{"id":17205,"date":"2026-10-29T09:08:55","date_gmt":"2026-10-29T00:08:55","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/print-shop-past-quote-search\/"},"modified":"2026-10-29T09:08:55","modified_gmt":"2026-10-29T00:08:55","slug":"print-shop-past-quote-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/print-shop-past-quote-search\/","title":{"rendered":"\u30b7\u30fc\u30eb\u30fb\u30e9\u30d9\u30eb\u306e\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u304c\u3001\u65b0\u3057\u3044\u898b\u7a4d\u306e\u4f9d\u983c\u306b\u8fd1\u3044\u904e\u53bb\u306e\u898b\u7a4d\u3092\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u304b\u3089 OpenSearch \u3067\u63a2\u3057\u3001\u51fa\u3057\u305f\u5358\u4fa1\u3068\u53d7\u6ce8\u30fb\u5931\u6ce8\u3092\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u30b7\u30fc\u30eb\u3084\u30e9\u30d9\u30eb\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u3092\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u306b\u8aad\u307f\u66ff\u3048\u3001\u53d7\u6ce8\u3068\u5931\u6ce8\u3092\u542b\u3080\u904e\u53bb\u306e\u898b\u7a4d\u304b\u3089\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u307e\u3059\u3002\u6848\u4ef6\u3054\u3068\u306b\u3001\u6700\u521d\u3068\u6700\u5f8c\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3001\u53d7\u6ce8\u304b\u5931\u6ce8\u304b\u3092\u4e26\u3079\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-2172","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-29","tech_verified_date":"2026-10-28","trigger":"**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u898b\u7a4d\u306e\u7248\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\u524d\u306e\u65e5\u307e\u3067\u306b\u51fa\u3057\u305f\u898b\u7a4d\u306e\u7248\u3068\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u304c\u78ba\u5b9a\u3057\u305f\u898b\u7a4d\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u7248\u306f1\u3064\u305a\u3064\u5225\u306e\u6587\u66f8\u306b\u3057\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3092\u5171\u901a\u306b\u6301\u305f\u305b\u307e\u3059\u3002** \u7d50\u679c\u304c\u78ba\u5b9a\u3057\u305f\u3089\u3001\u540c\u3058\u898b\u7a4d\u306e\u756a\u53f7\u306e\u3059\u3079\u3066\u306e\u7248\u306e\u7d50\u679c\u306e\u9805\u76ee\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u306e\u6587\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u7d20\u6750\u3068\u7cca\u306e\u533a\u5206\u306e\u8868\u306f\u3001\u55b6\u696d\u3068\u5de5\u5834\u306e\u62c5\u5f53\u304c\u6708\u306b1\u56de\u898b\u76f4\u3057\u307e\u3059\u3002** \u65b0\u3057\u3044\u7d20\u6750\u3084\u7cca\u3092\u6271\u3044\u59cb\u3081\u305f\u3068\u304d\u306f\u3001\u533a\u5206\u3092\u8db3\u3057\u305f\u65e5\u304b\u3089\u691c\u7d22\u306b\u4f7f\u3044\u307e\u3059\u3002","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4f9d\u983c | \u5f97\u610f\u5148\u306e\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u4ed5\u69d8\u66f8\u306e\u6587 | \u55b6\u696d\u304c\u8cbc\u308b |\n| \u898b\u7a4d\u306e\u7248 | \u898b\u7a4d\u306e\u756a\u53f7\u3001\u7248\u306e\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u3001\u7d20\u6750\u3001\u7cca\u3001\u5f62\u72b6\u3001\u5e45\u3068\u9ad8\u3055\u3001\u8272\u6570\u3001\u52a0\u5de5\u3001\u90e8\u6570\u3068\u5358\u4fa1\u3001\u7d0d\u671f\u3001\u898b\u7a4d\u306e\u65e5 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f |\n| \u629c\u304d\u578b\u306e\u6271\u3044 | \u65b0\u3057\u304f\u4f5c\u308b\uff0f\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3046\u3001\u578b\u4ee3\uff08\u5358\u4fa1\u3068\u5225\u304b\u8fbc\u307f\u304b\uff09\u3001\u578b\u306e\u756a\u53f7 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u30fb\u629c\u304d\u578b\u306e\u53f0\u5e33 |\n| \u7d50\u679c | \u53d7\u6ce8\uff0f\u5931\u6ce8\uff0f\u56de\u7b54\u306a\u3057\u3001\u78ba\u5b9a\u306e\u65e5\u3001\u5931\u6ce8\u306e\u7406\u7531\u306e\u30e1\u30e2 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f |\n| \u533a\u5206\u306e\u8868 | \u300c\u900f\u660ePET\u300d\u300c\u30af\u30ea\u30a2PET\u300d\u2192`pet_clear`\u3001\u300c\u51b7\u51cd\u7cca\u300d\u300c\u51b7\u98df\u7528\u300d\u2192`freezer` \u306a\u3069\u306e\u8868 | \u55b6\u696d\u3068\u5de5\u5834\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u9805\u76ee\u3067\u3059\u3002** \u578b\u4ee3\u304c\u5358\u4fa1\u306b\u8fbc\u307f\u306a\u306e\u304b\u5225\u306a\u306e\u304b\u3001\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3063\u305f\u306e\u304b\u304c\u8a18\u9332\u306b\u7121\u3044\u898b\u7a4d\u306f\u3001\u5358\u4fa1\u3092\u6bd4\u3079\u3089\u308c\u307e\u305b\u3093\u3002**\u8a18\u9332\u306b\u7121\u3044\u898b\u7a4d\u306f\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3092 `unknown` \u3068\u3057\u3066\u6301\u3061\u3001\u753b\u9762\u3067\u5fc5\u305a\u76ee\u7acb\u305f\u305b\u307e\u3059\u3002**\n\n**\u7d50\u679c\u304c\u300c\u56de\u7b54\u306a\u3057\u300d\u306e\u898b\u7a4d\u3082\u7d22\u5f15\u306b\u5165\u308c\u307e\u3059\u3002** \u5f97\u610f\u5148\u304b\u3089\u8fd4\u4e8b\u304c\u7121\u304b\u3063\u305f\u898b\u7a4d\u306f\u3001\u53d7\u6ce8\u3067\u3082\u5931\u6ce8\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002**\u5931\u6ce8\u306b\u6570\u3048\u308b\u3068\u3001\u305d\u306e\u5358\u4fa1\u3067\u306f\u53d6\u308c\u306a\u304b\u3063\u305f\u3088\u3046\u306b\u898b\u3048\u3066\u3057\u307e\u3044\u307e\u3059\u3002**","data_source":"| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u3069\u3046\u53d6\u308b\u304b |\n|:--|:--|:--|\n| \u7d20\u6750\u30fb\u7cca\u30fb\u5f62\u72b6\u304c\u540c\u3058\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`material`\u30fb`glue`\u30fb`shape`\uff09 |\n| \u5bf8\u6cd5\u3068\u90e8\u6570\u304c\u8fd1\u3044\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `filter` \u306e `range`\uff08`width_mm`\u30fb`height_mm`\u30fb`qty`\uff09 |\n| \u898b\u7a4d\u306e\u6642\u671f\u306e\u8fd1\u3055 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08`quoted_on`\uff09 |\n| \u898b\u7a4d\u3054\u3068\u306b1\u4ef6\u306b\u307e\u3068\u3081\u308b | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `collapse`\uff08`quote_no`\uff09 |\n| \u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `collapse` \u306e `inner_hits`\uff08`rev` \u306e\u6607\u9806\u3068\u964d\u9806\uff09 |\n\n**\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306e\u307e\u3068\u3081\u306f `collapse` \u3067\u884c\u3044\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`collapse` \u306f\u691c\u7d22\u306e\u7d50\u679c\u3092\u9805\u76ee\u306e\u5024\u3067\u307e\u3068\u3081\u3001**\u307e\u3068\u3081\u3054\u3068\u306b\u4e0a\u4f4d\u306e\u6587\u66f8\u3060\u3051\u3092\u8fd4\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u3068\u3081\u308b\u9805\u76ee\u306f **`keyword` \u304b\u6570\u5024\u306e\u578b\u3067\u3001doc values \u304c\u6709\u52b9\u3067\u3001\u6587\u66f8\u3054\u3068\u306b\u5024\u304c1\u3064**\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u5024\u304c\u8907\u6570\u3042\u308b\u6587\u66f8\u304c\u3042\u308b\u3068\u691c\u7d22\u304c\u62d2\u307e\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**`quote_no` \u306f\u5fc5\u305a `keyword` \u30671\u3064\u306e\u5024\u306b\u3057\u307e\u3059\u3002**\n\n**\u307e\u3068\u3081\u305f\u898b\u7a4d\u306e\u4e2d\u306e\u7248\u306f\u3001`inner_hits` \u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`inner_hits` \u3067\u5404\u307e\u3068\u3081\u3092\u5e83\u3052\u3089\u308c\u3001\u4e26\u3079\u65b9\u306e\u9055\u3046\u8907\u6570\u306e `inner_hits` \u3092\u6307\u5b9a\u3057\u305f\u4f8b\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7248\u306e\u756a\u53f7\u306e\u6607\u9806\u3067\u53d6\u3063\u305f\u3082\u306e\u3092 `first_rev`\u3001\u964d\u9806\u3067\u53d6\u3063\u305f\u3082\u306e\u3092 `last_rev` \u3068\u3057\u307e\u3059\u3002**\n\n```json\nGET \/label_quotes\/_search\n{\n  \"size\": 10,\n  \"_source\": [\"quote_no\", \"rev\", \"customer_code\", \"material\", \"glue\", \"shape\",\n              \"width_mm\", \"height_mm\", \"colors\", \"finish\", \"qty\", \"unit_price\",\n              \"lead_days\", \"die\", \"result\", \"quoted_on\"],\n  \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\":  { \"material\": \"pet_clear\" } },\n        { \"term\":  { \"glue\": \"strong\" } },\n        { \"term\":  { \"shape\": \"rounded_rect\" } },\n        { \"range\": { \"width_mm\":  { \"gte\": 50, \"lte\": 70 } } },\n        { \"range\": { \"height_mm\": { \"gte\": 30, \"lte\": 50 } } },\n        { \"range\": { \"qty\": { \"gte\": 2500, \"lte\": 20000 } } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"quoted_on\": { \"origin\": \"now\", \"offset\": \"90d\", \"scale\": \"365d\" } } } ] } },\n  \"collapse\": {\n    \"field\": \"quote_no\",\n    \"inner_hits\": [\n      { \"name\": \"first_rev\", \"size\": 3, \"sort\": [ { \"rev\": \"asc\" } ] },\n      { \"name\": \"last_rev\",  \"size\": 3, \"sort\": [ { \"rev\": \"desc\" } ] } ] }\n}\n```\n\n**\u3053\u3053\u3067\u3001\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e2\u3064\u306e\u6ce8\u610f\u3092\u8e0f\u307e\u3048\u307e\u3059\u3002** 1\u3064\u306f\u3001**\u5fdc\u7b54\u306e\u7dcf\u4ef6\u6570\uff08`hits.total`\uff09\u306f\u307e\u3068\u3081\u308b\u524d\u306e\u6587\u66f8\u306e\u6570\u3067\u3001\u307e\u3068\u3081\u306e\u6570\u306f\u793a\u3055\u308c\u306a\u3044**\u3053\u3068\u3067\u3059\u3002\u753b\u9762\u306b\u300c\u8fd1\u3044\u898b\u7a4d \u301c\u4ef6\u300d\u3068\u51fa\u3059\u3068\u304d\u306f\u3001`hits.total` \u3092\u4f7f\u308f\u305a\u3001\u8fd4\u3063\u3066\u304d\u305f\u307e\u3068\u3081\u306e\u6570\u3092\u6570\u3048\u307e\u3059\u3002**\u3082\u30461\u3064\u306f\u3001`collapse` \u306f\u96c6\u8a08\u306e\u7d50\u679c\u3092\u5909\u3048\u306a\u3044**\u3053\u3068\u3067\u3059\u3002\u7248\u3054\u3068\u306b\u6587\u66f8\u304c\u3042\u308b\u306e\u3067\u3001\u96c6\u8a08\u3067\u53d7\u6ce8\u306e\u6570\u3092\u6570\u3048\u308b\u3068\u7248\u306e\u6570\u3060\u3051\u91cd\u306a\u308a\u307e\u3059\u3002**\u53d7\u6ce8\u3068\u5931\u6ce8\u306e\u6570\u306f\u3001\u307e\u3068\u3081\u305f\u7d50\u679c\u304b\u3089 Lambda \u304c\u6570\u3048\u307e\u3059\u3002**\n\n**\u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u306f\u3001`range` \u3067\u6c7a\u3081\u307e\u3059\u3002** \u90e8\u6570\u306f\u4eca\u56de\u306e\u534a\u5206\u304b\u30892\u500d\u307e\u3067\u3001\u5bf8\u6cd5\u306f\u524d\u5f8c10mm\u3092\u65e2\u5b9a\u306b\u3057\u3001\u5019\u88dc\u304c\u5c11\u306a\u3051\u308c\u3070\u55b6\u696d\u304c\u753b\u9762\u3067\u5e45\u3092\u5e83\u3052\u307e\u3059\u3002**`range` \u306e\u5e45\u306f\u691c\u7d22\u306e\u6761\u4ef6\u3068\u3057\u3066\u753b\u9762\u306b\u51fa\u3057\u3001\u3069\u3053\u307e\u3067\u5e83\u3052\u3066\u898b\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\u3002**","preprocessing":"1. **\u5bf8\u6cd5\u3092 mm \u306b\u305d\u308d\u3048\u308b** \u2026 \u300c60\u00d740\u300d\u300cW60 H40\u300d\u300c6cm\u00d74cm\u300d\u3092\u5e45\u3068\u9ad8\u3055\u306e mm \u306e\u6574\u6570\u306b\u3057\u307e\u3059\n2. **\u90e8\u6570\u3092\u679a\u6570\u306b\u305d\u308d\u3048\u308b** \u2026 \u300c5\u5343\u679a\u300d\u300c5,000\u300d\u300c5K\u300d\u3092 5000 \u306b\u3057\u307e\u3059\u3002\u30ed\u30fc\u30eb\u3067\u300c1\u5dfb1,000\u679a\u00d75\u5dfb\u300d\u3068\u3042\u308c\u3070\u7dcf\u6570\u3092 5000 \u306b\u3057\u3001\u5dfb\u304d\u6570\u306f\u5225\u306b\u6301\u3061\u307e\u3059\n3. **\u7d0d\u671f\u3092\u55b6\u696d\u65e5\u306e\u6570\u306b\u3059\u308b** \u2026 \u4f9d\u983c\u306e\u65e5\u304b\u3089\u5e0c\u671b\u306e\u7d0d\u671f\u307e\u3067\u306e\u55b6\u696d\u65e5\u306e\u6570\u3092 `lead_days` \u306b\u3057\u307e\u3059\n4. **\u7d20\u6750\u3068\u7cca\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u533a\u5206\u306e\u8868\u3067 `pet_clear`\u30fb`woodfree`\u30fb`yupo`\u3001`strong`\u30fb`removable`\u30fb`freezer` \u306a\u3069\u306b\u3057\u307e\u3059\u3002\u8868\u306b\u7121\u3044\u8a00\u8449\u306f\u533a\u5206\u3092\u7a7a\u306b\u3057\u3066\u6b8b\u3057\u307e\u3059\n5. **\u629c\u304d\u578b\u306e\u6271\u3044\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 `new_die_separate`\uff08\u65b0\u3057\u304f\u4f5c\u308a\u578b\u4ee3\u306f\u5225\uff09\u3001`new_die_included`\uff08\u578b\u4ee3\u8fbc\u307f\uff09\u3001`existing_die`\uff08\u65e2\u5b58\u306e\u578b\uff09\u3001`unknown`\n6. **\u90e8\u6570\u3054\u3068\u306e\u5358\u4fa1\u3092\u5206\u3051\u3066\u6301\u3064** \u2026 1\u3064\u306e\u898b\u7a4d\u306b\u8907\u6570\u306e\u90e8\u6570\u306e\u6bb5\u304c\u3042\u308b\u3068\u304d\u306f\u3001\u6bb5\u3054\u3068\u306b\u5225\u306e\u6587\u66f8\u306b\u3057\u3001`qty` \u3068 `unit_price` \u30921\u3064\u305a\u3064\u6301\u305f\u305b\u307e\u3059\n\n**6\u756a\u76ee\u3067\u6bb5\u3054\u3068\u306b\u6587\u66f8\u3092\u5206\u3051\u308b\u306e\u306f\u3001`range` \u3067\u90e8\u6570\u3092\u7d5e\u308b\u305f\u3081\u3067\u3059\u3002** \u90e8\u6570\u3092\u914d\u5217\u3067\u6301\u3064\u3068\u30015,000\u679a\u306e\u6bb5\u306e\u5358\u4fa1\u306810,000\u679a\u306e\u6bb5\u306e\u5358\u4fa1\u306e\u3069\u3061\u3089\u304c\u5f53\u305f\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u898b\u7a4d\u306e\u756a\u53f7\u3068\u7248\u306e\u756a\u53f7\u3068\u90e8\u6570\u306e\u6bb5\u306e\u7d44\u3092\u3001\u6587\u66f8\u306e\u756a\u53f7\u306b\u3057\u307e\u3059\u3002** `inner_hits` \u306e `size` \u306f\u90e8\u6570\u306e\u6bb5\u306e\u6570\uff083\u306a\u3069\uff09\u306b\u3057\u3001\u540c\u3058\u7248\u306e\u6bb5\u3092\u307e\u3068\u3081\u3066\u53d6\u308a\u51fa\u3057\u305f\u3046\u3048\u3067\u3001**\u4eca\u56de\u3068\u6bd4\u3079\u308b\u6bb5\u306f Lambda \u304c\u7248\u306e\u756a\u53f7\u3068\u90e8\u6570\u306e\u8fd1\u3055\u3067\u9078\u3073\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u306e `unknown` \u3092\u7a7a\u306e\u307e\u307e\u6bd4\u3079\u306a\u3044\u3053\u3068\u304c\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u3092\u9632\u304e\u307e\u3059\u3002** \u629c\u304d\u578b\u306e\u6271\u3044\u304c\u5206\u304b\u3089\u306a\u3044\u898b\u7a4d\u306f\u3001\u5358\u4fa1\u304c\u8fd1\u304f\u3066\u3082\u6bd4\u3079\u3066\u3088\u3044\u304b\u304c\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f2\u3064\u3067\u3059\u3002** \u4f9d\u983c\u3092\u4ed5\u69d8\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u898b\u7a4d\u3054\u3068\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\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| \u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7d20\u6750\u3084\u7cca\u3092\u3001\u7528\u9014\u304b\u3089\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u7d20\u6750\u3068\u7cca\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u5358\u4fa1\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u90e8\u6570\u306e\u9055\u3044\u3067\u5358\u4fa1\u3092\u5272\u308a\u623b\u3059\u3053\u3068 |\n| \u898b\u7a4d\u3054\u3068\u306b\u3001\u6700\u521d\u3068\u6700\u5f8c\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\u9055\u3046\u70b9\u3092\u8868\u306b\u3059\u308b | \u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\u307e\u3068\u3081\u3001\u5f97\u610f\u5148\u306b\u805e\u304d\u8fd4\u3059\u9805\u76ee\u306b\u3059\u308b | \u5931\u6ce8\u306e\u7406\u7531\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n\n**\u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u904e\u53bb\u306e\u5358\u4fa1\u3092\u6e21\u305b\u3070\u3001\u751f\u6210AI\u306f\u90e8\u6570\u306e\u9055\u3044\u3092\u5272\u308a\u623b\u3057\u305f\u5358\u4fa1\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u5358\u4fa1\u306b\u306f\u3001\u4eca\u306e\u7d20\u6750\u306e\u5024\u3082\u3001\u578b\u4ee3\u3082\u3001\u5de5\u5834\u306e\u6df7\u307f\u5177\u5408\u3082\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u5358\u4fa1\u304c\u51fa\u308c\u3070\u3001\u4f9d\u983c\u306e\u591a\u3044\u65e5\u307b\u3069\u305d\u306e\u6570\u5b57\u304c\u898b\u7a4d\u306b\u5199\u308a\u307e\u3059\u3002\n\n**\u7528\u9014\u304b\u3089\u7d20\u6750\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u51b7\u51cd\u98df\u54c1\u306e\u30e9\u30d9\u30eb\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u51b7\u51cd\u5411\u3051\u306e\u7cca\u3092\u4f7f\u3046\u304b\u306f\u5f97\u610f\u5148\u306e\u4ed5\u69d8\u3067\u3059\u3002**\u63a8\u3057\u305f\u533a\u5206\u3067\u5f15\u304f\u3068\u3001\u5225\u306e\u7cca\u306e\u898b\u7a4d\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**","prompt_example":"1\u56de\u76ee\uff08\u4f9d\u983c\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30b7\u30fc\u30eb\u30fb\u30e9\u30d9\u30eb\u306e\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u3067\u3001\u898b\u7a4d\u306e\u4f9d\u983c\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u4f9d\u983c\u3011\u304b\u3089\u3001\u904e\u53bb\u306e\u898b\u7a4d\u3092\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- material: \u7d20\u6750\u3002\u3010\u7d20\u6750\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- glue: \u7cca\u3002\u3010\u7cca\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- size_raw: \u5bf8\u6cd5\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c60\u00d740\u306e\u89d2\u4e38\u300d\u306a\u3069\uff09\n- shape_raw: \u5f62\u72b6\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- colors_raw: \u8272\u6570\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c4\u8272\uff0b\u767d\u300d\u306a\u3069\uff09\n- finish_raw: \u52a0\u5de5\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u30e9\u30df\u30cd\u30fc\u30c8\u300d\u300c\u7b94\u62bc\u3057\u300d\u306a\u3069\uff09\n- qty_raw: \u90e8\u6570\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\n- due_raw: \u7d0d\u671f\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- \u7d20\u6750\u3084\u7cca\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7528\u9014\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bf8\u6cd5\u30fb\u90e8\u6570\u306f\u5358\u4f4d\u3092\u76f4\u3055\u305a\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5358\u4fa1\u3084\u91d1\u984d\u306b\u3064\u3044\u3066\u3001\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f97\u610f\u5148\u306e\u4f1a\u793e\u540d\u30fb\u62c5\u5f53\u8005\u540d\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7d20\u6750\u306e\u533a\u5206\u3011{materials}\n\u3010\u7cca\u306e\u533a\u5206\u3011{glues}\n\u3010\u4f9d\u983c\u3011{request_text}\n```\n\n2\u56de\u76ee\uff08\u898b\u7a4d\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30b7\u30fc\u30eb\u30fb\u30e9\u30d9\u30eb\u306e\u5370\u5237\u4f1a\u793e\u3067\u3001\u55b6\u696d\u306b\u904e\u53bb\u306e\u898b\u7a4d\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u898b\u7a4d\u3011\u306f\u904e\u53bb\u306e\u898b\u7a4d\u306e\u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248\u306e\u8a18\u9332\u3067\u3059\u3002\n\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u898b\u7a4d\u3054\u3068\u306b\u3001\u898b\u7a4d\u306e\u756a\u53f7\u30fb\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u6700\u521d\u306e\u5358\u4fa1\u30fb\u6700\u5f8c\u306e\u5358\u4fa1\u30fb\n  \u629c\u304d\u578b\u306e\u6271\u3044\u30fb\u7d50\u679c\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \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- \u629c\u304d\u578b\u306e\u6271\u3044\u304c unknown \u306e\u898b\u7a4d\u306f\u300c\u578b\u306e\u6271\u3044\u4e0d\u660e\u3002\u5358\u4fa1\u306e\u6bd4\u3079\u65b9\u306b\u6ce8\u610f\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u5f97\u610f\u5148\u306b\u805e\u304d\u8fd4\u3059\u9805\u76ee\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5358\u4fa1\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5dee\u30fb\u5272\u5408\u30fb\u90e8\u6570\u3067\u306e\u5272\u308a\u623b\u3057\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5931\u6ce8\u306e\u7406\u7531\u3092\u3001\u8a18\u9332\u306e\u30e1\u30e2\u306b\u7121\u3044\u5f62\u3067\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f9d\u983c\u306e\u4ed5\u69d8\u3011{conditions}\n\u3010\u898b\u7a4d\u3011{quotes}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n```\n\n**\u300c\u90e8\u6570\u3067\u306e\u5272\u308a\u623b\u3057\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u5165\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u90e8\u6570\u306e\u9055\u3046\u898b\u7a4d\u304c\u4e26\u3076\u3068\u3001AI\u304c\u81ea\u5206\u30671\u679a\u3042\u305f\u308a\u306b\u76f4\u305d\u3046\u3068\u3059\u308b\u304b\u3089\u3067\u3059\u3002** \u5272\u308a\u623b\u3057\u306f\u3001\u7248\u4ee3\u3084\u578b\u4ee3\u304c\u90e8\u6570\u3067\u8584\u307e\u308b\u5206\u3092\u7121\u8996\u3057\u305f\u8a08\u7b97\u306b\u306a\u308a\u307e\u3059\u3002**\u6bd4\u3079\u65b9\u306f\u55b6\u696d\u304c\u6c7a\u3081\u308b\u3053\u3068\u306a\u306e\u3067\u3001AI\u306e\u6587\u306b\u306f\u5165\u308c\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  \"request_no\": \"\",\n  \"conditions\": { \"material\": \"\", \"glue\": \"\", \"width_mm\": 0, \"height_mm\": 0,\n                  \"qty\": [0], \"lead_days\": 0 },\n  \"quotes\": [\n    { \"quote_no\": \"\", \"first_unit_price\": 0, \"last_unit_price\": 0, \"qty\": 0,\n      \"revisions\": 0,\n      \"die\": \"new_die_separate | new_die_included | existing_die | unknown\",\n      \"result\": \"won | lost | no_reply | open\",\n      \"differences\": [\"\"] } ],\n  \"ask_back\": [\"\"]\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** \u629c\u304d\u578b\u306e\u6271\u3044\u3068\u7d50\u679c\u306f `enum` \u3067\u7e1b\u308a\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u5358\u4fa1\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `quote_no` \u3054\u3068\u306b\u3001`first_unit_price` \u3068 `last_unit_price` \u304c `first_rev` \u3068 `last_rev` \u306e `_source` \u306e\u5024\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092 Lambda \u304c\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u306e\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u30011\u5b57\u3067\u3082\u9055\u3048\u3070\u8868\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `die` | \u629c\u304d\u578b\u306e\u6271\u3044\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `finish` | \u52a0\u5de5\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `colors` | \u8272\u6570\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `lead_days` | \u7d0d\u671f\u306e\u55b6\u696d\u65e5\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4ed5\u7d44\u307f | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u898b\u7a4d\u306e\u7248\u3068\u7d50\u679c |\n| \u629c\u304d\u578b\u306e\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u578b\u306e\u756a\u53f7\u3068\u5f62\u72b6\u30fb\u5bf8\u6cd5 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15\u3001\u307e\u3068\u3081\u3068\u7248\u306e\u53d6\u308a\u51fa\u3057 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u898b\u7a4d\u306e\u8868 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u4f9d\u983c\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u898b\u7a4d\u306e\u8868\u3001\u6c7a\u3081\u305f\u5358\u4fa1\u306e\u8a18\u9332 |\n\n**\u629c\u304d\u578b\u306e\u53f0\u5e33\u306f\u3001\u4eca\u56de\u306e\u4f9d\u983c\u306e\u5f62\u3068\u5bf8\u6cd5\u306b\u5408\u3046\u65e2\u5b58\u306e\u578b\u304c\u3042\u308b\u304b\u3092\u793a\u3059\u305f\u3081\u306b\u3082\u4f7f\u3044\u307e\u3059\u3002** \u578b\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u306e\u306f\u5de5\u5834\u306e\u62c5\u5f53\u3067\u3001\u753b\u9762\u306b\u306f\u300c\u53f0\u5e33\u306b\u8fd1\u3044\u578b\u3042\u308a\uff08\u578b\u306e\u756a\u53f7\uff09\u300d\u3068\u3060\u3051\u51fa\u3057\u307e\u3059\u3002","human_review":"1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u304c\u3001\u4f9d\u983c\u306e\u3068\u304a\u308a\u306b\u53d6\u308a\u51fa\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u629c\u304d\u578b\u306e\u6271\u3044\u3092\u898b\u308b** \u2026 \u4eca\u56de\u306e\u4f9d\u983c\u3067\u578b\u3092\u65b0\u3057\u304f\u4f5c\u308b\u304b\u3001\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3046\u304b\u3092\u5de5\u5834\u306e\u62c5\u5f53\u3068\u78ba\u304b\u3081\u307e\u3059\n3. **\u7d50\u679c\u3092\u8aad\u307f\u5206\u3051\u308b** \u2026 \u53d7\u6ce8\u306e\u5358\u4fa1\u3068\u5931\u6ce8\u306e\u5358\u4fa1\u3092\u5206\u3051\u3066\u898b\u307e\u3059\u3002\u56de\u7b54\u306a\u3057\u306f\u7d50\u679c\u3068\u3057\u3066\u6570\u3048\u307e\u305b\u3093\n4. **\u540c\u3058\u5f97\u610f\u5148\u306e\u898b\u7a4d\u3092\u898b\u308b** \u2026 \u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u304c\u540c\u3058\u898b\u7a4d\u304c\u3042\u308c\u3070\u3001\u524d\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3068\u306e\u9055\u3044\u3092\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u5358\u4fa1\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u898b\u7a4d\u306e\u756a\u53f7\u3068\u3001\u5358\u4fa1\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7b2c3\u7ae0\u306e\uff08b\uff09\u306f\u3001\u3053\u3053\u3067\u9632\u304e\u307e\u3059\u3002**\u540c\u3058\u5f97\u610f\u5148\u306b\u524d\u3068\u9055\u3046\u5358\u4fa1\u3092\u51fa\u3059\u306a\u3089\u3001\u305d\u306e\u7406\u7531\u3092\u898b\u7a4d\u306b\u6dfb\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002**","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u7d20\u6750\u3084\u7cca\u304c\u533a\u5206\u306b\u8aad\u307f\u66ff\u3048\u3089\u308c\u306a\u3044 | \u533a\u5206\u3092\u7a7a\u306b\u3057\u3001\u55b6\u696d\u304c\u533a\u5206\u3092\u9078\u3093\u3067\u304b\u3089\u5f15\u304f |\n| \u8fd1\u3044\u898b\u7a4d\u304c0\u4ef6 | \u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u3092\u5e83\u3052\u305f\u4ef6\u6570\u3068\u3001\u5f62\u72b6\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u4ef6\u6570\u3092\u793a\u3059 |\n| \u629c\u304d\u578b\u306e\u6271\u3044\u304c `unknown` | \u5358\u4fa1\u3092\u51fa\u3057\u305f\u3046\u3048\u3067\u300c\u578b\u306e\u6271\u3044\u4e0d\u660e\u300d\u3068\u76ee\u7acb\u305f\u305b\u308b |\n| \u7d50\u679c\u304c\u672a\u78ba\u5b9a\u306e\u898b\u7a4d | `open` \u3068\u3057\u3066\u51fa\u3057\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u306e\u6570\u306b\u5165\u308c\u306a\u3044 |\n| \u7248\u306e\u756a\u53f7\u304c\u629c\u3051\u3066\u3044\u308b | \u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3092\u305d\u306e\u307e\u307e\u51fa\u3057\u3001\u7248\u306e\u6570\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| AI\u306e\u5358\u4fa1\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 | \u307e\u3068\u3081\u305f\u898b\u7a4d\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3057\u3001\u8868\u306f\u55b6\u696d\u304c\u898b\u308b |","log_storage":"- \u4f9d\u983c\u3054\u3068\u306e\u3001\u4f9d\u983c\u306e\u6587\uff08\u5f97\u610f\u5148\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08`range` \u306e\u5e45\u3092\u542b\u3080\uff09\u3001\u307e\u3068\u3081\u305f\u898b\u7a4d\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u5358\u4fa1\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u55b6\u696d\u304c\u6c7a\u3081\u305f\u5358\u4fa1\u3068\u3001\u898b\u305f\u898b\u7a4d\u306e\u756a\u53f7\u3001\u5358\u4fa1\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u533a\u5206\u306e\u8868\u3092\u898b\u76f4\u3057\u305f\u65e5\u3068\u62c5\u5f53\n\n**4\u3064\u76ee\u306f\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u304c\u78ba\u5b9a\u3057\u305f\u3068\u304d\u306b\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u6c7a\u3081\u305f\u3068\u304d\u306b\u898b\u305f\u898b\u7a4d\u3068\u3001\u4eca\u56de\u306e\u7d50\u679c\u3092\u4e26\u3079\u3089\u308c\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":360,"assumption_workdays":21,"volume_month":360,"before_minutes_per_case":20,"after_minutes_per_case":8,"hourly_cost":3000,"before_hours_month":120,"after_hours_month":48,"saved_hours_month":72,"reduction_rate":60,"saved_hours_year":864,"annual_cost_effect":2592000,"summary":"\u30b7\u30fc\u30eb\u3084\u30e9\u30d9\u30eb\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u3092\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u306b\u8aad\u307f\u66ff\u3048\u3001\u53d7\u6ce8\u3068\u5931\u6ce8\u3092\u542b\u3080\u904e\u53bb\u306e\u898b\u7a4d\u304b\u3089\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u307e\u3059\u3002\u6848\u4ef6\u3054\u3068\u306b\u3001\u6700\u521d\u3068\u6700\u5f8c\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3001\u53d7\u6ce8\u304b\u5931\u6ce8\u304b\u3092\u4e26\u3079\u307e\u3059\u3002","before_flow":"1. \u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u3092\u8aad\u307f\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304d\u51fa\u3059\n2. \u4f3c\u305f\u6848\u4ef6\u3092\u601d\u3044\u51fa\u3057\u3001\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u3067\u5f97\u610f\u5148\u306e\u540d\u524d\u304b\u898b\u7a4d\u306e\u756a\u53f7\u304b\u3089\u5f15\u304f\n3. \u601d\u3044\u51fa\u305b\u306a\u3051\u308c\u3070\u3001\u898b\u7a4d\u306e\u4e00\u89a7\u3092\u66f8\u304d\u51fa\u3057\u3066\u8868\u8a08\u7b97\u3067\u7d20\u6750\u3068\u5bf8\u6cd5\u3092\u7d5e\u308a\u3001\u76ee\u3067\u63a2\u3059\n4. \u898b\u3064\u3051\u305f\u898b\u7a4d\u306e\u7248\u3092\u958b\u304d\u3001\u6700\u5f8c\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3068\u3001\u629c\u304d\u578b\u3092\u65b0\u3057\u304f\u4f5c\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u308b\n5. \u90e8\u6570\u30fb\u52a0\u5de5\u30fb\u7d0d\u671f\u306e\u9055\u3044\u3092\u898b\u3066\u5358\u4fa1\u3092\u4e0a\u3052\u4e0b\u3052\u3057\u3001\u898b\u7a4d\u3092\u4f5c\u3063\u3066\u8fd4\u3059\n\n**\uff08a\uff09\u8fd1\u3044\u898b\u7a4d\u3092\u63a2\u3059\u306e\u304c\u8a18\u61b6\u983c\u307f\u3002** 2\u756a\u76ee\u306f\u3001\u4f3c\u305f\u6848\u4ef6\u3092\u62c5\u5f53\u3057\u305f\u55b6\u696d\u307b\u3069\u65e9\u304f\u7d42\u308f\u308a\u307e\u3059\u3002**\u4ed6\u306e\u55b6\u696d\u304c\u51fa\u3057\u305f\u898b\u7a4d\u306f\u3001\u5b58\u5728\u3092\u77e5\u3089\u306a\u3051\u308c\u3070\u63a2\u305b\u307e\u305b\u3093\u3002**\n\n**\uff08b\uff09\u540c\u3058\u5f97\u610f\u5148\u306b\u3001\u55b6\u696d\u3054\u3068\u306b\u9055\u3046\u5358\u4fa1\u304c\u51fa\u308b\u3002** \u5f97\u610f\u5148\u306e\u62c5\u5f53\u304c\u66ff\u308f\u3063\u305f\u308a\u3001\u5225\u306e\u90e8\u7f72\u304b\u3089\u4f9d\u983c\u304c\u6765\u305f\u308a\u3059\u308b\u3068\u3001**\u524d\u306b\u5225\u306e\u55b6\u696d\u304c\u51fa\u3057\u305f\u5358\u4fa1\u3092\u77e5\u3089\u305a\u306b\u3001\u9055\u3046\u5358\u4fa1\u3092\u51fa\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5f97\u610f\u5148\u304b\u3089\u300c\u524d\u306f\u9055\u3046\u5024\u3060\u3063\u305f\u300d\u3068\u8a00\u308f\u308c\u3066\u6c17\u3065\u304d\u307e\u3059\u3002\n\n**\uff08c\uff09\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u53d6\u308a\u9055\u3048\u3002** 4\u756a\u76ee\u3067\u3001\u904e\u53bb\u306e\u5358\u4fa1\u304c\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3063\u305f\u3082\u306e\u3060\u3068\u6c17\u3065\u304b\u305a\u306b\u4eca\u56de\u306e\u5358\u4fa1\u3092\u6c7a\u3081\u308b\u3068\u3001**\u65b0\u3057\u304f\u578b\u304c\u8981\u308b\u4eca\u56de\u306e\u898b\u7a4d\u304b\u3089\u578b\u4ee3\u304c\u629c\u3051\u307e\u3059\u3002**\n\n**\uff08d\uff09\u7248\u306e\u591a\u3044\u898b\u7a4d\u3067\u6700\u5f8c\u306e\u5358\u4fa1\u3092\u9593\u9055\u3048\u308b\u3002** 3\u56de\u51fa\u3057\u76f4\u3057\u305f\u898b\u7a4d\u30672\u56de\u76ee\u306e\u5358\u4fa1\u3092\u898b\u3066\u3057\u307e\u3046\u3068\u3001**\u5024\u5f15\u304d\u3057\u305f\u5f8c\u306e\u5358\u4fa1\u3088\u308a\u9ad8\u3044\u5358\u4fa1\u3067\u898b\u7a4d\u3092\u51fa\u3057\u3001\u6bd4\u3079\u3089\u308c\u3066\u5931\u6ce8\u3057\u307e\u3059\u3002**","before_flow_steps":["\u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u3092\u8aad\u307f\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304d\u51fa\u3059","\u4f3c\u305f\u6848\u4ef6\u3092\u601d\u3044\u51fa\u3057\u3001\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u3067\u5f97\u610f\u5148\u306e\u540d\u524d\u304b\u898b\u7a4d\u306e\u756a\u53f7\u304b\u3089\u5f15\u304f","\u601d\u3044\u51fa\u305b\u306a\u3051\u308c\u3070\u3001\u898b\u7a4d\u306e\u4e00\u89a7\u3092\u66f8\u304d\u51fa\u3057\u3066\u8868\u8a08\u7b97\u3067\u7d20\u6750\u3068\u5bf8\u6cd5\u3092\u7d5e\u308a\u3001\u76ee\u3067\u63a2\u3059","\u898b\u3064\u3051\u305f\u898b\u7a4d\u306e\u7248\u3092\u958b\u304d\u3001\u6700\u5f8c\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3068\u3001\u629c\u304d\u578b\u3092\u65b0\u3057\u304f\u4f5c\u3063\u305f\u304b\u3092\u78ba\u304b\u3081\u308b","\u90e8\u6570\u30fb\u52a0\u5de5\u30fb\u7d0d\u671f\u306e\u9055\u3044\u3092\u898b\u3066\u5358\u4fa1\u3092\u4e0a\u3052\u4e0b\u3052\u3057\u3001\u898b\u7a4d\u3092\u4f5c\u3063\u3066\u8fd4\u3059"],"after_flow":"1. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u306e\u6587\u3092\u753b\u9762\u306b\u8cbc\u308a\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059\n2. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u4f9d\u983c\u304b\u3089\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u7d20\u6750\u3068\u7cca\u3092\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076\n3. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u5bf8\u6cd5\u3092 mm \u306e\u6570\u306b\u3001\u90e8\u6570\u3092\u679a\u6570\u306b\u3001\u7d0d\u671f\u3092\u55b6\u696d\u65e5\u306e\u6570\u306b\u305d\u308d\u3048\u308b\n4. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u7d20\u6750\u30fb\u7cca\u30fb\u5f62\u72b6\u3067\u7d5e\u308a\u3001\u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u3067\u7d5e\u308a\u3001\u898b\u7a4d\u306e\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306b\u307e\u3068\u3081\u308b\n5. **\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u898b\u7a4d\u3054\u3068\u306b\u3001\u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248\u3092\u8fd4\u3059\n6. **\u3010\u81ea\u52d5\u3011** Lambda \u304c\u898b\u7a4d\u3054\u3068\u306b\u3001\u4f9d\u983c\u3068\u9055\u3046\u9805\u76ee\uff08\u52a0\u5de5\u30fb\u8272\u6570\u30fb\u7d0d\u671f\u30fb\u629c\u304d\u578b\u306e\u6271\u3044\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u898b\u7a4d\u3054\u3068\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b\n8. **\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8868\u3092\u898b\u3066\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3068\u90e8\u6570\u306e\u9055\u3044\u3092\u78ba\u304b\u3081\u3001\u4eca\u56de\u306e\u5358\u4fa1\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u4f5c\u308b\n\n**5\u756a\u76ee\u3067\u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3092\u4e26\u3079\u308b\u306e\u306f\u3001\u5024\u5f15\u304d\u306e\u5e45\u3092\u898b\u308b\u305f\u3081\u3067\u3059\u3002** \u6700\u521d\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3068\u6700\u5f8c\u306b\u51fa\u3057\u305f\u5358\u4fa1\u306e\u5dee\u306f\u3001\u305d\u306e\u5f97\u610f\u5148\u3068\u305d\u306e\u4ed5\u69d8\u3067\u3001\u3069\u3053\u307e\u3067\u5024\u3092\u4e0b\u3052\u3066\u4ea4\u6e09\u3057\u305f\u304b\u306e\u8a18\u9332\u3067\u3059\u3002**\u6700\u5f8c\u306e\u5358\u4fa1\u3060\u3051\u3092\u898b\u308b\u3068\u3001\u6700\u521d\u304b\u3089\u6700\u5f8c\u306e\u5358\u4fa1\u3067\u51fa\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n**8\u756a\u76ee\u3067\u5358\u4fa1\u3092\u6c7a\u3081\u308b\u306e\u306f\u55b6\u696d\u3067\u3059\u3002** \u753b\u9762\u306b\u51fa\u308b\u306e\u306f\u904e\u53bb\u306e\u898b\u7a4d\u306e\u5358\u4fa1\u3068\u7d50\u679c\u3060\u3051\u3067\u3001**\u300c\u4eca\u56de\u306f\u301c\u5186\u304c\u3088\u3044\u300d\u3068\u3044\u3046\u63d0\u6848\u306f\u51fa\u3057\u307e\u305b\u3093\u3002** \u7d19\u3084\u30d5\u30a3\u30eb\u30e0\u306e\u4eca\u306e\u4ed5\u5165\u308c\u306e\u5024\u3001\u5de5\u5834\u306e\u6df7\u307f\u5177\u5408\u3001\u5f97\u610f\u5148\u3068\u306e\u53d6\u5f15\u306e\u7d9a\u304d\u65b9\u3092\u5408\u308f\u305b\u3066\u6c7a\u3081\u308b\u306e\u306f\u55b6\u696d\u3067\u3059\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u306e\u6587\u3092\u753b\u9762\u306b\u8cbc\u308a\u3001\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u3092\u62bc\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u4f9d\u983c\u304b\u3089\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3001\u7d20\u6750\u3068\u7cca\u3092\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u5bf8\u6cd5\u3092 mm \u306e\u6570\u306b\u3001\u90e8\u6570\u3092\u679a\u6570\u306b\u3001\u7d0d\u671f\u3092\u55b6\u696d\u65e5\u306e\u6570\u306b\u305d\u308d\u3048\u308b","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u7d20\u6750\u30fb\u7cca\u30fb\u5f62\u72b6\u3067\u7d5e\u308a\u3001\u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u3067\u7d5e\u308a\u3001\u898b\u7a4d\u306e\u6642\u671f\u306e\u8fd1\u3055\u3067\u4e26\u3079\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306b\u307e\u3068\u3081\u308b","**\u3010\u81ea\u52d5\u3011** OpenSearch \u304c\u898b\u7a4d\u3054\u3068\u306b\u3001\u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248\u3092\u8fd4\u3059","**\u3010\u81ea\u52d5\u3011** Lambda \u304c\u898b\u7a4d\u3054\u3068\u306b\u3001\u4f9d\u983c\u3068\u9055\u3046\u9805\u76ee\uff08\u52a0\u5de5\u30fb\u8272\u6570\u30fb\u7d0d\u671f\u30fb\u629c\u304d\u578b\u306e\u6271\u3044\uff09\u3092\u8a18\u9332\u304b\u3089\u4e26\u3079\u308b","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u898b\u7a4d\u3054\u3068\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\u9055\u3046\u70b9\u3092\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u305f\u8868\u3092\u4f5c\u308b","**\u3010\u4eba\u3011** \u55b6\u696d\u304c\u8868\u3092\u898b\u3066\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3068\u90e8\u6570\u306e\u9055\u3044\u3092\u78ba\u304b\u3081\u3001\u4eca\u56de\u306e\u5358\u4fa1\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u4f5c\u308b"],"architecture":"```\n\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\uff08\u898b\u7a4d\u306e\u756a\u53f7\u30fb\u7248\u30fb\u4ed5\u69d8\u30fb\u90e8\u6570\u30fb\u5358\u4fa1\u30fb\u629c\u304d\u578b\u30fb\u7d50\u679c\uff09\n\u629c\u304d\u578b\u306e\u53f0\u5e33\uff08\u578b\u306e\u756a\u53f7\u30fb\u5f62\u72b6\u30fb\u5bf8\u6cd5\uff09\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u65b0\u3057\u3044\u7248\u30fb\u7d50\u679c\u306e\u78ba\u5b9a\uff09\nAWS Lambda \u2500\u2500 \u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u6570\u306b\u305d\u308d\u3048\u3001\u7d20\u6750\u3068\u7cca\u3092\u533a\u5206\u306b\u3059\u308b\n   \u25bc\nAmazon OpenSearch Service\n   \u2502   \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15\uff1a\u898b\u7a4d\u306e\u756a\u53f7\uff08keyword\uff09\u30fb\u7248\u30fb\u7d20\u6750\u30fb\u7cca\u30fb\u5f62\u72b6\u30fb\u5e45\u3068\u9ad8\u3055\uff08mm\uff09\n   \u2502                   \u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\uff08\u55b6\u696d\u65e5\uff09\u30fb\u5358\u4fa1\u30fb\u629c\u304d\u578b\u306e\u6271\u3044\u30fb\u7d50\u679c\u30fb\u898b\u7a4d\u306e\u65e5\n   \u25bc\u3010\u4eba\u3011\u55b6\u696d\u304c\u4f9d\u983c\u3092\u8cbc\u308b\nAWS Lambda\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u4f9d\u983c\u3092\u4ed5\u69d8\u306b\u8aad\u307f\u66ff\u3048\u308b\n   \u251c\u2500\u2500\u25b6 OpenSearch \u2500\u2500 \u7d5e\u308a\u8fbc\u307f\uff0b\u6642\u671f\u306e\u8fd1\u3055\uff08function_score\uff09\uff0b\u898b\u7a4d\u306e\u756a\u53f7\u3067\u307e\u3068\u3081\u308b\uff08collapse\u30fbinner_hits\uff09\n   \u251c\u2500\u2500\u25b6 \u9055\u3046\u9805\u76ee\u3092\u4e26\u3079\u308b\n   \u251c\u2500\u2500\u25b6 Claude\uff08Amazon Bedrock\uff09\u2500\u2500 \u898b\u7a4d\u3054\u3068\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\u9055\u3046\u70b9\u306e\u8868\n   \u25bc\n\u55b6\u696d\u306e\u753b\u9762 \u2500\u2500\u3010\u4eba\u3011\u5358\u4fa1\u3092\u6c7a\u3081\u3066\u898b\u7a4d\u3092\u4f5c\u308b\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Amazon OpenSearch Service\uff08bool \u306e filter\u3001range\u3001function_score \u306e gauss\u3001collapse \u3068 inner_hits\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\u4ed5\u69d8\u306e\u305d\u308d\u3048\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\u4f9d\u983c\u3068\u5019\u88dc\u3068\u6c7a\u3081\u305f\u5358\u4fa1\u306e\u8a18\u9332\uff09 | \u793e\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u30b5\u30fc\u30d0\u30fc |\n\n**\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u3053\u306e\u69cb\u6210\u304b\u3089\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u898b\u7a4d\u66f8\u306f\u3001\u55b6\u696d\u304c\u3044\u3064\u3082\u306e\u898b\u7a4d\u306e\u753b\u9762\u3067\u4f5c\u308a\u307e\u3059\u3002\n\n**Amazon OpenSearch Service \u306f\u3001AWS \u306e\u30af\u30e9\u30a6\u30c9\u3067 OpenSearch \u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u7acb\u3066\u3066\u52d5\u304b\u3059\u305f\u3081\u306e\u7ba1\u7406\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002** AWS \u306e\u516c\u5f0f\u30da\u30fc\u30b8\u3067\u306f\u3001OpenSearch Service \u306e\u30c9\u30e1\u30a4\u30f3\u306f OpenSearch \u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3068\u540c\u3058\u610f\u5473\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7d22\u5f15\u306b\u5f97\u610f\u5148\u306e\u540d\u524d\u306f\u5165\u308c\u305a\u3001\u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3092\u6301\u3061\u307e\u3059**\uff08\u7b2c13\u7ae0\uff09\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u8d77\u70b9\u306f2\u3064\u3042\u308a\u307e\u3059\u3002\u6bce\u6669\u306e\u898b\u7a4d\u306e\u7248\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\u524d\u306e\u65e5\u307e\u3067\u306b\u51fa\u3057\u305f\u898b\u7a4d\u306e\u7248\u3068\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u304c\u78ba\u5b9a\u3057\u305f\u898b\u7a4d\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d22\u5f15\u306b\u52a0\u3048\u307e\u3059\u3002**\u7248\u306f1\u3064\u305a\u3064\u5225\u306e\u6587\u66f8\u306b\u3057\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3092\u5171\u901a\u306b\u6301\u305f\u305b\u307e\u3059\u3002** \u7d50\u679c\u304c\u78ba\u5b9a\u3057\u305f\u3089\u3001\u540c\u3058\u898b\u7a4d\u306e\u756a\u53f7\u306e\u3059\u3079\u3066\u306e\u7248\u306e\u7d50\u679c\u306e\u9805\u76ee\u3092\u66f8\u304d\u63db\u3048\u307e\u3059\u3002\n\n\u691c\u7d22\u306e\u30dc\u30bf\u30f3\u306f\u3001\u55b6\u696d\u304c\u4f9d\u983c\u306e\u30e1\u30fc\u30eb\u3068\u4ed5\u69d8\u66f8\u306e\u6587\u3092\u8cbc\u3063\u305f\u5f8c\u306b\u62bc\u3057\u307e\u3059\u3002**\u7d20\u6750\u3068\u7cca\u306e\u533a\u5206\u306e\u8868\u306f\u3001\u55b6\u696d\u3068\u5de5\u5834\u306e\u62c5\u5f53\u304c\u6708\u306b1\u56de\u898b\u76f4\u3057\u307e\u3059\u3002** \u65b0\u3057\u3044\u7d20\u6750\u3084\u7cca\u3092\u6271\u3044\u59cb\u3081\u305f\u3068\u304d\u306f\u3001\u533a\u5206\u3092\u8db3\u3057\u305f\u65e5\u304b\u3089\u691c\u7d22\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4f9d\u983c | \u5f97\u610f\u5148\u306e\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3001\u4ed5\u69d8\u66f8\u306e\u6587 | \u55b6\u696d\u304c\u8cbc\u308b |\n| \u898b\u7a4d\u306e\u7248 | \u898b\u7a4d\u306e\u756a\u53f7\u3001\u7248\u306e\u756a\u53f7\u3001\u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u3001\u7d20\u6750\u3001\u7cca\u3001\u5f62\u72b6\u3001\u5e45\u3068\u9ad8\u3055\u3001\u8272\u6570\u3001\u52a0\u5de5\u3001\u90e8\u6570\u3068\u5358\u4fa1\u3001\u7d0d\u671f\u3001\u898b\u7a4d\u306e\u65e5 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f |\n| \u629c\u304d\u578b\u306e\u6271\u3044 | \u65b0\u3057\u304f\u4f5c\u308b\uff0f\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3046\u3001\u578b\u4ee3\uff08\u5358\u4fa1\u3068\u5225\u304b\u8fbc\u307f\u304b\uff09\u3001\u578b\u306e\u756a\u53f7 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u30fb\u629c\u304d\u578b\u306e\u53f0\u5e33 |\n| \u7d50\u679c | \u53d7\u6ce8\uff0f\u5931\u6ce8\uff0f\u56de\u7b54\u306a\u3057\u3001\u78ba\u5b9a\u306e\u65e5\u3001\u5931\u6ce8\u306e\u7406\u7531\u306e\u30e1\u30e2 | \u898b\u7a4d\u306e\u4ed5\u7d44\u307f |\n| \u533a\u5206\u306e\u8868 | \u300c\u900f\u660ePET\u300d\u300c\u30af\u30ea\u30a2PET\u300d\u2192`pet_clear`\u3001\u300c\u51b7\u51cd\u7cca\u300d\u300c\u51b7\u98df\u7528\u300d\u2192`freezer` \u306a\u3069\u306e\u8868 | \u55b6\u696d\u3068\u5de5\u5834\u3067\u4f5c\u308b\u8868 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u9805\u76ee\u3067\u3059\u3002** \u578b\u4ee3\u304c\u5358\u4fa1\u306b\u8fbc\u307f\u306a\u306e\u304b\u5225\u306a\u306e\u304b\u3001\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3063\u305f\u306e\u304b\u304c\u8a18\u9332\u306b\u7121\u3044\u898b\u7a4d\u306f\u3001\u5358\u4fa1\u3092\u6bd4\u3079\u3089\u308c\u307e\u305b\u3093\u3002**\u8a18\u9332\u306b\u7121\u3044\u898b\u7a4d\u306f\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u3092 `unknown` \u3068\u3057\u3066\u6301\u3061\u3001\u753b\u9762\u3067\u5fc5\u305a\u76ee\u7acb\u305f\u305b\u307e\u3059\u3002**\n\n**\u7d50\u679c\u304c\u300c\u56de\u7b54\u306a\u3057\u300d\u306e\u898b\u7a4d\u3082\u7d22\u5f15\u306b\u5165\u308c\u307e\u3059\u3002** \u5f97\u610f\u5148\u304b\u3089\u8fd4\u4e8b\u304c\u7121\u304b\u3063\u305f\u898b\u7a4d\u306f\u3001\u53d7\u6ce8\u3067\u3082\u5931\u6ce8\u3067\u3082\u3042\u308a\u307e\u305b\u3093\u3002**\u5931\u6ce8\u306b\u6570\u3048\u308b\u3068\u3001\u305d\u306e\u5358\u4fa1\u3067\u306f\u53d6\u308c\u306a\u304b\u3063\u305f\u3088\u3046\u306b\u898b\u3048\u3066\u3057\u307e\u3044\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| \u7d20\u6750\u30fb\u7cca\u30fb\u5f62\u72b6\u304c\u540c\u3058\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `filter` \u306e `term`\uff08`material`\u30fb`glue`\u30fb`shape`\uff09 |\n| \u5bf8\u6cd5\u3068\u90e8\u6570\u304c\u8fd1\u3044\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `filter` \u306e `range`\uff08`width_mm`\u30fb`height_mm`\u30fb`qty`\uff09 |\n| \u898b\u7a4d\u306e\u6642\u671f\u306e\u8fd1\u3055 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `function_score` \u306e `gauss`\uff08`quoted_on`\uff09 |\n| \u898b\u7a4d\u3054\u3068\u306b1\u4ef6\u306b\u307e\u3068\u3081\u308b | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `collapse`\uff08`quote_no`\uff09 |\n| \u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15 | `collapse` \u306e `inner_hits`\uff08`rev` \u306e\u6607\u9806\u3068\u964d\u9806\uff09 |\n\n**\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306e\u307e\u3068\u3081\u306f `collapse` \u3067\u884c\u3044\u307e\u3059\u3002** OpenSearch \u306e\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`collapse` \u306f\u691c\u7d22\u306e\u7d50\u679c\u3092\u9805\u76ee\u306e\u5024\u3067\u307e\u3068\u3081\u3001**\u307e\u3068\u3081\u3054\u3068\u306b\u4e0a\u4f4d\u306e\u6587\u66f8\u3060\u3051\u3092\u8fd4\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u307e\u3068\u3081\u308b\u9805\u76ee\u306f **`keyword` \u304b\u6570\u5024\u306e\u578b\u3067\u3001doc values \u304c\u6709\u52b9\u3067\u3001\u6587\u66f8\u3054\u3068\u306b\u5024\u304c1\u3064**\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u5024\u304c\u8907\u6570\u3042\u308b\u6587\u66f8\u304c\u3042\u308b\u3068\u691c\u7d22\u304c\u62d2\u307e\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**`quote_no` \u306f\u5fc5\u305a `keyword` \u30671\u3064\u306e\u5024\u306b\u3057\u307e\u3059\u3002**\n\n**\u307e\u3068\u3081\u305f\u898b\u7a4d\u306e\u4e2d\u306e\u7248\u306f\u3001`inner_hits` \u3067\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001`inner_hits` \u3067\u5404\u307e\u3068\u3081\u3092\u5e83\u3052\u3089\u308c\u3001\u4e26\u3079\u65b9\u306e\u9055\u3046\u8907\u6570\u306e `inner_hits` \u3092\u6307\u5b9a\u3057\u305f\u4f8b\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u7248\u306e\u756a\u53f7\u306e\u6607\u9806\u3067\u53d6\u3063\u305f\u3082\u306e\u3092 `first_rev`\u3001\u964d\u9806\u3067\u53d6\u3063\u305f\u3082\u306e\u3092 `last_rev` \u3068\u3057\u307e\u3059\u3002**\n\n```json\nGET \/label_quotes\/_search\n{\n  \"size\": 10,\n  \"_source\": [\"quote_no\", \"rev\", \"customer_code\", \"material\", \"glue\", \"shape\",\n              \"width_mm\", \"height_mm\", \"colors\", \"finish\", \"qty\", \"unit_price\",\n              \"lead_days\", \"die\", \"result\", \"quoted_on\"],\n  \"query\": { \"function_score\": {\n    \"query\": { \"bool\": {\n      \"filter\": [\n        { \"term\":  { \"material\": \"pet_clear\" } },\n        { \"term\":  { \"glue\": \"strong\" } },\n        { \"term\":  { \"shape\": \"rounded_rect\" } },\n        { \"range\": { \"width_mm\":  { \"gte\": 50, \"lte\": 70 } } },\n        { \"range\": { \"height_mm\": { \"gte\": 30, \"lte\": 50 } } },\n        { \"range\": { \"qty\": { \"gte\": 2500, \"lte\": 20000 } } } ] } },\n    \"functions\": [\n      { \"gauss\": { \"quoted_on\": { \"origin\": \"now\", \"offset\": \"90d\", \"scale\": \"365d\" } } } ] } },\n  \"collapse\": {\n    \"field\": \"quote_no\",\n    \"inner_hits\": [\n      { \"name\": \"first_rev\", \"size\": 3, \"sort\": [ { \"rev\": \"asc\" } ] },\n      { \"name\": \"last_rev\",  \"size\": 3, \"sort\": [ { \"rev\": \"desc\" } ] } ] }\n}\n```\n\n**\u3053\u3053\u3067\u3001\u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e2\u3064\u306e\u6ce8\u610f\u3092\u8e0f\u307e\u3048\u307e\u3059\u3002** 1\u3064\u306f\u3001**\u5fdc\u7b54\u306e\u7dcf\u4ef6\u6570\uff08`hits.total`\uff09\u306f\u307e\u3068\u3081\u308b\u524d\u306e\u6587\u66f8\u306e\u6570\u3067\u3001\u307e\u3068\u3081\u306e\u6570\u306f\u793a\u3055\u308c\u306a\u3044**\u3053\u3068\u3067\u3059\u3002\u753b\u9762\u306b\u300c\u8fd1\u3044\u898b\u7a4d \u301c\u4ef6\u300d\u3068\u51fa\u3059\u3068\u304d\u306f\u3001`hits.total` \u3092\u4f7f\u308f\u305a\u3001\u8fd4\u3063\u3066\u304d\u305f\u307e\u3068\u3081\u306e\u6570\u3092\u6570\u3048\u307e\u3059\u3002**\u3082\u30461\u3064\u306f\u3001`collapse` \u306f\u96c6\u8a08\u306e\u7d50\u679c\u3092\u5909\u3048\u306a\u3044**\u3053\u3068\u3067\u3059\u3002\u7248\u3054\u3068\u306b\u6587\u66f8\u304c\u3042\u308b\u306e\u3067\u3001\u96c6\u8a08\u3067\u53d7\u6ce8\u306e\u6570\u3092\u6570\u3048\u308b\u3068\u7248\u306e\u6570\u3060\u3051\u91cd\u306a\u308a\u307e\u3059\u3002**\u53d7\u6ce8\u3068\u5931\u6ce8\u306e\u6570\u306f\u3001\u307e\u3068\u3081\u305f\u7d50\u679c\u304b\u3089 Lambda \u304c\u6570\u3048\u307e\u3059\u3002**\n\n**\u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u306f\u3001`range` \u3067\u6c7a\u3081\u307e\u3059\u3002** \u90e8\u6570\u306f\u4eca\u56de\u306e\u534a\u5206\u304b\u30892\u500d\u307e\u3067\u3001\u5bf8\u6cd5\u306f\u524d\u5f8c10mm\u3092\u65e2\u5b9a\u306b\u3057\u3001\u5019\u88dc\u304c\u5c11\u306a\u3051\u308c\u3070\u55b6\u696d\u304c\u753b\u9762\u3067\u5e45\u3092\u5e83\u3052\u307e\u3059\u3002**`range` \u306e\u5e45\u306f\u691c\u7d22\u306e\u6761\u4ef6\u3068\u3057\u3066\u753b\u9762\u306b\u51fa\u3057\u3001\u3069\u3053\u307e\u3067\u5e83\u3052\u3066\u898b\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u5bf8\u6cd5\u3092 mm \u306b\u305d\u308d\u3048\u308b** \u2026 \u300c60\u00d740\u300d\u300cW60 H40\u300d\u300c6cm\u00d74cm\u300d\u3092\u5e45\u3068\u9ad8\u3055\u306e mm \u306e\u6574\u6570\u306b\u3057\u307e\u3059\n2. **\u90e8\u6570\u3092\u679a\u6570\u306b\u305d\u308d\u3048\u308b** \u2026 \u300c5\u5343\u679a\u300d\u300c5,000\u300d\u300c5K\u300d\u3092 5000 \u306b\u3057\u307e\u3059\u3002\u30ed\u30fc\u30eb\u3067\u300c1\u5dfb1,000\u679a\u00d75\u5dfb\u300d\u3068\u3042\u308c\u3070\u7dcf\u6570\u3092 5000 \u306b\u3057\u3001\u5dfb\u304d\u6570\u306f\u5225\u306b\u6301\u3061\u307e\u3059\n3. **\u7d0d\u671f\u3092\u55b6\u696d\u65e5\u306e\u6570\u306b\u3059\u308b** \u2026 \u4f9d\u983c\u306e\u65e5\u304b\u3089\u5e0c\u671b\u306e\u7d0d\u671f\u307e\u3067\u306e\u55b6\u696d\u65e5\u306e\u6570\u3092 `lead_days` \u306b\u3057\u307e\u3059\n4. **\u7d20\u6750\u3068\u7cca\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 \u533a\u5206\u306e\u8868\u3067 `pet_clear`\u30fb`woodfree`\u30fb`yupo`\u3001`strong`\u30fb`removable`\u30fb`freezer` \u306a\u3069\u306b\u3057\u307e\u3059\u3002\u8868\u306b\u7121\u3044\u8a00\u8449\u306f\u533a\u5206\u3092\u7a7a\u306b\u3057\u3066\u6b8b\u3057\u307e\u3059\n5. **\u629c\u304d\u578b\u306e\u6271\u3044\u3092\u533a\u5206\u306b\u3059\u308b** \u2026 `new_die_separate`\uff08\u65b0\u3057\u304f\u4f5c\u308a\u578b\u4ee3\u306f\u5225\uff09\u3001`new_die_included`\uff08\u578b\u4ee3\u8fbc\u307f\uff09\u3001`existing_die`\uff08\u65e2\u5b58\u306e\u578b\uff09\u3001`unknown`\n6. **\u90e8\u6570\u3054\u3068\u306e\u5358\u4fa1\u3092\u5206\u3051\u3066\u6301\u3064** \u2026 1\u3064\u306e\u898b\u7a4d\u306b\u8907\u6570\u306e\u90e8\u6570\u306e\u6bb5\u304c\u3042\u308b\u3068\u304d\u306f\u3001\u6bb5\u3054\u3068\u306b\u5225\u306e\u6587\u66f8\u306b\u3057\u3001`qty` \u3068 `unit_price` \u30921\u3064\u305a\u3064\u6301\u305f\u305b\u307e\u3059\n\n**6\u756a\u76ee\u3067\u6bb5\u3054\u3068\u306b\u6587\u66f8\u3092\u5206\u3051\u308b\u306e\u306f\u3001`range` \u3067\u90e8\u6570\u3092\u7d5e\u308b\u305f\u3081\u3067\u3059\u3002** \u90e8\u6570\u3092\u914d\u5217\u3067\u6301\u3064\u3068\u30015,000\u679a\u306e\u6bb5\u306e\u5358\u4fa1\u306810,000\u679a\u306e\u6bb5\u306e\u5358\u4fa1\u306e\u3069\u3061\u3089\u304c\u5f53\u305f\u3063\u305f\u306e\u304b\u304c\u5206\u304b\u3089\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\u898b\u7a4d\u306e\u756a\u53f7\u3068\u7248\u306e\u756a\u53f7\u3068\u90e8\u6570\u306e\u6bb5\u306e\u7d44\u3092\u3001\u6587\u66f8\u306e\u756a\u53f7\u306b\u3057\u307e\u3059\u3002** `inner_hits` \u306e `size` \u306f\u90e8\u6570\u306e\u6bb5\u306e\u6570\uff083\u306a\u3069\uff09\u306b\u3057\u3001\u540c\u3058\u7248\u306e\u6bb5\u3092\u307e\u3068\u3081\u3066\u53d6\u308a\u51fa\u3057\u305f\u3046\u3048\u3067\u3001**\u4eca\u56de\u3068\u6bd4\u3079\u308b\u6bb5\u306f Lambda \u304c\u7248\u306e\u756a\u53f7\u3068\u90e8\u6570\u306e\u8fd1\u3055\u3067\u9078\u3073\u307e\u3059\u3002**\n\n**5\u756a\u76ee\u306e `unknown` \u3092\u7a7a\u306e\u307e\u307e\u6bd4\u3079\u306a\u3044\u3053\u3068\u304c\u3001\u7b2c3\u7ae0\u306e\uff08c\uff09\u3092\u9632\u304e\u307e\u3059\u3002** \u629c\u304d\u578b\u306e\u6271\u3044\u304c\u5206\u304b\u3089\u306a\u3044\u898b\u7a4d\u306f\u3001\u5358\u4fa1\u304c\u8fd1\u304f\u3066\u3082\u6bd4\u3079\u3066\u3088\u3044\u304b\u304c\u6c7a\u307e\u308a\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** \u4f9d\u983c\u3092\u4ed5\u69d8\u306b\u8aad\u307f\u66ff\u3048\u308b\u3053\u3068\u3068\u3001\u898b\u7a4d\u3054\u3068\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\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| \u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u5f62\u72b6\u30fb\u8272\u6570\u30fb\u52a0\u5de5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3059 | \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u7d20\u6750\u3084\u7cca\u3092\u3001\u7528\u9014\u304b\u3089\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n| \u7d20\u6750\u3068\u7cca\u3092\u3001\u6c7a\u3081\u3089\u308c\u305f\u533a\u5206\u304b\u3089\u9078\u3076 | \u5358\u4fa1\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3001\u90e8\u6570\u306e\u9055\u3044\u3067\u5358\u4fa1\u3092\u5272\u308a\u623b\u3059\u3053\u3068 |\n| \u898b\u7a4d\u3054\u3068\u306b\u3001\u6700\u521d\u3068\u6700\u5f8c\u306e\u5358\u4fa1\u30fb\u7d50\u679c\u30fb\u9055\u3046\u70b9\u3092\u8868\u306b\u3059\u308b | \u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3059\u308b\u3053\u3068 |\n| \u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u4ed5\u69d8\u3092\u307e\u3068\u3081\u3001\u5f97\u610f\u5148\u306b\u805e\u304d\u8fd4\u3059\u9805\u76ee\u306b\u3059\u308b | \u5931\u6ce8\u306e\u7406\u7531\u3092\u63a8\u3057\u91cf\u308b\u3053\u3068 |\n\n**\u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3055\u305b\u306a\u3044\u306e\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u7dda\u3067\u3059\u3002** \u904e\u53bb\u306e\u5358\u4fa1\u3092\u6e21\u305b\u3070\u3001\u751f\u6210AI\u306f\u90e8\u6570\u306e\u9055\u3044\u3092\u5272\u308a\u623b\u3057\u305f\u5358\u4fa1\u3092\u8fd4\u3057\u307e\u3059\u3002**\u305d\u306e\u5358\u4fa1\u306b\u306f\u3001\u4eca\u306e\u7d20\u6750\u306e\u5024\u3082\u3001\u578b\u4ee3\u3082\u3001\u5de5\u5834\u306e\u6df7\u307f\u5177\u5408\u3082\u5165\u3063\u3066\u3044\u307e\u305b\u3093\u3002** \u753b\u9762\u306b\u5358\u4fa1\u304c\u51fa\u308c\u3070\u3001\u4f9d\u983c\u306e\u591a\u3044\u65e5\u307b\u3069\u305d\u306e\u6570\u5b57\u304c\u898b\u7a4d\u306b\u5199\u308a\u307e\u3059\u3002\n\n**\u7528\u9014\u304b\u3089\u7d20\u6750\u3092\u63a8\u3057\u91cf\u3089\u305b\u306a\u3044\u306e\u3082\u540c\u3058\u7406\u7531\u3067\u3059\u3002** \u300c\u51b7\u51cd\u98df\u54c1\u306e\u30e9\u30d9\u30eb\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u3066\u3082\u3001\u51b7\u51cd\u5411\u3051\u306e\u7cca\u3092\u4f7f\u3046\u304b\u306f\u5f97\u610f\u5148\u306e\u4ed5\u69d8\u3067\u3059\u3002**\u63a8\u3057\u305f\u533a\u5206\u3067\u5f15\u304f\u3068\u3001\u5225\u306e\u7cca\u306e\u898b\u7a4d\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n1\u56de\u76ee\uff08\u4f9d\u983c\u306e\u8aad\u307f\u66ff\u3048\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30b7\u30fc\u30eb\u30fb\u30e9\u30d9\u30eb\u306e\u5370\u5237\u4f1a\u793e\u306e\u55b6\u696d\u3067\u3001\u898b\u7a4d\u306e\u4f9d\u983c\u3092\u6574\u7406\u3059\u308b\u7acb\u5834\u3067\u3059\u3002\n\u3010\u4f9d\u983c\u3011\u304b\u3089\u3001\u904e\u53bb\u306e\u898b\u7a4d\u3092\u63a2\u3059\u305f\u3081\u306e\u4ed5\u69d8\u3092\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u3082\u306e\u3011\n- material: \u7d20\u6750\u3002\u3010\u7d20\u6750\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- glue: \u7cca\u3002\u3010\u7cca\u306e\u533a\u5206\u3011\u304b\u30891\u3064\u9078\u3076\u3002\u9078\u3079\u306a\u3051\u308c\u3070\u7a7a\n- size_raw: \u5bf8\u6cd5\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c60\u00d740\u306e\u89d2\u4e38\u300d\u306a\u3069\uff09\n- shape_raw: \u5f62\u72b6\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\n- colors_raw: \u8272\u6570\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c4\u8272\uff0b\u767d\u300d\u306a\u3069\uff09\n- finish_raw: \u52a0\u5de5\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\uff08\u300c\u30e9\u30df\u30cd\u30fc\u30c8\u300d\u300c\u7b94\u62bc\u3057\u300d\u306a\u3069\uff09\n- qty_raw: \u90e8\u6570\u3002\u66f8\u304b\u308c\u305f\u307e\u307e\u3002\u8907\u6570\u3042\u308c\u3070\u3059\u3079\u3066\n- due_raw: \u7d0d\u671f\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- \u7d20\u6750\u3084\u7cca\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u7a7a\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u7528\u9014\u304b\u3089\u63a8\u3057\u91cf\u3089\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5bf8\u6cd5\u30fb\u90e8\u6570\u306f\u5358\u4f4d\u3092\u76f4\u3055\u305a\u3001\u66f8\u304b\u308c\u305f\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5358\u4fa1\u3084\u91d1\u984d\u306b\u3064\u3044\u3066\u3001\u4f55\u3082\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5f97\u610f\u5148\u306e\u4f1a\u793e\u540d\u30fb\u62c5\u5f53\u8005\u540d\u306f\u5199\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u7d20\u6750\u306e\u533a\u5206\u3011{materials}\n\u3010\u7cca\u306e\u533a\u5206\u3011{glues}\n\u3010\u4f9d\u983c\u3011{request_text}\n```\n\n2\u56de\u76ee\uff08\u898b\u7a4d\u306e\u8868\uff09\u306e\u6307\u793a\u3067\u3059\u3002\n\n```\n\u3042\u306a\u305f\u306f\u30b7\u30fc\u30eb\u30fb\u30e9\u30d9\u30eb\u306e\u5370\u5237\u4f1a\u793e\u3067\u3001\u55b6\u696d\u306b\u904e\u53bb\u306e\u898b\u7a4d\u3092\u793a\u3059\u7acb\u5834\u3067\u3059\u3002\n\u3010\u898b\u7a4d\u3011\u306f\u904e\u53bb\u306e\u898b\u7a4d\u306e\u6700\u521d\u306e\u7248\u3068\u6700\u5f8c\u306e\u7248\u306e\u8a18\u9332\u3067\u3059\u3002\n\u3010\u9055\u3046\u9805\u76ee\u3011\u306f\u30b7\u30b9\u30c6\u30e0\u304c\u4f5c\u3063\u305f\u3082\u306e\u3067\u3059\u3002\n\n\u3010\u66f8\u304d\u65b9\u3011\n- \u898b\u7a4d\u3054\u3068\u306b\u3001\u898b\u7a4d\u306e\u756a\u53f7\u30fb\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u6700\u521d\u306e\u5358\u4fa1\u30fb\u6700\u5f8c\u306e\u5358\u4fa1\u30fb\n  \u629c\u304d\u578b\u306e\u6271\u3044\u30fb\u7d50\u679c\u3092\u3001\u8a18\u9332\u306e\u5024\u306e\u307e\u307e\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \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- \u629c\u304d\u578b\u306e\u6271\u3044\u304c unknown \u306e\u898b\u7a4d\u306f\u300c\u578b\u306e\u6271\u3044\u4e0d\u660e\u3002\u5358\u4fa1\u306e\u6bd4\u3079\u65b9\u306b\u6ce8\u610f\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6700\u5f8c\u306b\u3001\u5f97\u610f\u5148\u306b\u805e\u304d\u8fd4\u3059\u9805\u76ee\u3092\u307e\u3068\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5358\u4fa1\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5dee\u30fb\u5272\u5408\u30fb\u90e8\u6570\u3067\u306e\u5272\u308a\u623b\u3057\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4eca\u56de\u306e\u5358\u4fa1\u3092\u63d0\u6848\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u5931\u6ce8\u306e\u7406\u7531\u3092\u3001\u8a18\u9332\u306e\u30e1\u30e2\u306b\u7121\u3044\u5f62\u3067\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u4f9d\u983c\u306e\u4ed5\u69d8\u3011{conditions}\n\u3010\u898b\u7a4d\u3011{quotes}\n\u3010\u9055\u3046\u9805\u76ee\u3011{differences}\n```\n\n**\u300c\u90e8\u6570\u3067\u306e\u5272\u308a\u623b\u3057\u3092\u66f8\u304b\u306a\u3044\u300d\u3092\u5165\u308c\u3066\u3044\u308b\u306e\u306f\u3001\u90e8\u6570\u306e\u9055\u3046\u898b\u7a4d\u304c\u4e26\u3076\u3068\u3001AI\u304c\u81ea\u5206\u30671\u679a\u3042\u305f\u308a\u306b\u76f4\u305d\u3046\u3068\u3059\u308b\u304b\u3089\u3067\u3059\u3002** \u5272\u308a\u623b\u3057\u306f\u3001\u7248\u4ee3\u3084\u578b\u4ee3\u304c\u90e8\u6570\u3067\u8584\u307e\u308b\u5206\u3092\u7121\u8996\u3057\u305f\u8a08\u7b97\u306b\u306a\u308a\u307e\u3059\u3002**\u6bd4\u3079\u65b9\u306f\u55b6\u696d\u304c\u6c7a\u3081\u308b\u3053\u3068\u306a\u306e\u3067\u3001AI\u306e\u6587\u306b\u306f\u5165\u308c\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  \"request_no\": \"\",\n  \"conditions\": { \"material\": \"\", \"glue\": \"\", \"width_mm\": 0, \"height_mm\": 0,\n                  \"qty\": [0], \"lead_days\": 0 },\n  \"quotes\": [\n    { \"quote_no\": \"\", \"first_unit_price\": 0, \"last_unit_price\": 0, \"qty\": 0,\n      \"revisions\": 0,\n      \"die\": \"new_die_separate | new_die_included | existing_die | unknown\",\n      \"result\": \"won | lost | no_reply | open\",\n      \"differences\": [\"\"] } ],\n  \"ask_back\": [\"\"]\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** \u629c\u304d\u578b\u306e\u6271\u3044\u3068\u7d50\u679c\u306f `enum` \u3067\u7e1b\u308a\u307e\u3059\u3002\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001AI\u304c\u8fd4\u3057\u305f\u5358\u4fa1\u3092\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** `quote_no` \u3054\u3068\u306b\u3001`first_unit_price` \u3068 `last_unit_price` \u304c `first_rev` \u3068 `last_rev` \u306e `_source` \u306e\u5024\u3068\u4e00\u81f4\u3059\u308b\u304b\u3092 Lambda \u304c\u78ba\u304b\u3081\u307e\u3059\u3002**\u9055\u3048\u3070\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u3001\u7f6e\u304d\u63db\u3048\u305f\u3053\u3068\u3092\u8a18\u9332\u3057\u307e\u3059\u3002**\n\n**2\u3064\u76ee\u306f\u3001`differences` \u3092 Lambda \u306e\u6587\u3068\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u9055\u3046\u9805\u76ee\u306f\u6b21\u306e\u898f\u5247\u3067\u4f5c\u308a\u30011\u5b57\u3067\u3082\u9055\u3048\u3070\u8868\u3092\u4f5c\u308a\u76f4\u3057\u307e\u3059\u3002\n\n| \u6bd4\u3079\u308b\u9805\u76ee | \u9055\u3046\u3068\u304d\u306e\u6587 |\n|:--|:--|\n| `die` | \u629c\u304d\u578b\u306e\u6271\u3044\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `finish` | \u52a0\u5de5\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `colors` | \u8272\u6570\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n| `lead_days` | \u7d0d\u671f\u306e\u55b6\u696d\u65e5\u304c\u9055\u3044\u307e\u3059\uff08\u4eca\u56de\uff1a\u301c\uff0f\u8a18\u9332\uff1a\u301c\uff09 |\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u898b\u7a4d\u306e\u4ed5\u7d44\u307f | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u898b\u7a4d\u306e\u7248\u3068\u7d50\u679c |\n| \u629c\u304d\u578b\u306e\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff08\u8aad\u307f\u53d6\u308a\u306e\u307f\uff09 | \u578b\u306e\u756a\u53f7\u3068\u5f62\u72b6\u30fb\u5bf8\u6cd5 |\n| Amazon OpenSearch Service | Lambda \u304b\u3089\u306e\u767b\u9332\u30fb\u691c\u7d22 | \u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15\u3001\u307e\u3068\u3081\u3068\u7248\u306e\u53d6\u308a\u51fa\u3057 |\n| Amazon Bedrock | Converse API\uff08Claude\uff09 | \u8aad\u307f\u66ff\u3048\u3068\u898b\u7a4d\u306e\u8868 |\n| \u55b6\u696d\u306e\u753b\u9762 | \u793e\u5185\u306e\u753b\u9762 | \u4f9d\u983c\u306e\u8cbc\u308a\u4ed8\u3051\u3001\u898b\u7a4d\u306e\u8868\u3001\u6c7a\u3081\u305f\u5358\u4fa1\u306e\u8a18\u9332 |\n\n**\u629c\u304d\u578b\u306e\u53f0\u5e33\u306f\u3001\u4eca\u56de\u306e\u4f9d\u983c\u306e\u5f62\u3068\u5bf8\u6cd5\u306b\u5408\u3046\u65e2\u5b58\u306e\u578b\u304c\u3042\u308b\u304b\u3092\u793a\u3059\u305f\u3081\u306b\u3082\u4f7f\u3044\u307e\u3059\u3002** \u578b\u304c\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u308b\u306e\u306f\u5de5\u5834\u306e\u62c5\u5f53\u3067\u3001\u753b\u9762\u306b\u306f\u300c\u53f0\u5e33\u306b\u8fd1\u3044\u578b\u3042\u308a\uff08\u578b\u306e\u756a\u53f7\uff09\u300d\u3068\u3060\u3051\u51fa\u3057\u307e\u3059\u3002\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u8aad\u307f\u66ff\u3048\u3092\u898b\u308b** \u2026 \u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u304c\u3001\u4f9d\u983c\u306e\u3068\u304a\u308a\u306b\u53d6\u308a\u51fa\u3055\u308c\u3066\u3044\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n2. **\u629c\u304d\u578b\u306e\u6271\u3044\u3092\u898b\u308b** \u2026 \u4eca\u56de\u306e\u4f9d\u983c\u3067\u578b\u3092\u65b0\u3057\u304f\u4f5c\u308b\u304b\u3001\u65e2\u5b58\u306e\u578b\u3092\u4f7f\u3046\u304b\u3092\u5de5\u5834\u306e\u62c5\u5f53\u3068\u78ba\u304b\u3081\u307e\u3059\n3. **\u7d50\u679c\u3092\u8aad\u307f\u5206\u3051\u308b** \u2026 \u53d7\u6ce8\u306e\u5358\u4fa1\u3068\u5931\u6ce8\u306e\u5358\u4fa1\u3092\u5206\u3051\u3066\u898b\u307e\u3059\u3002\u56de\u7b54\u306a\u3057\u306f\u7d50\u679c\u3068\u3057\u3066\u6570\u3048\u307e\u305b\u3093\n4. **\u540c\u3058\u5f97\u610f\u5148\u306e\u898b\u7a4d\u3092\u898b\u308b** \u2026 \u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u304c\u540c\u3058\u898b\u7a4d\u304c\u3042\u308c\u3070\u3001\u524d\u306b\u51fa\u3057\u305f\u5358\u4fa1\u3068\u306e\u9055\u3044\u3092\u8aac\u660e\u3067\u304d\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\n5. **\u5358\u4fa1\u3092\u6c7a\u3081\u3066\u6b8b\u3059** \u2026 \u898b\u305f\u898b\u7a4d\u306e\u756a\u53f7\u3068\u3001\u5358\u4fa1\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n**4\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7b2c3\u7ae0\u306e\uff08b\uff09\u306f\u3001\u3053\u3053\u3067\u9632\u304e\u307e\u3059\u3002**\u540c\u3058\u5f97\u610f\u5148\u306b\u524d\u3068\u9055\u3046\u5358\u4fa1\u3092\u51fa\u3059\u306a\u3089\u3001\u305d\u306e\u7406\u7531\u3092\u898b\u7a4d\u306b\u6dfb\u3048\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u3066\u304a\u304d\u307e\u3059\u3002**\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u7d20\u6750\u3084\u7cca\u304c\u533a\u5206\u306b\u8aad\u307f\u66ff\u3048\u3089\u308c\u306a\u3044 | \u533a\u5206\u3092\u7a7a\u306b\u3057\u3001\u55b6\u696d\u304c\u533a\u5206\u3092\u9078\u3093\u3067\u304b\u3089\u5f15\u304f |\n| \u8fd1\u3044\u898b\u7a4d\u304c0\u4ef6 | \u5bf8\u6cd5\u3068\u90e8\u6570\u306e\u5e45\u3092\u5e83\u3052\u305f\u4ef6\u6570\u3068\u3001\u5f62\u72b6\u306e\u6761\u4ef6\u3092\u5916\u3057\u305f\u4ef6\u6570\u3092\u793a\u3059 |\n| \u629c\u304d\u578b\u306e\u6271\u3044\u304c `unknown` | \u5358\u4fa1\u3092\u51fa\u3057\u305f\u3046\u3048\u3067\u300c\u578b\u306e\u6271\u3044\u4e0d\u660e\u300d\u3068\u76ee\u7acb\u305f\u305b\u308b |\n| \u7d50\u679c\u304c\u672a\u78ba\u5b9a\u306e\u898b\u7a4d | `open` \u3068\u3057\u3066\u51fa\u3057\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u306e\u6570\u306b\u5165\u308c\u306a\u3044 |\n| \u7248\u306e\u756a\u53f7\u304c\u629c\u3051\u3066\u3044\u308b | \u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3092\u305d\u306e\u307e\u307e\u51fa\u3057\u3001\u7248\u306e\u6570\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| AI\u306e\u5358\u4fa1\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 | \u307e\u3068\u3081\u305f\u898b\u7a4d\u306e\u4e00\u89a7\u3068\u9055\u3046\u9805\u76ee\u3060\u3051\u3092\u51fa\u3057\u3001\u8868\u306f\u55b6\u696d\u304c\u898b\u308b |\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u4f9d\u983c\u3054\u3068\u306e\u3001\u4f9d\u983c\u306e\u6587\uff08\u5f97\u610f\u5148\u306e\u540d\u524d\u3092\u4f0f\u305b\u305f\u3082\u306e\uff09\u30011\u56de\u76ee\u306e JSON\u3001\u55b6\u696d\u304c\u76f4\u3057\u305f\u7b87\u6240\n- \u691c\u7d22\u306e\u6761\u4ef6\uff08`range` \u306e\u5e45\u3092\u542b\u3080\uff09\u3001\u307e\u3068\u3081\u305f\u898b\u7a4d\u3001\u9055\u3046\u9805\u76ee\u3068\u7167\u5408\u306e\u7d50\u679c\n- AI\u306e\u5358\u4fa1\u3092\u7d22\u5f15\u306e\u5024\u3067\u7f6e\u304d\u63db\u3048\u305f\u8a18\u9332\n- **\u55b6\u696d\u304c\u6c7a\u3081\u305f\u5358\u4fa1\u3068\u3001\u898b\u305f\u898b\u7a4d\u306e\u756a\u53f7\u3001\u5358\u4fa1\u3092\u6c7a\u3081\u305f\u7406\u7531**\n- \u533a\u5206\u306e\u8868\u3092\u898b\u76f4\u3057\u305f\u65e5\u3068\u62c5\u5f53\n\n**4\u3064\u76ee\u306f\u3001\u53d7\u6ce8\u30fb\u5931\u6ce8\u304c\u78ba\u5b9a\u3057\u305f\u3068\u304d\u306b\u898b\u76f4\u3059\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u6c7a\u3081\u305f\u3068\u304d\u306b\u898b\u305f\u898b\u7a4d\u3068\u3001\u4eca\u56de\u306e\u7d50\u679c\u3092\u4e26\u3079\u3089\u308c\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u304b\u308930\u4ef6\u3092\u9078\u3076\uff08\u900f\u660e\u30d5\u30a3\u30eb\u30e0\u30fb\u4e0a\u8cea\u7d19\u30fb\u51b7\u51cd\u5411\u3051\u306e\u7cca\u30fb\u7570\u5f62\u306e\u578b\u629c\u304d\u3092\u6df7\u305c\u308b\uff09\n2. \u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u55b6\u696d\u304c\u5f53\u6642\u53c2\u8003\u306b\u3057\u305f\u904e\u53bb\u306e\u898b\u7a4d\u3068\u3001\u6c7a\u3081\u305f\u5358\u4fa1\u3092\u66f8\u304d\u51fa\u3059\n3. \u904e\u53bb\u306e\u898b\u7a4d\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3057\u3001\u7d20\u6750\u3068\u7cca\u306e\u533a\u5206\u306e\u5217\u3001\u5bf8\u6cd5\u306e\u6570\u306e\u5217\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u5217\u3092\u8db3\u3059\n4. 30\u4ef6\u306e\u4f9d\u983c\u3092\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u300c\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u7d0d\u671f\u3092\u66f8\u304b\u308c\u305f\u307e\u307e\u53d6\u308a\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u63a8\u3057\u91cf\u3089\u305a\u3001\u5358\u4fa1\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\uff08**\u5f97\u610f\u5148\u306e\u540d\u524d\u306f\u4f0f\u305b\u3066\u304b\u3089\u8cbc\u308a\u307e\u3059**\uff09\n5. \u53d6\u308a\u51fa\u3057\u305f\u4ed5\u69d8\u3067\u8868\u8a08\u7b97\u3092\u7d5e\u308a\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306b\u6700\u5f8c\u306e\u7248\u3092\u9078\u3093\u3067\u3001\u5f53\u6642\u306e\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u898b\u7a4d\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u898b\u308b\n6. \u629c\u304d\u578b\u306e\u6271\u3044\u306e\u5217\u304c\u7a7a\u306e\u898b\u7a4d\u304c\u3069\u308c\u3060\u3051\u3042\u308b\u304b\u3092\u6570\u3048\u308b\n\n**6\u756a\u76ee\u3067\u7a7a\u304c\u591a\u3051\u308c\u3070\u3001\u898b\u7a4d\u306e\u8a18\u9332\u306e\u6574\u3048\u65b9\u304c\u5148\u3067\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u898b\u7a4d\u304c\u898b\u3064\u304b\u308a\u3001\u6700\u521d\u3068\u6700\u5f8c\u306e\u5358\u4fa1\u3082\u4e26\u3079\u3089\u308c\u305f | **OpenSearch \u306e\u7d22\u5f15\u306b\u9032\u3080** |\n| \u7d20\u6750\u3084\u7cca\u3092\u63a8\u3057\u91cf\u3063\u305f\u30fb\u5358\u4fa1\u3092\u66f8\u3044\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u4ed5\u69d8\u304c\u9805\u76ee\u306b\u306a\u3063\u3066\u3044\u306a\u3044\u898b\u7a4d\u304c\u591a\u3044 | **\u898b\u7a4d\u306e\u8a18\u9332\u306e\u6574\u5099\u304c\u5148** |","minimal_setup_short":"\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u3067\u4f9d\u983c\u3092\u8aad\u307f\u66ff\u3048\u3001\u8868\u8a08\u7b97\u3067\u904e\u53bb\u306e\u898b\u7a4d\u3092\u7d5e\u308b \uff0f \u4f9d\u983c\u306e\u6574\u7406","semi_auto_setup":"\u4e0a\u8a18\uff0bOpenSearch \u306b\u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u898b\u7a4d\u306e\u756a\u53f7\u3067\u307e\u3068\u3081\u3066\u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3092\u51fa\u3059 \uff0f \u8fd1\u3044\u898b\u7a4d\u306e\u691c\u7d22","full_setup":"\u4e0a\u8a18\uff0b\u9055\u3046\u9805\u76ee\u306e\u4f5c\u6210\u3001\u898b\u7a4d\u306e\u8868\u3068\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3001\u6c7a\u3081\u305f\u5358\u4fa1\u306e\u8a18\u9332 \uff0f \u4f9d\u983c\u304b\u3089\u898b\u7a4d\u306e\u8868\u307e\u3067","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef620\u5206\u304c12\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u8fd1\u3044\u898b\u7a4d\u306e\u63a2\u3057\u51fa\u3057\u3068\u7248\u306e\u78ba\u304b\u3081\u306f\u307b\u307c\u306a\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u629c\u304d\u578b\u3068\u52a0\u5de5\u306e\u9055\u3044\u306e\u898b\u6bd4\u3079\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30678\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u30921\u304b\u6708\u4f7f\u3046\u3068\u3001\u3069\u306e\u7d20\u6750\u306e\u8a00\u8449\u304c\u533a\u5206\u306e\u8868\u306b\u7121\u3044\u304b\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u304c\u7a7a\u306e\u898b\u7a4d\u304c\u3069\u308c\u3060\u3051\u3042\u308b\u304b\u304c\u6b8b\u308a\u307e\u3059\u3002**\u8a18\u9332\u3092\u6574\u3048\u3066\u304b\u3089\u672c\u683c\u69cb\u6210\u306b\u9032\u3080\u307b\u3046\u304c\u3001\u5358\u4fa1\u306e\u6bd4\u3079\u65b9\u304c\u78ba\u304b\u306b\u306a\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u540c\u3058\u898b\u7a4d\u306e\u7248\u304c\u4f55\u884c\u3082\u4e0a\u306b\u6765\u308b | `collapse` \u3067\u898b\u7a4d\u306e\u756a\u53f7\u3054\u3068\u306b\u307e\u3068\u3081\u308b |\n| `collapse` \u304c\u62d2\u307e\u308c\u308b | \u307e\u3068\u3081\u308b\u9805\u76ee\u3092 `keyword` \u30671\u3064\u306e\u5024\u306b\u3057\u3001doc values \u3092\u6709\u52b9\u306b\u3059\u308b |\n| \u300c\u8fd1\u3044\u898b\u7a4d \u301c\u4ef6\u300d\u306e\u6570\u304c\u591a\u3059\u304e\u308b | `hits.total` \u306f\u307e\u3068\u3081\u308b\u524d\u306e\u6570\u3002\u307e\u3068\u3081\u306e\u6570\u3092\u6570\u3048\u308b |\n| \u53d7\u6ce8\u306e\u6570\u304c\u7248\u306e\u6570\u3060\u3051\u91cd\u306a\u308b | `collapse` \u306f\u96c6\u8a08\u3092\u5909\u3048\u306a\u3044\u3002\u6570\u306f\u307e\u3068\u3081\u305f\u7d50\u679c\u304b\u3089\u6570\u3048\u308b |\n| \u578b\u4ee3\u8fbc\u307f\u306e\u5358\u4fa1\u3068\u65e2\u5b58\u306e\u578b\u306e\u5358\u4fa1\u3092\u6bd4\u3079\u308b | \u629c\u304d\u578b\u306e\u6271\u3044\u3092\u533a\u5206\u3067\u6301\u3061\u3001\u9055\u3046\u9805\u76ee\u3068\u3057\u3066\u5fc5\u305a\u51fa\u3059 |\n| \u56de\u7b54\u306a\u3057\u3092\u5931\u6ce8\u306b\u6570\u3048\u308b | \u7d50\u679c\u30924\u3064\u306b\u5206\u3051\u3001\u56de\u7b54\u306a\u3057\u306f\u6570\u3048\u306a\u3044 |\n| AI\u304c\u90e8\u6570\u3067\u5272\u308a\u623b\u3057\u305f\u5358\u4fa1\u3092\u66f8\u304f | \u5272\u308a\u623b\u3057\u3092\u66f8\u304b\u305b\u306a\u3044\u3002\u7167\u5408\u3067\u6b62\u3081\u308b |\n\n**\u4e0a\u306e4\u884c\u306f\u3001`collapse` \u306e\u6c7a\u307e\u308a\u304b\u3089\u6765\u308b\u5931\u6557\u3067\u3059\u3002** \u3069\u308c\u3082\u753b\u9762\u306e\u4ef6\u6570\u3084\u6570\u306e\u898b\u3048\u65b9\u304c\u5909\u308f\u308b\u3060\u3051\u3067\u3001\u30a8\u30e9\u30fc\u306b\u306f\u306a\u308a\u307e\u305b\u3093\u3002**\u7b2c8\u7ae0\u306e30\u4ef6\u3067\u3001\u4ef6\u6570\u3068\u53d7\u6ce8\u306e\u6570\u304c\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u3068\u5408\u3046\u304b\u3092\u5fc5\u305a\u898b\u3066\u304f\u3060\u3055\u3044\u3002**","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u5f97\u610f\u5148\u304b\u3089\u306e\u898b\u7a4d\u306e\u4f9d\u983c\u3068\u4ed5\u69d8\u66f8\u3001\u904e\u53bb\u306e\u898b\u7a4d\u306e\u5358\u4fa1\u3068\u7d50\u679c\u3067\u3059\u3002**\u5358\u4fa1\u3068\u5024\u5f15\u304d\u306e\u5e45\u306f\u3001\u5f97\u610f\u5148\u3054\u3068\u306e\u53d6\u5f15\u306e\u6761\u4ef6\u305d\u306e\u3082\u306e\u3067\u3001\u5916\u306b\u51fa\u305b\u306a\u3044\u60c5\u5831\u3067\u3059\u3002**\n\n1. **\u5f97\u610f\u5148\u306e\u540d\u524d\u3092\u5916\u3059** \u2026 \u7d22\u5f15\u306b\u306f\u5f97\u610f\u5148\u306e\u30b3\u30fc\u30c9\u3060\u3051\u3092\u6301\u3061\u3001Claude \u306b\u306f\u5f97\u610f\u5148\u306e\u540d\u524d\u30fb\u62c5\u5f53\u8005\u540d\u3092\u6e21\u3057\u307e\u305b\u3093\n2. **\u5358\u4fa1\u3092\u6c7a\u3081\u3055\u305b\u306a\u3044** \u2026 \u753b\u9762\u306b\u51fa\u3059\u306e\u306f\u904e\u53bb\u306e\u898b\u7a4d\u306e\u8a18\u9332\u3068\u9055\u3046\u9805\u76ee\u307e\u3067\u3067\u3059\u3002**\u5358\u4fa1\u3092\u6c7a\u3081\u308b\u306e\u306f\u55b6\u696d\u3067\u3059**\n3. **\u753b\u9762\u3092\u898b\u3089\u308c\u308b\u4eba\u3092\u9650\u308b** \u2026 \u5f97\u610f\u5148\u3054\u3068\u306e\u5358\u4fa1\u3068\u5024\u5f15\u304d\u306e\u5e45\u306f\u3001\u55b6\u696d\u90e8\u306e\u4e2d\u3060\u3051\u3067\u898b\u3089\u308c\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**OpenSearch \u306e\u30c9\u30e1\u30a4\u30f3\u306b\u306f\u3001Lambda \u3068\u55b6\u696d\u306e\u753b\u9762\u3060\u3051\u304c\u63a5\u7d9a\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059**\n4. **\u5f97\u610f\u5148\u306e\u4ed5\u69d8\u66f8\u3092\u5916\u306b\u51fa\u3055\u306a\u3044** \u2026 \u4ed5\u69d8\u66f8\u306b\u306f\u3001\u5f97\u610f\u5148\u306e\u767a\u58f2\u524d\u306e\u5546\u54c1\u540d\u3084\u30c7\u30b6\u30a4\u30f3\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002**\u8aad\u307f\u66ff\u3048\u306b\u8981\u308b\u4ed5\u69d8\u306e\u6587\u3060\u3051\u3092\u6e21\u3057\u3001\u30c7\u30b6\u30a4\u30f3\u306e\u30c7\u30fc\u30bf\u306f\u6e21\u3057\u307e\u305b\u3093**\n5. **\u6570\u5b57\u3092\u4f5c\u3089\u305b\u306a\u3044** \u2026 AI\u306e\u5358\u4fa1\u306f\u7d22\u5f15\u306e\u5024\u3068\u7167\u5408\u3057\u3001\u9055\u3048\u3070\u7f6e\u304d\u63db\u3048\u307e\u3059\n6. **\u6c7a\u3081\u305f\u6839\u62e0\u3092\u6b8b\u3059** \u2026 \u898b\u305f\u898b\u7a4d\u306e\u756a\u53f7\u3068\u3001\u5358\u4fa1\u3092\u6c7a\u3081\u305f\u7406\u7531\u3092\u6b8b\u3057\u307e\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u9055\u3046\u5358\u4fa1\u3067\u898b\u7a4d\u3082\u308b\u3053\u3068\u3001\u7248\u306e\u9014\u4e2d\u306e\u5358\u4fa1\u3092\u6700\u5f8c\u306e\u5358\u4fa1\u3068\u53d6\u308a\u9055\u3048\u308b\u3053\u3068\u3001AI\u306e\u6587\u306e\u5358\u4fa1\u3092\u6839\u62e0\u306b\u3059\u308b\u3053\u3068\u306e3\u3064\u3067\u3059\u3002** \u629c\u304d\u578b\u306e\u533a\u5206\u3068\u9055\u3046\u9805\u76ee\u3001`collapse` \u3068 `inner_hits` \u306e\u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3001\u7d22\u5f15\u306e\u5024\u3068\u306e\u7167\u5408\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u98df\u54c1\u30fb\u65e5\u7528\u54c1\u30fb\u5316\u7ca7\u54c1\u306a\u3069\u306e\u30b7\u30fc\u30eb\u3084\u30e9\u30d9\u30eb\u3092\u53d7\u6ce8\u751f\u7523\u3057\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u578b\u629c\u304d\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u6848\u4ef6\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001\u5358\u4fa1\u8868\u3060\u3051\u3067\u306f\u898b\u7a4d\u304c\u7d44\u3081\u306a\u3044\u5370\u5237\u4f1a\u793e\u3002\u898b\u7a4d\u306e\u4f9d\u983c\u304c\u6bce\u6708\u6570\u767e\u4ef6\u3042\u308a\u3001\u904e\u53bb\u306e\u898b\u7a4d\u306f\u898b\u7a4d\u306e\u4ed5\u7d44\u307f\u306b\u6b8b\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u3066\u5358\u4fa1\u3092\u305d\u308d\u3048\u308b\u306e\u304c\u55b6\u696d\u3054\u3068\u306e\u8a18\u61b6\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u540c\u3058\u5f97\u610f\u5148\u306b\u55b6\u696d\u3054\u3068\u306b\u9055\u3046\u5358\u4fa1\u3092\u51fa\u3057\u3066\u3057\u307e\u3063\u305f\u7d4c\u9a13\u304c\u3042\u308b\u5834\u5408\u3002AWS \u3092\u4f7f\u3048\u308b\u62c5\u5f53\u304b\u59d4\u8a17\u5148\u304c\u3044\u308b\u5834\u5408\u3002","not_recommended_for":"\u4ed5\u69d8\u304c\u6570\u901a\u308a\u306b\u6c7a\u307e\u3063\u3066\u3044\u3066\u3001\u5358\u4fa1\u8868\u3060\u3051\u3067\u898b\u7a4d\u304c\u7d44\u3081\u308b\u5834\u5408\u3002\u904e\u53bb\u306e\u898b\u7a4d\u306b\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u304c\u9805\u76ee\u3068\u3057\u3066\u6b8b\u3063\u3066\u304a\u3089\u305a\u3001\u54c1\u540d\u3068\u91d1\u984d\u3057\u304b\u7121\u3044\u5834\u5408\uff08\u5148\u306b\u898b\u7a4d\u306e\u8a18\u9332\u3092\u6574\u3048\u307e\u3059\uff09\u3002\u898b\u7a4d\u306e\u4f9d\u983c\u304c\u6708\u306b\u6570\u5341\u4ef6\u3067\u3001\u55b6\u696d\u304c\u5168\u90e8\u306e\u6848\u4ef6\u3092\u899a\u3048\u3066\u3044\u308b\u5834\u5408\u3002\u306a\u304a\u3001\u4eca\u56de\u306e\u5358\u4fa1\u3092\u6c7a\u3081\u308b\u3053\u3068\u3001\u539f\u4fa1\u306e\u8a08\u7b97\u3001\u5f97\u610f\u5148\u3068\u306e\u4fa1\u683c\u306e\u4ea4\u6e09\u306f\u3001\u3053\u306e\u69cb\u6210\u3067\u306f\u4ee3\u66ff\u3067\u304d\u307e\u305b\u3093\u3002\u904e\u53bb\u306e\u898b\u7a4d\u304b\u3089\u8fd1\u3044\u6848\u4ef6\u3092\u63a2\u3057\u3001\u8a18\u9332\u306e\u307e\u307e\u4e26\u3079\u308b\u307e\u3067\u3067\u3059\u3002","first_step":"**1\u9031\u76ee\uff1a\u898b\u7a4d\u306e\u8a18\u9332\u3092\u898b\u308b**\n\n\u904e\u53bb\u306e\u898b\u7a4d\u3092\u66f8\u304d\u51fa\u3057\u3001\u7d20\u6750\u30fb\u7cca\u30fb\u5bf8\u6cd5\u30fb\u90e8\u6570\u30fb\u629c\u304d\u578b\u306e\u6271\u3044\u304c\u7a7a\u306e\u898b\u7a4d\u3092\u6570\u3048\u307e\u3059\u3002**\u76f4\u8fd12\u5e74\u306e\u898b\u7a4d\u306b\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u306e\u533a\u5206\u3092\u4ed8\u3051\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a30\u4ef6\u3067\u8a66\u3059**\n\n\u7b2c8\u7ae0\u306e\u3068\u304a\u308a\u3001\u5148\u6708\u306e\u4f9d\u983c30\u4ef6\u3067\u3001\u5f53\u6642\u306e\u55b6\u696d\u304c\u53c2\u8003\u306b\u3057\u305f\u898b\u7a4d\u304c\u51fa\u3066\u304f\u308b\u304b\u3092\u898b\u307e\u3059\u3002**\u7d20\u6750\u3084\u7cca\u3092\u63a8\u3057\u91cf\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u5358\u4fa1\u3092\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u533a\u5206\u306e\u8868\u3068\u6587\u66f8\u306e\u5358\u4f4d\u3092\u6c7a\u3081\u308b**\n\n\u7d20\u6750\u3068\u7cca\u306e\u533a\u5206\u306e\u8868\u3092\u3001\u55b6\u696d\u3068\u5de5\u5834\u306e\u62c5\u5f53\u3067\u4f5c\u308a\u307e\u3059\u3002**\u7248\u3054\u3068\u3001\u90e8\u6570\u306e\u6bb5\u3054\u3068\u306b\u6587\u66f8\u3092\u5206\u3051\u308b\u5f62\u3092\u6c7a\u3081\u3001\u7d22\u5f15\u306e\u9805\u76ee\u3092\u56fa\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3092\u4f5c\u308b**\n\nOpenSearch \u306b\u898b\u7a4d\u306e\u7248\u306e\u7d22\u5f15\u3092\u4f5c\u308a\u3001\u7d5e\u308a\u8fbc\u307f\u3068 `collapse` \u3067\u6700\u521d\u3068\u6700\u5f8c\u306e\u7248\u3092\u51fa\u305b\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u3053\u306e\u6642\u70b9\u3067\u306f\u3001\u9055\u3046\u9805\u76ee\u3068\u898b\u7a4d\u306e\u8868\u306f\u4f7f\u3044\u307e\u305b\u3093\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u9055\u3046\u9805\u76ee\u306e\u898f\u5247\u3001\u898b\u7a4d\u306e\u8868\u3068\u7167\u5408\u3001\u6c7a\u3081\u305f\u5358\u4fa1\u306e\u8a18\u9332\u3092\u8db3\u3057\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u8fd1\u3044\u898b\u7a4d\u304c0\u4ef6\u3060\u3063\u305f\u4f9d\u983c\u306e\u6570\u3001\u629c\u304d\u578b\u306e\u6271\u3044\u304c\u4e0d\u660e\u3067\u51fa\u305f\u898b\u7a4d\u306e\u6570\u3001\u540c\u3058\u5f97\u610f\u5148\u306b\u9055\u3046\u5358\u4fa1\u3092\u51fa\u3057\u305f\u4ef6\u6570\u3092\u6bce\u6708\u6570\u3048\u307e\u3059\u3002**\u65b0\u3057\u3044\u55b6\u696d\u304c\u3001\u30d9\u30c6\u30e9\u30f3\u3068\u540c\u3058\u898b\u7a4d\u3092\u898b\u3066\u5358\u4fa1\u3092\u6c7a\u3081\u3001\u305d\u306e\u7406\u7531\u3092\u6b8b\u305b\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-1717","UC-0434","UC-0684","UC-1037"],"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":"| 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results](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_search-plugins\/searching-data\/collapse-search.md) | 2026-10-28 |\n| \u6e1b\u8870\u95a2\u6570\uff08`gauss` \u306a\u3069\uff09\u304c\u65e5\u4ed8\u306e\u9805\u76ee\u306b\u4f7f\u3048\u3001\u65e5\u4ed8\u306e `origin` \u306e\u65e2\u5b9a\u304c `now` \u3067\u3001`offset`\u30fb`scale` \u3067\u70b9\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068 | [OpenSearch: Function score query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/function-score.md) | 2026-10-28 |\n| `range` \u306e `gte`\u30fb`lte` \u306a\u3069\u3067\u9805\u76ee\u306e\u5024\u306e\u7bc4\u56f2\u3092\u554f\u3048\u308b\u3053\u3068 | [OpenSearch: Range query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/term\/range.md) | 2026-10-28 |\n| `bool` \u306e `filter` \u306e\u53e5\u304c\u4e00\u81f4\u3059\u308b\u304b\u3060\u3051\u3092\u6c7a\u3081\u3066\u70b9\u6570\u306b\u52a0\u308f\u3089\u306a\u3044\u3053\u3068 | [OpenSearch: Boolean query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/bool.md) | 2026-10-28 |\n| Amazon OpenSearch Service \u304c AWS \u306e\u30af\u30e9\u30a6\u30c9\u3067 OpenSearch \u306e\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u7acb\u3066\u3066\u52d5\u304b\u3059\u305f\u3081\u306e\u7ba1\u7406\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30c9\u30e1\u30a4\u30f3\u304c\u30af\u30e9\u30b9\u30bf\u30fc\u3068\u540c\u3058\u610f\u5473\u3067\u3042\u308b\u3053\u3068 | [AWS: What is Amazon OpenSearch Service?](https:\/\/docs.aws.amazon.com\/opensearch-service\/latest\/developerguide\/what-is.html) | 2026-10-28 |\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) | 2026-10-28 |\n\n**\u4eca\u56de\u306e\u5358\u4fa1\u3001\u539f\u4fa1\u306e\u8a08\u7b97\u3001\u5f97\u610f\u5148\u3068\u306e\u4fa1\u683c\u306e\u4ea4\u6e09\u306f\u3001\u55b6\u696d\u3068\u5de5\u5834\u306e\u62c5\u5f53\u3001\u81ea\u793e\u306e\u6c7a\u307e\u308a\u306b\u6cbf\u3063\u3066\u5224\u65ad\u3057\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u4e0a\u8a18\u306e\u8cc7\u6599\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** \u516c\u958b\u4ed5\u69d8\u306b\u57fa\u3065\u3044\u3066\u8a2d\u8a08\u3057\u305f\u69cb\u6210\u3067\u3042\u308a\u3001\u5f53\u793e\u3067\u5b9f\u969b\u306b\u69cb\u7bc9\u30fb\u691c\u8a3c\u3057\u305f\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5de5\u6570\u306e\u6570\u5024\u306f\u30e2\u30c7\u30eb\u6761\u4ef6\u306b\u3088\u308b\u8a66\u7b97\u3067\u3059\u3002","featured":false,"priority_score":50,"footnotes":""},"uc_ai_model":[126,123,122],"uc_ai_service":[127,130,132],"uc_automation":[],"uc_industry":[34,18],"uc_department":[38],"uc_task":[57,65],"uc_issue":[76,70,66],"uc_effect":[86,79,82],"uc_ai_function":[90],"class_list":["post-17205","ai_usecase","type-ai_usecase","status-publish","hentry","uc_ai_model-azure-openai","uc_ai_model-chatgpt","uc_ai_model-claude","uc_ai_service-azure-ai","uc_ai_service-vertex-ai","uc_ai_service-opensearch","uc_industry-advertising","uc_industry-manufacturing","uc_department-sales","uc_task-information-search","uc_task-comparison","uc_issue-slow-decision","uc_issue-person-dependent","uc_issue-document-time","uc_effect-decision-support","uc_effect-standardization","uc_effect-faster-response","uc_ai_function-rag"],"_links":{"self":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/17205","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase"}],"about":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/types\/ai_usecase"}],"author":[{"embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/users\/5"}],"version-history":[{"count":0,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/ai_usecase\/17205\/revisions"}],"wp:attachment":[{"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/media?parent=17205"}],"wp:term":[{"taxonomy":"uc_ai_model","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_model?post=17205"},{"taxonomy":"uc_ai_service","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_service?post=17205"},{"taxonomy":"uc_automation","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_automation?post=17205"},{"taxonomy":"uc_industry","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_industry?post=17205"},{"taxonomy":"uc_department","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_department?post=17205"},{"taxonomy":"uc_task","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_task?post=17205"},{"taxonomy":"uc_issue","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_issue?post=17205"},{"taxonomy":"uc_effect","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_effect?post=17205"},{"taxonomy":"uc_ai_function","embeddable":true,"href":"https:\/\/debono.co.jp\/media\/wp-json\/wp\/v2\/uc_ai_function?post=17205"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}