{"id":17288,"date":"2026-10-29T10:19:03","date_gmt":"2026-10-29T01:19:03","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/antique-buyback-price-search\/"},"modified":"2026-10-29T10:19:03","modified_gmt":"2026-10-29T01:19:03","slug":"antique-buyback-price-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/antique-buyback-price-search\/","title":{"rendered":"\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u5e97\u304c\u3001\u4f5c\u5bb6\u306e\u53f7\u3084\u8aad\u307f\u306e\u9055\u3044\u3092\u5438\u53ce\u3057\u3066\u904e\u53bb\u306e\u8cb7\u53d6\u30fb\u8ca9\u58f2\u306e\u8a18\u9332\u3092 OpenSearch \u3067\u5f15\u304d\u3001\u4f5c\u5bb6\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3044\u54c1\u306e\u4fa1\u683c\u3092\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3067\u5c4a\u304f\u54c1\u306b\u3064\u3044\u3066\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u304b\u3089\u3001\u4f5c\u5bb6\u30fb\u4f5c\u54c1\u306e\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3044\u54c1\u3092\u63a2\u3057\u307e\u3059\u3002\u8fd1\u3044\u54c1\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u3068\u6642\u671f\u3092\u3001\u8a18\u9332\u306e\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3079\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-2252","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-29","tech_verified_date":"2026-10-29","trigger":"**\u8d77\u70b9\u306f3\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53f0\u5e33\u306e\u53d6\u308a\u8fbc\u307f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u66f4\u65b0\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53f0\u5e33\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u524d\u306e\u65e5\u307e\u3067\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u3001\u7ba1\u7406\u756a\u53f7\u30671\u3064\u306e\u6587\u66f8\u306b\u3057\u3066\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u8cb7\u53d6\u306e\u6642\u70b9\u3067\u306f\u8ca9\u58f2\u984d\u304c\u7a7a\u3067\u3001\u58f2\u308c\u305f\u65e5\u306b\u540c\u3058\u6587\u66f8\u3092\u4e0a\u66f8\u304d\u3057\u307e\u3059\u3002**\n\n\u4f5c\u5bb6\u306e\u53f0\u5e33\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u53f7\u30fb\u5225\u540d\u30fb\u65e7\u5b57\u4f53\u30fb\u8aad\u307f\u3092\u8db3\u3057\u305f\u3068\u304d\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u5074\u306e analyzer \u306b\u5165\u308c\u308b\u306e\u3067\u3001\u66f4\u65b0\u3057\u305f\u3089\u8a2d\u5b9a\u3092\u76f4\u3057\u3066\u53cd\u6620\u3057\u307e\u3059\u3002** \u624b\u9806\u306f\u524d\u51e6\u7406\u3067\u66f8\u304d\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u907a\u54c1\u306e\u6574\u7406\u3067\u4f55\u5341\u70b9\u3082\u307e\u3068\u3081\u3066\u6765\u305f\u3068\u304d\u306f\u3001\u54c1\u3054\u3068\u306b\u5206\u3051\u3066\u5f15\u304d\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u306e\u76f8\u8ac7 | \u76f8\u8ac7\u306e\u6587\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u304b\u3089\u8aad\u3093\u3060\u540d\u524d\u3001\u72b6\u614b\u306e\u30e1\u30e2 | \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 | \u7ba1\u7406\u756a\u53f7\u3001\u54c1\u540d\u3001\u4f5c\u5bb6\u540d\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\u3001\u7a2e\u985e\u3001\u6642\u4ee3\u3001\u72b6\u614b\u3001\u4ed8\u5c5e\u54c1\u3001\u8cb7\u53d6\u984d\u3001\u8ca9\u58f2\u984d\u3001\u8ca9\u58f2\u306e\u7d4c\u8def\u3001\u65e5\u4ed8 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33 |\n| \u4f5c\u5bb6\u306e\u53f0\u5e33 | \u4f5c\u5bb6\u306e\u756a\u53f7\u3001\u6b63\u306e\u540d\u524d\u3001\u53f7\u30fb\u5225\u540d\u30fb\u672c\u540d\u3001\u65e7\u5b57\u4f53\u306e\u66f8\u304d\u65b9\u3001\u8aad\u307f\u3001\u4ee3\u3001\u6d3b\u52d5\u306e\u6642\u671f\u3001\u5206\u91ce | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u53f0\u5e33 |\n| \u72b6\u614b\u306e\u8a00\u3044\u63db\u3048\u306e\u8868 | \u300c\u3072\u3073\u300d\u2192\u30cb\u30e5\u30a6\u3001\u300c\u6b20\u3051\u300d\u300c\u30db\u30c4\u300d\u2192\u6b20\u3051\u3001\u300c\u91d1\u7d99\u304e\u300d\u300c\u5171\u76f4\u3057\u300d\u2192\u76f4\u3057 \u306a\u3069\u306e\u8868 | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u3067\u3059\u3002** \u53f0\u5e33\u306b\u7121\u3044\u4f5c\u5bb6\u306f\u3001\u8a18\u9332\u306e\u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u540d\u524d\u3068\u8aad\u307f\u3067\u3057\u304b\u5f15\u3051\u307e\u305b\u3093\u3002**\u53f0\u5e33\u306f\u5168\u90e8\u306e\u4f5c\u5bb6\u3092\u4e00\u5ea6\u306b\u4f5c\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u8a18\u9332\u306e\u70b9\u6570\u306e\u591a\u3044\u4f5c\u5bb6\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002**\n\n**\u4ee3\u3068\u6d3b\u52d5\u306e\u6642\u671f\u306f\u3001\u540c\u3058\u53f7\u3092\u898b\u5206\u3051\u308b\u305f\u3081\u306b\u6301\u3061\u307e\u3059\u3002** \u4ee3\u304c\u5206\u304b\u3089\u306a\u3044\u8a18\u9332\u306f\u300c\u4ee3\u4e0d\u660e\u300d\u3068\u3057\u3066\u6301\u3061\u3001**\u76f8\u8ac7\u306e\u54c1\u306e\u4ee3\u304c\u5206\u304b\u3063\u3066\u3044\u3066\u3082\u3001\u4ee3\u4e0d\u660e\u306e\u8a18\u9332\u3092\u540c\u3058\u4ee3\u3068\u306f\u307f\u306a\u3057\u307e\u305b\u3093\u3002**\n\n**\u58f2\u308a\u624b\u306e\u540d\u524d\u3068\u4f4f\u6240\u306f\u3001\u7d22\u5f15\u306b\u3082\u751f\u6210AI\u306b\u3082\u6e21\u3057\u307e\u305b\u3093\u3002** \u76f8\u8ac7\u306e\u6587\u306b\u4f9d\u983c\u8005\u306e\u540d\u524d\u3084\u4f4f\u6240\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8cbc\u308b\u524d\u306e\u753b\u9762\u3067\u4f0f\u305b\u307e\u3059\u3002","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u4f5c\u5bb6\u306e\u756a\u53f7\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`artist_id`\uff09 |\n| \u540d\u524d\u306e\u540c\u7fa9\u8a9e\u3067\u5f53\u305f\u308b\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `match`\uff08`artist_name`\u3002\u691c\u7d22\u306e\u5074\u3067\u540c\u7fa9\u8a9e\u3092\u5e83\u3052\u308b\uff09 |\n| \u8aad\u307f\u3067\u5f53\u305f\u308b\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `match`\uff08`artist_name.reading`\uff09 |\n| \u7a2e\u985e\u3068\u6642\u4ee3 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`category`\uff09\u3068\u3001`should` \u306e `range`\uff08`year_from`\u30fb`year_to`\uff09 |\n| \u9055\u3046\u9805\u76ee\u306e\u6750\u6599 | \u8a18\u9332\u306e\u7d22\u5f15 | `_source` \u306e `condition`\u30fb`accessories`\u30fb`generation`\u30fb`channel` |\n\n**\u4f5c\u5bb6\u540d\u306f3\u3064\u306e\u9805\u76ee\u3067\u6301\u3061\u307e\u3059\u3002** \u4f5c\u5bb6\u306e\u756a\u53f7\u306e `keyword`\u3001kuromoji \u3067\u5206\u3051\u305f `artist_name`\u3001\u8aad\u307f\u306b\u3057\u305f `artist_name.reading` \u3067\u3059\u3002**\u691c\u7d22\u306f3\u3064\u3092\u5225\u3005\u306b\u6295\u3052\u3001\u3069\u306e\u9805\u76ee\u3067\u5f53\u305f\u3063\u305f\u304b\u3092 Lambda \u304c\u5019\u88dc\u306b\u4ed8\u3051\u307e\u3059\u3002** 1\u3064\u306e `bool` \u306e `should` \u306b\u6df7\u305c\u308b\u3068\u3001\u3069\u308c\u3067\u5f53\u305f\u3063\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n```json\nPUT \/antique_records\n{\n  \"settings\": { \"analysis\": {\n    \"tokenizer\": { \"ja_artist\": { \"type\": \"kuromoji_tokenizer\", \"mode\": \"search\",\n      \"user_dictionary_rules\": [\n        \"\u3007\u3007\u5c71\u4eba,\u3007\u3007 \u5c71\u4eba,\u30de\u30eb\u30de\u30eb \u30b5\u30f3\u30b8\u30f3,\u30ab\u30b9\u30bf\u30e0\u540d\u8a5e\" ] } },\n    \"filter\": {\n      \"artist_synonyms\": { \"type\": \"synonym_graph\",\n        \"synonyms\": [ \"\u3007\u3007\u5c71\u4eba, \u3007\u3007\u592a\u90ce, \u3007\u3007\u5c71\u4eba\u9020\" ] },\n      \"ja_reading\": { \"type\": \"kuromoji_readingform\", \"use_romaji\": false } },\n    \"analyzer\": {\n      \"artist_index\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"cjk_width\"] },\n      \"artist_search\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"cjk_width\", \"artist_synonyms\"] },\n      \"artist_reading\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"ja_reading\"] } } } },\n  \"mappings\": { \"properties\": {\n    \"artist_id\": { \"type\": \"keyword\" },\n    \"artist_name\": { \"type\": \"text\", \"analyzer\": \"artist_index\", \"search_analyzer\": \"artist_search\",\n      \"fields\": { \"reading\": { \"type\": \"text\", \"analyzer\": \"artist_reading\" } } },\n    \"category\": { \"type\": \"keyword\" }, \"year_from\": { \"type\": \"integer\" },\n    \"year_to\": { \"type\": \"integer\" }, \"condition\": { \"type\": \"keyword\" },\n    \"accessories\": { \"type\": \"keyword\" }, \"generation\": { \"type\": \"keyword\" } } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u5074\u306e analyzer \u306b\u3060\u3051\u5165\u308c\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f**\u691c\u7d22\u306e analyzer \u3067\u3060\u3051\u4f7f\u3046**\u3088\u3046\u66f8\u304b\u308c\u3001\u7d22\u5f15\u306e\u6642\u306b\u4f7f\u3046\u3068\u8907\u6570\u8a9e\u306e\u540c\u7fa9\u8a9e\u304c\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u3092\u305a\u3089\u3059\u305f\u3081\u3001\u7d22\u5f15\u306e\u6642\u306b\u306f `synonym` \u3092\u4f7f\u3046\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u691c\u7d22\u306e\u5074\u3060\u3051\u306b\u7f6e\u3051\u3070\u3001\u540c\u7fa9\u8a9e\u3092\u8db3\u3057\u3066\u3082\u7d22\u5f15\u306b\u5165\u3063\u3066\u3044\u308b\u8a9e\u305d\u306e\u3082\u306e\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002**\n\n**\u8aad\u307f\u306e\u9805\u76ee\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\u3067\u4f5c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`kuromoji_readingform` \u306f kuromoji \u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u6301\u3064\u8aad\u307f\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001\u5404\u30c8\u30fc\u30af\u30f3\u3092\u30ab\u30bf\u30ab\u30ca\uff08\u65e2\u5b9a\uff09\u304b\u30ed\u30fc\u30de\u5b57\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u8f9e\u66f8\u306b\u7121\u3044\u4f5c\u5bb6\u540d\u306f\u8aad\u307f\u304c\u6b63\u3057\u304f\u4ed8\u304b\u306a\u3044\u306e\u3067\u3001`user_dictionary_rules` \u306b\u540d\u524d\u30fb\u5206\u3051\u65b9\u30fb\u8aad\u307f\u30fb\u54c1\u8a5e\u306e\u884c\u3092\u8db3\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u8f9e\u66f8\u306e\u884c\u306f `<text>,<subtokens>,<readings>,<part of speech>` \u306e\u5f62\u3067\u3001`user_dictionary` \u306e\u30d5\u30a1\u30a4\u30eb\u3068\u4e00\u7dd2\u306b\u306f\u4f7f\u3048\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002","preprocessing":"1. **\u4f5c\u5bb6\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b** \u2026 \u8a18\u9332\u306e\u4f5c\u5bb6\u540d\u3092\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u6b63\u306e\u540d\u524d\u30fb\u53f7\u30fb\u5225\u540d\u30fb\u65e7\u5b57\u4f53\u3068\u7167\u3089\u3057\u3001\u5f53\u305f\u308c\u3070 `artist_id` \u3092\u4ed8\u3051\u307e\u3059\u3002\u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\n2. **\u4ee3\u3092\u6301\u3064** \u2026 \u300c\u4e8c\u4ee3\u300d\u300c\u4e09\u4ee3\u76ee\u300d\u300c\u521d\u4ee3\u300d\u306a\u3069\u3092 `generation` \u306b\u5206\u3051\u307e\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u306b\u3057\u307e\u3059\n3. **\u6642\u4ee3\u3092\u897f\u66a6\u306e\u7bc4\u56f2\u306b\u3059\u308b** \u2026 \u300c\u6c5f\u6238\u5f8c\u671f\u300d\u300c\u660e\u6cbb\u300d\u300c\u662d\u548c\u521d\u671f\u300d\u3092\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u6c7a\u3081\u305f\u8868\u3067 `year_from`\u30fb`year_to` \u306b\u3057\u307e\u3059\u3002**\u300c\u6642\u4ee3\u4e0d\u660e\u300d\u306f\u7bc4\u56f2\u3092\u7a7a\u306b\u3057\u307e\u3059**\n4. **\u72b6\u614b\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u72b6\u614b\u306e\u8a00\u3044\u63db\u3048\u306e\u8868\u3067 `crack`\uff08\u30cb\u30e5\u30a6\uff09\u30fb`chip`\uff08\u6b20\u3051\uff09\u30fb`repair`\uff08\u76f4\u3057\uff09\u30fb`stain`\uff08\u30b7\u30df\uff09\u306a\u3069\u306e\u914d\u5217\u306b\u3057\u307e\u3059\n5. **\u4ed8\u5c5e\u54c1\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u5171\u7bb1\u30fb\u8b58\u7bb1\uff08\u5f8c\u304b\u3089\u5225\u306e\u4eba\u304c\u7bb1\u66f8\u304d\u3092\u3057\u305f\u7bb1\uff09\u30fb\u5408\u308f\u305b\u7bb1\u30fb\u9451\u5b9a\u66f8\u30fb\u681e\u3092\u914d\u5217\u306b\u3057\u307e\u3059\n6. **\u8ca9\u58f2\u306e\u7d4c\u8def\u3092\u305d\u308d\u3048\u308b** \u2026 \u5e97\u982d\u30fb\u696d\u8005\u306e\u5e02\u30fb\u901a\u8ca9\u306e3\u3064\u306b\u3057\u307e\u3059\n\n**\u540c\u7fa9\u8a9e\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u304b\u3089\u884c\u3092\u4f5c\u308a\u3001\u691c\u7d22\u306e\u5074\u306e analyzer \u306e\u8a2d\u5b9a\u3092\u66f4\u65b0\u3057\u3066\u53cd\u6620\u3057\u307e\u3059**\uff08\u66f4\u65b0\u306e\u3057\u304b\u305f\u306f\u4f7f\u3046\u7248\u306e\u624b\u9806\u306b\u5f93\u3044\u307e\u3059\uff09\u3002**\u53cd\u6620\u306e\u524d\u306b\u3001`_analyze` \u3067\u65b0\u3057\u3044\u540c\u7fa9\u8a9e\u304c\u5e83\u304c\u308b\u304b\u3092\u8a66\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_analyzer` \u3067\u540d\u524d\u3092\u6307\u5b9a\u3057\u305f analyzer \u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u3001**\u30a8\u30e9\u30fc\u3092\u8fd4\u3055\u305a\u306b\u305d\u306e filter \u306e\u3042\u308b analysis chain \u3067\u898f\u5247\u3092\u89e3\u91c8\u3059\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9ed9\u3063\u3066\u5225\u306e\u89e3\u91c8\u306b\u306a\u308b\u306e\u3067\u3001`_analyze` \u3067\u78ba\u304b\u3081\u308b\u624b\u9806\u3092\u7701\u304d\u307e\u305b\u3093\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u76f8\u8ac7\u3092\u54c1\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u54c1\u3054\u3068\u306b\u3001\u4f5c\u5bb6\u540d\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u7bb1\u66f8\u304d\u3084\u843d\u6b3e\u306e\u5199\u771f\u306e\u6587\u5b57\u3092\u3001\u4f3c\u305f\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068 |\n| \u7a2e\u985e\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u91d1\u984d\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u5e73\u5747\u3084\u5024\u5e45\u3092\u51fa\u3059\u3053\u3068 |\n| \u5019\u88dc\u3054\u3068\u306b\u3001Lambda \u304c\u4f5c\u3063\u305f\u9055\u3046\u9805\u76ee\u3068\u5f53\u305f\u3063\u305f\u9053\u3092\u4e26\u3079\u308b | \u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u70b9\uff08\u7bb1\u66f8\u304d\u306e\u8aad\u307f\u76f4\u3057\u30fb\u4ee3\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u308b | \u771f\u8d0b\u3084\u4f5c\u5bb6\u306e\u771f\u7b46\u304b\u3069\u3046\u304b\u3092\u66f8\u304f\u3053\u3068 |\n\n**\u771f\u8d0b\u3092\u66f8\u304b\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u4f5c\u5bb6\u540d\u304c\u5f53\u305f\u3063\u305f\u8a18\u9332\u306e\u5024\u3092\u4e26\u3079\u308b\u3068\u3001**\u305d\u306e\u54c1\u304c\u672c\u7269\u3067\u3042\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u305f\u5024\u306b\u898b\u3048\u307e\u3059\u3002** \u753b\u9762\u306e\u4e0a\u90e8\u306b\u300c\u771f\u8d0b\u306e\u78ba\u8a8d\u524d\u306e\u53c2\u8003\u306e\u8a18\u9332\u300d\u3068\u5fc5\u305a\u51fa\u3057\u3001AI\u306e\u6587\u306b\u3082\u300c\u672c\u7269\u300d\u300c\u771f\u4f5c\u300d\u3092\u66f8\u304b\u305b\u307e\u305b\u3093\u3002\n\n**\u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u904e\u53bb\u306e\u8cb7\u53d6\u984d\u3068\u8ca9\u58f2\u984d\u3092\u6e21\u305b\u3070\u3001\u305d\u308c\u3089\u3057\u3044\u984d\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u984d\u306b\u306f\u3001\u5199\u771f\u3067\u898b\u305f\u50b7\u307f\u3001\u4eca\u306e\u9700\u8981\u3001\u771f\u8d0b\u306e\u898b\u7acb\u3066\u304c\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\u4f5c\u5bb6\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u306f\u3001\u5225\u306e\u4f5c\u5bb6\u306e\u5024\u3067\u898b\u7a4d\u3082\u3089\u306a\u3044\u305f\u3081\u3067\u3059\u3002** **\u4f5c\u5bb6\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b\u306e\u306f\u3001AI\u3067\u306f\u306a\u304f\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u7167\u5408\u3067\u3059\u3002**","prompt_example":"1\u56de\u76ee\uff08\u76f8\u8ac7\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u76f8\u8ac7\u3011\u304b\u3089\u3001\u54c1\u3054\u3068\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\uff08\u54c1\u3054\u3068\uff09\u3011\n- category: \u7a2e\u985e\u3002\u3010\u7a2e\u985e\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- artist_raw: \u4f5c\u5bb6\u540d\u3002\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u30fb\u76f8\u8ac7\u306e\u6587\u306b\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u3072\u3089\u304c\u306a\u3067\u3082\u305d\u306e\u307e\u307e\uff09\n- artist_source: \u305d\u306e\u540d\u524d\u304c\u3069\u3053\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\uff08\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u30fb\u76f8\u8ac7\u306e\u6587\u30fb\u4e0d\u660e\uff09\n- generation_raw: \u4ee3\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- period_raw: \u6642\u4ee3\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- condition_raw: \u72b6\u614b\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- accessories_raw: \u7bb1\u30fb\u9451\u5b9a\u66f8\u306a\u3069\u306e\u4ed8\u5c5e\u54c1\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- missing: \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4f5c\u5bb6\u540d\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4f3c\u305f\u540d\u524d\u306e\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ee3\u30fb\u6642\u4ee3\u3092\u3001\u4f5c\u5bb6\u540d\u3084\u7a2e\u985e\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u672c\u7269\u304b\u507d\u7269\u304b\u3001\u4fa1\u5024\u304c\u3042\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u306b\u3064\u3044\u3066\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f9d\u983c\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7a2e\u985e\u306e\u533a\u5206\u3011{categories}\n\u3010\u76f8\u8ac7\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3067\u3059\u3002\u3010\u9055\u3046\u9805\u76ee\u3011\u3010\u5f53\u305f\u3063\u305f\u9053\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u756a\u53f7\u30fb\u4f5c\u5bb6\u540d\uff08\u8a18\u9332\u306e\u66f8\u304d\u65b9\u306e\u307e\u307e\uff09\u30fb\u4ee3\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u30fb\n  \u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u30fb\u65e5\u4ed8\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3010\u5f53\u305f\u3063\u305f\u9053\u3011\u3068\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u3001\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u58f2\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u3001\u8ca9\u58f2\u984d\u3092\u300c\u672a\u8ca9\u58f2\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u53d7\u4ed8\u3067\u78ba\u304b\u3081\u308b\u70b9\uff08\u7bb1\u66f8\u304d\u306e\u8aad\u307f\u76f4\u3057\u3001\u4ee3\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5e73\u5747\u30fb\u5024\u5e45\u30fb\u5dee\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u672c\u7269\u300d\u300c\u771f\u4f5c\u300d\u300c\u4fa1\u5024\u304c\u9ad8\u3044\u300d\u306a\u3069\u3001\u8a18\u9332\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5019\u88dc\u306e\u9806\u4f4d\u3092\u5909\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u76f8\u8ac7\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{hits}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n\u3010\u5f53\u305f\u3063\u305f\u9053\u3011{match_routes}\n```\n\n**\u300c\u4f3c\u305f\u540d\u524d\u306e\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u3072\u3089\u304c\u306a\u306e\u540d\u524d\u3092\u6709\u540d\u306a\u4f5c\u5bb6\u306e\u6f22\u5b57\u306b\u76f4\u3057\u307e\u3059\u3002** \u76f4\u3057\u305f\u540d\u524d\u3067\u5f15\u304f\u3068\u3001**\u5225\u306e\u4f5c\u5bb6\u306e\u5024\u304c\u4e26\u3093\u3067\u3082\u3001\u753b\u9762\u306e\u4e0a\u3067\u306f\u533a\u5225\u304c\u3064\u304d\u307e\u305b\u3093\u3002**","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"item\": { \"category\": \"\", \"artist_raw\": \"\", \"artist_id\": \"\", \"generation\": \"\",\n            \"year_from\": 0, \"year_to\": 0 },\n  \"candidates\": [\n    { \"record_no\": \"\", \"artist_name\": \"\", \"match_route\": \"artist_id | synonym | reading\",\n      \"generation\": \"\", \"condition\": [\"\"], \"accessories\": [\"\"],\n      \"buy_price\": 0, \"sell_price\": 0, \"channel\": \"store | dealer_market | online | unsold\",\n      \"differences\": [\"\"] } ],\n  \"to_confirm\": [\"\"]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u5f53\u305f\u3063\u305f\u9053\u3068\u8ca9\u58f2\u306e\u7d4c\u8def\u306f `enum` \u3067\u7e1b\u308a\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u91d1\u984d\u3068\u5f53\u305f\u3063\u305f\u9053\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `record_no` \u3054\u3068\u306b\u3001`buy_price`\u30fb`sell_price` \u3068 `match_route` \u304c Lambda \u306e\u6301\u3064\u5024\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u3001**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3066\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u304c\u4f5c\u3063\u305f\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `condition` | \u72b6\u614b\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `accessories` | \u4ed8\u5c5e\u54c1\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `generation` | \u4ee3\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| \u3069\u3061\u3089\u304b\u304c `unknown` | \u301c\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u78ba\u304b\u3081\u3066\u304b\u3089\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044 |\n\n**4\u884c\u76ee\u304c\u5927\u4e8b\u3067\u3059\u3002** \u4ee3\u3084\u4ed8\u5c5e\u54c1\u306e\u3069\u3061\u3089\u304b\u304c\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u3001**\u300c\u540c\u3058\u300d\u3068\u3082\u300c\u9055\u3046\u300d\u3068\u3082\u51fa\u3055\u305a\u3001\u78ba\u304b\u3081\u308b\u70b9\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 |\n| \u4f5c\u5bb6\u306e\u53f0\u5e33 | S3 \u306e\u8868\uff08\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u66f4\u65b0\uff09 | \u4f5c\u5bb6\u306e\u756a\u53f7\u30fb\u53f7\u30fb\u5225\u540d\u30fb\u8aad\u307f\u30fb\u4ee3 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u8a18\u9332\u306e\u7d22\u5f15\u3001\u540c\u7fa9\u8a9e\u3068\u8aad\u307f |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u8868 |\n| \u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u76f8\u8ac7\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 |\n\n**\u6c7a\u3081\u305f\u67fb\u5b9a\u306e\u984d\u306f\u3001\u300c\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u300d\u3068\u4e00\u7dd2\u306b S3 \u306b\u6b8b\u3057\u307e\u3059\u3002** \u67fb\u5b9a\u306e\u8fd4\u4fe1\u3068\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002","human_review":"1. **\u4f5c\u5bb6\u540d\u306e\u8aad\u307f\u3092\u898b\u308b** \u2026 \u7bb1\u66f8\u304d\u3068\u843d\u6b3e\u306e\u5199\u771f\u3067\u3001\u53d6\u308a\u51fa\u3057\u305f\u540d\u524d\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u5f53\u305f\u3063\u305f\u9053\u3092\u898b\u308b** \u2026 \u300c\u8aad\u307f\u306e\u307f\u4e00\u81f4\u300d\u306e\u5019\u88dc\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u3067\u540c\u3058\u4f5c\u5bb6\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u4ee3\u3092\u898b\u308b** \u2026 \u4ee3\u306e\u9055\u3046\u5019\u88dc\u3068\u4ee3\u4e0d\u660e\u306e\u5019\u88dc\u306f\u3001\u5024\u306e\u53c2\u8003\u306b\u3068\u3069\u3081\u307e\u3059\n4. **\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u3092\u898b\u308b** \u2026 \u5199\u771f\u3067\u30cb\u30e5\u30a6\u30fb\u6b20\u3051\u30fb\u76f4\u3057\u3068\u3001\u7bb1\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u771f\u8d0b\u3092\u898b\u7acb\u3066\u308b** \u2026 \u62c5\u5f53\u304c\u54c1\u3092\u898b\u3066\u5224\u65ad\u3057\u307e\u3059\n6. **\u984d\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3068\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aad\u307f\u304c\u540c\u3058\u3060\u3051\u306e\u5225\u306e\u4f5c\u5bb6\u306e\u8a18\u9332\u306f\u3001**\u4f5c\u5bb6\u540d\u306e\u6587\u5b57\u304c\u9055\u3046\u306e\u3067\u753b\u9762\u3067\u6c17\u3065\u3051\u307e\u3059\u304c\u3001\u6025\u3050\u3068\u898b\u843d\u3068\u3057\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u4f5c\u5bb6\u540d\u304c\u53f0\u5e33\u306b\u7121\u3044 | \u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u540d\u524d\u3068\u8aad\u307f\u3067\u5f15\u304d\u3001\u53f0\u5e33\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u4f5c\u5bb6\u540d\u304c\u5206\u304b\u3089\u306a\u3044 | \u7a2e\u985e\u3068\u6642\u4ee3\u3068\u72b6\u614b\u3060\u3051\u3067\u5f15\u304d\u3001\u300c\u4f5c\u5bb6\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059 |\n| \u540c\u3058\u4f5c\u5bb6\u306e\u8a18\u9332\u304c0\u4ef6 | \u540c\u3058\u5206\u91ce\u3067\u6642\u4ee3\u306e\u8fd1\u3044\u4f5c\u5bb6\u306e\u8a18\u9332\u306e\u4ef6\u6570\u3092\u793a\u3059 |\n| \u6642\u4ee3\u304c\u5206\u304b\u3089\u306a\u3044 | \u6642\u4ee3\u306e\u8fd1\u3055\u3092\u4f7f\u308f\u305a\u306b\u5f15\u304d\u3001\u300c\u6642\u4ee3\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059 |\n| \u8fd1\u3044\u8a18\u9332\u304c\u3059\u3079\u3066\u672a\u8ca9\u58f2 | \u672a\u8ca9\u58f2\u306e\u70b9\u6570\u3068\u3001\u8cb7\u53d6\u304b\u3089\u306e\u65e5\u6570\u3092\u793a\u3059 |\n| AI\u306e\u91d1\u984d\u304c\u7d22\u5f15\u3068\u5408\u308f\u306a\u3044 | \u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3059 |\n\n**\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u306f\u3001\u3053\u306e\u8868\u306e\u5916\u3067\u3059\u3002** \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c15\u6761\u7b2c3\u9805\u306f\u3001\u53e4\u7269\u3092\u8cb7\u3044\u53d7\u3051\u3088\u3046\u3068\u3059\u308b\u5834\u5408\u306b**\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u304c\u3042\u308b\u3068\u8a8d\u3081\u308b\u3068\u304d\u306f\u3001\u76f4\u3061\u306b\u8b66\u5bdf\u5b98\u306b\u7533\u544a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044**\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u305d\u306e\u5224\u65ad\u3068\u7533\u544a\u306f\u62c5\u5f53\u304c\u884c\u3044\u3001\u3053\u306e\u69cb\u6210\u306f\u95a2\u308f\u308a\u307e\u305b\u3093\u3002**","log_storage":"- \u76f8\u8ac7\u3054\u3068\u306e\u3001\u76f8\u8ac7\u306e\u6587\uff08\u4f9d\u983c\u8005\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001\u5019\u88dc\u3001\u5f53\u305f\u3063\u305f\u9053\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u91d1\u984d\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u62c5\u5f53\u304c\u6c7a\u3081\u305f\u67fb\u5b9a\u306e\u984d\u3068\u3001\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u4f5c\u5bb6\u306e\u53f0\u5e33\u3068\u540c\u7fa9\u8a9e\u3092\u66f4\u65b0\u3057\u305f\u65e5\u3001\u66f4\u65b0\u3057\u305f\u62c5\u5f53\u3001`_analyze` \u3067\u78ba\u304b\u3081\u305f\u7d50\u679c\n\n**5\u3064\u76ee\u3092\u6b8b\u3059\u306e\u306f\u3001\u540c\u7fa9\u8a9e\u304c\u691c\u7d22\u306e\u7d50\u679c\u3092\u5909\u3048\u308b\u305f\u3081\u3067\u3059\u3002** \u3042\u308b\u65e5\u304b\u3089\u5019\u88dc\u306e\u9854\u3076\u308c\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u3001**\u3069\u306e\u540c\u7fa9\u8a9e\u306e\u66f4\u65b0\u304c\u539f\u56e0\u304b\u3092\u5f8c\u304b\u3089\u8ffd\u3048\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":5,"assumption_frequency":300,"assumption_workdays":22,"volume_month":300,"before_minutes_per_case":15,"after_minutes_per_case":6,"hourly_cost":2800,"before_hours_month":75,"after_hours_month":30,"saved_hours_month":45,"reduction_rate":60,"saved_hours_year":540,"annual_cost_effect":1512000,"summary":"\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u3067\u5c4a\u304f\u54c1\u306b\u3064\u3044\u3066\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u304b\u3089\u3001\u4f5c\u5bb6\u30fb\u4f5c\u54c1\u306e\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3044\u54c1\u3092\u63a2\u3057\u307e\u3059\u3002\u8fd1\u3044\u54c1\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u3068\u6642\u671f\u3092\u3001\u8a18\u9332\u306e\u756a\u53f7\u4ed8\u304d\u3067\u4e26\u3079\u307e\u3059\u3002","before_flow":"1. \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u3001\u76f8\u8ac7\u306e\u6587\u3068\u5199\u771f\u304b\u3089\u3001\u4f5c\u5bb6\u30fb\u7a2e\u985e\u30fb\u72b6\u614b\u30fb\u7bb1\u306e\u6709\u7121\u3092\u66f8\u304d\u51fa\u3059\n2. \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u53f0\u5e33\u3092\u4f5c\u5bb6\u306e\u540d\u524d\u3067\u691c\u7d22\u3059\u308b\n3. \u51fa\u3066\u3053\u306a\u3051\u308c\u3070\u3001\u53f7\u30fb\u672c\u540d\u30fb\u65e7\u5b57\u4f53\u30fb\u3072\u3089\u304c\u306a\u3067\u5f15\u304d\u76f4\u3059\n4. \u51fa\u3066\u304d\u305f\u884c\u304b\u3089\u3001\u540c\u3058\u7a2e\u985e\u3067\u6642\u4ee3\u3068\u72b6\u614b\u306e\u8fd1\u3044\u54c1\u3092\u76ee\u3067\u9078\u3076\n5. \u9078\u3093\u3060\u54c1\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u30fb\u6642\u671f\u3092\u898b\u6bd4\u3079\u308b\n6. \u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u306e\u9055\u3044\u3092\u8003\u3048\u3066\u3001\u67fb\u5b9a\u306e\u984d\u3092\u6c7a\u3081\u3066\u8fd4\u3059\n\n**\uff08a\uff09\u66f8\u304d\u65b9\u306e\u9055\u3044\u3067\u6f0f\u308c\u308b\u3002** 3\u756a\u76ee\u3067\u3001\u4f5c\u5bb6\u306e\u53f7\u3084\u65e7\u5b57\u4f53\u3092\u77e5\u3063\u3066\u3044\u308c\u3070\u5f15\u304d\u76f4\u305b\u307e\u3059\u304c\u3001**\u77e5\u3089\u306a\u3051\u308c\u3070\u300c\u8a18\u9332\u306a\u3057\u300d\u306e\u307e\u307e\u984d\u3092\u6c7a\u3081\u307e\u3059\u3002** \u3072\u3089\u304c\u306a\u3067\u66f8\u304b\u308c\u305f\u76f8\u8ac7\u306f\u3001\u3069\u306e\u6f22\u5b57\u306e\u4f5c\u5bb6\u304b\u3092\u62c5\u5f53\u304c\u5f53\u3066\u308b\u3068\u3053\u308d\u304b\u3089\u59cb\u307e\u308a\u307e\u3059\u3002\n\n**\uff08b\uff09\u540c\u3058\u540d\u524d\u306e\u5225\u306e\u4f5c\u5bb6\u3002** \u53f7\u306f\u4ee3\u3005\u53d7\u3051\u7d99\u304c\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u3001**\u540c\u3058\u53f7\u3067\u3082\u4ee3\u304c\u9055\u3048\u3070\u5024\u304c\u9055\u3044\u307e\u3059\u3002** \u53f0\u5e33\u306b\u4ee3\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u884c\u306f\u3001\u62c5\u5f53\u306e\u8a18\u61b6\u3067\u898b\u5206\u3051\u3066\u3044\u307e\u3059\u3002\n\n**\uff08c\uff09\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u306e\u898b\u6bd4\u3079\u304c\u7701\u304b\u308c\u308b\u3002** 5\u756a\u76ee\u3067\u3001\u30cb\u30e5\u30a6\u3084\u76f4\u3057\u306e\u6709\u7121\u3001\u5171\u7bb1\u306e\u6709\u7121\u3092\u8a18\u9332\u306e\u5099\u8003\u3067\u78ba\u304b\u3081\u308b\u306e\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002**\u6025\u3050\u3068\u3001\u5171\u7bb1\u3064\u304d\u306e\u54c1\u306e\u5024\u3067\u3001\u7bb1\u306e\u7121\u3044\u54c1\u3092\u898b\u7a4d\u3082\u308a\u307e\u3059\u3002**\n\n**\uff08d\uff09\u8ca9\u58f2\u306e\u7d4c\u8def\u306e\u9055\u3044\u304c\u898b\u3048\u306a\u3044\u3002** \u5e97\u982d\u3067\u58f2\u308c\u305f\u5024\u3068\u696d\u8005\u306e\u5e02\u3067\u58f2\u308c\u305f\u5024\u306f\u9055\u3044\u307e\u3059\u3002**\u7d4c\u8def\u3092\u898b\u305a\u306b\u5024\u3060\u3051\u3092\u898b\u308b\u3068\u3001\u8cb7\u3044\u53d6\u3063\u305f\u5f8c\u306b\u3069\u3053\u3067\u58f2\u308b\u304b\u304c\u8aad\u3081\u307e\u305b\u3093\u3002**","before_flow_steps":["\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u3001\u76f8\u8ac7\u306e\u6587\u3068\u5199\u771f\u304b\u3089\u3001\u4f5c\u5bb6\u30fb\u7a2e\u985e\u30fb\u72b6\u614b\u30fb\u7bb1\u306e\u6709\u7121\u3092\u66f8\u304d\u51fa\u3059","\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u53f0\u5e33\u3092\u4f5c\u5bb6\u306e\u540d\u524d\u3067\u691c\u7d22\u3059\u308b","\u51fa\u3066\u3053\u306a\u3051\u308c\u3070\u3001\u53f7\u30fb\u672c\u540d\u30fb\u65e7\u5b57\u4f53\u30fb\u3072\u3089\u304c\u306a\u3067\u5f15\u304d\u76f4\u3059","\u51fa\u3066\u304d\u305f\u884c\u304b\u3089\u3001\u540c\u3058\u7a2e\u985e\u3067\u6642\u4ee3\u3068\u72b6\u614b\u306e\u8fd1\u3044\u54c1\u3092\u76ee\u3067\u9078\u3076","\u9078\u3093\u3060\u54c1\u306e\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u30fb\u6642\u671f\u3092\u898b\u6bd4\u3079\u308b","\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u306e\u9055\u3044\u3092\u8003\u3048\u3066\u3001\u67fb\u5b9a\u306e\u984d\u3092\u6c7a\u3081\u3066\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u3001\u76f8\u8ac7\u306e\u6587\u3068\u3001\u7bb1\u66f8\u304d\u3084\u843d\u6b3e\u304b\u3089\u8aad\u3081\u305f\u7bc4\u56f2\u3092\u753b\u9762\u306b\u8cbc\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u76f8\u8ac7\u304b\u3089\u3001\u54c1\u3054\u3068\u306b\u4f5c\u5bb6\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u4f5c\u5bb6\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u306e\u5019\u88dc\u3068\u3001\u5f53\u305f\u3063\u305f\u9053\uff08\u53f0\u5e33\u30fb\u540c\u7fa9\u8a9e\u30fb\u8aad\u307f\uff09\u3092\u4ed8\u3051\u308b\n4. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u304b\u540d\u524d\u306e\u540c\u7fa9\u8a9e\u3068\u8aad\u307f\u3067\u5f15\u304d\u3001\u7a2e\u985e\u3067\u7d5e\u308a\u3001\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b\n5. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u3001\u5019\u88dc\u3054\u3068\u306b\u76f8\u8ac7\u306e\u54c1\u3068\u9055\u3046\u9805\u76ee\uff08\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u30fb\u4ee3\u30fb\u6642\u4ee3\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u5019\u88dc\u30fb\u9055\u3046\u70b9\u30fb\u5f53\u305f\u3063\u305f\u9053\u30fb\u78ba\u304b\u3081\u308b\u70b9\u3092\u3001\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u306b\u3059\u308b\n7. **\u3010\u4eba\u3011** \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u5199\u771f\u3067\u72b6\u614b\u3068\u7bb1\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u67fb\u5b9a\u306e\u984d\u3092\u6c7a\u3081\u3066\u8fd4\u3059\n\n**3\u756a\u76ee\u3067\u300c\u5f53\u305f\u3063\u305f\u9053\u300d\u3092\u4ed8\u3051\u308b\u306e\u306f\u3001\u78ba\u304b\u3089\u3057\u3055\u304c\u9055\u3046\u305f\u3081\u3067\u3059\u3002** \u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u53f7\u3067\u5f53\u305f\u3063\u305f\u5019\u88dc\u3068\u3001\u8aad\u307f\u304c\u540c\u3058\u3060\u3051\u3067\u5f53\u305f\u3063\u305f\u5019\u88dc\u3067\u306f\u3001\u540c\u3058\u4f5c\u5bb6\u3067\u3042\u308b\u78ba\u304b\u3089\u3057\u3055\u304c\u9055\u3044\u307e\u3059\u3002**\u8aad\u307f\u3060\u3051\u306e\u5019\u88dc\u306f\u3001\u753b\u9762\u3067\u300c\u8aad\u307f\u306e\u307f\u4e00\u81f4\u300d\u3068\u51fa\u3057\u307e\u3059\u3002**\n\n**7\u756a\u76ee\u3067\u984d\u3092\u6c7a\u3081\u308b\u306e\u306f\u62c5\u5f53\u3067\u3059\u3002** \u753b\u9762\u306b\u306f\u8a18\u9332\u306e\u5024\u3060\u3051\u3092\u51fa\u3057\u3001**\u300c\u3053\u306e\u54c1\u306f\u301c\u5186\u3067\u3059\u300d\u3068\u3044\u3046\u63d0\u6848\u306f\u51fa\u3057\u307e\u305b\u3093\u3002** \u771f\u8d0b\u306e\u898b\u7acb\u3066\u3001\u72b6\u614b\u306e\u50b7\u307f\u3001\u4eca\u306e\u9700\u8981\u3092\u898b\u3066\u6c7a\u3081\u308b\u306e\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u3001\u76f8\u8ac7\u306e\u6587\u3068\u3001\u7bb1\u66f8\u304d\u3084\u843d\u6b3e\u304b\u3089\u8aad\u3081\u305f\u7bc4\u56f2\u3092\u753b\u9762\u306b\u8cbc\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u76f8\u8ac7\u304b\u3089\u3001\u54c1\u3054\u3068\u306b\u4f5c\u5bb6\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u4f5c\u5bb6\u306e\u53f0\u5e33\u3092\u5f15\u304d\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u306e\u5019\u88dc\u3068\u3001\u5f53\u305f\u3063\u305f\u9053\uff08\u53f0\u5e33\u30fb\u540c\u7fa9\u8a9e\u30fb\u8aad\u307f\uff09\u3092\u4ed8\u3051\u308b","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u304b\u540d\u524d\u306e\u540c\u7fa9\u8a9e\u3068\u8aad\u307f\u3067\u5f15\u304d\u3001\u7a2e\u985e\u3067\u7d5e\u308a\u3001\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u3001\u5019\u88dc\u3054\u3068\u306b\u76f8\u8ac7\u306e\u54c1\u3068\u9055\u3046\u9805\u76ee\uff08\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u30fb\u4ee3\u30fb\u6642\u4ee3\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u5019\u88dc\u30fb\u9055\u3046\u70b9\u30fb\u5f53\u305f\u3063\u305f\u9053\u30fb\u78ba\u304b\u3081\u308b\u70b9\u3092\u3001\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u306b\u3059\u308b","**\u3010\u4eba\u3011** \u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u3001\u5199\u771f\u3067\u72b6\u614b\u3068\u7bb1\u66f8\u304d\u3092\u78ba\u304b\u3081\u3001\u67fb\u5b9a\u306e\u984d\u3092\u6c7a\u3081\u3066\u8fd4\u3059"],"architecture":"```\n\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33\uff08\u54c1\u540d\u30fb\u4f5c\u5bb6\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u30fb\u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u7d4c\u8def\u30fb\u65e5\u4ed8\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\nAWS Lambda \u2500\u2500 \u4f5c\u5bb6\u306e\u53f0\u5e33\u3067\u4f5c\u5bb6\u306e\u756a\u53f7\u3092\u4ed8\u3051\u3001\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u3092\u533a\u5206\u306b\u3059\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u8a18\u9332\u306e\u7d22\u5f15\uff1a\u4f5c\u5bb6\u306e\u756a\u53f7\u30fb\u4f5c\u5bb6\u540d\uff08kuromoji\uff0b\u540c\u7fa9\u8a9e\uff09\u30fb\u4f5c\u5bb6\u540d\u306e\u8aad\u307f\uff08readingform\uff09\n   \u2502               \u7a2e\u985e\u30fb\u6642\u4ee3\uff08\u897f\u66a6\u306e\u7bc4\u56f2\uff09\u30fb\u72b6\u614b\u306e\u533a\u5206\u30fb\u4ed8\u5c5e\u54c1\u30fb\u4ee3\n   \u2502               \u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u30fb\u65e5\u4ed8\n   \u25bc\u3010\u4eba\u3011\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3092\u8cbc\u308b\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u76f8\u8ac7\u3092\u54c1\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\n   \u251c\u2500\u2500\u25b6 \u4f5c\u5bb6\u306e\u53f0\u5e33 \u2500\u2500 \u4f5c\u5bb6\u306e\u756a\u53f7\u306e\u5019\u88dc\u3068\u5f53\u305f\u3063\u305f\u9053\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u4f5c\u5bb6\u3068\u7a2e\u985e\u3067\u5f15\u304d\u3001\u6642\u4ee3\u30fb\u72b6\u614b\u306e\u8fd1\u3055\u3067\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 \u9055\u3046\u9805\u76ee\u3092\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\n   \u25bc\n\u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u5199\u771f\u3092\u78ba\u304b\u3081\u3001\u984d\u3092\u6c7a\u3081\u3066\u8fd4\u3059\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08kuromoji\u3001kuromoji_readingform\u3001synonym_graph\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\u3001OpenAI API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u7167\u5408\u3001\u9055\u3046\u9805\u76ee\u306e\u4f5c\u6210\u3001\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u307f\u306e\u5199\u3057\u3001\u76f8\u8ac7\u3068\u5019\u88dc\u3068\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33\u3068\u53e4\u7269\u306e\u5e33\u7c3f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8cb7\u53d6\u304c\u6c7a\u307e\u3063\u305f\u5f8c\u306e\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u8cb7\u53d6\u306e\u8a18\u9332\u306b\u306f\u3001\u58f2\u308a\u624b\u306e\u60c5\u5831\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002** \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c16\u6761\u306f\u3001\u53e4\u7269\u5546\u304c\u53e4\u7269\u3092\u53d7\u3051\u53d6\u308a\u3001\u53c8\u306f\u5f15\u304d\u6e21\u3057\u305f\u3068\u304d\u306b\u3001**\u53d6\u5f15\u306e\u5e74\u6708\u65e5\u3001\u53e4\u7269\u306e\u54c1\u76ee\u53ca\u3073\u6570\u91cf\u3001\u53e4\u7269\u306e\u7279\u5fb4\u3001\u76f8\u624b\u65b9\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u306a\u3069\u3092\u5e33\u7c3f\u7b49\u306b\u8a18\u8f09\u3057\u3001\u53c8\u306f\u96fb\u78c1\u7684\u65b9\u6cd5\u306b\u3088\u308a\u8a18\u9332\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044**\u3068\u3057\u3001\u7b2c18\u6761\u306f\u5e33\u7c3f\u7b49\u3092**\u6700\u7d42\u306e\u8a18\u8f09\u3092\u3057\u305f\u65e5\u304b\u30893\u5e74\u9593**\u5099\u3048\u4ed8\u3051\u308b\u304b\u4fdd\u5b58\u3057\u3066\u304a\u304f\u3053\u3068\u3092\u6c42\u3081\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u7d22\u5f15\u306b\u5165\u308c\u308b\u306e\u306f\u3001\u54c1\u306e\u7279\u5fb4\u3068\u91d1\u984d\u3068\u65e5\u4ed8\u3060\u3051\u3067\u3059\u3002** \u76f8\u624b\u65b9\u306e\u60c5\u5831\u306f\u3001\u5e33\u7c3f\u306e\u5074\u306b\u3060\u3051\u7f6e\u304d\u307e\u3059\u3002\n\n**OpenSearch Service \u306b\u306f\u3001\u65e5\u672c\u8a9e\u306e kuromoji \u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u306e\u8868\u3067\u306f\u3001Japanese (kuromoji) Analysis \u3068 ICU Analysis \u304c\u5168\u30c9\u30e1\u30a4\u30f3\u306b\u542b\u307e\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f3\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u53f0\u5e33\u306e\u53d6\u308a\u8fbc\u307f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u66f4\u65b0\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53f0\u5e33\u306e\u53d6\u308a\u8fbc\u307f\u306f\u3001\u524d\u306e\u65e5\u307e\u3067\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3092\u66f8\u304d\u51fa\u3057\u3001\u7ba1\u7406\u756a\u53f7\u30671\u3064\u306e\u6587\u66f8\u306b\u3057\u3066\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u8cb7\u53d6\u306e\u6642\u70b9\u3067\u306f\u8ca9\u58f2\u984d\u304c\u7a7a\u3067\u3001\u58f2\u308c\u305f\u65e5\u306b\u540c\u3058\u6587\u66f8\u3092\u4e0a\u66f8\u304d\u3057\u307e\u3059\u3002**\n\n\u4f5c\u5bb6\u306e\u53f0\u5e33\u306f\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u53f7\u30fb\u5225\u540d\u30fb\u65e7\u5b57\u4f53\u30fb\u8aad\u307f\u3092\u8db3\u3057\u305f\u3068\u304d\u306b\u66f4\u65b0\u3057\u307e\u3059\u3002**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u5074\u306e analyzer \u306b\u5165\u308c\u308b\u306e\u3067\u3001\u66f4\u65b0\u3057\u305f\u3089\u8a2d\u5b9a\u3092\u76f4\u3057\u3066\u53cd\u6620\u3057\u307e\u3059\u3002** \u624b\u9806\u306f\u524d\u51e6\u7406\u3067\u66f8\u304d\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u76f8\u8ac7\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u907a\u54c1\u306e\u6574\u7406\u3067\u4f55\u5341\u70b9\u3082\u307e\u3068\u3081\u3066\u6765\u305f\u3068\u304d\u306f\u3001\u54c1\u3054\u3068\u306b\u5206\u3051\u3066\u5f15\u304d\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u306e\u76f8\u8ac7 | \u76f8\u8ac7\u306e\u6587\u3001\u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u304b\u3089\u8aad\u3093\u3060\u540d\u524d\u3001\u72b6\u614b\u306e\u30e1\u30e2 | \u53d7\u4ed8\u306e\u62c5\u5f53\u304c\u8cbc\u308b |\n| \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 | \u7ba1\u7406\u756a\u53f7\u3001\u54c1\u540d\u3001\u4f5c\u5bb6\u540d\uff08\u66f8\u304b\u308c\u305f\u307e\u307e\uff09\u3001\u7a2e\u985e\u3001\u6642\u4ee3\u3001\u72b6\u614b\u3001\u4ed8\u5c5e\u54c1\u3001\u8cb7\u53d6\u984d\u3001\u8ca9\u58f2\u984d\u3001\u8ca9\u58f2\u306e\u7d4c\u8def\u3001\u65e5\u4ed8 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33 |\n| \u4f5c\u5bb6\u306e\u53f0\u5e33 | \u4f5c\u5bb6\u306e\u756a\u53f7\u3001\u6b63\u306e\u540d\u524d\u3001\u53f7\u30fb\u5225\u540d\u30fb\u672c\u540d\u3001\u65e7\u5b57\u4f53\u306e\u66f8\u304d\u65b9\u3001\u8aad\u307f\u3001\u4ee3\u3001\u6d3b\u52d5\u306e\u6642\u671f\u3001\u5206\u91ce | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u53f0\u5e33 |\n| \u72b6\u614b\u306e\u8a00\u3044\u63db\u3048\u306e\u8868 | \u300c\u3072\u3073\u300d\u2192\u30cb\u30e5\u30a6\u3001\u300c\u6b20\u3051\u300d\u300c\u30db\u30c4\u300d\u2192\u6b20\u3051\u3001\u300c\u91d1\u7d99\u304e\u300d\u300c\u5171\u76f4\u3057\u300d\u2192\u76f4\u3057 \u306a\u3069\u306e\u8868 | \u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u3067\u3059\u3002** \u53f0\u5e33\u306b\u7121\u3044\u4f5c\u5bb6\u306f\u3001\u8a18\u9332\u306e\u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u540d\u524d\u3068\u8aad\u307f\u3067\u3057\u304b\u5f15\u3051\u307e\u305b\u3093\u3002**\u53f0\u5e33\u306f\u5168\u90e8\u306e\u4f5c\u5bb6\u3092\u4e00\u5ea6\u306b\u4f5c\u308b\u5fc5\u8981\u306f\u306a\u304f\u3001\u8a18\u9332\u306e\u70b9\u6570\u306e\u591a\u3044\u4f5c\u5bb6\u304b\u3089\u4f5c\u308a\u307e\u3059\u3002**\n\n**\u4ee3\u3068\u6d3b\u52d5\u306e\u6642\u671f\u306f\u3001\u540c\u3058\u53f7\u3092\u898b\u5206\u3051\u308b\u305f\u3081\u306b\u6301\u3061\u307e\u3059\u3002** \u4ee3\u304c\u5206\u304b\u3089\u306a\u3044\u8a18\u9332\u306f\u300c\u4ee3\u4e0d\u660e\u300d\u3068\u3057\u3066\u6301\u3061\u3001**\u76f8\u8ac7\u306e\u54c1\u306e\u4ee3\u304c\u5206\u304b\u3063\u3066\u3044\u3066\u3082\u3001\u4ee3\u4e0d\u660e\u306e\u8a18\u9332\u3092\u540c\u3058\u4ee3\u3068\u306f\u307f\u306a\u3057\u307e\u305b\u3093\u3002**\n\n**\u58f2\u308a\u624b\u306e\u540d\u524d\u3068\u4f4f\u6240\u306f\u3001\u7d22\u5f15\u306b\u3082\u751f\u6210AI\u306b\u3082\u6e21\u3057\u307e\u305b\u3093\u3002** \u76f8\u8ac7\u306e\u6587\u306b\u4f9d\u983c\u8005\u306e\u540d\u524d\u3084\u4f4f\u6240\u304c\u66f8\u304b\u308c\u3066\u3044\u308c\u3070\u3001\u8cbc\u308b\u524d\u306e\u753b\u9762\u3067\u4f0f\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| \u4f5c\u5bb6\u306e\u756a\u53f7\u304c\u540c\u3058\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`artist_id`\uff09 |\n| \u540d\u524d\u306e\u540c\u7fa9\u8a9e\u3067\u5f53\u305f\u308b\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `match`\uff08`artist_name`\u3002\u691c\u7d22\u306e\u5074\u3067\u540c\u7fa9\u8a9e\u3092\u5e83\u3052\u308b\uff09 |\n| \u8aad\u307f\u3067\u5f53\u305f\u308b\u8a18\u9332 | \u8a18\u9332\u306e\u7d22\u5f15 | `match`\uff08`artist_name.reading`\uff09 |\n| \u7a2e\u985e\u3068\u6642\u4ee3 | \u8a18\u9332\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`category`\uff09\u3068\u3001`should` \u306e `range`\uff08`year_from`\u30fb`year_to`\uff09 |\n| \u9055\u3046\u9805\u76ee\u306e\u6750\u6599 | \u8a18\u9332\u306e\u7d22\u5f15 | `_source` \u306e `condition`\u30fb`accessories`\u30fb`generation`\u30fb`channel` |\n\n**\u4f5c\u5bb6\u540d\u306f3\u3064\u306e\u9805\u76ee\u3067\u6301\u3061\u307e\u3059\u3002** \u4f5c\u5bb6\u306e\u756a\u53f7\u306e `keyword`\u3001kuromoji \u3067\u5206\u3051\u305f `artist_name`\u3001\u8aad\u307f\u306b\u3057\u305f `artist_name.reading` \u3067\u3059\u3002**\u691c\u7d22\u306f3\u3064\u3092\u5225\u3005\u306b\u6295\u3052\u3001\u3069\u306e\u9805\u76ee\u3067\u5f53\u305f\u3063\u305f\u304b\u3092 Lambda \u304c\u5019\u88dc\u306b\u4ed8\u3051\u307e\u3059\u3002** 1\u3064\u306e `bool` \u306e `should` \u306b\u6df7\u305c\u308b\u3068\u3001\u3069\u308c\u3067\u5f53\u305f\u3063\u305f\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002\n\n```json\nPUT \/antique_records\n{\n  \"settings\": { \"analysis\": {\n    \"tokenizer\": { \"ja_artist\": { \"type\": \"kuromoji_tokenizer\", \"mode\": \"search\",\n      \"user_dictionary_rules\": [\n        \"\u3007\u3007\u5c71\u4eba,\u3007\u3007 \u5c71\u4eba,\u30de\u30eb\u30de\u30eb \u30b5\u30f3\u30b8\u30f3,\u30ab\u30b9\u30bf\u30e0\u540d\u8a5e\" ] } },\n    \"filter\": {\n      \"artist_synonyms\": { \"type\": \"synonym_graph\",\n        \"synonyms\": [ \"\u3007\u3007\u5c71\u4eba, \u3007\u3007\u592a\u90ce, \u3007\u3007\u5c71\u4eba\u9020\" ] },\n      \"ja_reading\": { \"type\": \"kuromoji_readingform\", \"use_romaji\": false } },\n    \"analyzer\": {\n      \"artist_index\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"cjk_width\"] },\n      \"artist_search\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"cjk_width\", \"artist_synonyms\"] },\n      \"artist_reading\": { \"tokenizer\": \"ja_artist\", \"filter\": [\"ja_reading\"] } } } },\n  \"mappings\": { \"properties\": {\n    \"artist_id\": { \"type\": \"keyword\" },\n    \"artist_name\": { \"type\": \"text\", \"analyzer\": \"artist_index\", \"search_analyzer\": \"artist_search\",\n      \"fields\": { \"reading\": { \"type\": \"text\", \"analyzer\": \"artist_reading\" } } },\n    \"category\": { \"type\": \"keyword\" }, \"year_from\": { \"type\": \"integer\" },\n    \"year_to\": { \"type\": \"integer\" }, \"condition\": { \"type\": \"keyword\" },\n    \"accessories\": { \"type\": \"keyword\" }, \"generation\": { \"type\": \"keyword\" } } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u5074\u306e analyzer \u306b\u3060\u3051\u5165\u308c\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f**\u691c\u7d22\u306e analyzer \u3067\u3060\u3051\u4f7f\u3046**\u3088\u3046\u66f8\u304b\u308c\u3001\u7d22\u5f15\u306e\u6642\u306b\u4f7f\u3046\u3068\u8907\u6570\u8a9e\u306e\u540c\u7fa9\u8a9e\u304c\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u3092\u305a\u3089\u3059\u305f\u3081\u3001\u7d22\u5f15\u306e\u6642\u306b\u306f `synonym` \u3092\u4f7f\u3046\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u691c\u7d22\u306e\u5074\u3060\u3051\u306b\u7f6e\u3051\u3070\u3001\u540c\u7fa9\u8a9e\u3092\u8db3\u3057\u3066\u3082\u7d22\u5f15\u306b\u5165\u3063\u3066\u3044\u308b\u8a9e\u305d\u306e\u3082\u306e\u306f\u5909\u308f\u308a\u307e\u305b\u3093\u3002**\n\n**\u8aad\u307f\u306e\u9805\u76ee\u306f\u3001kuromoji \u306e\u8aad\u307f\u306e\u5f62\u3067\u4f5c\u308a\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`kuromoji_readingform` \u306f kuromoji \u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c\u6301\u3064\u8aad\u307f\u306e\u60c5\u5831\u3092\u4f7f\u3063\u3066\u3001\u5404\u30c8\u30fc\u30af\u30f3\u3092\u30ab\u30bf\u30ab\u30ca\uff08\u65e2\u5b9a\uff09\u304b\u30ed\u30fc\u30de\u5b57\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u8f9e\u66f8\u306b\u7121\u3044\u4f5c\u5bb6\u540d\u306f\u8aad\u307f\u304c\u6b63\u3057\u304f\u4ed8\u304b\u306a\u3044\u306e\u3067\u3001`user_dictionary_rules` \u306b\u540d\u524d\u30fb\u5206\u3051\u65b9\u30fb\u8aad\u307f\u30fb\u54c1\u8a5e\u306e\u884c\u3092\u8db3\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u8f9e\u66f8\u306e\u884c\u306f `<text>,<subtokens>,<readings>,<part of speech>` \u306e\u5f62\u3067\u3001`user_dictionary` \u306e\u30d5\u30a1\u30a4\u30eb\u3068\u4e00\u7dd2\u306b\u306f\u4f7f\u3048\u306a\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u4f5c\u5bb6\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b** \u2026 \u8a18\u9332\u306e\u4f5c\u5bb6\u540d\u3092\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u6b63\u306e\u540d\u524d\u30fb\u53f7\u30fb\u5225\u540d\u30fb\u65e7\u5b57\u4f53\u3068\u7167\u3089\u3057\u3001\u5f53\u305f\u308c\u3070 `artist_id` \u3092\u4ed8\u3051\u307e\u3059\u3002\u5f53\u305f\u3089\u306a\u3051\u308c\u3070\u7a7a\u306e\u307e\u307e\u6b8b\u3057\u307e\u3059\n2. **\u4ee3\u3092\u6301\u3064** \u2026 \u300c\u4e8c\u4ee3\u300d\u300c\u4e09\u4ee3\u76ee\u300d\u300c\u521d\u4ee3\u300d\u306a\u3069\u3092 `generation` \u306b\u5206\u3051\u307e\u3059\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070 `unknown` \u306b\u3057\u307e\u3059\n3. **\u6642\u4ee3\u3092\u897f\u66a6\u306e\u7bc4\u56f2\u306b\u3059\u308b** \u2026 \u300c\u6c5f\u6238\u5f8c\u671f\u300d\u300c\u660e\u6cbb\u300d\u300c\u662d\u548c\u521d\u671f\u300d\u3092\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u3067\u6c7a\u3081\u305f\u8868\u3067 `year_from`\u30fb`year_to` \u306b\u3057\u307e\u3059\u3002**\u300c\u6642\u4ee3\u4e0d\u660e\u300d\u306f\u7bc4\u56f2\u3092\u7a7a\u306b\u3057\u307e\u3059**\n4. **\u72b6\u614b\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u72b6\u614b\u306e\u8a00\u3044\u63db\u3048\u306e\u8868\u3067 `crack`\uff08\u30cb\u30e5\u30a6\uff09\u30fb`chip`\uff08\u6b20\u3051\uff09\u30fb`repair`\uff08\u76f4\u3057\uff09\u30fb`stain`\uff08\u30b7\u30df\uff09\u306a\u3069\u306e\u914d\u5217\u306b\u3057\u307e\u3059\n5. **\u4ed8\u5c5e\u54c1\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u5171\u7bb1\u30fb\u8b58\u7bb1\uff08\u5f8c\u304b\u3089\u5225\u306e\u4eba\u304c\u7bb1\u66f8\u304d\u3092\u3057\u305f\u7bb1\uff09\u30fb\u5408\u308f\u305b\u7bb1\u30fb\u9451\u5b9a\u66f8\u30fb\u681e\u3092\u914d\u5217\u306b\u3057\u307e\u3059\n6. **\u8ca9\u58f2\u306e\u7d4c\u8def\u3092\u305d\u308d\u3048\u308b** \u2026 \u5e97\u982d\u30fb\u696d\u8005\u306e\u5e02\u30fb\u901a\u8ca9\u306e3\u3064\u306b\u3057\u307e\u3059\n\n**\u540c\u7fa9\u8a9e\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u304b\u3089\u884c\u3092\u4f5c\u308a\u3001\u691c\u7d22\u306e\u5074\u306e analyzer \u306e\u8a2d\u5b9a\u3092\u66f4\u65b0\u3057\u3066\u53cd\u6620\u3057\u307e\u3059**\uff08\u66f4\u65b0\u306e\u3057\u304b\u305f\u306f\u4f7f\u3046\u7248\u306e\u624b\u9806\u306b\u5f93\u3044\u307e\u3059\uff09\u3002**\u53cd\u6620\u306e\u524d\u306b\u3001`_analyze` \u3067\u65b0\u3057\u3044\u540c\u7fa9\u8a9e\u304c\u5e83\u304c\u308b\u304b\u3092\u8a66\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_analyzer` \u3067\u540d\u524d\u3092\u6307\u5b9a\u3057\u305f analyzer \u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u3001**\u30a8\u30e9\u30fc\u3092\u8fd4\u3055\u305a\u306b\u305d\u306e filter \u306e\u3042\u308b analysis chain \u3067\u898f\u5247\u3092\u89e3\u91c8\u3059\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u9ed9\u3063\u3066\u5225\u306e\u89e3\u91c8\u306b\u306a\u308b\u306e\u3067\u3001`_analyze` \u3067\u78ba\u304b\u3081\u308b\u624b\u9806\u3092\u7701\u304d\u307e\u305b\u3093\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u76f8\u8ac7\u3092\u54c1\u3054\u3068\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\u3053\u3068\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u54c1\u3054\u3068\u306b\u3001\u4f5c\u5bb6\u540d\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u7bb1\u66f8\u304d\u3084\u843d\u6b3e\u306e\u5199\u771f\u306e\u6587\u5b57\u3092\u3001\u4f3c\u305f\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068 |\n| \u7a2e\u985e\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u91d1\u984d\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u5e73\u5747\u3084\u5024\u5e45\u3092\u51fa\u3059\u3053\u3068 |\n| \u5019\u88dc\u3054\u3068\u306b\u3001Lambda \u304c\u4f5c\u3063\u305f\u9055\u3046\u9805\u76ee\u3068\u5f53\u305f\u3063\u305f\u9053\u3092\u4e26\u3079\u308b | \u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u70b9\uff08\u7bb1\u66f8\u304d\u306e\u8aad\u307f\u76f4\u3057\u30fb\u4ee3\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u308b | \u771f\u8d0b\u3084\u4f5c\u5bb6\u306e\u771f\u7b46\u304b\u3069\u3046\u304b\u3092\u66f8\u304f\u3053\u3068 |\n\n**\u771f\u8d0b\u3092\u66f8\u304b\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u4f5c\u5bb6\u540d\u304c\u5f53\u305f\u3063\u305f\u8a18\u9332\u306e\u5024\u3092\u4e26\u3079\u308b\u3068\u3001**\u305d\u306e\u54c1\u304c\u672c\u7269\u3067\u3042\u308b\u3053\u3068\u3092\u524d\u63d0\u306b\u3057\u305f\u5024\u306b\u898b\u3048\u307e\u3059\u3002** \u753b\u9762\u306e\u4e0a\u90e8\u306b\u300c\u771f\u8d0b\u306e\u78ba\u8a8d\u524d\u306e\u53c2\u8003\u306e\u8a18\u9332\u300d\u3068\u5fc5\u305a\u51fa\u3057\u3001AI\u306e\u6587\u306b\u3082\u300c\u672c\u7269\u300d\u300c\u771f\u4f5c\u300d\u3092\u66f8\u304b\u305b\u307e\u305b\u3093\u3002\n\n**\u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u904e\u53bb\u306e\u8cb7\u53d6\u984d\u3068\u8ca9\u58f2\u984d\u3092\u6e21\u305b\u3070\u3001\u305d\u308c\u3089\u3057\u3044\u984d\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u984d\u306b\u306f\u3001\u5199\u771f\u3067\u898b\u305f\u50b7\u307f\u3001\u4eca\u306e\u9700\u8981\u3001\u771f\u8d0b\u306e\u898b\u7acb\u3066\u304c\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002**\n\n**\u4f5c\u5bb6\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u306f\u3001\u5225\u306e\u4f5c\u5bb6\u306e\u5024\u3067\u898b\u7a4d\u3082\u3089\u306a\u3044\u305f\u3081\u3067\u3059\u3002** **\u4f5c\u5bb6\u306e\u756a\u53f7\u3092\u4ed8\u3051\u308b\u306e\u306f\u3001AI\u3067\u306f\u306a\u304f\u4f5c\u5bb6\u306e\u53f0\u5e33\u306e\u7167\u5408\u3067\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n1\u56de\u76ee\uff08\u76f8\u8ac7\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u76f8\u8ac7\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u76f8\u8ac7\u3011\u304b\u3089\u3001\u54c1\u3054\u3068\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\uff08\u54c1\u3054\u3068\uff09\u3011\n- category: \u7a2e\u985e\u3002\u3010\u7a2e\u985e\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- artist_raw: \u4f5c\u5bb6\u540d\u3002\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u30fb\u76f8\u8ac7\u306e\u6587\u306b\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u3072\u3089\u304c\u306a\u3067\u3082\u305d\u306e\u307e\u307e\uff09\n- artist_source: \u305d\u306e\u540d\u524d\u304c\u3069\u3053\u306b\u66f8\u304b\u308c\u3066\u3044\u305f\u304b\uff08\u7bb1\u66f8\u304d\u30fb\u843d\u6b3e\u30fb\u76f8\u8ac7\u306e\u6587\u30fb\u4e0d\u660e\uff09\n- generation_raw: \u4ee3\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- period_raw: \u6642\u4ee3\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u7121\u3051\u308c\u3070\u7a7a\n- condition_raw: \u72b6\u614b\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- accessories_raw: \u7bb1\u30fb\u9451\u5b9a\u66f8\u306a\u3069\u306e\u4ed8\u5c5e\u54c1\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- missing: \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u9805\u76ee\u306e\u540d\u524d\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u4f5c\u5bb6\u540d\u3092\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u4f3c\u305f\u540d\u524d\u306e\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ee3\u30fb\u6642\u4ee3\u3092\u3001\u4f5c\u5bb6\u540d\u3084\u7a2e\u985e\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u672c\u7269\u304b\u507d\u7269\u304b\u3001\u4fa1\u5024\u304c\u3042\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u91d1\u984d\u306b\u3064\u3044\u3066\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f9d\u983c\u8005\u306e\u540d\u524d\u30fb\u4f4f\u6240\u30fb\u96fb\u8a71\u756a\u53f7\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7a2e\u985e\u306e\u533a\u5206\u3011{categories}\n\u3010\u76f8\u8ac7\u3011{inquiry_text}\n```\n\n2\u56de\u76ee\uff08\u5019\u88dc\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u306e\u8cb7\u53d6\u5e97\u3067\u3001\u8cb7\u53d6\u306e\u62c5\u5f53\u306b\u904e\u53bb\u306e\u8a18\u9332\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u5019\u88dc\u3011\u306f\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u3067\u3059\u3002\u3010\u9055\u3046\u9805\u76ee\u3011\u3010\u5f53\u305f\u3063\u305f\u9053\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u9332\u306e\u756a\u53f7\u30fb\u4f5c\u5bb6\u540d\uff08\u8a18\u9332\u306e\u66f8\u304d\u65b9\u306e\u307e\u307e\uff09\u30fb\u4ee3\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u30fb\n  \u8cb7\u53d6\u984d\u30fb\u8ca9\u58f2\u984d\u30fb\u8ca9\u58f2\u306e\u7d4c\u8def\u30fb\u65e5\u4ed8\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u3010\u5f53\u305f\u3063\u305f\u9053\u3011\u3068\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u3001\u6587\u8a00\u3092\u5909\u3048\u305a\u306b\u305d\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u58f2\u308c\u3066\u3044\u306a\u3044\u5019\u88dc\u306f\u3001\u8ca9\u58f2\u984d\u3092\u300c\u672a\u8ca9\u58f2\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u53d7\u4ed8\u3067\u78ba\u304b\u3081\u308b\u70b9\uff08\u7bb1\u66f8\u304d\u306e\u8aad\u307f\u76f4\u3057\u3001\u4ee3\u306e\u78ba\u8a8d\u306a\u3069\uff09\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u91d1\u984d\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5e73\u5747\u30fb\u5024\u5e45\u30fb\u5dee\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u67fb\u5b9a\u306e\u984d\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u672c\u7269\u300d\u300c\u771f\u4f5c\u300d\u300c\u4fa1\u5024\u304c\u9ad8\u3044\u300d\u306a\u3069\u3001\u8a18\u9332\u306b\u7121\u3044\u3053\u3068\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5019\u88dc\u306e\u9806\u4f4d\u3092\u5909\u3048\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u76f8\u8ac7\u306e\u6761\u4ef6\u3011{conditions}\n\u3010\u5019\u88dc\u3011{hits}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n\u3010\u5f53\u305f\u3063\u305f\u9053\u3011{match_routes}\n```\n\n**\u300c\u4f3c\u305f\u540d\u524d\u306e\u4f5c\u5bb6\u306b\u8aad\u307f\u66ff\u3048\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001\u3072\u3089\u304c\u306a\u306e\u540d\u524d\u3092\u6709\u540d\u306a\u4f5c\u5bb6\u306e\u6f22\u5b57\u306b\u76f4\u3057\u307e\u3059\u3002** \u76f4\u3057\u305f\u540d\u524d\u3067\u5f15\u304f\u3068\u3001**\u5225\u306e\u4f5c\u5bb6\u306e\u5024\u304c\u4e26\u3093\u3067\u3082\u3001\u753b\u9762\u306e\u4e0a\u3067\u306f\u533a\u5225\u304c\u3064\u304d\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\u30012\u56de\u76ee\u306f\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"inquiry_no\": \"\",\n  \"item\": { \"category\": \"\", \"artist_raw\": \"\", \"artist_id\": \"\", \"generation\": \"\",\n            \"year_from\": 0, \"year_to\": 0 },\n  \"candidates\": [\n    { \"record_no\": \"\", \"artist_name\": \"\", \"match_route\": \"artist_id | synonym | reading\",\n      \"generation\": \"\", \"condition\": [\"\"], \"accessories\": [\"\"],\n      \"buy_price\": 0, \"sell_price\": 0, \"channel\": \"store | dealer_market | online | unsold\",\n      \"differences\": [\"\"] } ],\n  \"to_confirm\": [\"\"]\n}\n```\n\nAWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3059\u3068\u5fdc\u7b54\u304c\u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3044\u3001`enum` \u304c\u4f7f\u3048\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u3059\u3079\u3066\u306e `object` \u306b `additionalProperties: false` \u304c\u8981\u308a\u3001\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306f\u4f7f\u3048\u307e\u305b\u3093\u3002** \u5f53\u305f\u3063\u305f\u9053\u3068\u8ca9\u58f2\u306e\u7d4c\u8def\u306f `enum` \u3067\u7e1b\u308a\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u91d1\u984d\u3068\u5f53\u305f\u3063\u305f\u9053\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `record_no` \u3054\u3068\u306b\u3001`buy_price`\u30fb`sell_price` \u3068 `match_route` \u304c Lambda \u306e\u6301\u3064\u5024\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u3001**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3066\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u304c\u4f5c\u3063\u305f\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `condition` | \u72b6\u614b\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `accessories` | \u4ed8\u5c5e\u54c1\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `generation` | \u4ee3\u304c\u9055\u3044\u307e\u3059\uff08\u76f8\u8ac7\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| \u3069\u3061\u3089\u304b\u304c `unknown` | \u301c\u304c\u5206\u304b\u308a\u307e\u305b\u3093\u3002\u78ba\u304b\u3081\u3066\u304b\u3089\u6bd4\u3079\u3066\u304f\u3060\u3055\u3044 |\n\n**4\u884c\u76ee\u304c\u5927\u4e8b\u3067\u3059\u3002** \u4ee3\u3084\u4ed8\u5c5e\u54c1\u306e\u3069\u3061\u3089\u304b\u304c\u5206\u304b\u3089\u306a\u3051\u308c\u3070\u3001**\u300c\u540c\u3058\u300d\u3068\u3082\u300c\u9055\u3046\u300d\u3068\u3082\u51fa\u3055\u305a\u3001\u78ba\u304b\u3081\u308b\u70b9\u3068\u3057\u3066\u51fa\u3057\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332 |\n| \u4f5c\u5bb6\u306e\u53f0\u5e33 | S3 \u306e\u8868\uff08\u8cb7\u53d6\u306e\u62c5\u5f53\u304c\u66f4\u65b0\uff09 | \u4f5c\u5bb6\u306e\u756a\u53f7\u30fb\u53f7\u30fb\u5225\u540d\u30fb\u8aad\u307f\u30fb\u4ee3 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u8a18\u9332\u306e\u7d22\u5f15\u3001\u540c\u7fa9\u8a9e\u3068\u8aad\u307f |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u8868 |\n| \u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u76f8\u8ac7\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u5019\u88dc\u3068\u9055\u3046\u70b9\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 |\n\n**\u6c7a\u3081\u305f\u67fb\u5b9a\u306e\u984d\u306f\u3001\u300c\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u300d\u3068\u4e00\u7dd2\u306b S3 \u306b\u6b8b\u3057\u307e\u3059\u3002** \u67fb\u5b9a\u306e\u8fd4\u4fe1\u3068\u5e33\u7c3f\u3078\u306e\u8a18\u8f09\u306f\u3001\u62c5\u5f53\u304c\u3044\u3064\u3082\u306e\u624b\u9806\u3067\u884c\u3044\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u4f5c\u5bb6\u540d\u306e\u8aad\u307f\u3092\u898b\u308b** \u2026 \u7bb1\u66f8\u304d\u3068\u843d\u6b3e\u306e\u5199\u771f\u3067\u3001\u53d6\u308a\u51fa\u3057\u305f\u540d\u524d\u304c\u6b63\u3057\u3044\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u5f53\u305f\u3063\u305f\u9053\u3092\u898b\u308b** \u2026 \u300c\u8aad\u307f\u306e\u307f\u4e00\u81f4\u300d\u306e\u5019\u88dc\u306f\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u3067\u540c\u3058\u4f5c\u5bb6\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n3. **\u4ee3\u3092\u898b\u308b** \u2026 \u4ee3\u306e\u9055\u3046\u5019\u88dc\u3068\u4ee3\u4e0d\u660e\u306e\u5019\u88dc\u306f\u3001\u5024\u306e\u53c2\u8003\u306b\u3068\u3069\u3081\u307e\u3059\n4. **\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u3092\u898b\u308b** \u2026 \u5199\u771f\u3067\u30cb\u30e5\u30a6\u30fb\u6b20\u3051\u30fb\u76f4\u3057\u3068\u3001\u7bb1\u306e\u6709\u7121\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u771f\u8d0b\u3092\u898b\u7acb\u3066\u308b** \u2026 \u62c5\u5f53\u304c\u54c1\u3092\u898b\u3066\u5224\u65ad\u3057\u307e\u3059\n6. **\u984d\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3068\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u8aad\u307f\u304c\u540c\u3058\u3060\u3051\u306e\u5225\u306e\u4f5c\u5bb6\u306e\u8a18\u9332\u306f\u3001**\u4f5c\u5bb6\u540d\u306e\u6587\u5b57\u304c\u9055\u3046\u306e\u3067\u753b\u9762\u3067\u6c17\u3065\u3051\u307e\u3059\u304c\u3001\u6025\u3050\u3068\u898b\u843d\u3068\u3057\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u4f5c\u5bb6\u540d\u304c\u53f0\u5e33\u306b\u7121\u3044 | \u66f8\u304b\u308c\u305f\u307e\u307e\u306e\u540d\u524d\u3068\u8aad\u307f\u3067\u5f15\u304d\u3001\u53f0\u5e33\u306b\u8db3\u3059\u5019\u88dc\u3068\u3057\u3066\u8a18\u9332\u3059\u308b |\n| \u4f5c\u5bb6\u540d\u304c\u5206\u304b\u3089\u306a\u3044 | \u7a2e\u985e\u3068\u6642\u4ee3\u3068\u72b6\u614b\u3060\u3051\u3067\u5f15\u304d\u3001\u300c\u4f5c\u5bb6\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059 |\n| \u540c\u3058\u4f5c\u5bb6\u306e\u8a18\u9332\u304c0\u4ef6 | \u540c\u3058\u5206\u91ce\u3067\u6642\u4ee3\u306e\u8fd1\u3044\u4f5c\u5bb6\u306e\u8a18\u9332\u306e\u4ef6\u6570\u3092\u793a\u3059 |\n| \u6642\u4ee3\u304c\u5206\u304b\u3089\u306a\u3044 | \u6642\u4ee3\u306e\u8fd1\u3055\u3092\u4f7f\u308f\u305a\u306b\u5f15\u304d\u3001\u300c\u6642\u4ee3\u4e0d\u660e\u300d\u3068\u3057\u3066\u51fa\u3059 |\n| \u8fd1\u3044\u8a18\u9332\u304c\u3059\u3079\u3066\u672a\u8ca9\u58f2 | \u672a\u8ca9\u58f2\u306e\u70b9\u6570\u3068\u3001\u8cb7\u53d6\u304b\u3089\u306e\u65e5\u6570\u3092\u793a\u3059 |\n| AI\u306e\u91d1\u984d\u304c\u7d22\u5f15\u3068\u5408\u308f\u306a\u3044 | \u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3059\u308b |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u5019\u88dc\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3059 |\n\n**\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u306f\u3001\u3053\u306e\u8868\u306e\u5916\u3067\u3059\u3002** \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c15\u6761\u7b2c3\u9805\u306f\u3001\u53e4\u7269\u3092\u8cb7\u3044\u53d7\u3051\u3088\u3046\u3068\u3059\u308b\u5834\u5408\u306b**\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u304c\u3042\u308b\u3068\u8a8d\u3081\u308b\u3068\u304d\u306f\u3001\u76f4\u3061\u306b\u8b66\u5bdf\u5b98\u306b\u7533\u544a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044**\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u305d\u306e\u5224\u65ad\u3068\u7533\u544a\u306f\u62c5\u5f53\u304c\u884c\u3044\u3001\u3053\u306e\u69cb\u6210\u306f\u95a2\u308f\u308a\u307e\u305b\u3093\u3002**\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u76f8\u8ac7\u3054\u3068\u306e\u3001\u76f8\u8ac7\u306e\u6587\uff08\u4f9d\u983c\u8005\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3001\u5019\u88dc\u3001\u5f53\u305f\u3063\u305f\u9053\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u91d1\u984d\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u62c5\u5f53\u304c\u6c7a\u3081\u305f\u67fb\u5b9a\u306e\u984d\u3068\u3001\u898b\u305f\u8a18\u9332\u306e\u756a\u53f7\u3001\u984d\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u4f5c\u5bb6\u306e\u53f0\u5e33\u3068\u540c\u7fa9\u8a9e\u3092\u66f4\u65b0\u3057\u305f\u65e5\u3001\u66f4\u65b0\u3057\u305f\u62c5\u5f53\u3001`_analyze` \u3067\u78ba\u304b\u3081\u305f\u7d50\u679c\n\n**5\u3064\u76ee\u3092\u6b8b\u3059\u306e\u306f\u3001\u540c\u7fa9\u8a9e\u304c\u691c\u7d22\u306e\u7d50\u679c\u3092\u5909\u3048\u308b\u305f\u3081\u3067\u3059\u3002** \u3042\u308b\u65e5\u304b\u3089\u5019\u88dc\u306e\u9854\u3076\u308c\u304c\u5909\u308f\u3063\u305f\u3068\u304d\u3001**\u3069\u306e\u540c\u7fa9\u8a9e\u306e\u66f4\u65b0\u304c\u539f\u56e0\u304b\u3092\u5f8c\u304b\u3089\u8ffd\u3048\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u8cb7\u53d6\u306e\u76f8\u8ac7\u304b\u308930\u70b9\u3092\u9078\u3076\uff08\u53f7\u3067\u66f8\u304b\u308c\u305f\u4f5c\u5bb6\u3001\u3072\u3089\u304c\u306a\u306e\u540d\u524d\u3001\u4ee3\u306e\u3042\u308b\u4f5c\u5bb6\u3092\u6df7\u305c\u308b\uff09\n2. \u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u62c5\u5f53\u304c\u5f53\u6642\u601d\u3044\u6d6e\u304b\u3079\u305f\u8fd1\u3044\u54c1\u3068\u3001\u6c7a\u3081\u305f\u67fb\u5b9a\u306e\u984d\u3092\u66f8\u304d\u51fa\u3059\n3. \u53f0\u5e33\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u8a18\u9332\u306e\u70b9\u6570\u306e\u591a\u3044\u4f5c\u5bb650\u4eba\u5206\u306e\u53f7\u30fb\u5225\u540d\u30fb\u65e7\u5b57\u4f53\u30fb\u8aad\u307f\u306e\u8868\u3092\u4f5c\u308b\n4. 30\u70b9\u306e\u76f8\u8ac7\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u4f5c\u5bb6\u540d\u30fb\u7a2e\u985e\u30fb\u6642\u4ee3\u30fb\u72b6\u614b\u30fb\u4ed8\u5c5e\u54c1\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4f5c\u5bb6\u540d\u3092\u76f4\u3055\u305a\u3001\u91d1\u984d\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\uff08**\u4f9d\u983c\u8005\u306e\u540d\u524d\u306f\u4f0f\u305b\u3066\u304b\u3089\u8cbc\u308a\u307e\u3059**\uff09\n5. \u53d6\u308a\u51fa\u3057\u305f\u540d\u524d\u30923\u756a\u76ee\u306e\u8868\u3067\u7167\u3089\u3057\u3001\u5f53\u6642\u306e\u62c5\u5f53\u304c\u601d\u3044\u6d6e\u304b\u3079\u305f\u54c1\u304c\u53f0\u5e33\u304b\u3089\u51fa\u3066\u304f\u308b\u304b\u3092\u898b\u308b\n\n**5\u756a\u76ee\u3067\u51fa\u3066\u3053\u306a\u3044\u54c1\u304c\u591a\u3051\u308c\u3070\u3001\u4f5c\u5bb6\u306e\u53f0\u5e33\u3092\u539a\u304f\u3059\u308b\u306e\u304c\u5148\u3067\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u54c1\u304c\u898b\u3064\u304b\u308a\u3001\u9055\u3046\u70b9\u3082\u4e26\u3079\u3089\u308c\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u4f5c\u5bb6\u540d\u3092\u76f4\u3057\u305f\u30fb\u984d\u3092\u66f8\u3044\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u8a18\u9332\u306b\u4f5c\u5bb6\u540d\u3084\u7a2e\u985e\u304c\u7121\u3044\u3082\u306e\u304c\u591a\u3044 | **\u53f0\u5e33\u306e\u6574\u5099\u304c\u5148** |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u76f8\u8ac7\u3092\u8aad\u307f\u66ff\u3048\u3001\u8868\u8a08\u7b97\u3067\u4f5c\u5bb6\u306e\u8868\u3092\u5f15\u304f \uff0f \u76f8\u8ac7\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u30fb\u540c\u7fa9\u8a9e\u30fb\u8aad\u307f\u3067\u5f15\u304f \uff0f \u8fd1\u3044\u54c1\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u5f53\u305f\u3063\u305f\u9053\u3068\u9055\u3046\u9805\u76ee\u306e\u4f5c\u6210\u3001\u5019\u88dc\u306e\u8868\u3068\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332 \uff0f \u76f8\u8ac7\u304b\u3089\u5019\u88dc\u306e\u8868\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u70b915\u5206\u304c9\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u66f8\u304d\u65b9\u3092\u5909\u3048\u305f\u5f15\u304d\u76f4\u3057\u306f\u307b\u307c\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u72b6\u614b\u3068\u4ed8\u5c5e\u54c1\u3068\u4ee3\u306e\u898b\u6bd4\u3079\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30676\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001\u53f0\u5e33\u306b\u7121\u3044\u4f5c\u5bb6\u3068\u3001\u8aad\u307f\u3060\u3051\u3067\u5f53\u305f\u308b\u5019\u88dc\u306e\u591a\u3044\u4f5c\u5bb6\u304c\u5206\u304b\u308a\u307e\u3059\u3002**\u53f0\u5e33\u3092\u539a\u304f\u3057\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u5019\u88dc\u304c\u78ba\u304b\u306b\u306a\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u53f7\u3084\u65e7\u5b57\u4f53\u3067\u540c\u3058\u4f5c\u5bb6\u304c\u5f15\u3051\u306a\u3044 | \u4f5c\u5bb6\u306e\u53f0\u5e33\u3068\u540c\u7fa9\u8a9e\u3067\u305d\u308d\u3048\u3001\u3069\u306e\u9053\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u51fa\u3059 |\n| \u8907\u6570\u8a9e\u306e\u540c\u7fa9\u8a9e\u3067\u8a9e\u53e5\u306e\u691c\u7d22\u304c\u5916\u308c\u308b | `synonym_graph` \u306f\u691c\u7d22\u306e analyzer \u306b\u3060\u3051\u5165\u308c\u308b |\n| \u540c\u7fa9\u8a9e\u306e\u898f\u5247\u304c\u9ed9\u3063\u3066\u5225\u306e\u89e3\u91c8\u306b\u306a\u308b | `synonym_analyzer` \u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u30a8\u30e9\u30fc\u306b\u306a\u3089\u306a\u3044\u3002`_analyze` \u3067\u78ba\u304b\u3081\u308b |\n| \u4f5c\u5bb6\u540d\u306e\u8aad\u307f\u304c\u6b63\u3057\u304f\u4ed8\u304b\u306a\u3044 | \u8f9e\u66f8\u306b\u7121\u3044\u540d\u524d\u306f `user_dictionary_rules` \u306b\u8aad\u307f\u306e\u884c\u3092\u8db3\u3059 |\n| \u8aad\u307f\u3060\u3051\u540c\u3058\u5225\u306e\u4f5c\u5bb6\u304c\u6df7\u3056\u308b | \u300c\u8aad\u307f\u306e\u307f\u4e00\u81f4\u300d\u3068\u51fa\u3057\u3001\u53f0\u5e33\u3067\u78ba\u304b\u3081\u308b |\n| \u4ee3\u306e\u9055\u3046\u54c1\u306e\u5024\u3067\u898b\u7a4d\u3082\u308b | \u4ee3\u3092\u9055\u3046\u9805\u76ee\u3068\u3057\u3066\u51fa\u3057\u3001\u4ee3\u4e0d\u660e\u306f\u540c\u3058\u3068\u307f\u306a\u3055\u306a\u3044 |\n| AI\u304c\u984d\u3084\u771f\u8d0b\u3092\u66f8\u304f | \u66f8\u304b\u305b\u306a\u3044\u3002\u7167\u5408\u3067\u6b62\u3081\u308b |\n\n**\u4e0a\u306e4\u884c\u306f\u3001\u691c\u7d22\u304c\u304d\u308c\u3044\u306b\u52d5\u3044\u3066\u3044\u308b\u3088\u3046\u306b\u898b\u3048\u3066\u8d77\u304d\u308b\u5931\u6557\u3067\u3059\u3002** **\u7b2c8\u7ae0\u306e30\u70b9\u3067\u3001\u5f53\u6642\u306e\u62c5\u5f53\u304c\u601d\u3044\u6d6e\u304b\u3079\u305f\u54c1\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u5fc5\u305a\u898b\u3066\u304f\u3060\u3055\u3044\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u8cb7\u53d6\u306e\u76f8\u8ac7\uff08\u907a\u54c1\u306e\u6574\u7406\u306a\u3069\u3001\u5bb6\u306e\u4e8b\u60c5\u304c\u5206\u304b\u308b\u6587\u3068\u5199\u771f\uff09\u3001\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\uff08\u54c1\u306e\u7279\u5fb4\u30fb\u91d1\u984d\u30fb\u65e5\u4ed8\uff09\u3067\u3059\u3002**\u8cb7\u53d6\u306e\u8a18\u9332\u306e\u5143\u306b\u306f\u3001\u53e4\u7269\u306e\u5e33\u7c3f\u3068\u3057\u3066\u58f2\u308a\u624b\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u304c\u4ed8\u3044\u3066\u3044\u307e\u3059\u3002**\n\n1. **\u58f2\u308a\u624b\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u53e4\u7269\u306e\u5e33\u7c3f\u306e\u76f8\u624b\u65b9\u306e\u60c5\u5831\u306f\u3001\u7d22\u5f15\u306b\u3082 Claude \u306b\u3082\u5165\u308c\u307e\u305b\u3093\n2. **\u5e33\u7c3f\u306f\u5e33\u7c3f\u3068\u3057\u3066\u6b8b\u3059** \u2026 \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c16\u6761\u306e\u5e33\u7c3f\u7b49\u3078\u306e\u8a18\u8f09\u3068\u7b2c18\u6761\u306e\u4fdd\u5b58\u306f\u3001\u3053\u306e\u69cb\u6210\u306e\u7d22\u5f15\u3067\u4ee3\u3048\u307e\u305b\u3093\n3. **\u771f\u8d0b\u3068\u984d\u3092\u6c7a\u3081\u3055\u305b\u306a\u3044** \u2026 \u753b\u9762\u306b\u51fa\u3059\u306e\u306f\u8a18\u9332\u306e\u5024\u3068\u9055\u3046\u9805\u76ee\u307e\u3067\u3067\u3059\n4. **\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u3068\u54c1\u89e6\u308c\u306f\u62c5\u5f53\u304c\u6271\u3046** \u2026 \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c19\u6761\u306f\u3001\u54c1\u89e6\u308c\u3092\u53d7\u3051\u305f\u65e5\u306b\u305d\u306e\u53e4\u7269\u3092\u6240\u6301\u3057\u3066\u3044\u305f\u3068\u304d\u306a\u3069\u306b\u3001**\u76f4\u3061\u306b\u8b66\u5bdf\u5b98\u306b\u5c4a\u3051\u51fa\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044**\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u3053\u306e\u69cb\u6210\u306e\u5019\u88dc\u306e\u8868\u306f\u3001\u54c1\u89e6\u308c\u3068\u306e\u7167\u5408\u306e\u4ee3\u308f\u308a\u306b\u306a\u308a\u307e\u305b\u3093**\n5. **\u76f8\u8ac7\u306e\u5199\u771f\u3092\u5fc5\u8981\u306a\u7bc4\u56f2\u3067\u6301\u3064** \u2026 \u5bb6\u306e\u4e2d\u304c\u5199\u3063\u305f\u5199\u771f\u306f\u3001\u67fb\u5b9a\u306b\u5fc5\u8981\u306a\u90e8\u5206\u3060\u3051\u3092\u6b8b\u3057\u307e\u3059\n6. **\u7d22\u5f15\u3078\u306e\u63a5\u7d9a\u3092\u9650\u308b** \u2026 OpenSearch \u306b\u306f\u3001Lambda \u3068\u8cb7\u53d6\u306e\u62c5\u5f53\u306e\u753b\u9762\u3060\u3051\u304c\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u5225\u306e\u4f5c\u5bb6\u3084\u4ee3\u306e\u5024\u3067\u898b\u7a4d\u3082\u308b\u3053\u3068\u3001AI\u306e\u6587\u306e\u91d1\u984d\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u3001\u58f2\u308a\u624b\u306e\u60c5\u5831\u304c\u7d22\u5f15\u306b\u5165\u308b\u3053\u3068\u306e3\u3064\u3067\u3059\u3002** \u5f53\u305f\u3063\u305f\u9053\u306e\u8868\u793a\u3068\u4ee3\u306e\u6271\u3044\u3001\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3001\u53d6\u308a\u8fbc\u307f\u306e\u9805\u76ee\u306e\u9650\u5b9a\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u9676\u78c1\u5668\u30fb\u639b\u8ef8\u30fb\u8336\u9053\u5177\u30fb\u6f06\u5668\u30fb\u91d1\u5de5\u306a\u3069\u306e\u9aa8\u8463\u30fb\u53e4\u7f8e\u8853\u3092\u8cb7\u3044\u53d6\u308a\u3001\u5e97\u982d\u30fb\u696d\u8005\u306e\u5e02\u30fb\u901a\u8ca9\u3067\u58f2\u3063\u3066\u3044\u3066\u3001\u8cb7\u53d6\u306e\u76f8\u8ac7\u304c\u6bce\u6708\u6570\u767e\u70b9\u3042\u308b\u8cb7\u53d6\u5e97\u3002\u904e\u53bb\u306e\u8cb7\u53d6\u3068\u8ca9\u58f2\u306e\u8a18\u9332\u306f\u53f0\u5e33\u306b\u6b8b\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u4f5c\u5bb6\u306e\u53f7\u3084\u5225\u540d\u3001\u8aad\u307f\u65b9\u3001\u65e7\u5b57\u4f53\u306e\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u8fd1\u3044\u54c1\u306e\u5024\u3092\u63a2\u3059\u306e\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u51fa\u5f35\u8cb7\u53d6\u3084\u907a\u54c1\u306e\u6574\u7406\u3067\u4e00\u5ea6\u306b\u4f55\u5341\u70b9\u3082\u306e\u76f8\u8ac7\u304c\u6765\u308b\u5834\u5408\u3002AWS 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\u306b\u8a18\u9332\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u4f5c\u5bb6\u306e\u756a\u53f7\u30fb\u540c\u7fa9\u8a9e\u30fb\u8aad\u307f\u3067\u5f15\u3051\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u9055\u3046\u9805\u76ee\u3068\u5019\u88dc\u306e\u8868\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u5f53\u305f\u3063\u305f\u9053\u3068\u9055\u3046\u9805\u76ee\u3001\u5019\u88dc\u306e\u8868\u3068\u7167\u5408\u3001\u6c7a\u3081\u305f\u984d\u306e\u8a18\u9332\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u53f0\u5e33\u306b\u7121\u304b\u3063\u305f\u4f5c\u5bb6\u306e\u6570\u3001\u300c\u8aad\u307f\u306e\u307f\u4e00\u81f4\u300d\u306e\u5019\u88dc\u306e\u6570\u3001\u907a\u54c1\u306e\u6574\u7406\u306e\u76f8\u8ac7\u306b\u67fb\u5b9a\u3092\u8fd4\u3059\u307e\u3067\u306e\u65e5\u6570\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**\u65b0\u3057\u3044\u62c5\u5f53\u304c\u3001\u30d9\u30c6\u30e9\u30f3\u3068\u540c\u3058\u8a18\u9332\u3092\u898b\u3066\u9055\u3046\u70b9\u3092\u78ba\u304b\u3081\u3001\u984d\u3092\u6c7a\u3081\u3066\u6839\u62e0\u3092\u6b8b\u305b\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-2171","UC-1037","UC-1073","UC-1076"],"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| Amazon OpenSearch Service \u306e\u5168\u30c9\u30e1\u30a4\u30f3\u306b Japanese (kuromoji) Analysis \u3068 ICU Analysis \u304c\u542b\u307e\u308c\u308b\u3053\u3068 | [AWS: Plugins by engine version in Amazon OpenSearch Service](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/supported-plugins.html) | 2026-10-29 |\n| kuromoji \u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u304c IPAdic \u306e\u8f9e\u66f8\u3067\u5f62\u614b\u7d20\u89e3\u6790\u3092\u3057\u3001\u65e2\u5b9a\u304c `search` \u30e2\u30fc\u30c9\u3067\u3042\u308b\u3053\u3068\u3002`user_dictionary_rules` \u306e\u884c\u304c `<text>,<subtokens>,<readings>,<part of speech>` \u306e\u5f62\u3067\u3001`user_dictionary` \u3068\u4e00\u7dd2\u306b\u306f\u4f7f\u3048\u306a\u3044\u3053\u3068 | [OpenSearch: Kuromoji tokenizer](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/tokenizers\/kuromoji.md) | 2026-10-29 |\n| `kuromoji_readingform` \u304c kuromoji \u306e\u30c8\u30fc\u30af\u30ca\u30a4\u30b6\u30fc\u306e\u8aad\u307f\u306e\u60c5\u5831\u3067\u3001\u5404\u30c8\u30fc\u30af\u30f3\u3092\u30ab\u30bf\u30ab\u30ca\uff08\u65e2\u5b9a\uff09\u304b\u30ed\u30fc\u30de\u5b57\u306e\u8aad\u307f\u306b\u7f6e\u304d\u63db\u3048\u308b\u3053\u3068 | [OpenSearch: Kuromoji reading form token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/kuromoji-readingform.md) | 2026-10-29 |\n| `synonym_graph` \u3092\u691c\u7d22\u306e analyzer \u3067\u3060\u3051\u4f7f\u3046\u3088\u3046\u66f8\u304b\u308c\u3001\u7d22\u5f15\u306e\u6642\u306b\u306f `synonym` \u3092\u4f7f\u3046\u3088\u3046\u6848\u5185\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u3002`synonym_analyzer` \u3067\u6307\u5b9a\u3057\u305f analyzer \u304c\u898b\u3064\u304b\u3089\u306a\u3044\u3068\u304d\u306b\u3001\u30a8\u30e9\u30fc\u3092\u8fd4\u3055\u305a\u305d\u306e filter \u306e\u3042\u308b analysis chain \u3067\u898f\u5247\u3092\u89e3\u91c8\u3059\u308b\u3053\u3068 | [OpenSearch: Synonym graph token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/synonym-graph.md) | 2026-10-29 |\n| \u53e4\u7269\u55b6\u696d\u6cd5\u306e\u7b2c15\u6761\u7b2c3\u9805\u3067\u4e0d\u6b63\u54c1\u306e\u7591\u3044\u304c\u3042\u308b\u3068\u8a8d\u3081\u308b\u3068\u304d\u306f\u76f4\u3061\u306b\u8b66\u5bdf\u5b98\u306b\u7533\u544a\u3057\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3053\u3068\u3002\u7b2c16\u6761\u3067\u53d6\u5f15\u306e\u5e74\u6708\u65e5\u3001\u54c1\u76ee\u53ca\u3073\u6570\u91cf\u3001\u7279\u5fb4\u3001\u76f8\u624b\u65b9\u306e\u4f4f\u6240\u30fb\u6c0f\u540d\u30fb\u8077\u696d\u30fb\u5e74\u9f62\u306a\u3069\u3092\u5e33\u7c3f\u7b49\u306b\u8a18\u8f09\u53c8\u306f\u8a18\u9332\u3059\u308b\u3053\u3068\u3002\u7b2c18\u6761\u3067\u6700\u7d42\u306e\u8a18\u8f09\u3092\u3057\u305f\u65e5\u304b\u30893\u5e74\u9593\u306e\u4fdd\u5b58\u3002\u7b2c19\u6761\u3067\u54c1\u89e6\u308c\u3092\u53d7\u3051\u305f\u65e5\u306b\u305d\u306e\u53e4\u7269\u3092\u6240\u6301\u3057\u3066\u3044\u305f\u3068\u304d\u306a\u3069\u306b\u76f4\u3061\u306b\u8b66\u5bdf\u5b98\u306b\u5c4a\u3051\u51fa\u308b\u3053\u3068 | [e-Gov \u6cd5\u4ee4API: \u53e4\u7269\u55b6\u696d\u6cd5](https:\/\/laws.e-gov.go.jp\/api\/2\/law_data\/324AC0000000108) | 2026-10-29 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002`additionalProperties: false` \u304c\u8981\u308b\u3053\u3068\u3002\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306b\u5bfe\u5fdc\u3057\u306a\u3044\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-29 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