\n| \u5f53\u305f\u308a\u65b9 | \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\uff0f\u793e\u5916\u54c1\u756a\u304b\u3089\u7d14\u6b63\u54c1\u756a\u3092\u7d4c\u7531\uff0f\u578b\u5f0f\u306e\u9069\u5408\uff0f\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc |\n| \u9069\u5408\u306e\u884c | \u5f53\u305f\u3063\u305f\u884c\u306e\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f |\n| \u6ce8\u8a18 | \u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\uff08\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\uff09 |\n| \u5728\u5eab | \u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u6570\u3068\u5165\u8377\u4e88\u5b9a |\n| \u78ba\u304b\u3081\u308b\u3053\u3068 | `missing_info` \u3068\u6ce8\u8a18\u304b\u3089\u4f5c\u3063\u305f\u8cea\u554f |\n\n**\u300c\u5f53\u305f\u308a\u65b9\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u3068\u3001\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u3092\u3001\u540c\u3058\u91cd\u3055\u3067\u4e26\u3079\u306a\u3044\u305f\u3081\u3067\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u306e\u7f6e\u304d\u5834 | \u7f6e\u304b\u308c\u305f\u3053\u3068\u3067 Lambda \u304c\u52d5\u304f |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u90e8\u54c1\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 |\n| \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5728\u5eab\u306e\u7167\u4f1a\u306e\u53e3\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3068\u5165\u8377\u4e88\u5b9a |\n| \u53d7\u6ce8\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762\u306b\u300c\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u300d\u3092\u8db3\u3059 | \u6587\u9762\u306e\u8cbc\u308a\u4ed8\u3051\u3068\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u53d7\u6ce8\u306e\u78ba\u5b9a\u306f\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002** \u3053\u306e\u69cb\u6210\u304c\u5019\u88dc\u306e\u54c1\u756a\u3092\u53d7\u6ce8\u306b\u66f8\u304d\u8fbc\u3080\u3068\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u524d\u306b\u78ba\u5b9a\u3059\u308b\u7d4c\u8def\u304c\u3067\u304d\u307e\u3059\u3002","human_review":"1. **\u5f53\u305f\u308a\u65b9\u3092\u898b\u308b** \u2026 \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u304b\u3089\u5148\u306b\u898b\u307e\u3059\u3002**\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u306f\u3001\u6574\u5099\u5de5\u5834\u306b\u54c1\u756a\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u4f7f\u3044\u307e\u3059**\n2. **\u6ce8\u8a18\u3092\u8aad\u3080** \u2026 \u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\u306b\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\u306e\u6761\u4ef6\u304c\u3042\u308c\u3070\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u307e\u3059\n3. **\u5143\u306e\u8868\u8a18\u3067\u8fd4\u3059** \u2026 \u6574\u5099\u5de5\u5834\u3078\u306e\u8fd4\u4e8b\u306f\u3001\u5143\u306e\u8868\u8a18\u306e\u54c1\u756a\u3068\u30d6\u30e9\u30f3\u30c9\u3067\u66f8\u304d\u307e\u3059\n4. **\u5916\u308c\u3092\u8a18\u9332\u3059\u308b** \u2026 \u6574\u5099\u5de5\u5834\u304b\u3089\u300c\u4ed8\u304b\u306a\u304b\u3063\u305f\u300d\u3068\u8fd4\u3063\u3066\u304d\u305f\u3089\u3001\u305d\u306e\u54c1\u756a\u3068\u578b\u5f0f\u3092\u8a18\u9332\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001\u4e92\u63db\u8868\u306e\u8aa4\u308a\u3092\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u4f1d\u3048\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u4e92\u63db\u8868\u306f\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u30c7\u30fc\u30bf\u3067\u3001\u5378\u306e\u5074\u3067\u76f4\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u756a\u3082\u578b\u5f0f\u3082\u7121\u3044\u6ce8\u6587 | \u691c\u7d22\u3092\u305b\u305a\u3001`missing_info` \u3092\u753b\u9762\u306b\u51fa\u3057\u3066\u6574\u5099\u5de5\u5834\u306b\u805e\u304f |\n| \u54c1\u756a\u304c\u4e92\u63db\u8868\u306b\u7121\u3044 | \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u3092\u51fa\u3057\u3001**\u300c\u5019\u88dc\u300d\u3068\u660e\u793a\u3057\u3066\u54c1\u756a\u3092\u78ba\u304b\u3081\u308b** |\n| \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u304c\u591a\u3059\u304e\u308b | \u5148\u982d\u306e\u56fa\u5b9a\u306e\u6587\u5b57\u6570\u3092\u5897\u3084\u3057\u3001\u305d\u308c\u3067\u3082\u591a\u3051\u308c\u3070\u5019\u88dc\u3092\u51fa\u3055\u306a\u3044 |\n| \u65e7\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u305f | `superseded_by` \u306e\u65b0\u54c1\u756a\u3067\u63a2\u3057\u76f4\u3057\u3001\u65e7\u54c1\u756a\u304b\u3089\u5207\u308a\u66ff\u308f\u3063\u305f\u3053\u3068\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u9069\u5408\u306e\u884c\u306f\u5f53\u305f\u308b\u304c\u6ce8\u8a18\u306b\u6761\u4ef6\u304c\u3042\u308b | \u5019\u88dc\u306b\u51fa\u3057\u305f\u3046\u3048\u3067\u3001\u300c\u78ba\u304b\u3081\u308b\u3053\u3068\u300d\u306b\u6ce8\u8a18\u3092\u5165\u308c\u308b |\n| \u5728\u5eab\u306e\u7167\u4f1a\u306b\u7b54\u3048\u304c\u7121\u3044 | \u5019\u88dc\u306f\u51fa\u3057\u3001\u5728\u5eab\u306e\u6b04\u3092\u300c\u7167\u4f1a\u3067\u304d\u305a\u300d\u306b\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u6587\u9762\u3092\u53d7\u6ce8\u62c5\u5f53\u304c\u8aad\u307f\u3001\u54c1\u756a\u3092\u624b\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3067\u540c\u3058\u54c1\u756a\u306e\u5185\u5bb9\u304c\u98df\u3044\u9055\u3046 | \u4e21\u65b9\u3092\u4e26\u3079\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u4e00\u89a7\u306b\u5165\u308c\u308b |\n\n**\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u306f\u3001\u7de8\u96c6\u8ddd\u96e2\u30921\u306b\u7d5e\u308a\u307e\u3059\u3002** fuzzy \u306e\u691c\u7d22\u306f\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u3066\u63a2\u3059\u3082\u306e\u3067\u3001\u65e2\u5b9a\u306e\u5e83\u3052\u308b\u6570\u306f50\u3001**\u5148\u982d\u306e\u6587\u5b57\u6570\u3092\u56fa\u5b9a\u3057\u306a\u3044\u3068\u5e83\u3052\u308b\u6570\u304c\u5897\u3048\u3066\u91cd\u304f\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u54c1\u756a\u306f\u5148\u982d\u304c\u30e1\u30fc\u30ab\u30fc\u3068\u90e8\u54c1\u306e\u533a\u5206\u3092\u8868\u3059\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u5148\u982d\u3092\u56fa\u5b9a\u3057\u307e\u3059\u3002","log_storage":"- \u63a2\u3059\u305f\u3073\u306e\u3001\u6ce8\u6587\u306e\u6587\u9762\u3001\u53d6\u308a\u51fa\u3057\u305f JSON\u3001\u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\n- \u5f53\u305f\u3063\u305f\u5019\u88dc\u3068\u5f53\u305f\u308a\u65b9\u3001\u5f53\u305f\u3063\u305f\u9069\u5408\u306e\u884c\n- \u53d7\u6ce8\u62c5\u5f53\u304c\u9078\u3093\u3060\u5019\u88dc\u3068\u3001\u9078\u3070\u306a\u304b\u3063\u305f\u5019\u88dc\n- \u6574\u5099\u5de5\u5834\u304b\u3089\u300c\u4ed8\u304b\u306a\u304b\u3063\u305f\u300d\u3068\u8fd4\u3063\u3066\u304d\u305f\u54c1\u756a\u3068\u578b\u5f0f\n- \u53d6\u308a\u8fbc\u3093\u3060\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306e\u7248\uff08\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u65e5\uff09\n\n**\u4e92\u63db\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u3069\u306e\u8868\u3067\u63a2\u3057\u305f\u304b\u3092\u793a\u3059\u305f\u3081\u3067\u3059\u3002** \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3068\u304d\u306b\u3001**\u3044\u3064\u53d7\u3051\u53d6\u3063\u305f\u8868\u306e\u3069\u306e\u884c\u3067\u5f53\u305f\u3063\u305f\u304b**\u304c\u8981\u308a\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":600,"assumption_workdays":22,"volume_month":600,"before_minutes_per_case":9,"after_minutes_per_case":3,"hourly_cost":3000,"before_hours_month":90,"after_hours_month":30,"saved_hours_month":60,"reduction_rate":67,"saved_hours_year":720,"annual_cost_effect":2160000,"summary":"\u6574\u5099\u5de5\u5834\u304b\u3089\u306e\u6ce8\u6587\u3067\u6307\u5b9a\u306e\u54c1\u756a\u304c\u6b20\u54c1\u3057\u3066\u3044\u308b\u3068\u304d\u3001\u54c1\u756a\u304c\u7121\u304f\u8eca\u7a2e\u3068\u578b\u5f0f\u3060\u3051\u306e\u3068\u304d\u306b\u3001\u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u305f\u3046\u3048\u3067\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u304b\u3089\u4ee3\u308f\u308a\u306b\u4f7f\u3048\u308b\u54c1\u3092\u63a2\u3057\u3001\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3068\u9069\u5408\u306e\u6ce8\u8a18\u3092\u6dfb\u3048\u3066\u53d7\u6ce8\u62c5\u5f53\u306b\u793a\u3057\u307e\u3059\u3002","before_flow":"1. \u30e1\u30fc\u30eb\u30fb\u96fb\u8a71\u30fbFAX\u3067\u6ce8\u6587\u3092\u53d7\u3051\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u54c1\u756a\u3092\u5f15\u304f\n2. \u6b20\u54c1\u304b\u3001\u54c1\u756a\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u306eCSV\u3092\u958b\u3044\u3066\u54c1\u756a\u3067\u63a2\u3059\n3. \u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u3001\u30cf\u30a4\u30d5\u30f3\u3084\u7a7a\u767d\u3092\u629c\u3044\u305f\u5f62\u3001\u672b\u5c3e\u306e\u679d\u756a\u3092\u5916\u3057\u305f\u5f62\u3067\u63a2\u3057\u76f4\u3059\n4. \u54c1\u756a\u304c\u7121\u3044\u6ce8\u6587\u306f\u3001\u8eca\u7a2e\u3068\u578b\u5f0f\u304b\u3089\u30ab\u30bf\u30ed\u30b0\u306e\u9069\u5408\u8868\u3092\u5f15\u304d\u3001\u90e8\u54c1\u540d\u3067\u7d5e\u308b\n5. \u5019\u88dc\u306e\u54c1\u756a\u3092\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u5f15\u304d\u3001\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3092\u898b\u308b\n6. \u9069\u5408\u306e\u6ce8\u8a18\uff08\u5e74\u5f0f\u306e\u7bc4\u56f2\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u88c5\u5099\u306e\u6709\u7121\uff09\u3092\u8aad\u307f\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u66f8\u304d\u51fa\u3059\n7. \u6574\u5099\u5de5\u5834\u306b\u96fb\u8a71\u304b\u30e1\u30fc\u30eb\u3067\u3001\u4ee3\u308f\u308a\u306e\u54c1\u3068\u78ba\u304b\u3081\u305f\u3044\u3053\u3068\u3092\u4f1d\u3048\u308b\n\n**\uff08a\uff09\u54c1\u756a\u306e\u66f8\u304d\u65b9\u3067\u5f53\u305f\u3089\u306a\u3044\u3002** 3\u756a\u76ee\u304c\u6642\u9593\u3092\u98df\u3044\u307e\u3059\u3002**\u30cf\u30a4\u30d5\u30f3\u306e\u4f4d\u7f6e\u3001\u7a7a\u767d\u3001\u5168\u89d2\u3068\u534a\u89d2\u3001\u82f1\u5b57\u306e\u5927\u6587\u5b57\u3068\u5c0f\u6587\u5b57**\u3067\u3001\u540c\u3058\u54c1\u756a\u304c\u5225\u306e\u6587\u5b57\u5217\u306b\u306a\u308a\u307e\u3059\u3002\u4e92\u63db\u8868\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u66f8\u304d\u65b9\u304c\u9055\u3044\u307e\u3059\u3002\n\n**\uff08b\uff09\u9069\u5408\u8868\u306e\u884c\u3092\u307e\u305f\u3044\u3067\u8aad\u307f\u9055\u3048\u308b\u3002** \u9069\u5408\u8868\u306f\u300c\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u6ce8\u8a18\u300d\u304c1\u884c\u3067\u3059\u3002**\u8868\u3092\u76ee\u3067\u8ffd\u3046\u3068\u3001\u578b\u5f0f\u306e\u884c\u3068\u5e74\u5f0f\u306e\u884c\u3092\u53d6\u308a\u9055\u3048\u307e\u3059\u3002** \u53d6\u308a\u4ed8\u3051\u3089\u308c\u306a\u3044\u54c1\u3092\u9001\u308b\u3068\u3001\u8fd4\u54c1\u3068\u518d\u914d\u9001\u3067\u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u304c\u534a\u65e5\u6b62\u307e\u308a\u307e\u3059\u3002\n\n**\uff08c\uff09\u4e92\u63db\u3092\u63a2\u305b\u308b\u4eba\u304c\u9650\u3089\u308c\u308b\u3002** \u300c\u3053\u306e\u30e1\u30fc\u30ab\u30fc\u306e\u54c1\u756a\u306f\u3001\u7d14\u6b63\u306e\u672b\u5c3e2\u6841\u3092\u5909\u3048\u305f\u4ed8\u3051\u65b9\u300d\u3068\u77e5\u3063\u3066\u3044\u308b\u53d7\u6ce8\u62c5\u5f53\u306f\u3001\u63a2\u3059\u306e\u304c\u901f\u3044\u3002**\u305d\u306e\u4eba\u304c\u3044\u306a\u3044\u55b6\u696d\u6240\u3067\u306f\u3001\u540c\u3058\u6ce8\u6587\u306b\u500d\u306e\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u63a2\u3057\u3066\u3044\u308b\u9593\u306b\u6ce8\u6587\u304c\u9003\u3052\u308b\u3002** 1\u4ef6\u306b10\u5206\u8fd1\u304f\u304b\u304b\u308b\u3068\u3001\u305d\u306e\u9593\u306b\u6574\u5099\u5de5\u5834\u306f\u4ed6\u793e\u306b\u96fb\u8a71\u3057\u307e\u3059\u3002","before_flow_steps":["\u30e1\u30fc\u30eb\u30fb\u96fb\u8a71\u30fbFAX\u3067\u6ce8\u6587\u3092\u53d7\u3051\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u54c1\u756a\u3092\u5f15\u304f","\u6b20\u54c1\u304b\u3001\u54c1\u756a\u304c\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u306eCSV\u3092\u958b\u3044\u3066\u54c1\u756a\u3067\u63a2\u3059","\u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u3001\u30cf\u30a4\u30d5\u30f3\u3084\u7a7a\u767d\u3092\u629c\u3044\u305f\u5f62\u3001\u672b\u5c3e\u306e\u679d\u756a\u3092\u5916\u3057\u305f\u5f62\u3067\u63a2\u3057\u76f4\u3059","\u54c1\u756a\u304c\u7121\u3044\u6ce8\u6587\u306f\u3001\u8eca\u7a2e\u3068\u578b\u5f0f\u304b\u3089\u30ab\u30bf\u30ed\u30b0\u306e\u9069\u5408\u8868\u3092\u5f15\u304d\u3001\u90e8\u54c1\u540d\u3067\u7d5e\u308b","\u5019\u88dc\u306e\u54c1\u756a\u3092\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3067\u5f15\u304d\u3001\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3092\u898b\u308b","\u9069\u5408\u306e\u6ce8\u8a18\uff08\u5e74\u5f0f\u306e\u7bc4\u56f2\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u88c5\u5099\u306e\u6709\u7121\uff09\u3092\u8aad\u307f\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u66f8\u304d\u51fa\u3059","\u6574\u5099\u5de5\u5834\u306b\u96fb\u8a71\u304b\u30e1\u30fc\u30eb\u3067\u3001\u4ee3\u308f\u308a\u306e\u54c1\u3068\u78ba\u304b\u3081\u305f\u3044\u3053\u3068\u3092\u4f1d\u3048\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** \u6bce\u6669\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u3092\u53d6\u308a\u8fbc\u307f\u3001\u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b\n2. **\u3010\u4eba\u3011** \u53d7\u6ce8\u62c5\u5f53\u304c\u3001\u6ce8\u6587\u306e\u6587\u9762\uff08\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u96fb\u8a71\u306e\u30e1\u30e2\uff09\u3092\u53d7\u6ce8\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u300c\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059\n3. **\u3010\u81ea\u52d5\u3011** \u6587\u9762\u304b\u3089\u3001\u54c1\u756a\u30fb\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u90e8\u54c1\u540d\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059\n4. **\u3010\u81ea\u52d5\u3011** \u54c1\u756a\u304c\u3042\u308c\u3070\u4e92\u63db\u8868\u3067\u3001\u7121\u3051\u308c\u3070\u578b\u5f0f\u3068\u90e8\u54c1\u540d\u3067\u9069\u5408\u8868\u304b\u3089\u5019\u88dc\u3092\u63a2\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3092\u5f15\u304f\n6. **\u3010\u81ea\u52d5\u3011** \u9069\u5408\u306e\u6ce8\u8a18\u3068\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u3053\u3068\uff08\u5e74\u5f0f\u3001\u88c5\u5099\uff09\u3092\u4e26\u3079\u308b\n7. **\u3010\u4eba\u3011** \u53d7\u6ce8\u62c5\u5f53\u304c\u5019\u88dc\u3092\u9078\u3073\u3001\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6574\u5099\u5de5\u5834\u306b\u4f1d\u3048\u3066\u6ce8\u6587\u3092\u78ba\u5b9a\u3059\u308b\n\n**7\u756a\u76ee\u3092\u4eba\u304c\u884c\u3046\u306e\u306f\u3001\u53d6\u308a\u4ed8\u3051\u3089\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u6700\u5f8c\u306e\u624b\u9806\u3060\u304b\u3089\u3067\u3059\u3002** \u6ce8\u8a18\u306b\u300cABS\u4ed8\u304d\u8eca\u3092\u9664\u304f\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u305d\u306e\u8eca\u306b ABS \u304c\u4ed8\u3044\u3066\u3044\u308b\u304b\u3092\u77e5\u3063\u3066\u3044\u308b\u306e\u306f\u6574\u5099\u5de5\u5834\u3067\u3059\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u6bce\u6669\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u3092\u53d6\u308a\u8fbc\u307f\u3001\u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u53d7\u6ce8\u62c5\u5f53\u304c\u3001\u6ce8\u6587\u306e\u6587\u9762\uff08\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u96fb\u8a71\u306e\u30e1\u30e2\uff09\u3092\u53d7\u6ce8\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u300c\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059","**\u3010\u81ea\u52d5\u3011** \u6587\u9762\u304b\u3089\u3001\u54c1\u756a\u30fb\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u90e8\u54c1\u540d\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u54c1\u756a\u304c\u3042\u308c\u3070\u4e92\u63db\u8868\u3067\u3001\u7121\u3051\u308c\u3070\u578b\u5f0f\u3068\u90e8\u54c1\u540d\u3067\u9069\u5408\u8868\u304b\u3089\u5019\u88dc\u3092\u63a2\u3059","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3092\u5f15\u304f","**\u3010\u81ea\u52d5\u3011** \u9069\u5408\u306e\u6ce8\u8a18\u3068\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u3053\u3068\uff08\u5e74\u5f0f\u3001\u88c5\u5099\uff09\u3092\u4e26\u3079\u308b","**\u3010\u4eba\u3011** \u53d7\u6ce8\u62c5\u5f53\u304c\u5019\u88dc\u3092\u9078\u3073\u3001\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6574\u5099\u5de5\u5834\u306b\u4f1d\u3048\u3066\u6ce8\u6587\u3092\u78ba\u5b9a\u3059\u308b"],"architecture":"```\n\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u30fb\u9069\u5408\u8868\uff08CSV\uff09\n \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\nAWS Lambda \u2500\u2500 \u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b\u3001\u9069\u5408\u30921\u884c\u305a\u3064\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3059\u308b\n \u25bc\nAmazon OpenSearch Service\n \u2502 \u54c1\u756a\uff1akeyword \uff0b normalizer\uff08pattern_replace\u30fbcjk_width\u30fbuppercase\uff09\n \u2502 \u9069\u5408\uff1anested\uff08\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u6ce8\u8a18\uff09\n \u25bc\u3010\u4eba\u3011\u53d7\u6ce8\u306e\u753b\u9762\u3067\u300c\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u300d\nAWS Lambda\n \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u54c1\u756a\u30fb\u8eca\u4e21\u30fb\u90e8\u54c1\u540d\u3092\u53d6\u308a\u51fa\u3059\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u4e92\u63db\u8868\u3067\u63a2\u3059\uff0f\u9069\u5408\u8868\u3067\u63a2\u3059\uff0f\u54c1\u756a\u306e\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\n \u251c\u2500\u2500\u25b6 \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 \u2500\u2500 \u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\n \u25bc\n\u53d7\u6ce8\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u5019\u88dc\u3092\u9078\u3073\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u3066\u78ba\u5b9a\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08normalizer\u3001nested\u3001fuzzy\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude\uff08Amazon Bedrock \u306e Converse API\u3001\u69cb\u9020\u5316\u51fa\u529b\uff09 | Azure OpenAI\uff08Microsoft Foundry\uff09\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u53d7\u6ce8\u306e\u753b\u9762\u304b\u3089\u306e\u547c\u3073\u51fa\u3057\u3001\u5728\u5eab\u306e\u7167\u4f1a\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305fCSV\u306e\u539f\u672c\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u5728\u5eab\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u53d7\u6ce8\u306e\u78ba\u5b9a\u306f\u53d7\u6ce8\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002**\u5728\u5eab\u306f\u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u63a2\u3059\u305f\u3073\u306b\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u554f\u3044\u5408\u308f\u305b\u307e\u3059\u3002** \u5728\u5eab\u306f1\u65e5\u306b\u4f55\u5ea6\u3082\u5909\u308f\u308a\u3001\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3067\u306f\u53e4\u304f\u306a\u308b\u304b\u3089\u3067\u3059\u3002\n\n**\u54c1\u756a\u306e\u8868\u8a18\u306f\u3001normalizer \u3067\u305d\u308d\u3048\u307e\u3059\u3002** normalizer \u306f1\u3064\u306e\u8a9e\u3060\u3051\u3092\u51fa\u3059\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3001`keyword` \u306e\u9805\u76ee\u306b\u4ed8\u3051\u308b\u3068\u3001**`term` \u306e\u691c\u7d22\u3067\u3082\u5165\u529b\u3068\u7d22\u5f15\u306e\u4e21\u65b9\u306b\u540c\u3058\u51e6\u7406\u304c\u304b\u304b\u308a\u307e\u3059\u3002** \u4f7f\u3048\u308b\u306e\u306f\u6587\u5b57\u5358\u4f4d\u306e\u51e6\u7406\u3060\u3051\u3067\u3001`pattern_replace` \u3068 `mapping` \u306e\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\u3001`cjk_width`\u30fb`lowercase`\u30fb`uppercase`\u30fb`trim` \u306a\u3069\u306e\u30d5\u30a3\u30eb\u30bf\u304c\u4f7f\u3048\u307e\u3059\u3002**\u8a00\u3044\u63db\u3048\u3084\u8a9e\u5e79\u306e\u51e6\u7406\u306f\u3067\u304d\u307e\u305b\u3093\u3002**\n\n**\u9069\u5408\u306f nested \u3067\u305d\u308d\u3048\u307e\u3059\u3002** \u7269\u306e\u914d\u5217\u3092\u666e\u901a\u306b\u5165\u308c\u308b\u3068\u3001\u5404\u9805\u76ee\u306e\u5024\u304c\u914d\u5217\u3054\u3068\u306b\u307e\u3068\u3081\u3066\u5e73\u3089\u306b\u6301\u305f\u308c\u3001**\u300c\u578b\u5f0f\u304cA\u3067\u3001\u304b\u3064\u5e74\u5f0f\u304c2019\u5e74\u300d\u3068\u3044\u3046\u6761\u4ef6\u304c\u3001\u5225\u3005\u306e\u884c\u306e\u5024\u3067\u6e80\u305f\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002** nested \u306b\u3059\u308b\u3068\u5404\u884c\u304c\u5225\u306e\u96a0\u308c\u305f\u6587\u66f8\u3068\u3057\u3066\u6301\u305f\u308c\u3001\u540c\u3058\u884c\u306e\u4e2d\u3067\u6761\u4ef6\u3092\u6e80\u305f\u3059\u3082\u306e\u3060\u3051\u304c\u5f53\u305f\u308a\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u53d7\u6ce8\u62c5\u5f53\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u304c S3 \u306b\u7f6e\u304b\u308c\u305f\u3053\u3068\u3067\u52d5\u304d\u307e\u3059\u3002**\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u66f4\u65b0\u306e\u983b\u5ea6\u304c\u9055\u3046\u306e\u3067\u3001\u7f6e\u304b\u308c\u305f\u30d5\u30a1\u30a4\u30eb\u3060\u3051\u3092\u5165\u308c\u76f4\u3057\u307e\u3059\u3002** \u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\uff08\u65e7\u54c1\u756a\u304b\u3089\u65b0\u54c1\u756a\u3078\u306e\u5909\u66f4\uff09\u304c\u5165\u3063\u305f\u8868\u306f\u3001\u65e7\u54c1\u756a\u3082\u6b8b\u3057\u305f\u307e\u307e\u65b0\u54c1\u756a\u3092\u8db3\u3057\u307e\u3059\u3002\n\n\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u6ce8\u62c5\u5f53\u304c\u6ce8\u6587\u306e\u6587\u9762\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u6b20\u54c1\u304c\u5206\u304b\u3063\u305f\u6642\u70b9\u3067\u62bc\u3059\u306e\u304c\u57fa\u672c\u3067\u3059\u304c\u3001\u54c1\u756a\u306e\u7121\u3044\u6ce8\u6587\u3067\u306f\u53d7\u3051\u305f\u6642\u70b9\u3067\u62bc\u3057\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u6ce8\u6587\u306e\u6587\u9762 | \u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u96fb\u8a71\u3092\u53d7\u3051\u306a\u304c\u3089\u6253\u3063\u305f\u30e1\u30e2\u3001FAX\u3092\u898b\u3066\u6253\u3061\u76f4\u3057\u305f\u3082\u306e | \u53d7\u6ce8\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u4e92\u63db\u8868 | \u793e\u5916\u54c1\u306e\u54c1\u756a\u3001\u30d6\u30e9\u30f3\u30c9\u3001\u305d\u306e\u54c1\u304c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u3001\u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\u306e\u5c65\u6b74 | \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306eCSV |\n| \u9069\u5408\u8868 | \u54c1\u756a\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u8eca\u7a2e\u3001\u578b\u5f0f\u3001\u5e74\u5f0f\u306e\u7bc4\u56f2\u3001\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3001\u99c6\u52d5\u65b9\u5f0f\u3001\u6ce8\u8a18\uff08\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\uff09 | \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306eCSV |\n| \u90e8\u54c1\u540d\u306e\u8868 | \u90e8\u54c1\u306e\u533a\u5206\u3068\u3001\u6574\u5099\u5de5\u5834\u306e\u547c\u3073\u65b9\uff08\u300c\u30d1\u30c3\u30c9\u300d\u300c\u30d1\u30c3\u30c8\u300d\u300c\u30d6\u30ec\u30fc\u30ad\u30d1\u30c3\u30c9\u300d\uff09 | \u53d7\u6ce8\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n| \u5728\u5eab | \u54c1\u756a\u3054\u3068\u306e\u55b6\u696d\u6240\u5225\u306e\u5728\u5eab\u6570\u3001\u5165\u8377\u4e88\u5b9a | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4e92\u63db\u8868\u306e\u300c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u300d\u306e\u5217\u3067\u3059\u3002** \u793e\u5916\u54c1\u3069\u3046\u3057\u306e\u4e92\u63db\u306f\u3001**\u540c\u3058\u7d14\u6b63\u54c1\u756a\u306e\u4ee3\u308f\u308a\u306b\u306a\u308b\u304b\u3069\u3046\u304b**\u3067\u3064\u306a\u304e\u307e\u3059\u3002\u793e\u5916\u54c1\u306eA\u793e\u306e\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u305f\u3089\u3001A\u793e\u306e\u54c1\u304c\u4ee3\u308f\u308a\u306b\u306a\u308b\u7d14\u6b63\u54c1\u756a\u3092\u5f15\u304d\u3001\u305d\u306e\u7d14\u6b63\u54c1\u756a\u306e\u4ee3\u308f\u308a\u306b\u306a\u308bB\u793e\u306e\u54c1\u3092\u63a2\u3057\u307e\u3059\u3002**\u7d14\u6b63\u54c1\u756a\u3092\u8ef8\u306b\u3059\u308b\u3068\u3001\u30e1\u30fc\u30ab\u30fc\u304c\u4f55\u793e\u5897\u3048\u3066\u3082\u8868\u306f1\u3064\u3067\u6e08\u307f\u307e\u3059\u3002**\n\n**\u90e8\u54c1\u540d\u306e\u8868\u306f\u3001\u54c1\u756a\u306e\u7121\u3044\u6ce8\u6587\u306e\u305f\u3081\u306b\u6301\u3061\u307e\u3059\u3002** \u6574\u5099\u5de5\u5834\u306e\u547c\u3073\u65b9\u3068\u90e8\u54c1\u306e\u533a\u5206\u3092\u5bfe\u5fdc\u3055\u305b\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| \u7d14\u6b63\u54c1\u756a\u304b\u3089\u4ee3\u308f\u308a\u306e\u54c1 | \u90e8\u54c1\u306e\u7d22\u5f15 | `oem_part_nos` \u306b `term`\uff08\u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\uff09 |\n| \u793e\u5916\u54c1\u756a\u304b\u3089\u4ee3\u308f\u308a\u306e\u54c1 | \u90e8\u54c1\u306e\u7d22\u5f15 | \u793e\u5916\u54c1\u306e\u54c1\u756a\u3067\u5f15\u3044\u305f `oem_part_nos` \u3092\u3082\u3046\u4e00\u5ea6 `terms` \u3067 |\n| \u578b\u5f0f\u304b\u3089\u5019\u88dc | \u90e8\u54c1\u306e\u7d22\u5f15 | `nested` \u306e `fitment` \u306b\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u90e8\u54c1\u306e\u533a\u5206\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u884c |\n| \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc | \u90e8\u54c1\u306e\u7d22\u5f15 | \u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\u306b `fuzzy`\uff08\u7de8\u96c6\u8ddd\u96e21\u3001\u5148\u982d5\u6587\u5b57\u306f\u56fa\u5b9a\uff09 |\n| \u5728\u5eab | \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5019\u88dc\u306e\u54c1\u756a\u3054\u3068\u306b\u3001\u55b6\u696d\u6240\u5225\u306e\u5728\u5eab\u6570\u3068\u5165\u8377\u4e88\u5b9a |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u3068\u3001\u54c1\u756a\u304b\u3089\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\n\n```json\nPUT \/parts\n{\n \"settings\": { \"analysis\": {\n \"char_filter\": {\n \"partno_strip\": { \"type\": \"pattern_replace\",\n \"pattern\": \"[\\\\s\\\\-\uff0d\u2010\u30fc\u30fb\/]+\", \"replacement\": \"\" }\n },\n \"normalizer\": {\n \"partno_norm\": { \"type\": \"custom\", \"char_filter\": [\"partno_strip\"],\n \"filter\": [\"cjk_width\", \"uppercase\"] }\n }\n } },\n \"mappings\": { \"properties\": {\n \"part_no\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"part_no_raw\": { \"type\": \"keyword\" },\n \"brand\": { \"type\": \"keyword\" },\n \"category\": { \"type\": \"keyword\" },\n \"oem_part_nos\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"superseded_by\":{ \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"fitment\": { \"type\": \"nested\", \"properties\": {\n \"maker\": { \"type\": \"keyword\" },\n \"model_code\": { \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"engine_code\":{ \"type\": \"keyword\", \"normalizer\": \"partno_norm\" },\n \"year_from\": { \"type\": \"integer\" },\n \"year_to\": { \"type\": \"integer\" },\n \"note\": { \"type\": \"text\" }\n } }\n } }\n}\n\nPOST \/parts\/_search\n{ \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"oem_part_nos\": \"04465-12345\" } } ] } },\n \"_source\": [\"part_no_raw\", \"brand\", \"category\", \"oem_part_nos\", \"superseded_by\"] }\n```\n\n**`pattern_replace` \u306f\u5206\u304b\u3061\u66f8\u304d\u306e\u524d\u306b\u6587\u5b57\u3092\u7f6e\u304d\u63db\u3048\u308b\u30d5\u30a3\u30eb\u30bf\u3067\u3001\u7a7a\u767d\u3084\u30cf\u30a4\u30d5\u30f3\u3092\u6d88\u3059\u306e\u306b\u4f7f\u3048\u307e\u3059\u3002** \u516c\u5f0f\u306e\u4f8b\u3067\u3082\u3001\u96fb\u8a71\u756a\u53f7\u306e\u7a7a\u767d\u30fb\u62ec\u5f27\u30fb\u30cf\u30a4\u30d5\u30f3\u3092\u53d6\u308a\u9664\u3044\u3066\u3044\u307e\u3059\u3002**`cjk_width` \u306f\u5168\u89d2\u306e\u82f1\u6570\u5b57\u3092\u534a\u89d2\u306b\u3059\u308b**\u306e\u3067\u3001\u5168\u89d2\u3067\u6253\u305f\u308c\u305f\u54c1\u756a\u3082\u540c\u3058\u5f62\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u305f\u3060\u3057 `pattern_replace` \u306f `cjk_width` \u3088\u308a\u5148\u306b\u52d5\u304d\u307e\u3059\u3002** \u5168\u89d2\u306e\u30cf\u30a4\u30d5\u30f3\u3084\u7a7a\u767d\u306f\u534a\u89d2\u306b\u306a\u308b\u524d\u306b\u6d88\u3059\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3001**\u6b63\u898f\u8868\u73fe\u306b\u5168\u89d2\u306e\u8a18\u53f7\u3082\u5165\u308c\u3066\u304a\u304d\u307e\u3059\u3002**\n\n\u578b\u5f0f\u304b\u3089\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/parts\/_search\n{ \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"category\": \"brake_pad_front\" } },\n { \"nested\": { \"path\": \"fitment\",\n \"query\": { \"bool\": { \"filter\": [\n { \"term\": { \"fitment.model_code\": \"ABC-XY10\" } },\n { \"range\": { \"fitment.year_from\": { \"lte\": 2019 } } },\n { \"range\": { \"fitment.year_to\": { \"gte\": 2019 } } } ] } },\n \"inner_hits\": { \"_source\": [\"fitment.model_code\", \"fitment.engine_code\",\n \"fitment.year_from\", \"fitment.year_to\", \"fitment.note\"] } } }\n] } } }\n```\n\n**`inner_hits` \u3092\u4ed8\u3051\u308b\u306e\u306f\u3001\u3069\u306e\u9069\u5408\u306e\u884c\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u753b\u9762\u306b\u51fa\u3059\u305f\u3081\u3067\u3059\u3002** nested \u306e\u691c\u7d22\u306f\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3059\u3060\u3051\u306a\u306e\u3067\u3001\u4f55\u3082\u4ed8\u3051\u306a\u3044\u3068\u6ce8\u8a18\u304c\u3069\u306e\u884c\u306e\u3082\u306e\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002**\u53d7\u6ce8\u62c5\u5f53\u304c\u8aad\u3080\u306e\u306f\u3001\u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\u3060\u3051\u3067\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u54c1\u756a\u3092\u6b63\u898f\u5316\u3059\u308b** \u2026 \u7d22\u5f15\u3067\u306f normalizer \u304c\u305d\u308d\u3048\u307e\u3059\u304c\u3001Lambda \u306e\u5074\u3067\u3082\u540c\u3058\u898f\u5247\u3067\u6b63\u898f\u5316\u3057\u305f\u5024\u3092\u4f5c\u308a\u3001\u753b\u9762\u306e\u8868\u793a\u3068\u30ed\u30b0\u306b\u4f7f\u3044\u307e\u3059\n2. **\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3059** \u2026 \u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\u3068\u306f\u5225\u306b `part_no_raw` \u306b\u5143\u306e\u8868\u8a18\u3092\u6b8b\u3057\u307e\u3059\u3002**\u6574\u5099\u5de5\u5834\u306b\u8fd4\u3059\u3068\u304d\u306f\u5143\u306e\u8868\u8a18\u3067\u66f8\u304d\u307e\u3059**\n3. **\u9069\u5408\u8868\u30921\u884c\u305a\u3064\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3059\u308b** \u2026 \u300c2017\u301c2021\u5e74\u3001\u578b\u5f0fA\u30fbB\u300d\u306e\u3088\u3046\u306b1\u884c\u306b\u8907\u6570\u306e\u578b\u5f0f\u304c\u66f8\u304b\u308c\u305f\u8868\u306f\u3001\u578b\u5f0f\u3054\u3068\u306e\u884c\u306b\u5206\u3051\u307e\u3059\n4. **\u5e74\u5f0f\u3092\u6570\u5024\u306b\u3059\u308b** \u2026 \u300cH29.6\u301c\u300d\u300c2017\/06\u301c\u300d\u3092\u897f\u66a6\u306e\u5e74\u6708\u306e\u6570\u5024\u306b\u305d\u308d\u3048\u3001\u300c\u301c\u73fe\u5728\u300d\u306f\u7d42\u308f\u308a\u3092\u7a7a\u3051\u305a\u306b\u5f53\u5e74\u306b\u3057\u307e\u3059\n5. **\u54c1\u756a\u306e\u5207\u308a\u66ff\u3048\u3092\u3064\u306a\u3050** \u2026 \u65e7\u54c1\u756a\u306b\u306f `superseded_by` \u306b\u65b0\u54c1\u756a\u3092\u5165\u308c\u3001\u65e7\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u3066\u3082\u65b0\u54c1\u756a\u306b\u884c\u304d\u7740\u304f\u3088\u3046\u306b\u3057\u307e\u3059\n6. **\u6ce8\u6587\u306e\u6587\u9762\u3092\u53d6\u308a\u51fa\u3059** \u2026 Claude \u3067\u54c1\u756a\u30fb\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u30fb\u90e8\u54c1\u540d\u30fb\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\uff08\u6b21\u306e\u9805\uff09\n\n**3\u756a\u76ee\u3092\u8efd\u304f\u898b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** 1\u884c\u306b\u578b\u5f0f\u3092\u4e26\u3079\u305f\u307e\u307e\u5165\u308c\u308b\u3068\u3001nested \u306b\u3057\u3066\u3082\u3001\u305d\u306e\u884c\u306e\u4e2d\u3067\u578b\u5f0f\u3068\u5e74\u5f0f\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u5d29\u308c\u307e\u3059\u3002**nested \u306f\u300c\u884c\u300d\u3092\u5b88\u308b\u4ed5\u7d44\u307f\u3067\u3001\u884c\u306e\u4f5c\u308a\u65b9\u306f\u53d6\u308a\u8fbc\u307f\u306e\u5074\u306e\u4ed5\u4e8b\u3067\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u63a2\u3059\u305f\u3081\u306e\u6750\u6599\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u5728\u5eab\u3092\u5f15\u304f\u306e\u3082\u3001\u4e92\u63db\u3092\u6c7a\u3081\u308b\u306e\u3082\u3001\u8868\u3068\u691c\u7d22\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u6587\u9762\u304b\u3089\u54c1\u756a\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059\uff08\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\uff09 | \u54c1\u756a\u306e\u88dc\u6b63\u3001\u6841\u306e\u88dc\u3044 |\n| \u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u30fb\u5e74\u5f0f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u8eca\u7a2e\u304b\u3089\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u90e8\u54c1\u540d\u3092\u90e8\u54c1\u540d\u306e\u8868\u306e\u533a\u5206\u306b\u5f53\u3066\u308b | \u8868\u306b\u7121\u3044\u533a\u5206\u3092\u4f5c\u308b\u3053\u3068 |\n| \u53d6\u308a\u4ed8\u3051\u306e\u4f4d\u7f6e\uff08\u524d\u30fb\u5f8c\u3001\u5de6\u30fb\u53f3\uff09\u3068\u6570\u91cf\u3092\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4f4d\u7f6e\u3092\u6c7a\u3081\u308b\u3053\u3068 |\n| \u6587\u9762\u306b\u3042\u3063\u3066\u63a2\u3059\u306e\u306b\u8db3\u308a\u306a\u3044\u60c5\u5831\u3092\u6319\u3052\u308b | \u4e92\u63db\u30fb\u9069\u5408\u306e\u5224\u65ad |\n\n**\u54c1\u756a\u3092\u88dc\u6b63\u3055\u305b\u306a\u3044\u306e\u306f\u3001\u6b63\u898f\u5316\u306e\u898f\u5247\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** AI\u304c\u300c0446512345\u300d\u3092\u300c04465-12345\u300d\u3068\u76f4\u3059\u3068\u3001\u76f4\u3057\u65b9\u304c\u898f\u5247\u3068\u98df\u3044\u9055\u3063\u305f\u3068\u304d\u306b\u8ffd\u3048\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u305d\u308d\u3048\u308b\u306e\u306f normalizer \u3068 Lambda \u306e\u898f\u5247\u3060\u3051\u3067\u3059\u3002**\n\n**\u300c\u8eca\u7a2e\u304b\u3089\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u8eca\u7a2e\u306e\u540d\u524d\u304c\u540c\u3058\u3067\u3082\u3001\u578b\u5f0f\u304c\u9055\u3048\u3070\u9069\u5408\u304c\u9055\u3044\u307e\u3059\u3002**\u578b\u5f0f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u578b\u5f0f\u3092\u6574\u5099\u5de5\u5834\u306b\u805e\u304f\u3053\u3068\u3092 `missing_info` \u306b\u5165\u308c\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u81ea\u52d5\u8eca\u90e8\u54c1\u306e\u5378\u306e\u53d7\u6ce8\u62c5\u5f53\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u6574\u5099\u5de5\u5834\u304b\u3089\u306e\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u3001\u90e8\u54c1\u3092\u63a2\u3059\u305f\u3081\u306e\u6750\u6599\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\u6587\u9762\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u63a8\u6e2c\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- part_numbers: \u6587\u9762\u306b\u3042\u308b\u54c1\u756a\u3092\u3001\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\u3002\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\n- vehicle: \u8eca\u7a2e\u3001\u578b\u5f0f\u3001\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3001\u5e74\u5f0f\uff08\u66f8\u304b\u308c\u305f\u8868\u8a18\u306e\u307e\u307e\uff09\n- category: \u90e8\u54c1\u540d\u3092\u3010\u90e8\u54c1\u540d\u306e\u8868\u3011\u306e\u533a\u5206\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u5f53\u3066\u3089\u308c\u306a\u3051\u308c\u3070 \"unknown\"\n- position: \u524d\u30fb\u5f8c\u3001\u5de6\u30fb\u53f3\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 \"unspecified\"\n- quantity: \u6570\u91cf\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 null\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u54c1\u756a\u306e\u6841\u3092\u88dc\u3046\u3001\u30cf\u30a4\u30d5\u30f3\u3092\u8db3\u3059\u30fb\u6d88\u3059\u3001\u4f3c\u305f\u54c1\u756a\u306b\u76f4\u3059\u3053\u3068\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u8eca\u7a2e\u306e\u540d\u524d\u304b\u3089\u578b\u5f0f\u3084\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n \u578b\u5f0f\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001vehicle.model_code \u3092\u7a7a\u306b\u3057\u3066 missing_info \u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u5e74\u5f0f\u304c\u548c\u66a6\u3067\u3082\u897f\u66a6\u3067\u3082\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63db\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u305d\u306e\u90e8\u54c1\u304c\u305d\u306e\u8eca\u306b\u4ed8\u304f\u304b\u3069\u3046\u304b\u3001\u4e92\u63db\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u306f\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u90e8\u54c1\u306e\u533a\u5206\u304c\u6587\u9762\u304b\u3089\u6c7a\u3081\u3089\u308c\u306a\u3044\u3068\u304d\u306f \"unknown\" \u306b\u3057\u3001\n missing_info \u306b\u300c\u90e8\u54c1\u306e\u533a\u5206\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6587\u9762\u306b\u8907\u6570\u306e\u8eca\u306e\u6ce8\u6587\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u8eca\u3054\u3068\u306b orders \u3092\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u90e8\u54c1\u540d\u306e\u8868\u3011{category_table}\n\u3010\u6ce8\u6587\u306e\u6587\u9762\u3011{order_text}\n```\n\n**\u300c\u5e74\u5f0f\u3092\u63db\u7b97\u3057\u306a\u3044\u300d\u3082\u3001\u6b63\u898f\u5316\u30921\u304b\u6240\u306b\u7f6e\u304f\u305f\u3081\u3067\u3059\u3002** \u548c\u66a6\u304b\u3089\u897f\u66a6\u3078\u306e\u63db\u7b97\u306f\u524d\u51e6\u7406\u306e\u898f\u5247\u3067\u884c\u3044\u3001AI\u306e\u51fa\u529b\u306f\u6587\u9762\u306e\u307e\u307e\u306b\u3057\u307e\u3059\u3002\n\n**\u300c\u8eca\u3054\u3068\u306b\u5206\u3051\u308b\u300d\u306f\u3001\u6574\u5099\u5de5\u5834\u306e\u6ce8\u6587\u306e\u66f8\u304d\u65b9\u306b\u5408\u308f\u305b\u3066\u3044\u307e\u3059\u3002** 1\u901a\u306e\u30e1\u30fc\u30eb\u306b\u300cA\u8eca\u306e\u30d1\u30c3\u30c9\u3001B\u8eca\u306e\u30ef\u30a4\u30d1\u30fc\u300d\u3068\u66f8\u304b\u308c\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n \"orders\": [\n { \"part_numbers\": [\"\"],\n \"vehicle\": { \"maker\": \"\", \"model_name\": \"\", \"model_code\": \"\",\n \"engine_code\": \"\", \"year_as_written\": \"\" },\n \"category\": \"brake_pad_front | ... | unknown\",\n \"position\": \"front | rear | left | right | unspecified\",\n \"quantity\": null,\n \"missing_info\": [\"\"] }\n ]\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001\u63a2\u3057\u65b9\u3092\u6a5f\u68b0\u3067\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** `part_numbers` \u304c\u3042\u308c\u3070\u4e92\u63db\u8868\u3001\u7121\u3051\u308c\u3070 `model_code` \u3068 `category` \u3067\u9069\u5408\u8868\u3001\u3069\u3061\u3089\u3082\u7121\u3051\u308c\u3070\u691c\u7d22\u3092\u305b\u305a\u306b `missing_info` \u3092\u753b\u9762\u306b\u51fa\u3057\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`category` \u3092\u8868\u306e\u533a\u5206\u306b\u9589\u3058\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u30b9\u30ad\u30fc\u30de\u306e `enum` \u306b\u533a\u5206\u3092\u4e26\u3079\u3001\u8868\u306b\u7121\u3044\u533a\u5206\u304c\u8fd4\u3089\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`missing_info` \u304c\u305d\u306e\u307e\u307e\u6574\u5099\u5de5\u5834\u3078\u306e\u8cea\u554f\u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** \u300c\u578b\u5f0f\u300d\u300c\u53d6\u308a\u4ed8\u3051\u306e\u4f4d\u7f6e\u300d\u304c\u4e26\u3079\u3070\u3001\u53d7\u6ce8\u62c5\u5f53\u306f\u305d\u306e2\u3064\u3092\u96fb\u8a71\u3067\u805e\u304f\u3060\u3051\u3067\u3059\u3002\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u3068\u5728\u5eab\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u5019\u88dc\u306e\u54c1\u756a | \u5143\u306e\u8868\u8a18\uff08`part_no_raw`\uff09\u3068\u30d6\u30e9\u30f3\u30c9 |\n| \u5f53\u305f\u308a\u65b9 | \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\uff0f\u793e\u5916\u54c1\u756a\u304b\u3089\u7d14\u6b63\u54c1\u756a\u3092\u7d4c\u7531\uff0f\u578b\u5f0f\u306e\u9069\u5408\uff0f\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc |\n| \u9069\u5408\u306e\u884c | \u5f53\u305f\u3063\u305f\u884c\u306e\u578b\u5f0f\u30fb\u5e74\u5f0f\u306e\u7bc4\u56f2\u30fb\u30a8\u30f3\u30b8\u30f3\u578b\u5f0f |\n| \u6ce8\u8a18 | \u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\uff08\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\uff09 |\n| \u5728\u5eab | \u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u6570\u3068\u5165\u8377\u4e88\u5b9a |\n| \u78ba\u304b\u3081\u308b\u3053\u3068 | `missing_info` \u3068\u6ce8\u8a18\u304b\u3089\u4f5c\u3063\u305f\u8cea\u554f |\n\n**\u300c\u5f53\u305f\u308a\u65b9\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u3068\u3001\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u3092\u3001\u540c\u3058\u91cd\u3055\u3067\u4e26\u3079\u306a\u3044\u305f\u3081\u3067\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| Amazon S3 | \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306eCSV\u306e\u7f6e\u304d\u5834 | \u7f6e\u304b\u308c\u305f\u3053\u3068\u3067 Lambda \u304c\u52d5\u304f |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u90e8\u54c1\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057 |\n| \u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0 | \u5728\u5eab\u306e\u7167\u4f1a\u306e\u53e3\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u55b6\u696d\u6240\u3054\u3068\u306e\u5728\u5eab\u3068\u5165\u8377\u4e88\u5b9a |\n| \u53d7\u6ce8\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762\u306b\u300c\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u300d\u3092\u8db3\u3059 | \u6587\u9762\u306e\u8cbc\u308a\u4ed8\u3051\u3068\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u53d7\u6ce8\u306e\u78ba\u5b9a\u306f\u3001\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306e\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002** \u3053\u306e\u69cb\u6210\u304c\u5019\u88dc\u306e\u54c1\u756a\u3092\u53d7\u6ce8\u306b\u66f8\u304d\u8fbc\u3080\u3068\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u308b\u524d\u306b\u78ba\u5b9a\u3059\u308b\u7d4c\u8def\u304c\u3067\u304d\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u5f53\u305f\u308a\u65b9\u3092\u898b\u308b** \u2026 \u7d14\u6b63\u54c1\u756a\u306e\u4e92\u63db\u3067\u5f53\u305f\u3063\u305f\u3082\u306e\u304b\u3089\u5148\u306b\u898b\u307e\u3059\u3002**\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u306f\u3001\u6574\u5099\u5de5\u5834\u306b\u54c1\u756a\u3092\u78ba\u304b\u3081\u3066\u304b\u3089\u4f7f\u3044\u307e\u3059**\n2. **\u6ce8\u8a18\u3092\u8aad\u3080** \u2026 \u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\u306b\u88c5\u5099\u30fb\u30b0\u30ec\u30fc\u30c9\u306e\u6761\u4ef6\u304c\u3042\u308c\u3070\u3001\u6574\u5099\u5de5\u5834\u306b\u78ba\u304b\u3081\u307e\u3059\n3. **\u5143\u306e\u8868\u8a18\u3067\u8fd4\u3059** \u2026 \u6574\u5099\u5de5\u5834\u3078\u306e\u8fd4\u4e8b\u306f\u3001\u5143\u306e\u8868\u8a18\u306e\u54c1\u756a\u3068\u30d6\u30e9\u30f3\u30c9\u3067\u66f8\u304d\u307e\u3059\n4. **\u5916\u308c\u3092\u8a18\u9332\u3059\u308b** \u2026 \u6574\u5099\u5de5\u5834\u304b\u3089\u300c\u4ed8\u304b\u306a\u304b\u3063\u305f\u300d\u3068\u8fd4\u3063\u3066\u304d\u305f\u3089\u3001\u305d\u306e\u54c1\u756a\u3068\u578b\u5f0f\u3092\u8a18\u9332\u3057\u307e\u3059\n\n**4\u756a\u76ee\u306f\u3001\u4e92\u63db\u8868\u306e\u8aa4\u308a\u3092\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u4f1d\u3048\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u4e92\u63db\u8868\u306f\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u30c7\u30fc\u30bf\u3067\u3001\u5378\u306e\u5074\u3067\u76f4\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u54c1\u756a\u3082\u578b\u5f0f\u3082\u7121\u3044\u6ce8\u6587 | \u691c\u7d22\u3092\u305b\u305a\u3001`missing_info` \u3092\u753b\u9762\u306b\u51fa\u3057\u3066\u6574\u5099\u5de5\u5834\u306b\u805e\u304f |\n| \u54c1\u756a\u304c\u4e92\u63db\u8868\u306b\u7121\u3044 | \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u3092\u51fa\u3057\u3001**\u300c\u5019\u88dc\u300d\u3068\u660e\u793a\u3057\u3066\u54c1\u756a\u3092\u78ba\u304b\u3081\u308b** |\n| \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u304c\u591a\u3059\u304e\u308b | \u5148\u982d\u306e\u56fa\u5b9a\u306e\u6587\u5b57\u6570\u3092\u5897\u3084\u3057\u3001\u305d\u308c\u3067\u3082\u591a\u3051\u308c\u3070\u5019\u88dc\u3092\u51fa\u3055\u306a\u3044 |\n| \u65e7\u54c1\u756a\u3067\u6ce8\u6587\u304c\u6765\u305f | `superseded_by` \u306e\u65b0\u54c1\u756a\u3067\u63a2\u3057\u76f4\u3057\u3001\u65e7\u54c1\u756a\u304b\u3089\u5207\u308a\u66ff\u308f\u3063\u305f\u3053\u3068\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u9069\u5408\u306e\u884c\u306f\u5f53\u305f\u308b\u304c\u6ce8\u8a18\u306b\u6761\u4ef6\u304c\u3042\u308b | \u5019\u88dc\u306b\u51fa\u3057\u305f\u3046\u3048\u3067\u3001\u300c\u78ba\u304b\u3081\u308b\u3053\u3068\u300d\u306b\u6ce8\u8a18\u3092\u5165\u308c\u308b |\n| \u5728\u5eab\u306e\u7167\u4f1a\u306b\u7b54\u3048\u304c\u7121\u3044 | \u5019\u88dc\u306f\u51fa\u3057\u3001\u5728\u5eab\u306e\u6b04\u3092\u300c\u7167\u4f1a\u3067\u304d\u305a\u300d\u306b\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u6587\u9762\u3092\u53d7\u6ce8\u62c5\u5f53\u304c\u8aad\u307f\u3001\u54c1\u756a\u3092\u624b\u3067\u5165\u308c\u3066\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3067\u540c\u3058\u54c1\u756a\u306e\u5185\u5bb9\u304c\u98df\u3044\u9055\u3046 | \u4e21\u65b9\u3092\u4e26\u3079\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u4e00\u89a7\u306b\u5165\u308c\u308b |\n\n**\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u306f\u3001\u7de8\u96c6\u8ddd\u96e2\u30921\u306b\u7d5e\u308a\u307e\u3059\u3002** fuzzy \u306e\u691c\u7d22\u306f\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u3066\u63a2\u3059\u3082\u306e\u3067\u3001\u65e2\u5b9a\u306e\u5e83\u3052\u308b\u6570\u306f50\u3001**\u5148\u982d\u306e\u6587\u5b57\u6570\u3092\u56fa\u5b9a\u3057\u306a\u3044\u3068\u5e83\u3052\u308b\u6570\u304c\u5897\u3048\u3066\u91cd\u304f\u306a\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u54c1\u756a\u306f\u5148\u982d\u304c\u30e1\u30fc\u30ab\u30fc\u3068\u90e8\u54c1\u306e\u533a\u5206\u3092\u8868\u3059\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001\u5148\u982d\u3092\u56fa\u5b9a\u3057\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u63a2\u3059\u305f\u3073\u306e\u3001\u6ce8\u6587\u306e\u6587\u9762\u3001\u53d6\u308a\u51fa\u3057\u305f JSON\u3001\u6b63\u898f\u5316\u3057\u305f\u54c1\u756a\n- \u5f53\u305f\u3063\u305f\u5019\u88dc\u3068\u5f53\u305f\u308a\u65b9\u3001\u5f53\u305f\u3063\u305f\u9069\u5408\u306e\u884c\n- \u53d7\u6ce8\u62c5\u5f53\u304c\u9078\u3093\u3060\u5019\u88dc\u3068\u3001\u9078\u3070\u306a\u304b\u3063\u305f\u5019\u88dc\n- \u6574\u5099\u5de5\u5834\u304b\u3089\u300c\u4ed8\u304b\u306a\u304b\u3063\u305f\u300d\u3068\u8fd4\u3063\u3066\u304d\u305f\u54c1\u756a\u3068\u578b\u5f0f\n- \u53d6\u308a\u8fbc\u3093\u3060\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306e\u7248\uff08\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306e\u53d7\u3051\u53d6\u308a\u65e5\uff09\n\n**\u4e92\u63db\u8868\u306e\u7248\u3092\u6b8b\u3059\u306e\u306f\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u3069\u306e\u8868\u3067\u63a2\u3057\u305f\u304b\u3092\u793a\u3059\u305f\u3081\u3067\u3059\u3002** \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u554f\u3044\u5408\u308f\u305b\u308b\u3068\u304d\u306b\u3001**\u3044\u3064\u53d7\u3051\u53d6\u3063\u305f\u8868\u306e\u3069\u306e\u884c\u3067\u5f53\u305f\u3063\u305f\u304b**\u304c\u8981\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u3001\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3057\u305f\u6ce8\u6587\u304b\u308950\u4ef6\u3092\u9078\u3076\uff08\u54c1\u756a\u3042\u308a\u30fb\u54c1\u756a\u306a\u3057\u3092\u534a\u5206\u305a\u3064\uff09\n2. \u53d7\u6ce8\u62c5\u5f53\u306b\u3001\u305d\u308c\u305e\u308c\u6700\u7d42\u7684\u306b\u3069\u306e\u54c1\u3092\u51fa\u3057\u305f\u304b\u3092\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3046\n3. \u4e92\u63db\u8868\u306eCSV\u306e\u54c1\u756a\u306e\u5217\u3092\u3001\u8868\u8a08\u7b97\u3067\u30cf\u30a4\u30d5\u30f3\u30fb\u7a7a\u767d\u3092\u6d88\u3057\u3001\u5168\u89d2\u3092\u534a\u89d2\u306b\u3001\u82f1\u5b57\u3092\u5927\u6587\u5b57\u306b\u3057\u305f\u5217\u3092\u8db3\u3059\n4. 50\u4ef6\u306e\u54c1\u756a\u3092\u540c\u3058\u898f\u5247\u3067\u76f4\u3057\u3001\u8db3\u3057\u305f\u5217\u3067\u5f15\u3044\u3066\u307f\u308b\n5. \u54c1\u756a\u306e\u7121\u304425\u4ef6\u306f\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u6587\u9762\u3092\u8cbc\u308a\u3001\u54c1\u756a\u30fb\u578b\u5f0f\u30fb\u90e8\u54c1\u540d\u3092\u53d6\u308a\u51fa\u3055\u305b\u3066\u6bd4\u3079\u308b\n\n**3\u756a\u76ee\u30684\u756a\u76ee\u3060\u3051\u3067\u3001\u52b9\u679c\u306e\u5927\u534a\u304c\u5206\u304b\u308a\u307e\u3059\u3002** \u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u308b\u3060\u3051\u3067\u5f53\u305f\u308b\u4ef6\u6570\u304c\u5897\u3048\u308c\u3070\u3001\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u306b\u9032\u3080\u7406\u7531\u306b\u306a\u308a\u307e\u3059\u3002**2\u756a\u76ee\u306e\u66f8\u304d\u51fa\u3057\u306f\u5fc5\u305a\u5148\u306b\u6e08\u307e\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u53d7\u6ce8\u62c5\u5f53\u304c\u5b9f\u969b\u306b\u51fa\u3057\u305f\u54c1\u304c\u7b54\u3048\u3067\u3001\u305d\u308c\u3068\u6bd4\u3079\u306a\u3044\u3068\u300c\u5f53\u305f\u3063\u305f\u300d\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u30025\u756a\u76ee\u3067\u306f\u3001AI\u304c\u54c1\u756a\u3092\u76f4\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u578b\u5f0f\u3092\u63a8\u3057\u91cf\u3063\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u8868\u8a18\u3092\u305d\u308d\u3048\u308b\u3068\u5f53\u305f\u308b\u4ef6\u6570\u304c\u5897\u3048\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u54c1\u756a\u306e\u7121\u3044\u6ce8\u6587\u3067\u3001\u578b\u5f0f\u304c\u53d6\u308a\u51fa\u305b\u306a\u3044 | \u6574\u5099\u5de5\u5834\u306e\u66f8\u304d\u65b9\u306e\u554f\u984c\u3002**\u578b\u5f0f\u3092\u66f8\u3044\u3066\u3082\u3089\u3046\u4f9d\u983c\u304c\u5148** |\n| \u4e92\u63db\u8868\u306b\u3001\u305d\u3082\u305d\u3082\u4ee3\u308f\u308a\u306e\u54c1\u304c\u7121\u3044 | **\u30c7\u30fc\u30bf\u306e\u5165\u624b\u304c\u5148\u3002** \u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306b\u4e92\u63db\u8868\u3092\u4f9d\u983c\u3059\u308b |","minimal_setup_short":"\u4e92\u63db\u8868\u306e\u54c1\u756a\u3092\u8868\u8a08\u7b97\u3067\u6b63\u898f\u5316\u3057\u3001\u305d\u308d\u3048\u305f\u5f62\u3067\u5f15\u304f \uff0f \u54c1\u756a\u306e\u8868\u8a18\u3086\u308c\u306e\u5438\u53ce","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3092\u5165\u308c\u3001\u54c1\u756a\u3068\u578b\u5f0f\u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308b \uff0f \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u6750\u6599\u3092\u53d6\u308a\u51fa\u3057\u3001\u5728\u5eab\u3068\u78ba\u304b\u3081\u308b\u3053\u3068\u307e\u3067\u4e00\u89a7\u306b\u3059\u308b \uff0f \u6587\u9762\u304b\u3089\u5019\u88dc\u3068\u5728\u5eab\u306e\u4e00\u89a7\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef69\u5206\u304c5\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8868\u3092\u5f15\u304d\u76f4\u3059\u6642\u9593\u306f\u6e1b\u308a\u307e\u3059\u304c\u3001\u6587\u9762\u304b\u3089\u54c1\u756a\u3068\u578b\u5f0f\u3092\u62fe\u3063\u3066\u6253\u3061\u8fbc\u3080\u4f5c\u696d\u3068\u3001\u5019\u88dc\u3054\u3068\u306b\u5728\u5eab\u3092\u898b\u308b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30673\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u753b\u9762\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001**\u3069\u306e\u30e1\u30fc\u30ab\u30fc\u306e\u8868\u3067\u5f53\u305f\u3089\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u304b\u3001\u3069\u306e\u578b\u5f0f\u306e\u66f8\u304d\u65b9\u3067\u5916\u308c\u308b\u304b**\u304c\u5148\u306b\u5206\u304b\u308a\u307e\u3059\u3002\u53d6\u308a\u8fbc\u307f\u306e\u898f\u5247\u3092\u76f4\u3057\u3066\u304b\u3089\u6587\u9762\u306e\u53d6\u308a\u51fa\u3057\u3092\u8db3\u3059\u307b\u3046\u304c\u3001\u53d6\u308a\u51fa\u3057\u306e\u8aa4\u308a\u3068\u8868\u306e\u8aa4\u308a\u3092\u5206\u3051\u3066\u898b\u3089\u308c\u307e\u3059\u3002\u4e21\u65b9\u3092\u4e00\u5ea6\u306b\u5165\u308c\u308b\u3068\u3001\u5916\u308c\u305f\u3068\u304d\u306b\u3069\u3061\u3089\u306e\u554f\u984c\u304b\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5168\u89d2\u306e\u30cf\u30a4\u30d5\u30f3\u304c\u6b8b\u3063\u3066\u5f53\u305f\u3089\u306a\u3044 | `pattern_replace` \u306f `cjk_width` \u3088\u308a\u5148\u306b\u52d5\u304f\u3002**\u6b63\u898f\u8868\u73fe\u306b\u5168\u89d2\u306e\u8a18\u53f7\u3092\u5165\u308c\u308b** |\n| normalizer \u3067\u8a00\u3044\u63db\u3048\u3092\u3057\u3088\u3046\u3068\u3057\u305f | normalizer \u306f\u6587\u5b57\u5358\u4f4d\u306e\u51e6\u7406\u3060\u3051\u3002**\u90e8\u54c1\u540d\u306e\u8a00\u3044\u63db\u3048\u306f text \u306e\u9805\u76ee\u3067\u5225\u306b\u6271\u3046** |\n| \u578b\u5f0f\u3068\u5e74\u5f0f\u304c\u5225\u306e\u884c\u3067\u5f53\u305f\u308b | \u9069\u5408\u3092 **nested** \u306b\u3059\u308b\u3002\u666e\u901a\u306e\u914d\u5217\u306f\u5024\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3089\u308c\u308b |\n| 1\u884c\u306b\u8907\u6570\u306e\u578b\u5f0f\u304c\u66f8\u304b\u308c\u305f\u8868 | \u53d6\u308a\u8fbc\u307f\u3067\u578b\u5f0f\u3054\u3068\u306e\u884c\u306b\u5206\u3051\u308b |\n| \u3069\u306e\u884c\u3067\u5f53\u305f\u3063\u305f\u304b\u5206\u304b\u3089\u306a\u3044 | **`inner_hits`** \u3092\u4ed8\u3051\u3066\u3001\u5f53\u305f\u3063\u305f\u884c\u306e\u6ce8\u8a18\u3092\u51fa\u3059 |\n| \u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u304c\u91cd\u3044\u30fb\u591a\u3044 | fuzzy \u306e\u7de8\u96c6\u8ddd\u96e2\u30921\u3001\u5148\u982d\u306e\u6587\u5b57\u6570\u3092\u56fa\u5b9a\u3059\u308b |\n| \u65e7\u54c1\u756a\u3067\u5f53\u305f\u3089\u306a\u3044 | `superseded_by` \u3067\u65b0\u54c1\u756a\u306b\u3064\u306a\u3050 |\n| AI\u304c\u54c1\u756a\u3092\u76f4\u3057\u3066\u3057\u307e\u3046 | \u300c\u8868\u8a18\u306e\u307e\u307e\u300d\u3092\u6307\u793a\u3057\u3001**\u6b63\u898f\u5316\u306f\u898f\u5247\u306e\u5074\u3060\u3051\u3067\u884c\u3046** |\n| \u5728\u5eab\u304c\u53e4\u3044 | \u7d22\u5f15\u306b\u5165\u308c\u305a\u3001\u63a2\u3059\u305f\u3073\u306b\u8ca9\u58f2\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u306b\u805e\u304f |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u54c1\u756a\u304c\u5f53\u305f\u3089\u306a\u3044\u5931\u6557\u306f\u76ee\u306b\u898b\u3048\u307e\u3059\u304c\u3001**\u578b\u5f0f\u3068\u5e74\u5f0f\u304c\u5225\u306e\u884c\u3067\u5f53\u305f\u308b\u5931\u6557\u306f\u3001\u5019\u88dc\u304c\u51fa\u3066\u3057\u307e\u3046\u306e\u3067\u6c17\u3065\u3051\u307e\u305b\u3093\u3002** \u7d22\u5f15\u3092\u4f5c\u3063\u305f\u3089\u3001\u5e74\u5f0f\u306e\u7bc4\u56f2\u306e\u5916\u306e\u8eca\u3067\u63a2\u3057\u3066\u5019\u88dc\u304c\u51fa\u306a\u3044\u3053\u3068\u3092\u3001\u3044\u304f\u3064\u304b\u306e\u578b\u5f0f\u3067\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n**\u4e0b\u306e2\u884c\u3082\u3001\u65e9\u3044\u3046\u3061\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** AI\u304c\u54c1\u756a\u3092\u76f4\u3059\u3068\u3001\u6b63\u898f\u5316\u306e\u898f\u5247\u3068\u9055\u3046\u76f4\u3057\u65b9\u304c\u6df7\u3056\u308a\u3001**\u540c\u3058\u6ce8\u6587\u304c\u65e5\u306b\u3088\u3063\u3066\u5f53\u305f\u3063\u305f\u308a\u5f53\u305f\u3089\u306a\u304b\u3063\u305f\u308a\u3057\u307e\u3059\u3002** \u5728\u5eab\u3092\u7d22\u5f15\u306b\u5165\u308c\u308b\u3068\u3001\u671d\u306e\u5728\u5eab\u3067\u5915\u65b9\u306e\u6ce8\u6587\u306b\u7b54\u3048\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u6574\u5099\u5de5\u5834\u306e\u540d\u524d\u3068\u6ce8\u6587\u306e\u5185\u5bb9\u3001\u9810\u304b\u3063\u3066\u3044\u308b\u8eca\u306e\u8eca\u7a2e\u30fb\u578b\u5f0f\u30fb\u5e74\u5f0f\u3001\u90e8\u54c1\u306e\u54c1\u756a\u3068\u5728\u5eab\u3001\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u53d7\u3051\u53d6\u3063\u305f\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3067\u3059\u3002\n\n1. **\u6ce8\u6587\u306e\u6587\u9762\u306e\u500b\u4eba\u306e\u60c5\u5831\u3092\u843d\u3068\u3059** \u2026 \u6574\u5099\u5de5\u5834\u306e\u30e1\u30fc\u30eb\u306b\u3001\u8eca\u306e\u6301\u3061\u4e3b\u306e\u540d\u524d\u3084\u8eca\u53f0\u756a\u53f7\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u63a2\u3059\u306e\u306b\u8981\u3089\u306a\u3044\u60c5\u5831\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059**\n2. **\u4e92\u63db\u8868\u306e\u6271\u3044\u3092\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u3068\u306e\u53d6\u308a\u6c7a\u3081\u306b\u5408\u308f\u305b\u308b** \u2026 \u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306f\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u30c7\u30fc\u30bf\u3067\u3059\u3002**\u793e\u5916\u3078\u51fa\u3055\u306a\u3044\u3001\u4ed6\u793e\u306e\u4ed5\u7d44\u307f\u306b\u5165\u308c\u306a\u3044\u306a\u3069\u3001\u53d7\u3051\u53d6\u3063\u305f\u3068\u304d\u306e\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3066\u304a\u304d\u307e\u3059**\n3. **\u53d6\u308a\u4ed8\u3051\u306e\u5224\u65ad\u306f\u4eba\u304c\u884c\u3046** \u2026 \u3053\u306e\u69cb\u6210\u306f\u8868\u306b\u66f8\u304b\u308c\u305f\u3053\u3068\u3092\u63a2\u3059\u3060\u3051\u3067\u3059\u3002**\u305d\u306e\u8eca\u306b\u4ed8\u304f\u304b\u306e\u6700\u5f8c\u306e\u78ba\u8a8d\u306f\u3001\u53d7\u6ce8\u62c5\u5f53\u3068\u6574\u5099\u5de5\u5834\u304c\u884c\u3044\u307e\u3059**\n4. **\u6253\u3061\u9593\u9055\u3044\u306e\u5019\u88dc\u3092\u78ba\u5b9a\u306b\u4f7f\u308f\u306a\u3044** \u2026 \u5019\u88dc\u306e\u307e\u307e\u53d7\u6ce8\u3059\u308b\u3068\u3001\u9055\u3046\u54c1\u304c\u5c4a\u304d\u307e\u3059\n5. **\u53d6\u5f15\u5148\u3054\u3068\u306e\u6ce8\u6587\u306e\u50be\u5411\u3092\u5916\u3078\u51fa\u3055\u306a\u3044** \u2026 \u63a2\u3059\u305f\u3073\u306e\u30ed\u30b0\u306b\u306f\u3001\u3069\u306e\u6574\u5099\u5de5\u5834\u304c\u3069\u306e\u8eca\u3092\u9810\u304b\u308a\u3001\u3069\u306e\u90e8\u54c1\u3092\u3044\u3064\u983c\u3093\u3060\u304b\u304c\u6b8b\u308a\u307e\u3059\u3002**\u55b6\u696d\u306e\u6750\u6599\u3068\u3057\u3066\u4f7f\u3046\u7bc4\u56f2\u3092\u793e\u5185\u3067\u6c7a\u3081\u3001\u30ed\u30b0\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u53d7\u6ce8\u3068\u55b6\u696d\u306e\u62c5\u5f53\u306b\u9650\u308a\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u53d6\u308a\u4ed8\u3051\u3089\u308c\u306a\u3044\u54c1\u3092\u9001\u3063\u3066\u6574\u5099\u5de5\u5834\u306e\u4f5c\u696d\u3092\u6b62\u3081\u308b\u3053\u3068\u3067\u3059\u3002** \u578b\u5f0f\u3068\u5e74\u5f0f\u306e\u884c\u3092\u5b88\u308b nested\u3001\u5f53\u305f\u308a\u65b9\u306e\u5217\u3001\u6ce8\u8a18\u306e\u78ba\u8a8d\u306e3\u3064\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u6574\u5099\u5de5\u5834\u30fb\u677f\u91d1\u5de5\u5834\u30fb\u30ac\u30bd\u30ea\u30f3\u30b9\u30bf\u30f3\u30c9\u306b\u88dc\u4fee\u90e8\u54c1\u3092\u914d\u9001\u3057\u3066\u3044\u308b\u5730\u57df\u306e\u90e8\u54c1\u5546\u30fb\u5378\u3067\u3001\u7d14\u6b63\u90e8\u54c1\u3068\u793e\u5916\u54c1\uff08\u512a\u826f\u90e8\u54c1\uff09\u3092\u4e21\u65b9\u6271\u3044\u3001\u6307\u5b9a\u306e\u54c1\u756a\u304c\u6b20\u54c1\u3057\u305f\u3068\u304d\u306b\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63a2\u3059\u554f\u3044\u5408\u308f\u305b\u304c\u6bce\u65e5\u3042\u308b\u5834\u5408\u3002\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u306e\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3092\u30c7\u30fc\u30bf\u3067\u53d7\u3051\u53d6\u3063\u3066\u3044\u308b\u304c\u3001\u54c1\u756a\u306e\u66f8\u304d\u65b9\u304c\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u3070\u3089\u3070\u3089\u3067\u3001\u63a2\u305b\u308b\u306e\u304c\u7d4c\u9a13\u306e\u9577\u3044\u53d7\u6ce8\u62c5\u5f53\u3060\u3051\u306b\u306a\u3063\u3066\u3044\u308b\u5834\u5408\u3002AWS \u3092\u4f7f\u3048\u308b\u62c5\u5f53\u304b\u59d4\u8a17\u5148\u304c\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u6271\u3046\u54c1\u76ee\u304c\u7d14\u6b63\u90e8\u54c1\u3060\u3051\u3067\u3001\u4ee3\u308f\u308a\u306e\u54c1\u3092\u63d0\u6848\u3059\u308b\u5834\u9762\u304c\u307b\u3068\u3093\u3069\u306a\u3044\u5834\u5408\u3002\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3092\u30c7\u30fc\u30bf\u3067\u6301\u3063\u3066\u304a\u3089\u305a\u3001\u7d19\u306e\u30ab\u30bf\u30ed\u30b0\u3060\u3051\u3067\u63a2\u3057\u3066\u3044\u308b\u5834\u5408\uff08\u5148\u306b\u30c7\u30fc\u30bf\u306e\u5165\u624b\u304b\u3089\u59cb\u3081\u307e\u3059\uff09\u3002\u53d7\u6ce8\u304c\u6708\u306b\u6570\u5341\u4ef6\u306e\u898f\u6a21\u3002\u306a\u304a\u3001\u305d\u306e\u90e8\u54c1\u304c\u305d\u306e\u8eca\u306b\u53d6\u308a\u4ed8\u3051\u3089\u308c\u308b\u304b\u306e\u6700\u7d42\u306e\u5224\u65ad\u3001\u53d6\u308a\u4ed8\u3051\u306e\u53ef\u5426\u3068\u4fdd\u5b89\u57fa\u6e96\u3078\u306e\u9069\u5408\u306e\u5224\u65ad\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u306b\u66f8\u304b\u308c\u305f\u5185\u5bb9\u3092\u63a2\u3057\u3066\u793a\u3059\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3092\u96c6\u3081\u308b**\n\n\u6271\u3044\u306e\u591a\u3044\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u304b\u3089\u9806\u306b\u3001\u4e92\u63db\u8868\u3068\u9069\u5408\u8868\u3092CSV\u3067\u53d7\u3051\u53d6\u308c\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u30c7\u30fc\u30bf\u306e\u53d7\u3051\u53d6\u308a\u306e\u6761\u4ef6\u3082\u3001\u3053\u306e\u3068\u304d\u306b\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a50\u4ef6\u3067\u8a66\u3059**\n\n\u7b2c8\u7ae0\u306e\u3068\u304a\u308a\u3001\u8868\u8a08\u7b97\u3067\u54c1\u756a\u306e\u8868\u8a18\u3092\u305d\u308d\u3048\u3001\u5148\u6708\u306e50\u4ef6\u3067\u5f53\u305f\u308b\u4ef6\u6570\u3092\u6bd4\u3079\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u53d6\u308a\u8fbc\u307f\u306e\u898f\u5247\u3092\u4f5c\u308b**\n\n\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306b\u3001\u54c1\u756a\u306e\u5217\u30fb\u578b\u5f0f\u306e\u5217\u30fb\u5e74\u5f0f\u306e\u66f8\u304d\u65b9\u30fb\u6ce8\u8a18\u306e\u5217\u3092\u5bfe\u5fdc\u3055\u305b\u308b\u8868\u3092\u4f5c\u308a\u307e\u3059\u3002**1\u884c\u306b\u8907\u6570\u306e\u578b\u5f0f\u304c\u66f8\u304b\u308c\u305f\u8868\u3092\u3001\u578b\u5f0f\u3054\u3068\u306e\u884c\u306b\u5206\u3051\u308b\u898f\u5247\u3082\u3053\u3053\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3092\u4f5c\u308b**\n\nOpenSearch \u306b normalizer \u3068 nested \u306e\u8a2d\u5b9a\u3067\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u54c1\u756a\u3068\u578b\u5f0f\u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308a\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057\u306f\u4f7f\u308f\u305a\u3001\u53d7\u6ce8\u62c5\u5f53\u304c\u54c1\u756a\u3068\u578b\u5f0f\u3092\u6253\u3061\u8fbc\u307f\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5728\u5eab\u306e\u7167\u4f1a\u3068\u3001\u6ce8\u6587\u306e\u6587\u9762\u304b\u3089\u306e\u53d6\u308a\u51fa\u3057\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u6574\u5099\u5de5\u5834\u304b\u3089\u300c\u4ed8\u304b\u306a\u304b\u3063\u305f\u300d\u3068\u8fd4\u3063\u3066\u304d\u305f\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u30011\u4ef69\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u90e8\u54c1\u30e1\u30fc\u30ab\u30fc\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u4e00\u89a7\u304c\u6708\u306b\u6570\u4ef6\u3067\u843d\u3061\u7740\u3044\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1533","UC-0051","UC-1637","UC-0434"],"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| normalizer \u304c1\u3064\u306e\u8a9e\u3060\u3051\u3092\u51fa\u3057\u3001\u6587\u5b57\u5358\u4f4d\u306e\u51e6\u7406\u3060\u3051\u304c\u3067\u304d\u3001\u8a00\u3044\u63db\u3048\u3084\u8a9e\u5e79\u306e\u51e6\u7406\u304c\u3067\u304d\u306a\u3044\u3053\u3068\u3002`term` \u306e\u691c\u7d22\u3067\u5165\u529b\u306b\u3082\u51e6\u7406\u304c\u304b\u304b\u308b\u3053\u3068\u3002\u4f7f\u3048\u308b\u6587\u5b57\u30d5\u30a3\u30eb\u30bf\uff08`pattern_replace`\u30fb`mapping`\uff09\u3068\u30d5\u30a3\u30eb\u30bf\uff08`cjk_width`\u30fb`lowercase`\u30fb`uppercase`\u30fb`trim` \u306a\u3069\uff09 | [OpenSearch: Normalizers](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/normalizers.md) | 2026-10-15 |\n| `pattern_replace` \u304c\u6b63\u898f\u8868\u73fe\u3067\u6587\u5b57\u3092\u7f6e\u304d\u63db\u3048\u3001\u5206\u304b\u3061\u66f8\u304d\u306e\u524d\u306b\u5165\u529b\u3092\u305d\u308d\u3048\u3089\u308c\u308b\u3053\u3068\u3002\u96fb\u8a71\u756a\u53f7\u306e\u7a7a\u767d\u30fb\u62ec\u5f27\u30fb\u30cf\u30a4\u30d5\u30f3\u3092\u6d88\u3059\u4f8b | [OpenSearch: Pattern replace character filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/character-filters\/pattern-replace-character-filter.md) | 2026-10-15 |\n| `cjk_width` \u304c\u5168\u89d2\u306e\u82f1\u6570\u5b57\u3092\u534a\u89d2\u306b\u3001\u534a\u89d2\u306e\u30ab\u30bf\u30ab\u30ca\u3092\u5168\u89d2\u306b\u3059\u308b\u3053\u3068 | [OpenSearch: CJK width token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/cjk-width.md) | 2026-10-15 |\n| \u7269\u306e\u914d\u5217\u304c\u5e73\u3089\u306b\u307e\u3068\u3081\u3066\u6301\u305f\u308c\u3001\u540c\u3058\u7269\u306e\u4e2d\u306e\u6761\u4ef6\u304c\u5b88\u3089\u308c\u306a\u3044\u3053\u3068\u3002nested \u306e\u5404\u7269\u304c\u5225\u306e\u96a0\u308c\u305f\u6587\u66f8\u3068\u3057\u3066\u6301\u305f\u308c\u3001\u666e\u901a\u306e\u691c\u7d22\u3067\u306f\u5f53\u305f\u3089\u306a\u3044\u3053\u3068 | [OpenSearch: Nested field type](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_mappings\/supported-field-types\/nested.md) | 2026-10-15 |\n| nested \u306e\u691c\u7d22\u304c\u89aa\u306e\u6587\u66f8\u3092\u8fd4\u3057\u3001`inner_hits` \u3067\u5f53\u305f\u3063\u305f\u7269\u3092\u8fd4\u305b\u308b\u3053\u3068\u3002`score_mode` \u306e\u65e2\u5b9a\u304c `avg` \u3067\u3042\u308b\u3053\u3068 | [OpenSearch: Nested query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/joining\/nested.md) | 2026-10-15 |\n| fuzzy \u306e\u691c\u7d22\u304c\u7de8\u96c6\u8ddd\u96e2\u306e\u7bc4\u56f2\u3067\u8a9e\u3092\u5e83\u3052\u3001`fuzziness` \u306e\u65e2\u5b9a\u304c `AUTO`\u3001`max_expansions` \u306e\u65e2\u5b9a\u304c50\u3001`prefix_length` \u306e\u65e2\u5b9a\u304c0\u3067\u3001\u5e83\u3052\u308b\u6570\u304c\u591a\u3044\u3068\u91cd\u304f\u306a\u308b\u3053\u3068 | [OpenSearch: Fuzzy query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/term\/fuzzy.md) | 2026-10-15 |\n| 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\u6570\u5024\u30fb\u6587\u5b57\u5217\u306e\u9577\u3055\u306e\u5236\u7d04\u306b\u975e\u5bfe\u5fdc\u3067400\u306b\u306a\u308b\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-15 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