{"id":16289,"date":"2026-10-23T17:55:17","date_gmt":"2026-10-23T08:55:17","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-used-car-stock-search\/"},"modified":"2026-10-23T17:55:17","modified_gmt":"2026-10-23T08:55:17","slug":"opensearch-used-car-stock-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/opensearch-used-car-stock-search\/","title":{"rendered":"\u4e2d\u53e4\u8eca\u8ca9\u58f2\u5e97\u306e\u55b6\u696d\u304c\u3001\u304a\u5ba2\u69d8\u306e\u3042\u3044\u307e\u3044\u306a\u8981\u671b\uff08\u4e88\u7b97\u30fb\u7528\u9014\u30fb\u8272\u30fb\u88c5\u5099\uff09\u304b\u3089\u5728\u5eab\u306e\u8eca\u4e21\u3092\u63a2\u3057\u3001\u6761\u4ef6\u306b\u5408\u3046\u5ea6\u5408\u3044\u3068\u5916\u308c\u305f\u6761\u4ef6\u3092\u6dfb\u3048\u3066\u793a\u3059"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u304a\u5ba2\u69d8\u306e\u300c\u4e88\u7b97\u306f200\u4e07\u5186\u304f\u3089\u3044\u3001\u5b50\u3069\u3082\u304c3\u4eba\u3001\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2\u3067\u767d\u3063\u307d\u3044\u8272\u300d\u3068\u3044\u3063\u305f\u8981\u671b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3066\u8aad\u307f\u66ff\u3048\u3001\u5168\u5e97\u306e\u5728\u5eab\u304b\u3089\u5408\u3046\u8eca\u4e21\u3092\u63a2\u3057\u307e\u3059\u3002\u5019\u88dc\u306b\u306f\u3001\u5408\u3063\u305f\u6761\u4ef6\u30fb\u5916\u308c\u305f\u6761\u4ef6\u3068\u3001\u8981\u671b\u3092\u3069\u3046\u8aad\u307f\u66ff\u3048\u305f\u304b\u3092\u6dfb\u3048\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-1716","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-23","tech_verified_date":"2026-10-15","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u30021\u6642\u9593\u3054\u3068\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5168\u8eca\u4e21\u306e\u60c5\u5831\u3092\u66f8\u304d\u51fa\u3057\u3066\u7d22\u5f15\u3092\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u4ed5\u5165\u308c\u3066\u5c55\u793a\u306e\u6e96\u5099\u4e2d\u306e\u8eca\u3082\u5165\u308c\u3001\u72b6\u614b\u306e\u9805\u76ee\u3067\u300c\u6e96\u5099\u4e2d\u300d\u3068\u5206\u3051\u307e\u3059\u3002** \u6e96\u5099\u4e2d\u306e\u8eca\u306f\u3001\u304a\u5ba2\u69d8\u306e\u5e0c\u671b\u306b\u3088\u3063\u3066\u306f\u63d0\u6848\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u8981\u671b\u3092\u6253\u3061\u8fbc\u3093\u3060\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**Web\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u7279\u5b9a\u306e\u8eca\u304c\u58f2\u308c\u3066\u3044\u305f\u3068\u304d\u306f\u3001\u305d\u306e\u8eca\u306e\u60c5\u5831\u3092\u8981\u671b\u306e\u4ee3\u308f\u308a\u306b\u4f7f\u3046\u300c\u3053\u306e\u8eca\u306b\u8fd1\u3044\u8eca\u3092\u63a2\u3059\u300d\u306e\u30dc\u30bf\u30f3\u3082\u7f6e\u304d\u307e\u3059\u3002** \u305d\u306e\u3068\u304d\u306f\u3001\u5143\u306e\u8eca\u306e\u652f\u6255\u7dcf\u984d\u30fb\u30dc\u30c7\u30a3\u30fb\u5b9a\u54e1\u3092\u6761\u4ef6\u306e\u6750\u6599\u306b\u3057\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8981\u671b | \u304a\u5ba2\u69d8\u306e\u8a00\u8449\u306e\u307e\u307e\u306e\u30e1\u30e2\u3001\u307e\u305f\u306fWeb\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u672c\u6587 | \u55b6\u696d\u304c\u6253\u3061\u8fbc\u3080\u30fb\u8cbc\u308b |\n| \u8eca\u4e21\u306e\u60c5\u5831 | \u5e97\u8217\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u8eca\u7a2e\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u652f\u6255\u7dcf\u984d\u3001\u8eca\u4e21\u4fa1\u683c\u3001\u4e57\u8eca\u5b9a\u54e1\u3001\u30dc\u30c7\u30a3\u3001\u30c9\u30a2\u3001\u99c6\u52d5\u3001\u8272\u540d\u3001\u88c5\u5099\u306e\u6b04\u3001\u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u306e\u6709\u7121\u3001\u70b9\u691c\u6574\u5099\u306e\u6709\u7121 | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u8272\u306e\u7cfb\u7d71\u306e\u8868 | \u30e1\u30fc\u30ab\u30fc\u306e\u8272\u540d\u3068\u8272\u306e\u7cfb\u7d71\uff08\u767d\u3001\u9ed2\u3001\u9280\u30fb\u7070\u3001\u9752\u3001\u8d64\u3001\u8336\u30fb\u30d9\u30fc\u30b8\u30e5\u3001\u7dd1\u3001\u9ec4\u3001\u305d\u306e\u4ed6\uff09\u306e\u5bfe\u5fdc | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u88c5\u5099\u306e\u540c\u7fa9\u8a9e\u306e\u8868 | \u88c5\u5099\u306e\u8a00\u3044\u65b9\u306e\u7d44\uff08\u300c\u30ca\u30d3\u3001\u30ab\u30fc\u30ca\u30d3\u3001\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u300d\u300c\u30d0\u30c3\u30af\u30ab\u30e1\u30e9\u3001\u30d0\u30c3\u30af\u30e2\u30cb\u30bf\u30fc\u300d\uff09 | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u63a2\u3059\u305f\u3073\u306b\u7167\u4f1a\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u3059\u3002** \u30e1\u30fc\u30ab\u30fc\u306e\u8272\u540d\u306f\u6570\u767e\u3042\u308a\u3001\u300c\u30d1\u30fc\u30eb\u30db\u30ef\u30a4\u30c8\u2162\u300d\u300c\u30db\u30ef\u30a4\u30c8\u30d1\u30fc\u30eb\u30af\u30ea\u30b9\u30bf\u30eb\u30b7\u30e3\u30a4\u30f3\u300d\u306f\u3001\u3069\u3061\u3089\u3082\u304a\u5ba2\u69d8\u306b\u3068\u3063\u3066\u306f\u300c\u767d\u300d\u3067\u3059\u3002**\u53d6\u308a\u8fbc\u307f\u306e\u3068\u304d\u306b\u8272\u540d\u304b\u3089\u7cfb\u7d71\u3092\u5f15\u304d\u3001`color_family` \u306b\u5165\u308c\u307e\u3059\u3002** \u8868\u306b\u7121\u3044\u8272\u540d\u306f\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u3066\u3001\u55b6\u696d\u306b\u8868\u3078\u306e\u8ffd\u52a0\u3092\u983c\u307f\u307e\u3059\u3002\n\n**\u4fee\u5fa9\u6b74\u3068\u4fdd\u8a3c\u30fb\u70b9\u691c\u6574\u5099\u306e\u6709\u7121\u306f\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u516c\u53d6\u5354\u306e\u8cc7\u6599\u306f\u3001\u5b9a\u671f\u70b9\u691c\u6574\u5099\u306e\u5b9f\u65bd\u306e\u6709\u7121\u3068\u4fdd\u8a3c\u306e\u6709\u7121\u3092\u660e\u77ad\u306b\u8868\u793a\u3059\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u5019\u88dc\u306e\u4e00\u89a7\u3067\u3082\u3001\u3053\u306e3\u3064\u306f\u5e38\u306b\u51fa\u3057\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u5408\u3046\u8eca | \u8eca\u4e21\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `range`\uff08\u652f\u6255\u7dcf\u984d\u306e\u4e0a\u9650\u3001\u5b9a\u54e1\u306e\u4e0b\u9650\uff09\u3068 `term`\uff08\u30dc\u30c7\u30a3\u3001\u30c9\u30a2\u3001\u99c6\u52d5\uff09 |\n| \u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6 | \u8eca\u4e21\u306e\u7d22\u5f15 | `bool` \u306e `should` \u306b `term`\uff08\u8272\u306e\u7cfb\u7d71\uff09\u3068 `match`\uff08\u88c5\u5099\uff09 |\n| \u4e88\u7b97\u3092\u5c11\u3057\u8d85\u3048\u308b\u8eca | \u8eca\u4e21\u306e\u7d22\u5f15 | \u652f\u6255\u7dcf\u984d\u306e\u4e0a\u9650\u30921\u5272\u4e0a\u3052\u305f `range` \u3067\u5225\u306b\u63a2\u3057\u3001\u5225\u306e\u6b04\u306b\u51fa\u3059 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5019\u88dc\u306e\u8eca\u4e21\u756a\u53f7\u3054\u3068\u306b\u7167\u4f1a |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u540c\u7fa9\u8a9e\u306e\u7d44\u306f\u4e00\u90e8\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/stock\n{\n  \"settings\": { \"analysis\": {\n    \"filter\": {\n      \"equip_syn\": { \"type\": \"synonym_graph\", \"synonyms\": [\n        \"\u30ca\u30d3, \u30ab\u30fc\u30ca\u30d3, \u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\",\n        \"\u30d0\u30c3\u30af\u30ab\u30e1\u30e9, \u30d0\u30c3\u30af\u30e2\u30cb\u30bf\u30fc\",\n        \"\u4e21\u5074\u96fb\u52d5\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2, \u4e21\u5074\u30d1\u30ef\u30fc\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2\" ] }\n    },\n    \"analyzer\": {\n      \"equip_index\":  { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n                        \"filter\": [\"cjk_width\", \"lowercase\"] },\n      \"equip_search\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n                        \"filter\": [\"cjk_width\", \"lowercase\", \"equip_syn\"] }\n    }\n  } },\n  \"mappings\": { \"properties\": {\n    \"stock_no\":     { \"type\": \"keyword\" },\n    \"store\":        { \"type\": \"keyword\" },\n    \"maker\":        { \"type\": \"keyword\" },\n    \"model\":        { \"type\": \"keyword\" },\n    \"total_price\":  { \"type\": \"integer\" },\n    \"vehicle_price\":{ \"type\": \"integer\" },\n    \"year\":         { \"type\": \"integer\" },\n    \"mileage_km\":   { \"type\": \"integer\" },\n    \"capacity\":     { \"type\": \"integer\" },\n    \"body\":         { \"type\": \"keyword\" },\n    \"slide_door\":   { \"type\": \"keyword\" },\n    \"drive\":        { \"type\": \"keyword\" },\n    \"color_name\":   { \"type\": \"keyword\" },\n    \"color_family\": { \"type\": \"keyword\" },\n    \"equipment\":    { \"type\": \"text\", \"analyzer\": \"equip_index\",\n                      \"search_analyzer\": \"equip_search\" },\n    \"repair_history\": { \"type\": \"boolean\" },\n    \"warranty\":     { \"type\": \"keyword\" },\n    \"inspection\":   { \"type\": \"keyword\" },\n    \"stage\":        { \"type\": \"keyword\" }\n  } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u3068\u304d\u3060\u3051\u52b9\u304b\u305b\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3046\u3082\u306e\u3068\u3055\u308c\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002**\u7d22\u5f15\u306e\u3068\u304d\u306b\u540c\u7fa9\u8a9e\u3092\u52b9\u304b\u305b\u305f\u3044\u306a\u3089 `synonym` \u306e\u30d5\u30a3\u30eb\u30bf\u3092\u4f7f\u3046**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u69cb\u6210\u3067\u306f\u3001\u540c\u7fa9\u8a9e\u306e\u8868\u3092\u76f4\u3057\u3066\u3082\u7d22\u5f15\u3092\u4f5c\u308a\u76f4\u3055\u305a\u306b\u6e08\u3080\u3088\u3046\u3001\u691c\u7d22\u306e\u5074\u306b\u7f6e\u304d\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/stock\/_search\n{ \"query\": { \"bool\": {\n    \"filter\": [\n      { \"range\": { \"total_price\": { \"lte\": 2000000 } } },\n      { \"range\": { \"capacity\":    { \"gte\": 6 } } },\n      { \"term\":  { \"slide_door\": \"both_sides\" } },\n      { \"terms\": { \"stage\": [\"on_sale\", \"preparing\"] } } ],\n    \"should\": [\n      { \"terms\": { \"color_family\": [\"white\", \"silver_gray\"] } },\n      { \"match\": { \"equipment\": \"\u30ca\u30d3\" } },\n      { \"match\": { \"equipment\": \"\u30d0\u30c3\u30af\u30ab\u30e1\u30e9\" } } ] } },\n  \"size\": 20 }\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`range` \u306f `gte`\u30fb`gt`\u30fb`lte`\u30fb`lt` \u3067\u6570\u5024\u306e\u7bc4\u56f2\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002**`filter` \u306e\u6761\u4ef6\u306f\u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u3001\u5916\u308c\u305f\u8eca\u3092\u843d\u3068\u3057\u307e\u3059\u3002** `should` \u306f\u70b9\u6570\u3092\u4e0a\u3052\u308b\u3060\u3051\u3067\u3001\u5916\u308c\u305f\u8eca\u3082\u6b8b\u308a\u307e\u3059\u3002","preprocessing":"1. **\u8272\u540d\u304b\u3089\u7cfb\u7d71\u3092\u5f15\u304f** \u2026 \u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067 `color_family` \u3092\u5165\u308c\u307e\u3059\u30022\u8272\u306e\u5857\u308a\u5206\u3051\u306f\u3001\u4e3b\u306a\u8272\u30671\u3064\u3001`color_family` \u3092\u914d\u5217\u306b\u3057\u3066\u3082\u30461\u3064\u3092\u5165\u308c\u307e\u3059\n2. **\u88c5\u5099\u306e\u6b04\u3092\u305d\u308d\u3048\u308b** \u2026 \u5168\u89d2\u30fb\u534a\u89d2\u3092\u305d\u308d\u3048\u3001\u300c\u30fb\u300d\u300c\uff0f\u300d\u3067\u533a\u5207\u3089\u308c\u305f\u88c5\u5099\u30921\u3064\u305a\u3064\u306b\u3057\u307e\u3059\n3. **\u4fa1\u683c\u3092\u6570\u5024\u306b\u3059\u308b** \u2026 \u300c198.0\u4e07\u5186\u300d\u3092\u5186\u306e\u6574\u6570\u306b\u3057\u307e\u3059\u3002\u652f\u6255\u7dcf\u984d\u304c\u7a7a\u306e\u8eca\u306f\u3001`total_price` \u3092\u5165\u308c\u305a\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\n4. **\u30c9\u30a2\u306e\u5f62\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u300c\u4e21\u5074\u96fb\u52d5\u30b9\u30e9\u30a4\u30c9\u300d\u300c\u7247\u5074\u30b9\u30e9\u30a4\u30c9\u300d\u300c\u30d2\u30f3\u30b8\u300d\u30923\u3064\u306e\u5024\u306b\u3057\u307e\u3059\n5. **\u8981\u671b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u4f4f\u6240\u306e\u756a\u5730\u3092\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u3067\u652f\u6255\u7dcf\u984d\u306e\u7a7a\u306e\u8eca\u306b\u5370\u3092\u4ed8\u3051\u308b\u306e\u306f\u3001\u4fa1\u683c\u306e\u6761\u4ef6\u3067\u6f0f\u3089\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u652f\u6255\u7dcf\u984d\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u8eca\u306f `range` \u306e\u6761\u4ef6\u306b\u5408\u308f\u305a\u3001\u4e00\u89a7\u304b\u3089\u6d88\u3048\u307e\u3059\u3002**\u753b\u9762\u306b\u300c\u4fa1\u683c\u672a\u8a2d\u5b9a\u306e\u8eca\u304cN\u53f0\u3042\u308a\u307e\u3059\u300d\u3068\u51fa\u3057\u3001\u55b6\u696d\u304c\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u8981\u671b\u306e\u6587\u3092\u691c\u7d22\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u4e26\u3079\u308b\u306e\u3082\u3001\u5916\u3059\u6761\u4ef6\u306e\u9806\u3092\u6c7a\u3081\u308b\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u4e88\u7b97\u30fb\u5b9a\u54e1\u30fb\u30dc\u30c7\u30a3\u30fb\u30c9\u30a2\u30fb\u99c6\u52d5\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u8db3\u3059\u3053\u3068 |\n| \u8272\u30fb\u88c5\u5099\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u306e\u5e0c\u671b\u3092\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u5e0c\u671b\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u683c\u4e0a\u3052\u3059\u308b\u3053\u3068 |\n| \u7528\u9014\u306e\u8a00\u8449\uff08\u300c\u5b50\u3069\u30823\u4eba\u300d\u300c\u96ea\u9053\u300d\uff09\u3092\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f | \u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304f\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6319\u3052\u308b\uff08\u4e88\u7b97\u306f\u652f\u6255\u7dcf\u984d\u304b\u3001\u8d85\u3048\u3066\u3088\u3044\u304b\uff09 | \u8eca\u7a2e\u3084\u7279\u5b9a\u306e\u8eca\u3092\u52e7\u3081\u308b\u3053\u3068 |\n| \u8272\u306e\u8a00\u8449\u3092\u8272\u306e\u7cfb\u7d71\u306e\u5024\u306b\u5f53\u3066\u308b | \u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044\u5024\u3092\u4f5c\u308b\u3053\u3068 |\n\n**\u300c\u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u300c\u5b50\u3069\u3082\u304c3\u4eba\u300d\u304b\u3089\u5b9a\u54e16\u4eba\u4ee5\u4e0a\u3068\u3059\u308b\u306e\u306f\u63a8\u6e2c\u3067\u3001**\u304a\u5ba2\u69d8\u306f5\u4eba\u4e57\u308a\u3067\u5341\u5206\u3068\u8003\u3048\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002** \u8aad\u307f\u66ff\u3048\u305f\u6761\u4ef6\u306b\u306f `inferred: true` \u3092\u4ed8\u3051\u3001\u753b\u9762\u3067\u8272\u3092\u5909\u3048\u3066\u51fa\u3057\u307e\u3059\u3002\n\n**\u4e88\u7b97\u306f\u3001\u8a00\u3044\u65b9\u3067\u6271\u3044\u3092\u5206\u3051\u307e\u3059\u3002** \u300c200\u4e07\u5186\u307e\u3067\u300d\u306f\u4e0a\u9650\u3001\u300c200\u4e07\u5186\u304f\u3089\u3044\u300d\u306f\u4e0a\u9650\u3092\u6c7a\u3081\u305a\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u5165\u308c\u3001\u4eee\u306e\u4e0a\u9650\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002**\u3069\u3061\u3089\u306e\u5834\u5408\u3082\u300c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u300d\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u5165\u308c\u307e\u3059\u3002**","prompt_example":"```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u8eca\u8ca9\u58f2\u5e97\u306e\u55b6\u696d\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u304a\u5ba2\u69d8\u306e\u8981\u671b\u306e\u6587\u3092\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u8981\u671b\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u66ff\u3048\u306e\u6c7a\u307e\u308a\u3011\n- must: \u5916\u308c\u305f\u3089\u63d0\u6848\u306b\u306a\u3089\u306a\u3044\u6761\u4ef6\u3002\u4e88\u7b97\u306e\u4e0a\u9650\u3001\u4e57\u8eca\u5b9a\u54e1\u3001\n  \u30dc\u30c7\u30a3\u306e\u5f62\u3001\u30c9\u30a2\u306e\u5f62\u3001\u99c6\u52d5\u3002\u304a\u5ba2\u69d8\u304c\u300c\u7d76\u5bfe\u300d\u300c\u5fc5\u305a\u300d\u3068\u8a00\u3063\u305f\u3082\u306e\n- want: \u5916\u308c\u3066\u3082\u4ed6\u304c\u5408\u3048\u3070\u63d0\u6848\u306b\u306a\u308b\u6761\u4ef6\u3002\u8272\u3001\u88c5\u5099\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\n- \u7528\u9014\u306e\u8a00\u8449\uff08\u5bb6\u65cf\u306e\u4eba\u6570\u3001\u96ea\u9053\u3001\u901a\u52e4\u306e\u8ddd\u96e2\u306a\u3069\uff09\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308b\u3068\u304d\u306f\u3001\n  inferred \u3092 true \u306b\u3057\u3001reason \u306b\u5143\u306e\u8a00\u8449\u3068\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f\n- color_family \u306f\u3010\u8272\u306e\u7cfb\u7d71\u3011\u306e\u5024\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u5f53\u3066\u3089\u308c\u306a\u3051\u308c\u3070\u4f7f\u308f\u306a\u3044\n- ask: \u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3002\u4e88\u7b97\u304c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u3001\n  \u4e88\u7b97\u3092\u8d85\u3048\u3066\u3088\u3044\u304b\u3001\u8aad\u307f\u66ff\u3048\u305f\u6761\u4ef6\u3067\u3088\u3044\u304b\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u304f\u3089\u3044\u300d\u300c\u307b\u3069\u300d\u300c\u524d\u5f8c\u300d\u306e\u4e88\u7b97\u306f must \u306b\u5165\u308c\u305a\u3001\n  budget_hint \u306b\u66f8\u3044\u3066 ask \u306b\u300c\u4e88\u7b97\u306e\u4e0a\u9650\u300d\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7279\u5b9a\u306e\u8eca\u7a2e\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u30b0\u30ec\u30fc\u30c9\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u304a\u5ba2\u69d8\u304c\u540d\u524d\u3092\u6319\u3052\u305f\u8eca\u7a2e\u3060\u3051\u3092\u6761\u4ef6\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8272\u3084\u88c5\u5099\u306e\u5e0c\u671b\u3092 must \u306b\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u304a\u5ba2\u69d8\u304c\u300c\u5fc5\u305a\u300d\u3068\u8a00\u3063\u305f\u5834\u5408\u3060\u3051 must \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u3001\u70b9\u691c\u6574\u5099\u306b\u3064\u3044\u3066\u3001\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u5e74\u9f62\u3001\u5bb6\u65cf\u306e\u69d8\u5b50\u3001\u53ce\u5165\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8272\u306e\u7cfb\u7d71\u3011white, black, silver_gray, blue, red, brown_beige, green, yellow, other\n\u3010\u8981\u671b\u3011{request_text}\n```\n\n**\u300c\u8272\u3084\u88c5\u5099\u3092 must \u306b\u5165\u308c\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300c\u767d\u304c\u3044\u3044\u300d\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u3057\u307e\u3059\u3002** \u767d\u306e\u8eca\u304c\u7121\u3051\u308c\u30700\u4ef6\u306b\u306a\u308a\u3001**\u767d\u4ee5\u5916\u306f\u5168\u90e8\u5408\u3063\u3066\u3044\u308b\u8eca\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002**","output_data":"**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"must\": [ { \"field\": \"total_price | capacity | body | slide_door | drive | model\",\n              \"op\": \"lte | gte | eq\", \"value\": \"\",\n              \"inferred\": false, \"reason\": \"\" } ],\n  \"want\": [ { \"field\": \"color_family | equipment | year | mileage_km\",\n              \"op\": \"eq | gte | lte | has\", \"value\": \"\",\n              \"inferred\": false, \"reason\": \"\" } ],\n  \"budget_hint\": \"\",\n  \"ask\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\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\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002** \u4e88\u7b97\u3084\u5b9a\u54e1\u306e\u5024\u306e\u7bc4\u56f2\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u306b Lambda \u3067\u78ba\u304b\u3081\u307e\u3059\uff08\u5b9a\u54e1\u306f2\u301c10\u3001\u4e88\u7b97\u306f10\u4e07\u5186\u4ee5\u4e0a\u306a\u3069\uff09\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`must` \u3068 `want` \u304c\u305d\u306e\u307e\u307e `filter` \u3068 `should` \u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** Lambda \u306f\u914d\u5217\u3092\u8aad\u3093\u3067\u691c\u7d22\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u308b\u3060\u3051\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`inferred` \u3067\u8aad\u307f\u66ff\u3048\u3092\u753b\u9762\u306b\u51fa\u3057\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u55b6\u696d\u306f\u8272\u306e\u5909\u308f\u3063\u305f\u6761\u4ef6\u3060\u3051\u3092\u898b\u3066\u3001\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001\u5019\u88dc\u304c\u5c11\u306a\u3044\u3068\u304d\u306b\u5916\u3059\u9806\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5019\u88dc\u304c3\u53f0\u672a\u6e80\u306a\u3089\u3001`want` \u3092\u5f8c\u308d\u304b\u30891\u3064\u305a\u3064\u5916\u3057\u3001\u305d\u308c\u3067\u3082\u5c11\u306a\u3051\u308c\u3070 `inferred` \u306e `must` \u30921\u3064\u305a\u3064\u5916\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059\u3002**\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u305f `must` \u306f\u5916\u3057\u307e\u305b\u3093\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u8eca\u4e21 | \u5e97\u8217\u3001\u8eca\u7a2e\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u8272\u540d |\n| \u652f\u6255\u7dcf\u984d | \u652f\u6255\u7dcf\u984d\u3068\u5185\u8a33\uff08\u8eca\u4e21\u4fa1\u683c\u30fb\u8af8\u8cbb\u7528\uff09 |\n| \u5408\u3063\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5408\u3063\u305f\u3082\u306e |\n| \u5916\u308c\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5916\u308c\u305f\u3082\u306e\u3001\u5916\u3057\u3066\u63a2\u3057\u305f `must` |\n| \u5fc5\u305a\u51fa\u3059\u9805\u76ee | \u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u306e\u6709\u7121\u3001\u70b9\u691c\u6574\u5099\u306e\u6709\u7121 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6e96\u5099\u4e2d |\n\n**\u300c\u5916\u308c\u305f\u6761\u4ef6\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u55b6\u696d\u306f\u3053\u306e\u5217\u3092\u898b\u3066\u3001\u300c\u767d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4ed6\u306f\u3059\u3079\u3066\u5408\u3063\u3066\u3044\u307e\u3059\u300d\u3068\u8aac\u660e\u3067\u304d\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u8eca\u4e21\u306e\u60c5\u5831\u306e\u66f8\u304d\u51fa\u3057\uff081\u6642\u9593\u3054\u3068\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8eca\u4e21\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u8eca\u4e21\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8981\u671b\u306e\u8aad\u307f\u66ff\u3048 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u8981\u671b\u306e\u5165\u529b\u3001\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u9867\u5ba2\u306e\u7ba1\u7406\u53f0\u5e33\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u8981\u671b\u3068\u5019\u88dc\u306e\u8a18\u9332\u306f\u691c\u7d22\u306e\u8a18\u9332\u3068\u3057\u3066\u6b8b\u3057\u3001\u5546\u8ac7\u306e\u8a18\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u53f0\u5e33\u306b\u66f8\u304d\u307e\u3059\u3002**\u304a\u5ba2\u69d8\u306e\u540d\u524d\u3068\u8981\u671b\u3092\u7d50\u3073\u4ed8\u3051\u3066\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u306b\u6b8b\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002**","human_review":"1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u8272\u306e\u5909\u308f\u3063\u305f `inferred` \u306e\u6761\u4ef6\u3092\u898b\u3066\u3001\u304a\u5ba2\u69d8\u306e\u8a00\u8449\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u753b\u9762\u3067\u76f4\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059**\n2. **\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u805e\u304f** \u2026 `ask` \u306b\u6319\u304c\u3063\u305f\u3053\u3068\uff08\u4e88\u7b97\u306f\u652f\u6255\u7dcf\u984d\u304b\u3001\u8d85\u3048\u3066\u3088\u3044\u304b\uff09\u3092\u304a\u5ba2\u69d8\u306b\u805e\u304d\u307e\u3059\n3. **\u5916\u308c\u305f\u6761\u4ef6\u3092\u4f1d\u3048\u308b** \u2026 \u5019\u88dc\u3092\u51fa\u3059\u3068\u304d\u306b\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u305d\u306e\u307e\u307e\u4f1d\u3048\u307e\u3059\n4. **\u4fee\u5fa9\u6b74\u3068\u4fdd\u8a3c\u3092\u4f1d\u3048\u308b** \u2026 \u4e00\u89a7\u306e\u5fc5\u305a\u51fa\u3059\u9805\u76ee\u3092\u3001\u5019\u88dc\u3054\u3068\u306b\u4f1d\u3048\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c200\u4e07\u5186\u304f\u3089\u3044\u300d\u304c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u3067\u3001\u5019\u88dc\u306f\u307e\u3063\u305f\u304f\u5909\u308f\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c3\u53f0\u672a\u6e80 | `want` \u3092\u5f8c\u308d\u304b\u3089\u5916\u3057\u3001\u6b21\u306b `inferred` \u306e `must` \u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059\u3002\u5916\u3057\u305f\u6761\u4ef6\u3092\u4e00\u89a7\u306b\u66f8\u304f |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0850\u53f0\u3092\u8d85\u3048\u308b\uff09 | `want` \u306e\u5408\u3046\u6570\u306e\u591a\u3044\u9806\u306b20\u53f0\u3092\u51fa\u3057\u3001\u6b8b\u308a\u306f\u4ef6\u6570\u3060\u3051\u51fa\u3059 |\n| \u652f\u6255\u7dcf\u984d\u304c\u7a7a\u306e\u8eca\u304c\u3042\u308b | \u4e00\u89a7\u306e\u4e0a\u306b\u53f0\u6570\u3092\u51fa\u3057\u3001\u55b6\u696d\u304c\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u308b |\n| \u5019\u88dc\u304c\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u58f2\u7d04\u6e08\u307f\u306f\u4e00\u89a7\u304b\u3089\u5916\u3057\u3001\u5546\u8ac7\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u8272\u540d\u304c\u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044 | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u6b8b\u3057\u3001\u8868\u3078\u306e\u8ffd\u52a0\u3092\u55b6\u696d\u306b\u983c\u3080 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u6761\u4ef6\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u9078\u3093\u3067\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u5b9a\u54e1\u3084\u4e88\u7b97\u306e\u5024\u304c\u7bc4\u56f2\u306e\u5916 | Lambda \u3067\u5f3e\u304d\u3001\u55b6\u696d\u306b\u8981\u671b\u306e\u66f8\u304d\u76f4\u3057\u3092\u983c\u3080 |\n| \u770c\u5916\u306e\u304a\u5ba2\u69d8 | \u4e00\u89a7\u306b\u300c\u652f\u6255\u7dcf\u984d\u306f\u5e97\u8217\u306e\u6761\u4ef6\u3067\u306e\u4fa1\u683c\u300d\u3068\u51fa\u3059 |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u652f\u6255\u7dcf\u984d\u306e\u6761\u4ef6\u306e\u305f\u3081\u3067\u3059\u3002** \u516c\u53d6\u5354\u306e\u8cc7\u6599\u3067\u306f\u3001\u652f\u6255\u7dcf\u984d\u306f\u767b\u9332\u306e\u6642\u671f\u3084\u5730\u57df\u306a\u3069\u306b\u6761\u4ef6\u3092\u4ed8\u3051\u305f\u4fa1\u683c\u3067\u3001**\u7ba1\u8f44\u5916\u306e\u767b\u9332\u306e\u8cbb\u7528\u3084\u7d0d\u8eca\u306e\u8cbb\u7528\u306f\u3001\u8981\u5426\u304c\u304a\u5ba2\u69d8\u306b\u3088\u3063\u3066\u9055\u3046\u8af8\u8cbb\u7528\u3068\u3057\u3066\u652f\u6255\u7dcf\u984d\u306b\u542b\u307e\u308c\u306a\u3044\u4f8b**\u306b\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u770c\u5916\u306e\u304a\u5ba2\u69d8\u306b\u652f\u6255\u7dcf\u984d\u3060\u3051\u3067\u6bd4\u3079\u308b\u3068\u3001\u5f8c\u304b\u3089\u8cbb\u7528\u304c\u8db3\u3055\u308c\u307e\u3059\u3002","log_storage":"- \u691c\u7d22\u3054\u3068\u306e\u3001\u8981\u671b\u306e\u6587\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u3001Claude \u306e\u8aad\u307f\u66ff\u3048\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5916\u3057\u305f\u6761\u4ef6\u306e\u9806\n- \u5019\u88dc\u306e\u4e00\u89a7\u3068\u3001\u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u8eca\u4e21\n- \u53d6\u308a\u8fbc\u3093\u3060\u5728\u5eab\u306e\u5199\u3057\u306e\u6642\u523b\n\n**\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\u3092\u6b8b\u3059\u306e\u306f\u3001\u8aad\u307f\u66ff\u3048\u306e\u6307\u793a\u3092\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u8aad\u307f\u66ff\u3048\u304c\u6bce\u56de\u76f4\u3055\u308c\u3066\u3044\u308b\u306a\u3089\u3001\u6307\u793a\u304b\u8272\u306e\u7cfb\u7d71\u306e\u8868\u306b\u8db3\u308a\u306a\u3044\u3068\u3053\u308d\u304c\u3042\u308a\u307e\u3059\u3002","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":8,"assumption_frequency":480,"assumption_workdays":25,"volume_month":480,"before_minutes_per_case":8,"after_minutes_per_case":3,"hourly_cost":2800,"before_hours_month":64,"after_hours_month":24,"saved_hours_month":40,"reduction_rate":63,"saved_hours_year":480,"annual_cost_effect":1344000,"summary":"\u304a\u5ba2\u69d8\u306e\u300c\u4e88\u7b97\u306f200\u4e07\u5186\u304f\u3089\u3044\u3001\u5b50\u3069\u3082\u304c3\u4eba\u3001\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2\u3067\u767d\u3063\u307d\u3044\u8272\u300d\u3068\u3044\u3063\u305f\u8981\u671b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3066\u8aad\u307f\u66ff\u3048\u3001\u5168\u5e97\u306e\u5728\u5eab\u304b\u3089\u5408\u3046\u8eca\u4e21\u3092\u63a2\u3057\u307e\u3059\u3002\u5019\u88dc\u306b\u306f\u3001\u5408\u3063\u305f\u6761\u4ef6\u30fb\u5916\u308c\u305f\u6761\u4ef6\u3068\u3001\u8981\u671b\u3092\u3069\u3046\u8aad\u307f\u66ff\u3048\u305f\u304b\u3092\u6dfb\u3048\u307e\u3059\u3002","before_flow":"1. \u304a\u5ba2\u69d8\u306e\u8981\u671b\u3092\u805e\u304d\u3001\u30e1\u30e2\u3092\u53d6\u308b\n2. \u8981\u671b\u3092\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u306e\u9805\u76ee\u306b\u7f6e\u304d\u63db\u3048\u308b\uff08\u30dc\u30c7\u30a3\u306e\u5f62\u3001\u4fa1\u683c\u306e\u4e0a\u9650\u3001\u8272\uff09\n3. \u7d5e\u308a\u8fbc\u3093\u3067\u63a2\u3057\u30010\u4ef6\u306a\u3089\u6761\u4ef6\u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059\n4. \u5019\u88dc\u306e\u8eca\u3054\u3068\u306b\u3001\u88c5\u5099\u306e\u6b04\u3068\u5199\u771f\u3092\u898b\u3066\u3001\u8981\u671b\u306e\u88c5\u5099\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u4ed6\u5e97\u306e\u5728\u5eab\u3082\u540c\u3058\u3088\u3046\u306b\u63a2\u3059\n6. \u5019\u88dc\u30923\u301c5\u53f0\u306b\u7d5e\u308a\u3001\u304a\u5ba2\u69d8\u306b\u63d0\u6848\u3059\u308b\n\n**\uff08a\uff09\u8981\u671b\u306e\u7f6e\u304d\u63db\u3048\u304c\u4eba\u306b\u3088\u3063\u3066\u9055\u3046\u3002** 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\u8272\u306f\u30e1\u30fc\u30ab\u30fc\u3054\u3068\u306e\u8272\u540d\uff08\u300c\u30d1\u30fc\u30eb\u30db\u30ef\u30a4\u30c8\u300d\u300c\u30db\u30ef\u30a4\u30c8\u30d1\u30fc\u30eb\u300d\u300c\u767d\uff08\u30d1\u30fc\u30eb\uff09\u300d\uff09\u3067\u5165\u3063\u3066\u304a\u308a\u3001\u88c5\u5099\u306f\u300c\u30ca\u30d3\u300d\u300c\u7d14\u6b63\u30ca\u30d3\u300d\u300c\u30e1\u30e2\u30ea\u30fc\u30ca\u30d3\u300d\u3068\u66f8\u304d\u65b9\u304c\u63c3\u3063\u3066\u3044\u307e\u305b\u3093\u3002**\u300c\u767d\u300d\u3067\u7d5e\u308b\u3068\u30d1\u30fc\u30eb\u306e\u8eca\u304c\u6f0f\u308c\u307e\u3059\u3002**\n\n**\uff08d\uff09\u4e88\u7b97\u306e\u8a00\u3044\u65b9\u304c\u3042\u3044\u307e\u3044\u3002** 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\u8fd4\u4e8b\u306e\u901f\u3055\u304c\u3001\u305d\u306e\u307e\u307e\u5546\u8ac7\u306e\u6570\u306b\u306a\u308a\u307e\u3059\u3002","before_flow_steps":["\u304a\u5ba2\u69d8\u306e\u8981\u671b\u3092\u805e\u304d\u3001\u30e1\u30e2\u3092\u53d6\u308b","\u8981\u671b\u3092\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u306e\u9805\u76ee\u306b\u7f6e\u304d\u63db\u3048\u308b\uff08\u30dc\u30c7\u30a3\u306e\u5f62\u3001\u4fa1\u683c\u306e\u4e0a\u9650\u3001\u8272\uff09","\u7d5e\u308a\u8fbc\u3093\u3067\u63a2\u3057\u30010\u4ef6\u306a\u3089\u6761\u4ef6\u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059","\u5019\u88dc\u306e\u8eca\u3054\u3068\u306b\u3001\u88c5\u5099\u306e\u6b04\u3068\u5199\u771f\u3092\u898b\u3066\u3001\u8981\u671b\u306e\u88c5\u5099\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b","\u4ed6\u5e97\u306e\u5728\u5eab\u3082\u540c\u3058\u3088\u3046\u306b\u63a2\u3059","\u5019\u88dc\u30923\u301c5\u53f0\u306b\u7d5e\u308a\u3001\u304a\u5ba2\u69d8\u306b\u63d0\u6848\u3059\u308b"],"after_flow":"1. **\u3010\u81ea\u52d5\u3011** 1\u6642\u9593\u3054\u3068\u306b\u3001\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u8eca\u4e21\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u307f\u3001\u8272\u306e\u7cfb\u7d71\u3068\u88c5\u5099\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b\n2. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u3001\u304a\u5ba2\u69d8\u306e\u8981\u671b\u3092\u753b\u9762\u306b\u6253\u3061\u8fbc\u3080\uff08Web\u306e\u554f\u3044\u5408\u308f\u305b\u306a\u3089\u672c\u6587\u3092\u8cbc\u308b\uff09\n3. **\u3010\u81ea\u52d5\u3011** Claude \u304c\u8981\u671b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u30fb\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u30fb\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3001\u306b\u8aad\u307f\u66ff\u3048\u308b\n4. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8aad\u307f\u66ff\u3048\u3092\u898b\u3066\u3001\u9055\u3063\u3066\u3044\u308c\u3070\u76f4\u3059\n5. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306e\u5408\u3046\u6570\u3067\u4e26\u3079\u308b\n6. **\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u304c\u5c11\u306a\u3051\u308c\u3070\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3092\u5916\u3059\u9806\u3092\u6c7a\u3081\u3066\u63a2\u3057\u76f4\u3057\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u4e00\u89a7\u306b\u66f8\u304f\n7. **\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u8ca9\u58f2\u306e\u72b6\u614b\uff08\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f\uff09\u3092\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u554f\u3044\u5408\u308f\u305b\u308b\n8. **\u3010\u4eba\u3011** 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1\u6642\u9593\u3054\u3068\u306b\u3001\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u8eca\u4e21\u306e\u60c5\u5831\u3092\u53d6\u308a\u8fbc\u307f\u3001\u8272\u306e\u7cfb\u7d71\u3068\u88c5\u5099\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u3066\u7d22\u5f15\u306b\u5165\u308c\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u3001\u304a\u5ba2\u69d8\u306e\u8981\u671b\u3092\u753b\u9762\u306b\u6253\u3061\u8fbc\u3080\uff08Web\u306e\u554f\u3044\u5408\u308f\u305b\u306a\u3089\u672c\u6587\u3092\u8cbc\u308b\uff09","**\u3010\u81ea\u52d5\u3011** Claude \u304c\u8981\u671b\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u30fb\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u30fb\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3001\u306b\u8aad\u307f\u66ff\u3048\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8aad\u307f\u66ff\u3048\u3092\u898b\u3066\u3001\u9055\u3063\u3066\u3044\u308c\u3070\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306e\u5408\u3046\u6570\u3067\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u304c\u5c11\u306a\u3051\u308c\u3070\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3092\u5916\u3059\u9806\u3092\u6c7a\u3081\u3066\u63a2\u3057\u76f4\u3057\u3001\u5916\u3057\u305f\u6761\u4ef6\u3092\u4e00\u89a7\u306b\u66f8\u304f","**\u3010\u81ea\u52d5\u3011** \u5019\u88dc\u3054\u3068\u306b\u3001\u8ca9\u58f2\u306e\u72b6\u614b\uff08\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f\uff09\u3092\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u554f\u3044\u5408\u308f\u305b\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u5019\u88dc\u3092\u9078\u3073\u3001\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u805e\u3044\u305f\u3046\u3048\u3067\u63d0\u6848\u3059\u308b"],"architecture":"```\n\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u8eca\u4e21\u306e\u60c5\u5831\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u30111\u6642\u9593\u3054\u3068\u306e\u53d6\u308a\u8fbc\u307f\nAWS Lambda \u2500\u2500 \u8272\u306e\u7cfb\u7d71\u3092\u305d\u308d\u3048\u308b\u3001\u88c5\u5099\u306e\u66f8\u304d\u65b9\u3092\u305d\u308d\u3048\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u6570\u5024\uff1a\u652f\u6255\u7dcf\u984d\u30fb\u8eca\u4e21\u4fa1\u683c\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u30fb\u4e57\u8eca\u5b9a\u54e1\uff08range\uff09\n   \u2502   \u533a\u5206\uff1a\u30dc\u30c7\u30a3\u30fb\u30c9\u30a2\u30fb\u99c6\u52d5\u30fb\u8272\u306e\u7cfb\u7d71\u30fb\u4fee\u5fa9\u6b74\uff08keyword\uff09\n   \u2502   \u88c5\u5099\uff1atext \uff0b \u691c\u7d22\u306e\u3068\u304d\u306e\u540c\u7fa9\u8a9e\uff08synonym_graph\uff09\n   \u25bc\u3010\u4eba\u3011\u55b6\u696d\u304c\u8981\u671b\u3092\u6253\u3061\u8fbc\u3080\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u8981\u671b\u3092\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\n   \u251c\u2500\u2500\u25b6\u3010\u4eba\u3011\u8aad\u307f\u66ff\u3048\u3092\u78ba\u304b\u3081\u308b\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3067\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f \u2500\u2500 \u8ca9\u58f2\u306e\u72b6\u614b\n   \u25bc\n\u5019\u88dc\u306e\u4e00\u89a7 \u2500\u2500\u3010\u4eba\u3011\u9078\u3093\u3067\u63d0\u6848\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08range\u3001bool\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\u3001Gemini API |\n| \u9023\u643a | AWS Lambda\uff08\u53d6\u308a\u8fbc\u307f\u3001\u8981\u671b\u306e\u8aad\u307f\u66ff\u3048\u3068\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u3093\u3060\u5728\u5eab\u306e\u5199\u3057\u3001\u8981\u671b\u3068\u8aad\u307f\u66ff\u3048\u3068\u5019\u88dc\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u8eca\u4e21\u306e\u60c5\u5831\u3068\u8ca9\u58f2\u306e\u72b6\u614b\u3092\u8aad\u3080\u3060\u3051\u3067\u3001\u5546\u8ac7\u4e2d\u306e\u767b\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u753b\u9762\u3067\u884c\u3044\u307e\u3059\u3002\n\n**\u4fa1\u683c\u306f\u300c\u652f\u6255\u7dcf\u984d\u300d\u3092\u8ef8\u306b\u3057\u307e\u3059\u3002** \u81ea\u52d5\u8eca\u516c\u6b63\u53d6\u5f15\u5354\u8b70\u4f1a\u306e\u8cc7\u6599\u3067\u306f\u3001\u4e2d\u53e4\u8eca\u306e\u8ca9\u58f2\u4fa1\u683c\u306f2023\u5e7410\u67081\u65e5\u304b\u3089\u300c\u652f\u6255\u7dcf\u984d\u300d\u306e\u540d\u79f0\u3067\u8868\u793a\u3057\u3001\u5185\u8a33\u3068\u3057\u3066\u300c\u8eca\u4e21\u4fa1\u683c\u300d\u3068\u300c\u8af8\u8cbb\u7528\u300d\u3092\u793a\u3059\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u8af8\u8cbb\u7528\u306f\u4fdd\u967a\u6599\u3001\u7a0e\u91d1\uff08\u6cd5\u5b9a\u8cbb\u7528\u3092\u542b\u3080\uff09\u3001\u767b\u9332\u7b49\u306b\u4f34\u3046\u8cbb\u7528\u3067\u3001**\u652f\u6255\u7dcf\u984d\u306f\u767b\u9332\u306e\u6642\u671f\u3084\u5730\u57df\u306a\u3069\u306b\u4e00\u5b9a\u306e\u6761\u4ef6\u3092\u4ed8\u3051\u305f\u4fa1\u683c\u3067\u3042\u308b\u65e8\u3092\u8868\u793a\u3059\u308b**\u3053\u3068\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002**\u304a\u5ba2\u69d8\u306e\u4e88\u7b97\u306f\u652f\u6255\u7dcf\u984d\u3067\u6bd4\u3079\u308b\u306e\u304c\u81ea\u7136\u3067\u3059\u304c\u3001\u305d\u306e\u6761\u4ef6\u304b\u3089\u5916\u308c\u308b\u8cbb\u7528\u304c\u3042\u308b\u3053\u3068\u3082\u4e00\u89a7\u306b\u66f8\u304d\u307e\u3059\u3002**","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u30021\u6642\u9593\u3054\u3068\u306e\u53d6\u308a\u8fbc\u307f\u3068\u3001\u55b6\u696d\u306e\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3067\u3059\u3002**\n\n\u53d6\u308a\u8fbc\u307f\u306f\u3001\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5168\u8eca\u4e21\u306e\u60c5\u5831\u3092\u66f8\u304d\u51fa\u3057\u3066\u7d22\u5f15\u3092\u5165\u308c\u76f4\u3057\u307e\u3059\u3002**\u4ed5\u5165\u308c\u3066\u5c55\u793a\u306e\u6e96\u5099\u4e2d\u306e\u8eca\u3082\u5165\u308c\u3001\u72b6\u614b\u306e\u9805\u76ee\u3067\u300c\u6e96\u5099\u4e2d\u300d\u3068\u5206\u3051\u307e\u3059\u3002** \u6e96\u5099\u4e2d\u306e\u8eca\u306f\u3001\u304a\u5ba2\u69d8\u306e\u5e0c\u671b\u306b\u3088\u3063\u3066\u306f\u63d0\u6848\u3067\u304d\u308b\u304b\u3089\u3067\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u8981\u671b\u3092\u6253\u3061\u8fbc\u3093\u3060\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**Web\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u7279\u5b9a\u306e\u8eca\u304c\u58f2\u308c\u3066\u3044\u305f\u3068\u304d\u306f\u3001\u305d\u306e\u8eca\u306e\u60c5\u5831\u3092\u8981\u671b\u306e\u4ee3\u308f\u308a\u306b\u4f7f\u3046\u300c\u3053\u306e\u8eca\u306b\u8fd1\u3044\u8eca\u3092\u63a2\u3059\u300d\u306e\u30dc\u30bf\u30f3\u3082\u7f6e\u304d\u307e\u3059\u3002** \u305d\u306e\u3068\u304d\u306f\u3001\u5143\u306e\u8eca\u306e\u652f\u6255\u7dcf\u984d\u30fb\u30dc\u30c7\u30a3\u30fb\u5b9a\u54e1\u3092\u6761\u4ef6\u306e\u6750\u6599\u306b\u3057\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u8981\u671b | \u304a\u5ba2\u69d8\u306e\u8a00\u8449\u306e\u307e\u307e\u306e\u30e1\u30e2\u3001\u307e\u305f\u306fWeb\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u672c\u6587 | \u55b6\u696d\u304c\u6253\u3061\u8fbc\u3080\u30fb\u8cbc\u308b |\n| \u8eca\u4e21\u306e\u60c5\u5831 | \u5e97\u8217\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u8eca\u7a2e\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u652f\u6255\u7dcf\u984d\u3001\u8eca\u4e21\u4fa1\u683c\u3001\u4e57\u8eca\u5b9a\u54e1\u3001\u30dc\u30c7\u30a3\u3001\u30c9\u30a2\u3001\u99c6\u52d5\u3001\u8272\u540d\u3001\u88c5\u5099\u306e\u6b04\u3001\u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u306e\u6709\u7121\u3001\u70b9\u691c\u6574\u5099\u306e\u6709\u7121 | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n| \u8272\u306e\u7cfb\u7d71\u306e\u8868 | \u30e1\u30fc\u30ab\u30fc\u306e\u8272\u540d\u3068\u8272\u306e\u7cfb\u7d71\uff08\u767d\u3001\u9ed2\u3001\u9280\u30fb\u7070\u3001\u9752\u3001\u8d64\u3001\u8336\u30fb\u30d9\u30fc\u30b8\u30e5\u3001\u7dd1\u3001\u9ec4\u3001\u305d\u306e\u4ed6\uff09\u306e\u5bfe\u5fdc | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u88c5\u5099\u306e\u540c\u7fa9\u8a9e\u306e\u8868 | \u88c5\u5099\u306e\u8a00\u3044\u65b9\u306e\u7d44\uff08\u300c\u30ca\u30d3\u3001\u30ab\u30fc\u30ca\u30d3\u3001\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u300d\u300c\u30d0\u30c3\u30af\u30ab\u30e1\u30e9\u3001\u30d0\u30c3\u30af\u30e2\u30cb\u30bf\u30fc\u300d\uff09 | \u55b6\u696d\u3067\u4f5c\u308b\u8868 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u63a2\u3059\u305f\u3073\u306b\u7167\u4f1a\uff09 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067\u3059\u3002** \u30e1\u30fc\u30ab\u30fc\u306e\u8272\u540d\u306f\u6570\u767e\u3042\u308a\u3001\u300c\u30d1\u30fc\u30eb\u30db\u30ef\u30a4\u30c8\u2162\u300d\u300c\u30db\u30ef\u30a4\u30c8\u30d1\u30fc\u30eb\u30af\u30ea\u30b9\u30bf\u30eb\u30b7\u30e3\u30a4\u30f3\u300d\u306f\u3001\u3069\u3061\u3089\u3082\u304a\u5ba2\u69d8\u306b\u3068\u3063\u3066\u306f\u300c\u767d\u300d\u3067\u3059\u3002**\u53d6\u308a\u8fbc\u307f\u306e\u3068\u304d\u306b\u8272\u540d\u304b\u3089\u7cfb\u7d71\u3092\u5f15\u304d\u3001`color_family` \u306b\u5165\u308c\u307e\u3059\u3002** \u8868\u306b\u7121\u3044\u8272\u540d\u306f\u300c\u672a\u5206\u985e\u300d\u306b\u3057\u3066\u3001\u55b6\u696d\u306b\u8868\u3078\u306e\u8ffd\u52a0\u3092\u983c\u307f\u307e\u3059\u3002\n\n**\u4fee\u5fa9\u6b74\u3068\u4fdd\u8a3c\u30fb\u70b9\u691c\u6574\u5099\u306e\u6709\u7121\u306f\u3001\u5fc5\u305a\u6301\u305f\u305b\u307e\u3059\u3002** \u516c\u53d6\u5354\u306e\u8cc7\u6599\u306f\u3001\u5b9a\u671f\u70b9\u691c\u6574\u5099\u306e\u5b9f\u65bd\u306e\u6709\u7121\u3068\u4fdd\u8a3c\u306e\u6709\u7121\u3092\u660e\u77ad\u306b\u8868\u793a\u3059\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002**\u5019\u88dc\u306e\u4e00\u89a7\u3067\u3082\u3001\u3053\u306e3\u3064\u306f\u5e38\u306b\u51fa\u3057\u307e\u3059\u3002**\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u5408\u3046\u8eca | \u8eca\u4e21\u306e\u7d22\u5f15 | `bool` \u306e `filter` \u306b `range`\uff08\u652f\u6255\u7dcf\u984d\u306e\u4e0a\u9650\u3001\u5b9a\u54e1\u306e\u4e0b\u9650\uff09\u3068 `term`\uff08\u30dc\u30c7\u30a3\u3001\u30c9\u30a2\u3001\u99c6\u52d5\uff09 |\n| \u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6 | \u8eca\u4e21\u306e\u7d22\u5f15 | `bool` \u306e `should` \u306b `term`\uff08\u8272\u306e\u7cfb\u7d71\uff09\u3068 `match`\uff08\u88c5\u5099\uff09 |\n| \u4e88\u7b97\u3092\u5c11\u3057\u8d85\u3048\u308b\u8eca | \u8eca\u4e21\u306e\u7d22\u5f15 | \u652f\u6255\u7dcf\u984d\u306e\u4e0a\u9650\u30921\u5272\u4e0a\u3052\u305f `range` \u3067\u5225\u306b\u63a2\u3057\u3001\u5225\u306e\u6b04\u306b\u51fa\u3059 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u5019\u88dc\u306e\u8eca\u4e21\u756a\u53f7\u3054\u3068\u306b\u7167\u4f1a |\n\n\u7d22\u5f15\u306e\u8a2d\u5b9a\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\uff08\u540c\u7fa9\u8a9e\u306e\u7d44\u306f\u4e00\u90e8\u3060\u3051\u3092\u793a\u3057\u307e\u3059\uff09\u3002\n\n```json\nPUT \/stock\n{\n  \"settings\": { \"analysis\": {\n    \"filter\": {\n      \"equip_syn\": { \"type\": \"synonym_graph\", \"synonyms\": [\n        \"\u30ca\u30d3, \u30ab\u30fc\u30ca\u30d3, \u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\",\n        \"\u30d0\u30c3\u30af\u30ab\u30e1\u30e9, \u30d0\u30c3\u30af\u30e2\u30cb\u30bf\u30fc\",\n        \"\u4e21\u5074\u96fb\u52d5\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2, \u4e21\u5074\u30d1\u30ef\u30fc\u30b9\u30e9\u30a4\u30c9\u30c9\u30a2\" ] }\n    },\n    \"analyzer\": {\n      \"equip_index\":  { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n                        \"filter\": [\"cjk_width\", \"lowercase\"] },\n      \"equip_search\": { \"type\": \"custom\", \"tokenizer\": \"kuromoji_tokenizer\",\n                        \"filter\": [\"cjk_width\", \"lowercase\", \"equip_syn\"] }\n    }\n  } },\n  \"mappings\": { \"properties\": {\n    \"stock_no\":     { \"type\": \"keyword\" },\n    \"store\":        { \"type\": \"keyword\" },\n    \"maker\":        { \"type\": \"keyword\" },\n    \"model\":        { \"type\": \"keyword\" },\n    \"total_price\":  { \"type\": \"integer\" },\n    \"vehicle_price\":{ \"type\": \"integer\" },\n    \"year\":         { \"type\": \"integer\" },\n    \"mileage_km\":   { \"type\": \"integer\" },\n    \"capacity\":     { \"type\": \"integer\" },\n    \"body\":         { \"type\": \"keyword\" },\n    \"slide_door\":   { \"type\": \"keyword\" },\n    \"drive\":        { \"type\": \"keyword\" },\n    \"color_name\":   { \"type\": \"keyword\" },\n    \"color_family\": { \"type\": \"keyword\" },\n    \"equipment\":    { \"type\": \"text\", \"analyzer\": \"equip_index\",\n                      \"search_analyzer\": \"equip_search\" },\n    \"repair_history\": { \"type\": \"boolean\" },\n    \"warranty\":     { \"type\": \"keyword\" },\n    \"inspection\":   { \"type\": \"keyword\" },\n    \"stage\":        { \"type\": \"keyword\" }\n  } }\n}\n```\n\n**\u540c\u7fa9\u8a9e\u306f\u691c\u7d22\u306e\u3068\u304d\u3060\u3051\u52b9\u304b\u305b\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3046\u3082\u306e\u3068\u3055\u308c\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3001\u3068\u3042\u308a\u307e\u3059\u3002**\u7d22\u5f15\u306e\u3068\u304d\u306b\u540c\u7fa9\u8a9e\u3092\u52b9\u304b\u305b\u305f\u3044\u306a\u3089 `synonym` \u306e\u30d5\u30a3\u30eb\u30bf\u3092\u4f7f\u3046**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u69cb\u6210\u3067\u306f\u3001\u540c\u7fa9\u8a9e\u306e\u8868\u3092\u76f4\u3057\u3066\u3082\u7d22\u5f15\u3092\u4f5c\u308a\u76f4\u3055\u305a\u306b\u6e08\u3080\u3088\u3046\u3001\u691c\u7d22\u306e\u5074\u306b\u7f6e\u304d\u307e\u3059\u3002\n\n\u63a2\u3059\u5f62\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002\n\n```json\nPOST \/stock\/_search\n{ \"query\": { \"bool\": {\n    \"filter\": [\n      { \"range\": { \"total_price\": { \"lte\": 2000000 } } },\n      { \"range\": { \"capacity\":    { \"gte\": 6 } } },\n      { \"term\":  { \"slide_door\": \"both_sides\" } },\n      { \"terms\": { \"stage\": [\"on_sale\", \"preparing\"] } } ],\n    \"should\": [\n      { \"terms\": { \"color_family\": [\"white\", \"silver_gray\"] } },\n      { \"match\": { \"equipment\": \"\u30ca\u30d3\" } },\n      { \"match\": { \"equipment\": \"\u30d0\u30c3\u30af\u30ab\u30e1\u30e9\" } } ] } },\n  \"size\": 20 }\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`range` \u306f `gte`\u30fb`gt`\u30fb`lte`\u30fb`lt` \u3067\u6570\u5024\u306e\u7bc4\u56f2\u3092\u6307\u5b9a\u3067\u304d\u307e\u3059\u3002**`filter` \u306e\u6761\u4ef6\u306f\u70b9\u6570\u306b\u95a2\u308f\u3089\u305a\u3001\u5916\u308c\u305f\u8eca\u3092\u843d\u3068\u3057\u307e\u3059\u3002** `should` \u306f\u70b9\u6570\u3092\u4e0a\u3052\u308b\u3060\u3051\u3067\u3001\u5916\u308c\u305f\u8eca\u3082\u6b8b\u308a\u307e\u3059\u3002\n\n### \u524d\u51e6\u7406\n\n1. **\u8272\u540d\u304b\u3089\u7cfb\u7d71\u3092\u5f15\u304f** \u2026 \u8272\u306e\u7cfb\u7d71\u306e\u8868\u3067 `color_family` \u3092\u5165\u308c\u307e\u3059\u30022\u8272\u306e\u5857\u308a\u5206\u3051\u306f\u3001\u4e3b\u306a\u8272\u30671\u3064\u3001`color_family` \u3092\u914d\u5217\u306b\u3057\u3066\u3082\u30461\u3064\u3092\u5165\u308c\u307e\u3059\n2. **\u88c5\u5099\u306e\u6b04\u3092\u305d\u308d\u3048\u308b** \u2026 \u5168\u89d2\u30fb\u534a\u89d2\u3092\u305d\u308d\u3048\u3001\u300c\u30fb\u300d\u300c\uff0f\u300d\u3067\u533a\u5207\u3089\u308c\u305f\u88c5\u5099\u30921\u3064\u305a\u3064\u306b\u3057\u307e\u3059\n3. **\u4fa1\u683c\u3092\u6570\u5024\u306b\u3059\u308b** \u2026 \u300c198.0\u4e07\u5186\u300d\u3092\u5186\u306e\u6574\u6570\u306b\u3057\u307e\u3059\u3002\u652f\u6255\u7dcf\u984d\u304c\u7a7a\u306e\u8eca\u306f\u3001`total_price` \u3092\u5165\u308c\u305a\u306b\u5370\u3092\u4ed8\u3051\u307e\u3059\n4. **\u30c9\u30a2\u306e\u5f62\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u300c\u4e21\u5074\u96fb\u52d5\u30b9\u30e9\u30a4\u30c9\u300d\u300c\u7247\u5074\u30b9\u30e9\u30a4\u30c9\u300d\u300c\u30d2\u30f3\u30b8\u300d\u30923\u3064\u306e\u5024\u306b\u3057\u307e\u3059\n5. **\u8981\u671b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u4f4f\u6240\u306e\u756a\u5730\u3092\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n\n**3\u756a\u76ee\u3067\u652f\u6255\u7dcf\u984d\u306e\u7a7a\u306e\u8eca\u306b\u5370\u3092\u4ed8\u3051\u308b\u306e\u306f\u3001\u4fa1\u683c\u306e\u6761\u4ef6\u3067\u6f0f\u3089\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002** \u652f\u6255\u7dcf\u984d\u304c\u5165\u3063\u3066\u3044\u306a\u3044\u8eca\u306f `range` \u306e\u6761\u4ef6\u306b\u5408\u308f\u305a\u3001\u4e00\u89a7\u304b\u3089\u6d88\u3048\u307e\u3059\u3002**\u753b\u9762\u306b\u300c\u4fa1\u683c\u672a\u8a2d\u5b9a\u306e\u8eca\u304cN\u53f0\u3042\u308a\u307e\u3059\u300d\u3068\u51fa\u3057\u3001\u55b6\u696d\u304c\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u8981\u671b\u306e\u6587\u3092\u691c\u7d22\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3060\u3051\u3067\u3059\u3002** \u63a2\u3059\u306e\u3082\u3001\u4e26\u3079\u308b\u306e\u3082\u3001\u5916\u3059\u6761\u4ef6\u306e\u9806\u3092\u6c7a\u3081\u308b\u306e\u3082\u3001\u898f\u5247\u3068\u7d22\u5f15\u306e\u4ed5\u4e8b\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u3055\u305b\u306a\u3044\u3053\u3068 |\n|:--|:--|\n| \u4e88\u7b97\u30fb\u5b9a\u54e1\u30fb\u30dc\u30c7\u30a3\u30fb\u30c9\u30a2\u30fb\u99c6\u52d5\u3092\u3001\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u8db3\u3059\u3053\u3068 |\n| \u8272\u30fb\u88c5\u5099\u30fb\u5e74\u5f0f\u30fb\u8d70\u884c\u8ddd\u96e2\u306e\u5e0c\u671b\u3092\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u3068\u3057\u3066\u53d6\u308a\u51fa\u3059 | \u5e0c\u671b\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u683c\u4e0a\u3052\u3059\u308b\u3053\u3068 |\n| \u7528\u9014\u306e\u8a00\u8449\uff08\u300c\u5b50\u3069\u30823\u4eba\u300d\u300c\u96ea\u9053\u300d\uff09\u3092\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3001\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f | \u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304f\u3053\u3068 |\n| \u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u6319\u3052\u308b\uff08\u4e88\u7b97\u306f\u652f\u6255\u7dcf\u984d\u304b\u3001\u8d85\u3048\u3066\u3088\u3044\u304b\uff09 | \u8eca\u7a2e\u3084\u7279\u5b9a\u306e\u8eca\u3092\u52e7\u3081\u308b\u3053\u3068 |\n| \u8272\u306e\u8a00\u8449\u3092\u8272\u306e\u7cfb\u7d71\u306e\u5024\u306b\u5f53\u3066\u308b | \u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044\u5024\u3092\u4f5c\u308b\u3053\u3068 |\n\n**\u300c\u8aad\u307f\u66ff\u3048\u3092\u4e8b\u5b9f\u3068\u3057\u3066\u66f8\u304b\u306a\u3044\u300d\u304c\u3001\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u300c\u5b50\u3069\u3082\u304c3\u4eba\u300d\u304b\u3089\u5b9a\u54e16\u4eba\u4ee5\u4e0a\u3068\u3059\u308b\u306e\u306f\u63a8\u6e2c\u3067\u3001**\u304a\u5ba2\u69d8\u306f5\u4eba\u4e57\u308a\u3067\u5341\u5206\u3068\u8003\u3048\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002** \u8aad\u307f\u66ff\u3048\u305f\u6761\u4ef6\u306b\u306f `inferred: true` \u3092\u4ed8\u3051\u3001\u753b\u9762\u3067\u8272\u3092\u5909\u3048\u3066\u51fa\u3057\u307e\u3059\u3002\n\n**\u4e88\u7b97\u306f\u3001\u8a00\u3044\u65b9\u3067\u6271\u3044\u3092\u5206\u3051\u307e\u3059\u3002** \u300c200\u4e07\u5186\u307e\u3067\u300d\u306f\u4e0a\u9650\u3001\u300c200\u4e07\u5186\u304f\u3089\u3044\u300d\u306f\u4e0a\u9650\u3092\u6c7a\u3081\u305a\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u5165\u308c\u3001\u4eee\u306e\u4e0a\u9650\u3068\u3057\u3066\u6271\u3044\u307e\u3059\u3002**\u3069\u3061\u3089\u306e\u5834\u5408\u3082\u300c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u300d\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u306b\u5165\u308c\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u4e2d\u53e4\u8eca\u8ca9\u58f2\u5e97\u306e\u55b6\u696d\u3092\u624b\u4f1d\u3046\u7acb\u5834\u3067\u3059\u3002\n\u304a\u5ba2\u69d8\u306e\u8981\u671b\u306e\u6587\u3092\u3001\u5728\u5eab\u3092\u63a2\u3059\u305f\u3081\u306e\u6761\u4ef6\u306b\u8aad\u307f\u66ff\u3048\u3066\u304f\u3060\u3055\u3044\u3002\n\u8981\u671b\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3044\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8aad\u307f\u66ff\u3048\u306e\u6c7a\u307e\u308a\u3011\n- must: \u5916\u308c\u305f\u3089\u63d0\u6848\u306b\u306a\u3089\u306a\u3044\u6761\u4ef6\u3002\u4e88\u7b97\u306e\u4e0a\u9650\u3001\u4e57\u8eca\u5b9a\u54e1\u3001\n  \u30dc\u30c7\u30a3\u306e\u5f62\u3001\u30c9\u30a2\u306e\u5f62\u3001\u99c6\u52d5\u3002\u304a\u5ba2\u69d8\u304c\u300c\u7d76\u5bfe\u300d\u300c\u5fc5\u305a\u300d\u3068\u8a00\u3063\u305f\u3082\u306e\n- want: \u5916\u308c\u3066\u3082\u4ed6\u304c\u5408\u3048\u3070\u63d0\u6848\u306b\u306a\u308b\u6761\u4ef6\u3002\u8272\u3001\u88c5\u5099\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\n- \u7528\u9014\u306e\u8a00\u8449\uff08\u5bb6\u65cf\u306e\u4eba\u6570\u3001\u96ea\u9053\u3001\u901a\u52e4\u306e\u8ddd\u96e2\u306a\u3069\uff09\u304b\u3089\u6761\u4ef6\u3092\u4f5c\u308b\u3068\u304d\u306f\u3001\n  inferred \u3092 true \u306b\u3057\u3001reason \u306b\u5143\u306e\u8a00\u8449\u3068\u8aad\u307f\u66ff\u3048\u305f\u7406\u7531\u3092\u66f8\u304f\n- color_family \u306f\u3010\u8272\u306e\u7cfb\u7d71\u3011\u306e\u5024\u306e\u3069\u308c\u304b\u306b\u5f53\u3066\u308b\u3002\u5f53\u3066\u3089\u308c\u306a\u3051\u308c\u3070\u4f7f\u308f\u306a\u3044\n- ask: \u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3002\u4e88\u7b97\u304c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u3001\n  \u4e88\u7b97\u3092\u8d85\u3048\u3066\u3088\u3044\u304b\u3001\u8aad\u307f\u66ff\u3048\u305f\u6761\u4ef6\u3067\u3088\u3044\u304b\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u300c\u304f\u3089\u3044\u300d\u300c\u307b\u3069\u300d\u300c\u524d\u5f8c\u300d\u306e\u4e88\u7b97\u306f must \u306b\u5165\u308c\u305a\u3001\n  budget_hint \u306b\u66f8\u3044\u3066 ask \u306b\u300c\u4e88\u7b97\u306e\u4e0a\u9650\u300d\u3092\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u7279\u5b9a\u306e\u8eca\u7a2e\u3001\u30e1\u30fc\u30ab\u30fc\u3001\u30b0\u30ec\u30fc\u30c9\u3092\u52e7\u3081\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u304a\u5ba2\u69d8\u304c\u540d\u524d\u3092\u6319\u3052\u305f\u8eca\u7a2e\u3060\u3051\u3092\u6761\u4ef6\u306b\u5165\u308c\u3066\u304f\u3060\u3055\u3044\u3002\n- \u8272\u3084\u88c5\u5099\u306e\u5e0c\u671b\u3092 must \u306b\u5165\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u304a\u5ba2\u69d8\u304c\u300c\u5fc5\u305a\u300d\u3068\u8a00\u3063\u305f\u5834\u5408\u3060\u3051 must \u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u3001\u70b9\u691c\u6574\u5099\u306b\u3064\u3044\u3066\u3001\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u3066\u3044\u306a\u3044\u5e0c\u671b\u3092\u4f5c\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u304a\u5ba2\u69d8\u306e\u5e74\u9f62\u3001\u5bb6\u65cf\u306e\u69d8\u5b50\u3001\u53ce\u5165\u3092\u63a8\u3057\u91cf\u3063\u3066\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u8272\u306e\u7cfb\u7d71\u3011white, black, silver_gray, blue, red, brown_beige, green, yellow, other\n\u3010\u8981\u671b\u3011{request_text}\n```\n\n**\u300c\u8272\u3084\u88c5\u5099\u3092 must \u306b\u5165\u308c\u306a\u3044\u300d\u3092\u660e\u8a18\u3057\u306a\u3044\u3068\u3001AI\u306f\u300c\u767d\u304c\u3044\u3044\u300d\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u3057\u307e\u3059\u3002** \u767d\u306e\u8eca\u304c\u7121\u3051\u308c\u30700\u4ef6\u306b\u306a\u308a\u3001**\u767d\u4ee5\u5916\u306f\u5168\u90e8\u5408\u3063\u3066\u3044\u308b\u8eca\u3092\u898b\u843d\u3068\u3057\u307e\u3059\u3002**\n### \u51fa\u529b\u5f62\u5f0f\n\n**Bedrock \u306e Converse API \u306e `outputConfig.textFormat` \u306b JSON \u30b9\u30ad\u30fc\u30de\u3092\u6e21\u3057\u3001\u6b21\u306e\u5f62\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"must\": [ { \"field\": \"total_price | capacity | body | slide_door | drive | model\",\n              \"op\": \"lte | gte | eq\", \"value\": \"\",\n              \"inferred\": false, \"reason\": \"\" } ],\n  \"want\": [ { \"field\": \"color_family | equipment | year | mileage_km\",\n              \"op\": \"eq | gte | lte | has\", \"value\": \"\",\n              \"inferred\": false, \"reason\": \"\" } ],\n  \"budget_hint\": \"\",\n  \"ask\": [\"\"]\n}\n```\n\n\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\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\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001**\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306e\u5236\u7d04\u306b\u306f\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u305b\u3093\u3002** \u4e88\u7b97\u3084\u5b9a\u54e1\u306e\u5024\u306e\u7bc4\u56f2\u306f\u3001\u53d7\u3051\u53d6\u3063\u305f\u5f8c\u306b Lambda \u3067\u78ba\u304b\u3081\u307e\u3059\uff08\u5b9a\u54e1\u306f2\u301c10\u3001\u4e88\u7b97\u306f10\u4e07\u5186\u4ee5\u4e0a\u306a\u3069\uff09\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`must` \u3068 `want` \u304c\u305d\u306e\u307e\u307e `filter` \u3068 `should` \u306b\u306a\u308b\u3053\u3068\u3067\u3059\u3002** Lambda \u306f\u914d\u5217\u3092\u8aad\u3093\u3067\u691c\u7d22\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u308b\u3060\u3051\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`inferred` \u3067\u8aad\u307f\u66ff\u3048\u3092\u753b\u9762\u306b\u51fa\u3057\u5206\u3051\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u55b6\u696d\u306f\u8272\u306e\u5909\u308f\u3063\u305f\u6761\u4ef6\u3060\u3051\u3092\u898b\u3066\u3001\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001\u5019\u88dc\u304c\u5c11\u306a\u3044\u3068\u304d\u306b\u5916\u3059\u9806\u3092\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u5019\u88dc\u304c3\u53f0\u672a\u6e80\u306a\u3089\u3001`want` \u3092\u5f8c\u308d\u304b\u30891\u3064\u305a\u3064\u5916\u3057\u3001\u305d\u308c\u3067\u3082\u5c11\u306a\u3051\u308c\u3070 `inferred` \u306e `must` \u30921\u3064\u305a\u3064\u5916\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059\u3002**\u304a\u5ba2\u69d8\u304c\u8a00\u3063\u305f `must` \u306f\u5916\u3057\u307e\u305b\u3093\u3002**\n\n\u753b\u9762\u306b\u51fa\u3059\u5019\u88dc\u306e\u4e00\u89a7\u306f\u3001\u691c\u7d22\u306e\u7d50\u679c\u304b\u3089 Lambda \u304c\u4f5c\u308a\u307e\u3059\u3002\n\n| \u5217 | \u4e2d\u8eab |\n|:--|:--|\n| \u8eca\u4e21 | \u5e97\u8217\u3001\u8eca\u7a2e\u3001\u30b0\u30ec\u30fc\u30c9\u3001\u5e74\u5f0f\u3001\u8d70\u884c\u8ddd\u96e2\u3001\u8272\u540d |\n| \u652f\u6255\u7dcf\u984d | \u652f\u6255\u7dcf\u984d\u3068\u5185\u8a33\uff08\u8eca\u4e21\u4fa1\u683c\u30fb\u8af8\u8cbb\u7528\uff09 |\n| \u5408\u3063\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5408\u3063\u305f\u3082\u306e |\n| \u5916\u308c\u305f\u6761\u4ef6 | `want` \u306e\u3046\u3061\u5916\u308c\u305f\u3082\u306e\u3001\u5916\u3057\u3066\u63a2\u3057\u305f `must` |\n| \u5fc5\u305a\u51fa\u3059\u9805\u76ee | \u4fee\u5fa9\u6b74\u3001\u4fdd\u8a3c\u306e\u6709\u7121\u3001\u70b9\u691c\u6574\u5099\u306e\u6709\u7121 |\n| \u8ca9\u58f2\u306e\u72b6\u614b | \u8ca9\u58f2\u4e2d\u30fb\u5546\u8ac7\u4e2d\u30fb\u6e96\u5099\u4e2d |\n\n**\u300c\u5916\u308c\u305f\u6761\u4ef6\u300d\u306e\u5217\u304c\u3001\u3053\u306e\u4e00\u89a7\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u5217\u3067\u3059\u3002** \u55b6\u696d\u306f\u3053\u306e\u5217\u3092\u898b\u3066\u3001\u300c\u767d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4ed6\u306f\u3059\u3079\u3066\u5408\u3063\u3066\u3044\u307e\u3059\u300d\u3068\u8aac\u660e\u3067\u304d\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u8eca\u4e21\u306e\u60c5\u5831\u306e\u66f8\u304d\u51fa\u3057\uff081\u6642\u9593\u3054\u3068\uff09\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u306e\u7167\u4f1a\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u8eca\u4e21\u306e\u7d22\u5f15\u306e\u5143\u3001\u58f2\u7d04\u306e\u78ba\u304b\u3081 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u8eca\u4e21\u306e\u7d22\u5f15 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8981\u671b\u306e\u8aad\u307f\u66ff\u3048 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u8981\u671b\u306e\u5165\u529b\u3001\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3001\u5019\u88dc\u306e\u4e00\u89a7 |\n\n**\u9867\u5ba2\u306e\u7ba1\u7406\u53f0\u5e33\u3068\u306f\u3064\u306a\u304e\u307e\u305b\u3093\u3002** \u8981\u671b\u3068\u5019\u88dc\u306e\u8a18\u9332\u306f\u691c\u7d22\u306e\u8a18\u9332\u3068\u3057\u3066\u6b8b\u3057\u3001\u5546\u8ac7\u306e\u8a18\u9332\u306f\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u53f0\u5e33\u306b\u66f8\u304d\u307e\u3059\u3002**\u304a\u5ba2\u69d8\u306e\u540d\u524d\u3068\u8981\u671b\u3092\u7d50\u3073\u4ed8\u3051\u3066\u691c\u7d22\u306e\u4ed5\u7d44\u307f\u306b\u6b8b\u3055\u306a\u3044\u305f\u3081\u3067\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u8272\u306e\u5909\u308f\u3063\u305f `inferred` \u306e\u6761\u4ef6\u3092\u898b\u3066\u3001\u304a\u5ba2\u69d8\u306e\u8a00\u8449\u3068\u5408\u3063\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u753b\u9762\u3067\u76f4\u3057\u3066\u63a2\u3057\u76f4\u3057\u307e\u3059**\n2. **\u78ba\u304b\u3081\u308b\u3053\u3068\u3092\u805e\u304f** \u2026 `ask` \u306b\u6319\u304c\u3063\u305f\u3053\u3068\uff08\u4e88\u7b97\u306f\u652f\u6255\u7dcf\u984d\u304b\u3001\u8d85\u3048\u3066\u3088\u3044\u304b\uff09\u3092\u304a\u5ba2\u69d8\u306b\u805e\u304d\u307e\u3059\n3. **\u5916\u308c\u305f\u6761\u4ef6\u3092\u4f1d\u3048\u308b** \u2026 \u5019\u88dc\u3092\u51fa\u3059\u3068\u304d\u306b\u3001\u5916\u308c\u305f\u6761\u4ef6\u3092\u305d\u306e\u307e\u307e\u4f1d\u3048\u307e\u3059\n4. **\u4fee\u5fa9\u6b74\u3068\u4fdd\u8a3c\u3092\u4f1d\u3048\u308b** \u2026 \u4e00\u89a7\u306e\u5fc5\u305a\u51fa\u3059\u9805\u76ee\u3092\u3001\u5019\u88dc\u3054\u3068\u306b\u4f1d\u3048\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u300c200\u4e07\u5186\u304f\u3089\u3044\u300d\u304c\u652f\u6255\u7dcf\u984d\u304b\u8eca\u4e21\u4fa1\u683c\u304b\u3067\u3001\u5019\u88dc\u306f\u307e\u3063\u305f\u304f\u5909\u308f\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5019\u88dc\u304c3\u53f0\u672a\u6e80 | `want` \u3092\u5f8c\u308d\u304b\u3089\u5916\u3057\u3001\u6b21\u306b `inferred` \u306e `must` \u3092\u5916\u3057\u3066\u63a2\u3057\u76f4\u3059\u3002\u5916\u3057\u305f\u6761\u4ef6\u3092\u4e00\u89a7\u306b\u66f8\u304f |\n| \u5019\u88dc\u304c\u591a\u3059\u304e\u308b\uff0850\u53f0\u3092\u8d85\u3048\u308b\uff09 | `want` \u306e\u5408\u3046\u6570\u306e\u591a\u3044\u9806\u306b20\u53f0\u3092\u51fa\u3057\u3001\u6b8b\u308a\u306f\u4ef6\u6570\u3060\u3051\u51fa\u3059 |\n| \u652f\u6255\u7dcf\u984d\u304c\u7a7a\u306e\u8eca\u304c\u3042\u308b | \u4e00\u89a7\u306e\u4e0a\u306b\u53f0\u6570\u3092\u51fa\u3057\u3001\u55b6\u696d\u304c\u5728\u5eab\u7ba1\u7406\u306e\u753b\u9762\u3067\u78ba\u304b\u3081\u308b |\n| \u5019\u88dc\u304c\u5546\u8ac7\u4e2d\u30fb\u58f2\u7d04\u6e08\u307f | \u58f2\u7d04\u6e08\u307f\u306f\u4e00\u89a7\u304b\u3089\u5916\u3057\u3001\u5546\u8ac7\u4e2d\u306f\u5370\u3092\u4ed8\u3051\u3066\u6b8b\u3059 |\n| \u8272\u540d\u304c\u7cfb\u7d71\u306e\u8868\u306b\u7121\u3044 | \u300c\u672a\u5206\u985e\u300d\u3068\u3057\u3066\u6b8b\u3057\u3001\u8868\u3078\u306e\u8ffd\u52a0\u3092\u55b6\u696d\u306b\u983c\u3080 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c\u8fd4\u3089\u306a\u3044 | \u55b6\u696d\u304c\u6761\u4ef6\u3092\u753b\u9762\u306e\u9805\u76ee\u3067\u9078\u3093\u3067\u691c\u7d22\u3060\u3051\u3092\u4f7f\u3046 |\n| \u5b9a\u54e1\u3084\u4e88\u7b97\u306e\u5024\u304c\u7bc4\u56f2\u306e\u5916 | Lambda \u3067\u5f3e\u304d\u3001\u55b6\u696d\u306b\u8981\u671b\u306e\u66f8\u304d\u76f4\u3057\u3092\u983c\u3080 |\n| \u770c\u5916\u306e\u304a\u5ba2\u69d8 | \u4e00\u89a7\u306b\u300c\u652f\u6255\u7dcf\u984d\u306f\u5e97\u8217\u306e\u6761\u4ef6\u3067\u306e\u4fa1\u683c\u300d\u3068\u51fa\u3059 |\n\n**\u6700\u5f8c\u306e\u884c\u306f\u3001\u652f\u6255\u7dcf\u984d\u306e\u6761\u4ef6\u306e\u305f\u3081\u3067\u3059\u3002** \u516c\u53d6\u5354\u306e\u8cc7\u6599\u3067\u306f\u3001\u652f\u6255\u7dcf\u984d\u306f\u767b\u9332\u306e\u6642\u671f\u3084\u5730\u57df\u306a\u3069\u306b\u6761\u4ef6\u3092\u4ed8\u3051\u305f\u4fa1\u683c\u3067\u3001**\u7ba1\u8f44\u5916\u306e\u767b\u9332\u306e\u8cbb\u7528\u3084\u7d0d\u8eca\u306e\u8cbb\u7528\u306f\u3001\u8981\u5426\u304c\u304a\u5ba2\u69d8\u306b\u3088\u3063\u3066\u9055\u3046\u8af8\u8cbb\u7528\u3068\u3057\u3066\u652f\u6255\u7dcf\u984d\u306b\u542b\u307e\u308c\u306a\u3044\u4f8b**\u306b\u6319\u3052\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u770c\u5916\u306e\u304a\u5ba2\u69d8\u306b\u652f\u6255\u7dcf\u984d\u3060\u3051\u3067\u6bd4\u3079\u308b\u3068\u3001\u5f8c\u304b\u3089\u8cbb\u7528\u304c\u8db3\u3055\u308c\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u691c\u7d22\u3054\u3068\u306e\u3001\u8981\u671b\u306e\u6587\uff08\u500b\u4eba\u306e\u60c5\u5831\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u3001Claude \u306e\u8aad\u307f\u66ff\u3048\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\u3068\u3001\u5916\u3057\u305f\u6761\u4ef6\u306e\u9806\n- \u5019\u88dc\u306e\u4e00\u89a7\u3068\u3001\u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u8eca\u4e21\n- \u53d6\u308a\u8fbc\u3093\u3060\u5728\u5eab\u306e\u5199\u3057\u306e\u6642\u523b\n\n**\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\u3092\u6b8b\u3059\u306e\u306f\u3001\u8aad\u307f\u66ff\u3048\u306e\u6307\u793a\u3092\u76f4\u3059\u305f\u3081\u3067\u3059\u3002** \u540c\u3058\u8aad\u307f\u66ff\u3048\u304c\u6bce\u56de\u76f4\u3055\u308c\u3066\u3044\u308b\u306a\u3089\u3001\u6307\u793a\u304b\u8272\u306e\u7cfb\u7d71\u306e\u8868\u306b\u8db3\u308a\u306a\u3044\u3068\u3053\u308d\u304c\u3042\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u30e1\u30e2\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08\u6765\u5e97\u30fb\u96fb\u8a71\u30fbWeb\u3092\u6df7\u305c\u308b\uff09\n2. \u55b6\u696d\u306b\u3001\u305d\u308c\u305e\u308c\u6700\u7d42\u7684\u306b\u3069\u306e\u8eca\u3092\u63d0\u6848\u3057\u305f\u304b\u3092\u66f8\u304d\u51fa\u3057\u3066\u3082\u3089\u3046\n3. \u5728\u5eab\u306e\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u8272\u540d\u306e\u6a2a\u306b\u8272\u306e\u7cfb\u7d71\u306e\u5217\u3092\u8db3\u3059\n4. 30\u4ef6\u306e\u8981\u671b\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u3068\u3001\u3067\u304d\u308c\u3070\u6e80\u305f\u3057\u305f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3001\u63a8\u6e2c\u3067\u8db3\u3057\u305f\u6761\u4ef6\u306b\u306f\u5370\u3092\u4ed8\u3051\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u51fa\u3066\u304d\u305f\u6761\u4ef6\u3067\u8868\u8a08\u7b97\u3092\u7d5e\u308a\u8fbc\u307f\u3001\u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u8eca\u304c\u6b8b\u308b\u304b\u3092\u898b\u308b\n\n**30\u4ef6\u306f\u3001\u5f53\u6642\u306e\u5728\u5eab\u306e\u5199\u3057\u3067\u8a66\u3059\u306e\u304c\u7406\u60f3\u3067\u3059\u3002** \u3044\u307e\u306e\u5728\u5eab\u3067\u8a66\u3059\u3068\u3001\u5f53\u6642\u63d0\u6848\u3057\u305f\u8eca\u304c\u3082\u3046\u58f2\u308c\u3066\u3044\u3066\u6bd4\u3079\u3089\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u904e\u53bb\u306e\u65e5\u4ed8\u306e\u5728\u5eab\u3092\u66f8\u304d\u51fa\u3059\u6a5f\u80fd\u304c\u7121\u3051\u308c\u3070\u3001**\u58f2\u7d04\u6e08\u307f\u306e\u8eca\u3082\u542b\u3081\u3066\u66f8\u304d\u51fa\u3057\u3001\u5f53\u6642\u3042\u3063\u305f\u8eca\u306b\u5370\u3092\u4ed8\u3051\u3066**\u4f7f\u3044\u307e\u3059\u3002\n\n**2\u756a\u76ee\u306e\u66f8\u304d\u51fa\u3057\u306f\u5fc5\u305a\u5148\u306b\u6e08\u307e\u305b\u3066\u304f\u3060\u3055\u3044\u3002** \u55b6\u696d\u304c\u5b9f\u969b\u306b\u63d0\u6848\u3057\u305f\u8eca\u304c\u7b54\u3048\u3067\u3001\u305d\u308c\u3068\u6bd4\u3079\u306a\u3044\u3068\u300c\u5f53\u305f\u3063\u305f\u300d\u306e\u610f\u5473\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**4\u756a\u76ee\u3067\u306f\u3001\u8272\u3084\u88c5\u5099\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u3057\u3066\u3044\u306a\u3044\u304b\u3001\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u8db3\u3057\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u63d0\u6848\u3057\u305f\u8eca\u304c\u7d5e\u308a\u8fbc\u307f\u306b\u6b8b\u3063\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u8272\u3084\u88c5\u5099\u3092\u5fc5\u305a\u5b88\u308b\u6761\u4ef6\u306b\u3057\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u5728\u5eab\u306e\u88c5\u5099\u306e\u6b04\u304c\u7a7a\u306e\u8eca\u304c\u591a\u3044 | **\u5728\u5eab\u306e\u30c7\u30fc\u30bf\u306e\u6574\u5099\u304c\u5148\u3002** \u4ed5\u5165\u308c\u306e\u3068\u304d\u306e\u5165\u529b\u3092\u898b\u76f4\u3059 |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u8981\u671b\u3092\u6761\u4ef6\u306b\u5206\u3051\u3001\u8868\u8a08\u7b97\u3067\u7d5e\u308b \uff0f \u8981\u671b\u306e\u8aad\u307f\u66ff\u3048","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u5728\u5eab\u3092\u5165\u308c\u3001\u55b6\u696d\u304c\u6761\u4ef6\u3092\u5165\u308c\u3066 must \u3068 want \u3067\u63a2\u3059\u753b\u9762\u3092\u4f5c\u308b \uff0f \u5168\u5e97\u306e\u5728\u5eab\u306e\u691c\u7d22\u3068\u3001\u5408\u3046\u5ea6\u5408\u3044\u306e\u4e26\u3079\u66ff\u3048","full_setup":"\u4e0a\u8a18\uff0b\u8981\u671b\u306e\u6587\u304b\u3089\u6761\u4ef6\u3092\u8aad\u307f\u66ff\u3048\u3001\u5916\u3059\u9806\u3092\u6c7a\u3081\u3066\u63a2\u3057\u76f4\u3057\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3092\u7167\u4f1a\u3059\u308b \uff0f \u8981\u671b\u306e\u6587\u304b\u3089\u5019\u88dc\u306e\u4e00\u89a7\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef68\u5206\u304c5\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8272\u306e\u7cfb\u7d71\u3068\u88c5\u5099\u306e\u540c\u7fa9\u8a9e\u3067\u63a2\u305b\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u4ed6\u5e97\u306e\u5728\u5eab\u3082\u4e00\u5ea6\u306b\u898b\u3048\u307e\u3059\u304c\u3001\u8981\u671b\u3092\u6761\u4ef6\u306b\u7d44\u307f\u7acb\u3066\u308b\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30673\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u753b\u9762\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001**\u55b6\u696d\u304c\u3069\u306e\u6761\u4ef6\u3092 must \u306b\u3057\u3001\u3069\u308c\u3092 want \u306b\u3057\u3066\u3044\u308b\u304b**\u304c\u8a18\u9332\u304b\u3089\u5206\u304b\u308a\u307e\u3059\u3002\u305d\u308c\u3092\u8aad\u307f\u66ff\u3048\u306e\u6307\u793a\u306b\u5199\u3057\u3066\u304b\u3089\u8981\u671b\u306e\u6587\u3092\u8aad\u307e\u305b\u308b\u307b\u3046\u304c\u3001\u55b6\u696d\u306e\u611f\u899a\u306b\u5408\u3063\u305f\u8aad\u307f\u66ff\u3048\u306b\u306a\u308a\u307e\u3059\u3002\u7d4c\u9a13\u306e\u9577\u3044\u55b6\u696d\u306e\u5206\u3051\u65b9\u3092\u6307\u793a\u306b\u5199\u3059\u3053\u3068\u304c\u3001\u305d\u306e\u307e\u307e\u5c5e\u4eba\u5316\u306e\u89e3\u6d88\u306b\u306a\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5019\u88dc\u304c0\u4ef6\u306b\u306a\u308b | **\u8272\u30fb\u88c5\u5099\u306f `should` \u306b\u7f6e\u304f\u3002** must \u306b\u3059\u308b\u306e\u306f\u304a\u5ba2\u69d8\u304c\u300c\u5fc5\u305a\u300d\u3068\u8a00\u3063\u305f\u3082\u306e\u3060\u3051 |\n| \u4e88\u7b97\u3092\u8d85\u3048\u305f\u8eca\u304c\u4e0a\u306b\u6765\u308b | \u4e88\u7b97\u306f `filter` \u306e `range`\u3002\u8d85\u3048\u308b\u8eca\u306f\u5225\u306b\u63a2\u3057\u3066\u5225\u306e\u6b04\u306b\u51fa\u3059 |\n| \u300c\u767d\u300d\u3067\u30d1\u30fc\u30eb\u306e\u8eca\u304c\u6f0f\u308c\u308b | \u8272\u540d\u304b\u3089\u8272\u306e\u7cfb\u7d71\u3092\u5f15\u3044\u3066 `color_family` \u306b\u5165\u308c\u308b |\n| \u88c5\u5099\u306e\u8a00\u3044\u65b9\u3067\u6f0f\u308c\u308b | \u540c\u7fa9\u8a9e\u306e\u8868\u3092\u691c\u7d22\u306e\u5074\uff08`synonym_graph`\uff09\u306b\u7f6e\u304f |\n| \u540c\u7fa9\u8a9e\u3092\u7d22\u5f15\u306e\u5074\u306b\u7f6e\u3044\u3066\u4f4d\u7f6e\u304c\u305a\u308c\u305f | `synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3046\u3002\u7d22\u5f15\u306e\u5074\u306a\u3089 `synonym` |\n| \u652f\u6255\u7dcf\u984d\u304c\u7a7a\u306e\u8eca\u304c\u6d88\u3048\u308b | \u5370\u3092\u4ed8\u3051\u3066\u53f0\u6570\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u58f2\u308c\u305f\u8eca\u3092\u63d0\u6848\u3057\u305f | \u8ca9\u58f2\u306e\u72b6\u614b\u306f\u63a2\u3059\u305f\u3073\u306b\u7167\u4f1a\u3059\u308b |\n| \u8aad\u307f\u66ff\u3048\u3092\u304a\u5ba2\u69d8\u306b\u78ba\u304b\u3081\u306a\u3044 | `inferred` \u306e\u6761\u4ef6\u3092\u8272\u3092\u5909\u3048\u3066\u51fa\u3057\u3001`ask` \u3092\u5fc5\u305a\u51fa\u3059 |\n\n**\u4e0a\u306e2\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u3061\u3089\u3082\u300c\u3069\u306e\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3069\u306e\u6761\u4ef6\u3067\u4e26\u3079\u308b\u304b\u300d\u3092\u9593\u9055\u3048\u305f\u5f62\u3067\u3059\u3002**\u7d22\u5f15\u3092\u4f5c\u3063\u305f\u3089\u3001\u8272\u3068\u88c5\u5099\u3092\u5916\u308c\u305f\u6761\u4ef6\u306b\u3057\u305f\u8981\u671b\u3067\u3001\u5019\u88dc\u304c0\u4ef6\u306b\u306a\u3089\u306a\u3044\u3053\u3068\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002**\n\n**\u4e0b\u306e2\u884c\u3082\u3001\u65e9\u3044\u3046\u3061\u306b\u52b9\u3044\u3066\u304d\u307e\u3059\u3002** \u58f2\u308c\u305f\u8eca\u306e\u63d0\u6848\u306f\u3001\u304a\u5ba2\u69d8\u306e\u4fe1\u983c\u3092\u3044\u3061\u3070\u3093\u65e9\u304f\u5931\u3044\u307e\u3059\u3002\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3092\u7701\u304f\u3068\u3001\u304a\u5ba2\u69d8\u304c\u671b\u3093\u3067\u3044\u306a\u3044\u8eca\u3070\u304b\u308a\u4e26\u3073\u307e\u3059\u3002\n\n**\u540c\u7fa9\u8a9e\u306e\u8868\u3068\u8272\u306e\u7cfb\u7d71\u306e\u8868\u306f\u3001\u4f5c\u3063\u3066\u7d42\u308f\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u65b0\u3057\u3044\u8272\u540d\u3084\u88c5\u5099\u306e\u8a00\u3044\u65b9\u306f\u6bce\u6708\u51fa\u3066\u304d\u307e\u3059\u3002**\u300c\u672a\u5206\u985e\u300d\u306e\u8272\u3068\u3001\u88c5\u5099\u30670\u4ef6\u306b\u306a\u3063\u305f\u691c\u7d22\u306e\u8a00\u8449\u3092\u6bce\u6708\u4e00\u89a7\u306b\u3057\u3066\u3001\u8868\u306b\u8db3\u3059\u4f5c\u696d\u3092\u6c7a\u307e\u3063\u305f\u62c5\u5f53\u306e\u4ed5\u4e8b\u306b\u3057\u307e\u3059\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u304a\u5ba2\u69d8\u306e\u8981\u671b\uff08\u4e88\u7b97\u3001\u5bb6\u65cf\u306e\u4eba\u6570\u3001\u7528\u9014\uff09\u3001\u5728\u5eab\u306e\u8eca\u4e21\u306e\u60c5\u5831\u3001\u8ca9\u58f2\u306e\u72b6\u614b\u3067\u3059\u3002**\u8981\u671b\u306e\u4e2d\u306b\u306f\u3001\u5bb6\u65cf\u306e\u69cb\u6210\u3084\u66ae\u3089\u3057\u306e\u69d8\u5b50\u304c\u66f8\u304b\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\n\n1. **\u8981\u671b\u306e\u6587\u304b\u3089\u500b\u4eba\u306e\u60c5\u5831\u3092\u5916\u3059** \u2026 \u304a\u5ba2\u69d8\u306e\u540d\u524d\u3001\u96fb\u8a71\u756a\u53f7\u3001\u4f4f\u6240\u306e\u756a\u5730\u306f\u3001Claude \u306b\u6e21\u3059\u524d\u306b\u4f0f\u305b\u307e\u3059\n2. **\u8981\u671b\u3092\u63a8\u3057\u91cf\u3063\u3066\u5e83\u3052\u306a\u3044** \u2026 \u8a00\u8449\u3065\u304b\u3044\u304b\u3089\u5e74\u9f62\u3084\u53ce\u5165\u3092\u63a8\u3057\u91cf\u308b\u8aad\u307f\u66ff\u3048\u3092\u3055\u305b\u307e\u305b\u3093\u3002**\u63d0\u6848\u306e\u5e45\u3092\u55b6\u696d\u306e\u5224\u65ad\u306e\u5916\u3067\u72ed\u3081\u306a\u3044\u305f\u3081\u3067\u3059**\n3. **\u4fa1\u683c\u306e\u8868\u793a\u306e\u6c7a\u307e\u308a\u3092\u5b88\u308b** \u2026 \u5019\u88dc\u306e\u4e00\u89a7\u306e\u4fa1\u683c\u306f\u652f\u6255\u7dcf\u984d\u3068\u5185\u8a33\u3067\u51fa\u3057\u3001**\u652f\u6255\u7dcf\u984d\u306b\u542b\u307e\u308c\u306a\u3044\u8cbb\u7528\u304c\u3042\u308b\u3053\u3068\u3082\u4e00\u89a7\u306b\u66f8\u304d\u307e\u3059**\n4. **\u4fee\u5fa9\u6b74\u3068\u4fdd\u8a3c\u3092\u5fc5\u305a\u51fa\u3059** \u2026 \u5019\u88dc\u306e\u4e00\u89a7\u3067\u3001\u4fee\u5fa9\u6b74\u30fb\u4fdd\u8a3c\u306e\u6709\u7121\u30fb\u70b9\u691c\u6574\u5099\u306e\u6709\u7121\u3092\u7701\u304d\u307e\u305b\u3093\n5. **\u52e7\u3081\u308b\u8eca\u3092\u6c7a\u3081\u308b\u306e\u306f\u55b6\u696d** \u2026 \u3053\u306e\u69cb\u6210\u306f\u8981\u671b\u306b\u8fd1\u3044\u8eca\u3092\u4e26\u3079\u308b\u3060\u3051\u3067\u3059\n6. **\u8a18\u9332\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u7d5e\u308b** \u2026 \u8981\u671b\u3068\u5019\u88dc\u306e\u8a18\u9332\u306b\u306f\u3001\u304a\u5ba2\u69d8\u306e\u66ae\u3089\u3057\u306e\u69d8\u5b50\u304c\u306b\u3058\u307f\u307e\u3059\u3002**\u898b\u3089\u308c\u308b\u4eba\u3092\u55b6\u696d\u3068\u5e97\u9577\u306b\u9650\u308a\u3001\u4fdd\u5b58\u306e\u671f\u9593\u3092\u6c7a\u3081\u3066\u6d88\u3057\u307e\u3059**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u304a\u5ba2\u69d8\u306e\u671b\u3093\u3067\u3044\u306a\u3044\u6761\u4ef6\u3067\u7d5e\u308a\u8fbc\u307f\u3001\u5408\u3046\u8eca\u3092\u898b\u843d\u3068\u3059\u3053\u3068\u3001\u307e\u305f\u306f\u4e88\u7b97\u3092\u8d85\u3048\u305f\u8eca\u3092\u4e88\u7b97\u5185\u306e\u3088\u3046\u306b\u793a\u3059\u3053\u3068\u3067\u3059\u3002** must \u3068 want \u306e\u5206\u3051\u65b9\u3001\u8aad\u307f\u66ff\u3048\u306e\u78ba\u304b\u3081\u3001\u652f\u6255\u7dcf\u984d\u306e\u6271\u3044\u306e3\u3064\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"3\u301c10\u5e97\u8217\u307b\u3069\u3067\u6570\u767e\u53f0\u306e\u5728\u5eab\u3092\u6301\u3061\u3001\u6765\u5e97\u30fb\u96fb\u8a71\u30fbWeb\u306e\u554f\u3044\u5408\u308f\u305b\u3067\u300c\u3053\u3093\u306a\u8eca\u306f\u306a\u3044\u304b\u300d\u3068\u805e\u304b\u308c\u308b\u3053\u3068\u306e\u591a\u3044\u4e2d\u53e4\u8eca\u8ca9\u58f2\u5e97\u3002\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u8eca\u4e21\u306e\u60c5\u5831\uff08\u652f\u6255\u7dcf\u984d\u3001\u4e57\u8eca\u5b9a\u54e1\u3001\u8272\u3001\u88c5\u5099\u3001\u4fee\u5fa9\u6b74\u306a\u3069\uff09\u304c\u30c7\u30fc\u30bf\u3067\u5165\u3063\u3066\u3044\u308b\u304c\u3001\u55b6\u696d\u304c\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u3066\u63a2\u3059\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u4ed6\u5e97\u306e\u5728\u5eab\u307e\u3067\u63a2\u305b\u308b\u55b6\u696d\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u5834\u5408\u3002AWS \u3092\u4f7f\u3048\u308b\u62c5\u5f53\u304b\u59d4\u8a17\u5148\u304c\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u5728\u5eab\u304c\u6570\u5341\u53f0\u3067\u3001\u55b6\u696d\u304c\u5168\u53f0\u3092\u899a\u3048\u3066\u3044\u308b\u5834\u5408\u3002\u5728\u5eab\u306e\u60c5\u5831\u304c\u30c7\u30fc\u30bf\u306b\u306a\u3063\u3066\u304a\u3089\u305a\u3001\u7d19\u306e\u53f0\u5e33\u3084\u5199\u771f\u3060\u3051\u3067\u7ba1\u7406\u3057\u3066\u3044\u308b\u5834\u5408\uff08\u5148\u306b\u5728\u5eab\u306e\u30c7\u30fc\u30bf\u3092\u6574\u3048\u307e\u3059\uff09\u3002\u304a\u5ba2\u69d8\u304c\u81ea\u5206\u3067\u4f7f\u3046Web\u306e\u691c\u7d22\u306e\u753b\u9762\u3092\u4f5c\u308a\u305f\u3044\u5834\u5408\uff08\u3053\u306e\u69cb\u6210\u306f\u55b6\u696d\u304c\u4f7f\u3046\u524d\u63d0\u3067\u3001\u8981\u671b\u306e\u8aad\u307f\u66ff\u3048\u3092\u55b6\u696d\u304c\u78ba\u304b\u3081\u307e\u3059\uff09\u3002\u306a\u304a\u3001\u3069\u306e\u8eca\u3092\u52e7\u3081\u308b\u304b\u3001\u4fa1\u683c\u306e\u4ea4\u6e09\u3001\u8eca\u4e21\u306e\u72b6\u614b\u306e\u8aac\u660e\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u5728\u5eab\u306e\u30c7\u30fc\u30bf\u304b\u3089\u8981\u671b\u306b\u8fd1\u3044\u8eca\u4e21\u3092\u63a2\u3057\u3066\u4e26\u3079\u308b\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u5728\u5eab\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b**\n\n\u5728\u5eab\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u304b\u3089\u5168\u8eca\u4e21\u3092\u66f8\u304d\u51fa\u3057\u3001\u88c5\u5099\u306e\u6b04\u3068\u8272\u540d\u3001\u652f\u6255\u7dcf\u984d\u306e\u7a7a\u306e\u8eca\u306e\u6570\u3092\u898b\u307e\u3059\u3002**\u8272\u540d\u306e\u4e00\u89a7\u3092\u4f5c\u308a\u3001\u8272\u306e\u7cfb\u7d71\u306e\u8868\u306e\u4e0b\u66f8\u304d\u3092\u4f5c\u308a\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u7b2c8\u7ae0\u306e\u3068\u304a\u308a\u300130\u4ef6\u306e\u8981\u671b\u3067\u3001\u55b6\u696d\u304c\u63d0\u6848\u3057\u305f\u8eca\u304c\u7d5e\u308a\u8fbc\u307f\u306b\u6b8b\u308b\u304b\u3092\u898b\u307e\u3059\u3002\n\n**3\u9031\u76ee\uff1a\u88c5\u5099\u306e\u540c\u7fa9\u8a9e\u306e\u8868\u3092\u4f5c\u308b**\n\n\u55b6\u696d\u304b\u3089\u88c5\u5099\u306e\u8a00\u3044\u65b9\u3092\u96c6\u3081\u3001\u540c\u7fa9\u8a9e\u306e\u7d44\u306b\u3057\u307e\u3059\u3002**\u8868\u306e\u624b\u5165\u308c\u3092\u3059\u308b\u62c5\u5f53\u3092\u6c7a\u3081\u307e\u3059\u3002** 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| [\u81ea\u52d5\u8eca\u516c\u6b63\u53d6\u5f15\u5354\u8b70\u4f1a: \u4e2d\u53e4\u8eca\u306e\u4fa1\u683c\u306f\u300c\u652f\u6255\u7dcf\u984d\u300d\u306b\u5909\u308f\u308a\u307e\u3059\uff08\u30d1\u30f3\u30d5\u30ec\u30c3\u30c8\uff09](https:\/\/www.aftc.or.jp\/content\/files\/pdf\/2023_07_kaiseipamph_A4.pdf) | 2026-10-15 |\n| `synonym_graph` \u306f\u691c\u7d22\u306e\u5206\u6790\u5668\u3060\u3051\u3067\u4f7f\u3044\u3001\u7d22\u5f15\u306e\u3068\u304d\u306b\u4f7f\u3046\u3068\u8907\u6570\u306e\u8a9e\u304b\u3089\u306a\u308b\u540c\u7fa9\u8a9e\u306e\u5f8c\u308d\u306e\u8a9e\u306e\u4f4d\u7f6e\u304c\u305a\u308c\u308b\u3053\u3068\u3002\u7d22\u5f15\u306e\u3068\u304d\u306b\u540c\u7fa9\u8a9e\u3092\u52b9\u304b\u305b\u308b\u306b\u306f `synonym` \u3092\u4f7f\u3046\u3053\u3068\u3002`synonyms` \u3067\u7d44\u3092\u76f4\u63a5\u66f8\u3051\u308b\u3053\u3068 | [OpenSearch: Synonym graph token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/synonym-graph.md) | 2026-10-15 |\n| `synonym` \u306e\u30d5\u30a3\u30eb\u30bf\u306e `synonyms`\u30fb`expand` \u306e\u6271\u3044\uff08\u540c\u3058\u610f\u5473\u306e\u7d44\u3092\u4e92\u3044\u306b\u5e83\u3052\u308b\u3053\u3068\uff09 | [OpenSearch: Synonym token filter](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_analyzers\/token-filters\/synonym.md) | 2026-10-15 |\n| `range` \u3067 `gte`\u30fb`gt`\u30fb`lte`\u30fb`lt` \u3092\u4f7f\u3063\u3066\u7bc4\u56f2\u3092\u6307\u5b9a\u3067\u304d\u308b\u3053\u3068 | [OpenSearch: Range query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/term\/range.md) | 2026-10-15 |\n| Converse API \u306e `outputConfig.textFormat` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u6cbf\u3063\u305f\u51fa\u529b\u304c\u5f97\u3089\u308c\u3001`enum` \u304c\u4f7f\u3048\u308b\u3053\u3068\u3002\u6570\u5024\u306e `minimum`\u30fb`maximum` \u306a\u3069\u306e\u5236\u7d04\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u306a\u3044\u3053\u3068 | [AWS: Structured outputs\uff08Amazon Bedrock\uff09](https:\/\/docs.aws.amazon.com\/bedrock\/latest\/userguide\/structured-output.html) | 2026-10-15 |\n\n**\u3069\u306e\u8eca\u3092\u52e7\u3081\u308b\u304b\u3001\u4fa1\u683c\u306e\u8aac\u660e\u3068\u4ea4\u6e09\u306f\u3001\u55b6\u696d\u304c\u304a\u5ba2\u69d8\u3068\u8a71\u3057\u3066\u884c\u3063\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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