{"id":14770,"date":"2026-10-07T19:07:44","date_gmt":"2026-10-07T10:07:44","guid":{"rendered":"https:\/\/debono.co.jp\/media\/ai-usecase\/commercial-tenant-property-search\/"},"modified":"2026-10-07T19:07:44","modified_gmt":"2026-10-07T10:07:44","slug":"commercial-tenant-property-search","status":"publish","type":"ai_usecase","link":"https:\/\/debono.co.jp\/media\/ai-usecase\/commercial-tenant-property-search\/","title":{"rendered":"\u4e8b\u696d\u7528\u306e\u7269\u4ef6\u3092\u63a2\u3059\u6cd5\u4eba\u306e\u8981\u671b\u306b\u5408\u3046\u533a\u753b\u3092\u3001\u904e\u53bb\u306e\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u304b\u3089\u63a2\u3057\u3001\u6761\u4ef6\u3054\u3068\u306e\u6839\u62e0\u3092\u6dfb\u3048\u3066\u63d0\u6848\u306e\u5019\u88dc\u306b\u4e26\u3079\u308b"},"content":{"rendered":"","protected":false},"excerpt":{"rendered":"<p>\u4e8b\u52d9\u6240\u3084\u5e97\u8217\u3092\u63a2\u3059\u6cd5\u4eba\u306e\u8981\u671b\uff08\u7acb\u5730\u30fb\u9762\u7a4d\u30fb\u7528\u9014\u30fb\u8cc3\u6599\u30fb\u8a2d\u5099\uff09\u3092\u53d7\u3051\u305f\u3089\u3001\u904e\u53bb\u306e\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u304b\u3089\u5408\u3046\u533a\u753b\u3092\u63a2\u3057\u3001\u6761\u4ef6\u3054\u3068\u306b\u300c\u56f3\u9762\u306e\u3069\u306e\u8a18\u8f09\u3067\u6e80\u305f\u3059\u304b\u300d\u3092\u6dfb\u3048\u3066\u63d0\u6848\u306e\u5019\u88dc\u306b\u4e26\u3079\u307e\u3059\u3002<\/p>\n","protected":false},"author":5,"featured_media":0,"template":"","meta":{"swell_btn_cv_data":"","usecase_id":"UC-0850","platform_main":"OpenSearch","publish_date":"","last_updated":"2026-10-07","tech_verified_date":"2026-10-07","trigger":"**\u53d6\u308a\u8fbc\u307f\u3068\u691c\u7d22\u3067\u3001\u8d77\u70b9\u304c2\u3064\u3042\u308a\u307e\u3059\u3002**\n\n**\u53d6\u308a\u8fbc\u307f\u306f\u6bce\u6669\u306e\u5b9a\u6642\u3067\u884c\u3044\u307e\u3059\u3002** \u52df\u96c6\u56f3\u9762\u306f\u3001\u65b0\u3057\u3044\u52df\u96c6\u304c\u59cb\u307e\u308b\u305f\u3073\u306b\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002**\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u691c\u7d22\u306b\u8f09\u308c\u3070\u8db3\u308a\u308b\u306e\u3067\u3001\u4fdd\u5b58\u306e\u305f\u3073\u306b\u52d5\u304b\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7269\u4ef6\u53f0\u5e33\u306e\u52df\u96c6\u306e\u72b6\u6cc1\uff08\u52df\u96c6\u4e2d\u3001\u7533\u8fbc\u3042\u308a\u3001\u6210\u7d04\u3001\u52df\u96c6\u7d42\u4e86\uff09\u3082\u6bce\u6669\u8aad\u307f\u76f4\u3057\u3001\u7d22\u5f15\u306e\u533a\u753b\u306b\u4ed8\u3051\u76f4\u3057\u307e\u3059\u3002\n\n**\u52df\u96c6\u306e\u72b6\u6cc1\u3060\u3051\u306f\u3001\u691c\u7d22\u306e\u3068\u304d\u306b\u3082\u3046\u4e00\u5ea6\u7269\u4ef6\u53f0\u5e33\u3092\u5f15\u304d\u307e\u3059\u3002** \u7533\u8fbc\u306f\u65e5\u4e2d\u306b\u5165\u308a\u307e\u3059\u3002**\u671d\u306b\u300c\u52df\u96c6\u4e2d\u300d\u3060\u3063\u305f\u533a\u753b\u304c\u3001\u663c\u306b\u7533\u8fbc\u6e08\u307f\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5019\u88dc\u3092\u4e26\u3079\u308b\u76f4\u524d\u306b\u53f0\u5e33\u3092\u5f15\u304d\u3001\u7d22\u5f15\u306e\u72b6\u6cc1\u3068\u98df\u3044\u9055\u3046\u3082\u306e\u306f\u53f0\u5e33\u306e\u5024\u3067\u4e0a\u66f8\u304d\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002\n\n**\u691c\u7d22\u306f\u3001\u62c5\u5f53\u304c\u4f9d\u983c\u306e\u753b\u9762\u3067\u300c\u5019\u88dc\u3092\u63a2\u3059\u300d\u3092\u62bc\u3057\u305f\u3068\u304d\u306b\u52d5\u304d\u307e\u3059\u3002** \u6700\u521d\u306e\u30e1\u30fc\u30eb\u3067\u306f\u6761\u4ef6\u304c\u51fa\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001**\u30d2\u30a2\u30ea\u30f3\u30b0\u3092\u7d42\u3048\u305f\u3068\u3053\u308d\u3067\u62bc\u3057\u307e\u3059\u3002**","input_data":"| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u52df\u96c6\u56f3\u9762 | \u56f3\u9762\u306e\u756a\u53f7\u3001\u533a\u753b\u306e\u756a\u53f7\u3001\u4f5c\u6210\u65e5\u3001\u9762\u7a4d\uff08\u576a\uff09\u3001\u8cc3\u6599\u3001\u5171\u76ca\u8cbb\u3001\u6577\u91d1\u3001\u7528\u9014\u306e\u8a18\u8f09\u3001\u8a2d\u5099\u306e\u8a18\u8f09\u3001\u5099\u8003\u3001\u672c\u6587 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0\uff08PDF\uff09 |\n| \u7269\u4ef6\u8cc7\u6599 | \u30d3\u30eb\u306e\u756a\u53f7\u3001\u7ae3\u5de5\u5e74\u3001\u5929\u4e95\u9ad8\u3001\u5e8a\u8377\u91cd\u3001\u96fb\u6c17\u5bb9\u91cf\u3001\u7a7a\u8abf\u306e\u65b9\u5f0f\u3001\u5229\u7528\u3067\u304d\u308b\u6642\u9593\u3001\u99d0\u8eca\u5834 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n| \u7269\u4ef6\u53f0\u5e33 | \u30d3\u30eb\u306e\u756a\u53f7\u3001\u533a\u753b\u306e\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u6700\u5bc4\u308a\u99c5\u3068\u5f92\u6b69\u306e\u5206\u6570\u3001\u968e\u3001\u52df\u96c6\u306e\u72b6\u6cc1 | \u7269\u4ef6\u53f0\u5e33 |\n| \u4f9d\u983c | \u30d2\u30a2\u30ea\u30f3\u30b0\u30b7\u30fc\u30c8\u3001\u6cd5\u4eba\u304b\u3089\u306e\u30e1\u30fc\u30eb\u672c\u6587\u3001\u696d\u7a2e\u3001\u5f93\u696d\u54e1\u6570\u3001\u5165\u5c45\u306e\u5e0c\u671b\u6642\u671f | \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u533a\u753b\u306e\u756a\u53f7\u3067\u3059\u3002** \u56f3\u9762\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u672c\u6587\u306e\u30d3\u30eb\u540d\u306f\u66f8\u304d\u65b9\u304c\u63fa\u308c\u307e\u3059\u3002**\u533a\u753b\u306e\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u56f3\u9762\u306f\u3001collapse \u3067\u307e\u3068\u3081\u3089\u308c\u305a\u3001\u540c\u3058\u533a\u753b\u304c\u4f55\u5ea6\u3082\u4e26\u3073\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u3067\u3001\u7269\u4ef6\u53f0\u5e33\u306e\u30d3\u30eb\u540d\u3068\u968e\u304b\u3089\u533a\u753b\u306e\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u307e\u3059\u3002","data_source":"\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u65b0\u3057\u3044\u56f3\u9762\u3092 Lambda \u304c\u8aad\u307f\u3001\u672c\u6587\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u753b\u50cf\u3060\u3051\u306ePDF\uff08\u53e4\u3044\u30b9\u30ad\u30e3\u30f3\u306e\u56f3\u9762\uff09\u306f\u6b62\u3081\u3066\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u56f3\u9762\u306e\u66f8\u5f0f\u306f\u30d3\u30eb\u3054\u3068\u30fb\u5e74\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**\u672c\u6587\u304b\u3089\u9805\u76ee\u3092\u4f5c\u308b\u4f5c\u696d\u306f Claude \u306b\u4efb\u305b\u3001**\u6b21\u306e\u5f62\u306b\u6574\u3048\u307e\u3059\u3002\n\n| \u9805\u76ee | \u578b | \u4f7f\u3044\u3069\u3053\u308d |\n|:--|:--|:--|\n| `flyer_id` | keyword | \u56f3\u9762\u306e\u756a\u53f7\u3002\u7b54\u3048\u306b\u6dfb\u3048\u308b\u6839\u62e0 |\n| `unit_id` | keyword | \u533a\u753b\u306e\u756a\u53f7\u3002collapse \u3067\u307e\u3068\u3081\u308b |\n| `flyer_date` | date | \u56f3\u9762\u306e\u4f5c\u6210\u65e5\u3002\u4ee3\u8868\u306e\u56f3\u9762\u3092\u9078\u3076 |\n| `area_tsubo` | float | \u9762\u7a4d\u306e\u7d5e\u308a\u8fbc\u307f |\n| `monthly_total` | long | \u8cc3\u6599\u3068\u5171\u76ca\u8cbb\u306e\u6708\u306e\u7dcf\u984d\u3002\u4e0a\u9650\u306e\u7d5e\u308a\u8fbc\u307f |\n| `use_office`\uff0f`use_retail`\uff0f`use_food_light`\uff0f`use_food_heavy`\uff0f`use_clinic`\uff0f`use_school` | keyword | \u7528\u9014\u3054\u3068\u306b `allowed`\uff0f`consult`\uff0f`prohibited`\uff0f`not_stated` |\n| `ceiling_m`\uff0f`floor_load_kg` | float\uff0finteger | \u5929\u4e95\u9ad8\u3068\u5e8a\u8377\u91cd\u3002\u5024\u304c\u7121\u3051\u308c\u3070\u9805\u76ee\u3092\u6301\u305f\u305b\u306a\u3044 |\n| `ground_floor`\uff0f`hours_24` | boolean | 1\u968e\u304b\u300124\u6642\u9593\u4f7f\u3048\u308b\u304b |\n| `station`\uff0f`walk_min` | keyword\uff0finteger | \u30a8\u30ea\u30a2\u306e\u7d5e\u308a\u8fbc\u307f\u3068\u4e26\u3073 |\n| `status` | keyword | \u7269\u4ef6\u53f0\u5e33\u306e\u52df\u96c6\u306e\u72b6\u6cc1 |\n| `body` | text | \u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u306e\u672c\u6587\u3002\u30cf\u30a4\u30e9\u30a4\u30c8\u306e\u5bfe\u8c61 |\n\n**\u7528\u9014\u306f\u300c\u53ef\uff0f\u76f8\u8ac7\uff0f\u4e0d\u53ef\uff0f\u8a18\u8f09\u306a\u3057\u300d\u306e4\u3064\u306e\u5024\u3067\u6301\u305f\u305b\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08b\uff09\u306e\u66f8\u304d\u65b9\u306e\u63fa\u308c\u3092\u3001\u53d6\u308a\u8fbc\u307f\u306e\u6bb5\u968e\u3067\u5438\u53ce\u3057\u307e\u3059\u3002**\u300c\u8a18\u8f09\u306a\u3057\u300d\u3092\u300c\u4e0d\u53ef\u300d\u306b\u5bc4\u305b\u306a\u3044\u3053\u3068\u304c\u3001\u3053\u306e\u8868\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u70b9\u3067\u3059\u3002**","preprocessing":"1. **\u533a\u753b\u306e\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b** \u2026 \u56f3\u9762\u306e\u30d3\u30eb\u540d\u3068\u968e\u3092\u7269\u4ef6\u53f0\u5e33\u3068\u7167\u5408\u3057\u3001`unit_id` \u3092\u4ed8\u3051\u307e\u3059\u3002\u5f53\u305f\u3089\u306a\u3044\u56f3\u9762\u306f\u6b62\u3081\u3066\u62c5\u5f53\u306b\u623b\u3057\u307e\u3059\n2. **\u6708\u306e\u7dcf\u984d\u3092\u8a08\u7b97\u3059\u308b** \u2026 \u8cc3\u6599\u3068\u5171\u76ca\u8cbb\u3092\u8db3\u3057\u3066 `monthly_total` \u306b\u3057\u307e\u3059\u3002\u576a\u5358\u4fa1\u3067\u66f8\u304b\u308c\u305f\u56f3\u9762\u306f\u9762\u7a4d\u3092\u639b\u3051\u307e\u3059\u3002**\u8a08\u7b97\u306f Lambda \u3067\u884c\u3044\u3001AI\u306b\u306f\u3055\u305b\u307e\u305b\u3093**\n3. **\u5358\u4f4d\u3092\u305d\u308d\u3048\u308b** \u2026 \u9762\u7a4d\u306f\u576a\u3001\u5929\u4e95\u9ad8\u306fm\u3001\u5e8a\u8377\u91cd\u306fkg\/\u33a1\u306b\u305d\u308d\u3048\u307e\u3059\u3002\u33a1\u3067\u66f8\u304b\u308c\u305f\u9762\u7a4d\u306f\u576a\u306b\u63db\u7b97\u3057\u3001\u5143\u306e\u5024\u3082\u6b8b\u3057\u307e\u3059\n4. **\u7269\u4ef6\u8cc7\u6599\u306e\u5024\u3092\u533a\u753b\u306b\u8db3\u3059** \u2026 \u5929\u4e95\u9ad8\u3084\u5e8a\u8377\u91cd\u306f\u3001\u56f3\u9762\u306b\u7121\u3051\u308c\u3070\u30d3\u30eb\u306e\u4ed5\u69d8\u66f8\u306e\u5024\u3092\u4f7f\u3044\u307e\u3059\u3002**\u3069\u3061\u3089\u304b\u3089\u53d6\u3063\u305f\u304b\u3092\u9805\u76ee\u306e\u6a2a\u306b\u6b8b\u3057\u307e\u3059**\n5. **\u53e4\u3044\u56f3\u9762\u306b\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u4f5c\u6210\u304b\u30893\u5e74\u3092\u8d85\u3048\u305f\u56f3\u9762\u306f `stale` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u4ed8\u3051\u308b** \u2026 \u7269\u4ef6\u53f0\u5e33\u306e\u72b6\u6cc1\u3092 `status` \u306b\u5165\u308c\u307e\u3059\n\n**4\u756a\u76ee\u3067\u300c\u3069\u3061\u3089\u304b\u3089\u53d6\u3063\u305f\u304b\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u4ed5\u69d8\u66f8\u306e\u5e8a\u8377\u91cd\u304c\u6a19\u6e96\u306e\u5024\u3067\u3001\u533a\u753b\u306b\u3088\u3063\u3066\u306f\u88dc\u5f37\u3057\u3066\u3042\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u56f3\u9762\u306e\u5024\u3068\u4ed5\u69d8\u66f8\u306e\u5024\u306f\u3001\u6839\u62e0\u3068\u3057\u3066\u91cd\u3055\u304c\u9055\u3044\u307e\u3059\u3002","ai_processing":"**AI\u306e\u4ed5\u4e8b\u306f\u3001\u6761\u4ef6\u306e\u5206\u89e3\u3068\u3001\u533a\u753b\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057\u306e2\u304b\u6240\u3067\u3059\u3002** \u533a\u753b\u3092\u63a2\u3057\u3066\u4e26\u3079\u308b\u306e\u306f\u691c\u7d22\u57fa\u76e4\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8981\u671b\u306e\u6761\u4ef6\u306e\u5206\u89e3 | \u6587\u7ae0\u304b\u3089\u9762\u7a4d\u30fb\u7dcf\u984d\u30fb\u7528\u9014\u30fb\u30a8\u30ea\u30a2\u30fb\u8a2d\u5099\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3001\u300c\u5916\u305b\u306a\u3044\u300d\u300c\u3042\u308c\u3070\u826f\u3044\u300d\u306b\u5206\u3051\u308b |\n| \u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u306e\u66f8\u304d\u51fa\u3057 | \u300c\u99c5\u8fd1\u300d\u300c\u5e83\u3081\u300d\u306e\u3088\u3046\u306a\u3001\u5024\u306e\u6c7a\u307e\u3089\u306a\u3044\u6761\u4ef6\u3092\u6319\u3052\u308b |\n| \u6761\u4ef6\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057 | \u533a\u753b\u3054\u3068\u306b\u3001\u6761\u4ef6\u3092 `met`\uff0f`not_met`\uff0f`not_stated` \u3067\u66f8\u304d\u3001\u6839\u62e0\u306e\u56f3\u9762\u306e\u756a\u53f7\u3068\u8a18\u8f09\u3092\u5199\u3059 |\n| \u78ba\u304b\u3081\u308b\u3079\u304d\u70b9\u306e\u66f8\u304d\u51fa\u3057 | \u7528\u9014\u304c `consult`\u3001\u56f3\u9762\u304c\u53e4\u3044\u3001\u5024\u304c\u4ed5\u69d8\u66f8\u304b\u3089\u6765\u3066\u3044\u308b\u3001\u306a\u3069\u3092\u6319\u3052\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u9762\u7a4d\u3084\u7dcf\u984d\u306e\u5e45\u306e\u6c7a\u5b9a | \u300c40\u576a\u524d\u5f8c\u300d\u3092\u4f55\u576a\u304b\u3089\u4f55\u576a\u3068\u3059\u308b\u304b\u306f\u81ea\u793e\u306e\u898f\u5247\u3067\u6c7a\u3081\u308b |\n| \u7528\u9014\u306e\u53ef\u5426\u306e\u5224\u65ad | `consult` \u3092\u300c\u305f\u3076\u3093\u53ef\u300d\u3068\u66f8\u304b\u306a\u3044\u3002\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b |\n| \u533a\u753b\u304c\u7a7a\u3044\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u7269\u4ef6\u53f0\u5e33\u3068\u8cb8\u4e3b\u306b\u3057\u304b\u5206\u304b\u3089\u306a\u3044 |\n| \u8cc3\u6599\u306e\u4ea4\u6e09\u306e\u898b\u8fbc\u307f | \u300c\u4e0b\u3052\u3089\u308c\u305d\u3046\u300d\u3068\u66f8\u304b\u306a\u3044 |\n| \u8a18\u8f09\u306e\u7121\u3044\u8a2d\u5099\u306e\u88dc\u8db3 | \u300c\u3053\u306e\u30af\u30e9\u30b9\u306e\u30d3\u30eb\u306a\u3089\u5e8a\u8377\u91cd\u306f500kg\u7a0b\u5ea6\u300d\u3068\u4e00\u822c\u77e5\u8b58\u3067\u57cb\u3081\u306a\u3044 |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7ae3\u5de5\u5e74\u3068\u898f\u6a21\u304b\u3089\u3001AI\u306f\u5e8a\u8377\u91cd\u3084\u5929\u4e95\u9ad8\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u88dc\u3044\u307e\u3059\u3002**\u305d\u306e\u4e00\u6587\u304c\u5019\u88dc\u8868\u306b\u8f09\u308b\u3068\u3001\u6cd5\u4eba\u306f\u8a18\u8f09\u304c\u3042\u308b\u3068\u601d\u3063\u3066\u5185\u898b\u306b\u9032\u307f\u307e\u3059\u3002** \u56f3\u9762\u306b\u3082\u4ed5\u69d8\u66f8\u306b\u3082\u7121\u3044\u5024\u306f `not_stated` \u3068\u66f8\u304b\u305b\u307e\u3059\u3002**1\u884c\u76ee\u306e\u5e45\u3082\u3001\u81ea\u793e\u306e\u898f\u5247\uff08\u9762\u7a4d\u306f\u00b110\uff05\u306a\u3069\uff09\u3067\u4ed8\u3051\u307e\u3059\u3002**","prompt_example":"**\u4f9d\u983c\u306e\u6587\u7ae0\u3092\u6761\u4ef6\u306b\u5206\u3051\u308b\u3068\u304d\u306e\u6307\u793a\u3067\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u4e8b\u696d\u7528\u306e\u8cc3\u8cb8\u306e\u4ef2\u4ecb\u4f1a\u793e\u306e\u55b6\u696d\u90e8\u3067\u3001\u6cd5\u4eba\u306e\u8981\u671b\u3092\u691c\u7d22\u306e\u6761\u4ef6\u306b\u6574\u3048\u308b\u4fc2\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u4f9d\u983c\u306e\u6587\u7ae0\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u6761\u4ef6\u3011\n\u30a8\u30ea\u30a2\uff08\u99c5\u30fb\u533a\uff09\u3001\u9762\u7a4d\u3001\u6708\u306e\u7dcf\u984d\u306e\u4e0a\u9650\u3001\u7528\u9014\u3001\u968e\u3001\u8a2d\u5099\uff08\u5929\u4e95\u9ad8\u3001\u5e8a\u8377\u91cd\u3001\u96fb\u6c17\u5bb9\u91cf\u3001\n24\u6642\u9593\u3001\u99d0\u8eca\u5834\uff09\u3001\u5165\u5c45\u306e\u5e0c\u671b\u6642\u671f\n\n\u3010\u5206\u3051\u65b9\u3011\n- must ...... \u6587\u7ae0\u306b\u300c\u5fc5\u9808\u300d\u300c\u6700\u4f4e\u300d\u300c\u4ee5\u4e0a\u300d\u300c\u307e\u3067\u300d\u300c\u3067\u306a\u3044\u3068\u56f0\u308b\u300d\u306a\u3069\u3001\u5916\u305b\u306a\u3044\u3053\u3068\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\n- prefer .... \u300c\u3067\u304d\u308c\u3070\u300d\u300c\u671b\u307e\u3057\u3044\u300d\u300c\u3042\u308c\u3070\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\n- unclear ... \u3069\u3061\u3089\u3068\u3082\u8aad\u3081\u306a\u3044\u3002\u52dd\u624b\u306b\u3069\u3061\u3089\u304b\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5024\u306f\u6587\u7ae0\u306b\u66f8\u304b\u308c\u305f\u8868\u73fe\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u300c40\u576a\u524d\u5f8c\u300d\u3092\u300c36\u301c44\u576a\u300d\u306e\u3088\u3046\u306b\u5e45\u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u99c5\u8fd1\u300d\u300c\u5e83\u3081\u300d\u300c\u304d\u308c\u3044\u306a\u30d3\u30eb\u300d\u306e\u3088\u3046\u306a\u5024\u306e\u7121\u3044\u6761\u4ef6\u306f unclear \u306b\u5165\u308c\u3001\u78ba\u304b\u3081\u308b\u8cea\u554f\u30921\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6587\u7ae0\u306b\u7121\u3044\u6761\u4ef6\u3092\u3001\u696d\u7a2e\u304b\u3089\u63a8\u6e2c\u3057\u3066\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u691c\u7d22\u7d50\u679c\u304b\u3089\u5019\u88dc\u3092\u66f8\u304d\u51fa\u3059\u3068\u304d\u306e\u6307\u793a\u3067\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u4e8b\u696d\u7528\u306e\u8cc3\u8cb8\u306e\u4ef2\u4ecb\u4f1a\u793e\u306e\u55b6\u696d\u90e8\u3067\u3001\u63d0\u6848\u306e\u5019\u88dc\u3092\u6574\u7406\u3059\u308b\u4fc2\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u822c\u7684\u306a\u30d3\u30eb\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6761\u4ef6\u3011{conditions}\n\u3010\u691c\u7d22\u7d50\u679c\u3011\u533a\u753b\u3054\u3068\u306b\u3001\u4ee3\u8868\u306e\u56f3\u97621\u679a\u3068\u3001\u6761\u4ef6\u306b\u5f53\u305f\u3063\u305f\u8a18\u8f09\u306e\u629c\u304d\u51fa\u3057\n\n\u3010\u533a\u753b\u3054\u3068\u306b\u66f8\u304f\u3053\u3068\u3011\n1. \u533a\u753b\u306e\u756a\u53f7\u3001\u30d3\u30eb\u540d\u3001\u968e\u3001\u9762\u7a4d\u3001\u6708\u306e\u7dcf\u984d\u3001\u56f3\u9762\u306e\u756a\u53f7\u3068\u4f5c\u6210\u65e5\u3001\u52df\u96c6\u306e\u72b6\u6cc1\n2. \u6761\u4ef6\u3054\u3068\u306e\u5145\u8db3\uff1amet \uff0f not_met \uff0f not_stated \u3068\u3001\u6839\u62e0\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u305f\u3082\u306e\n3. \u78ba\u304b\u3081\u308b\u3079\u304d\u70b9\uff08\u7528\u9014\u304c consult\u3001\u56f3\u9762\u306e\u4f5c\u6210\u304b\u30893\u5e74\u8d85\u3001\u5024\u304c\u4ed5\u69d8\u66f8\u304b\u3089\u6765\u3066\u3044\u308b \u306a\u3069\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u691c\u7d22\u7d50\u679c\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5024\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7121\u3051\u308c\u3070 not_stated \u3067\u3059\u3002\n- not_stated \u3092 not_met \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7528\u9014\u304c consult \u306e\u3068\u304d\u306b\u300c\u53ef\u80fd\u3068\u601d\u308f\u308c\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u300c\u8cb8\u4e3b\u306b\u78ba\u8a8d\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u533a\u753b\u304c\u7a7a\u3044\u3066\u3044\u308b\u304b\u3001\u8cc3\u6599\u304c\u4e0b\u304c\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u533a\u753b\u3092\u826f\u3044\u30fb\u60aa\u3044\u3067\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u9078\u3076\u306e\u306f\u62c5\u5f53\u3067\u3059\u3002\n```\n\n**\u300cnot_stated \u3092 not_met \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001AI\u306f\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3092\u6e80\u305f\u3055\u306a\u3044\u3082\u306e\u3068\u3057\u3066\u66f8\u304d\u307e\u3059\u3002** **\u5019\u88dc\u8868\u3067\u300c\u5e8a\u8377\u91cd\uff1a\u00d7\u300d\u3068\u51fa\u308c\u3070\u3001\u6cd5\u4eba\u306f\u305d\u306e\u533a\u753b\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u691c\u7d22\u7d50\u679c\u306f\u3001Claude \u306e\u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\u3067\u6e21\u3057\u307e\u3059\u3002** \u533a\u753b1\u3064\u30921\u3064\u306e `search_result` \u306b\u3057\u3001`source` \u306b\u56f3\u9762\u306e\u756a\u53f7\u3001`title` \u306b\u30d3\u30eb\u540d\u3068\u968e\u3001`content` \u306b\u56f3\u9762\u306e\u9805\u76ee\u3068\u629c\u304d\u51fa\u3057\u3092\u5165\u308c\u307e\u3059\u3002\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u5f15\u7528\u3092\u6709\u52b9\u306b\u3059\u308b\u3068**\u7b54\u3048\u306e\u6587\u306b\u3001\u6e21\u3057\u305f `source` \u3068 `title` \u306e\u5f15\u7528\u304c\u4ed8\u304d\u307e\u3059\u3002** \u5f15\u7528\u306f\u65e2\u5b9a\u3067\u7121\u52b9\u3067\u3001**1\u3064\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u4e2d\u306e\u691c\u7d22\u7d50\u679c\u306f\u3059\u3079\u3066\u540c\u3058\u8a2d\u5b9a\u306b\u3059\u308b**\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002","output_data":"**\u691c\u7d22\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u7d44\u307f\u307e\u3059\u3002**\n\n```json\nGET \/flyers\/_search\n{\n  \"size\": 10,\n  \"query\": { \"bool\": {\n    \"filter\": [\n      { \"range\": { \"area_tsubo\": { \"gte\": 36, \"lte\": 44 } } },\n      { \"range\": { \"monthly_total\": { \"lte\": 2000000 } } },\n      { \"terms\": { \"station\": [\"\u6e0b\u8c37\", \"\u6075\u6bd4\u5bff\"] } },\n      { \"terms\": { \"use_office\": [\"allowed\", \"consult\"] } }\n    ],\n    \"should\": [\n      { \"range\": { \"floor_load_kg\": { \"gte\": 500, \"_name\": \"floor_load\" } } },\n      { \"range\": { \"walk_min\": { \"lte\": 5, \"_name\": \"near_station\" } } },\n      { \"match\": { \"body\": { \"query\": \"\u5e8a\u8377\u91cd \u88dc\u5f37 \u30b5\u30fc\u30d0\u30fc\", \"_name\": \"body_load\" } } }\n    ]\n  } },\n  \"collapse\": {\n    \"field\": \"unit_id\",\n    \"inner_hits\": { \"name\": \"older_flyers\", \"size\": 3,\n                    \"sort\": [{ \"flyer_date\": \"desc\" }] }\n  },\n  \"highlight\": { \"fields\": { \"body\": { \"fragment_size\": 80, \"number_of_fragments\": 3 } } }\n}\n```\n\n**should \u306e\u53e5\u306b `_name` \u3092\u4ed8\u3051\u3066\u3044\u308b\u306e\u306f\u3001\u3069\u306e\u6761\u4ef6\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u533a\u753b\u3054\u3068\u306b\u77e5\u308b\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u540d\u524d\u3092\u4ed8\u3051\u305f\u53e5\u306f**\u7d50\u679c\u3054\u3068\u306e `matched_queries` \u306e\u914d\u5217\u306b\u3001\u5f53\u305f\u3063\u305f\u53e5\u306e\u540d\u524d\u304c\u8fd4\u308a\u307e\u3059\u3002** \u3053\u308c\u3092\u305d\u306e\u307e\u307e\u3001\u6761\u4ef6\u3054\u3068\u306e `met` \u306e\u5224\u5b9a\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n**\u30cf\u30a4\u30e9\u30a4\u30c8\u306f\u3001\u6839\u62e0\u306e\u8a18\u8f09\u3092\u56f3\u9762\u304b\u3089\u629c\u304d\u51fa\u3059\u305f\u3081\u306b\u4ed8\u3051\u307e\u3059\u3002** \u65e2\u5b9a\u306e `unified` \u30cf\u30a4\u30e9\u30a4\u30c8\u306f\u6587\u3092\u5358\u4f4d\u306b\u5f53\u305f\u308a\u65b9\u3092\u898b\u307e\u3059\u3002`fragment_size` \u306e\u65e2\u5b9a\u306f100\u6587\u5b57\u3001`number_of_fragments` \u306e\u65e2\u5b9a\u306f5\u3067\u3001**\u56f3\u9762\u306e\u5099\u8003\u306f\u77ed\u3044\u306e\u306780\u6587\u5b57\u30673\u3064\u306b\u7d5e\u308a\u307e\u3059\u3002**\n\n**\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u8fd4\u3059\u5f62\u306f\u3001\u6b21\u306eJSON\u3067\u3059\u3002**\n\n```json\n{\n  \"request_id\": \"R-2026-1007-031\",\n  \"conditions\": {\n    \"must\": { \"area\": \"40\u576a\u524d\u5f8c\", \"monthly_total_max\": 2000000,\n              \"stations\": [\"\u6e0b\u8c37\", \"\u6075\u6bd4\u5bff\"], \"use\": \"office\" },\n    \"prefer\": [\"\u5e8a\u8377\u91cd500kg\/\u33a1\", \"\u99c5\u304b\u3089\u5f92\u6b695\u5206\u4ee5\u5185\"],\n    \"unclear\": [{ \"text\": \"\u6765\u5ba2\u304c\u591a\u3044\u306e\u3067\u99c5\u304b\u3089\u8fd1\u3044\u3068\u3053\u308d\",\n                  \"question\": \"\u5f92\u6b69\u4f55\u5206\u307e\u3067\u306a\u3089\u691c\u8a0e\u3057\u307e\u3059\u304b\" }]\n  },\n  \"candidates\": [\n    { \"unit_id\": \"U-0412-05\", \"building\": \"\", \"floor\": 5, \"area_tsubo\": 41.2,\n      \"monthly_total\": 1890000, \"flyer_id\": \"F-2026-0815-12\",\n      \"flyer_date\": \"2026-08-15\", \"status\": \"\u52df\u96c6\u4e2d\",\n      \"checks\": [\n        { \"condition\": \"\u5e8a\u8377\u91cd500kg\/\u33a1\", \"result\": \"met\",\n          \"evidence\": \"\u5e8a\u8377\u91cd\uff1a500kg\/\u33a1\uff08\u4e00\u90e8800kg\/\u33a1\u88dc\u5f37\u6e08\uff09\", \"from\": \"flyer\" },\n        { \"condition\": \"\u99c5\u304b\u3089\u5f92\u6b695\u5206\u4ee5\u5185\", \"result\": \"not_stated\",\n          \"evidence\": \"\", \"from\": \"\" }\n      ],\n      \"to_check\": [\"\u7528\u9014\uff1a\u4e8b\u52d9\u6240\u306f\u53ef\u3002\u30b5\u30fc\u30d0\u30fc\u5ba4\u306e\u8a2d\u7f6e\u306f\u56f3\u9762\u306b\u8a18\u8f09\u306a\u3057\"],\n      \"older_flyers\": [\"F-2023-0302-07\"] }\n  ],\n  \"excluded_no_unit_id\": 2\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`conditions` \u3092\u8fd4\u3057\u3066\u62c5\u5f53\u304c\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u7b2c5\u7ae0\u306e6\u756a\u76ee\u306f\u3001\u3053\u306e `must`\uff0f`prefer`\uff0f`unclear` \u3092\u753b\u9762\u3067\u76f4\u3059\u4f5c\u696d\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`checks` \u306e `result` \u3068 `from` \u3067\u3001\u6839\u62e0\u306e\u91cd\u3055\u304c\u5206\u304b\u308b\u3053\u3068\u3067\u3059\u3002** \u540c\u3058 `met` \u3067\u3082\u3001\u56f3\u9762\u306b\u66f8\u304b\u308c\u305f\u5024\uff08`flyer`\uff09\u3068\u30d3\u30eb\u306e\u4ed5\u69d8\u66f8\u306e\u6a19\u6e96\u306e\u5024\uff08`spec`\uff09\u3067\u306f\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002**\u6cd5\u4eba\u306b\u4f1d\u3048\u308b\u524d\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u3082\u306e\u304c\u4e00\u76ee\u3067\u5206\u304b\u308a\u307e\u3059\u3002** `older_flyers` \u304b\u3089\u306f\u3001\u540c\u3058\u533a\u753b\u306e\u904e\u53bb\u306e\u56f3\u9762\u3082\u8fbf\u308c\u307e\u3059\u3002","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u6bce\u6669\u306e\u8aad\u307f\u53d6\u308a | \u65b0\u3057\u3044\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599 |\n| \u7269\u4ef6\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff0f\u691c\u7d22\u6642\u306e\u53c2\u7167 | \u533a\u753b\u306e\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u52df\u96c6\u306e\u72b6\u6cc1 |\n| \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u753b\u9762\u304b\u3089\u306e\u547c\u3073\u51fa\u3057 | \u4f9d\u983c\u306e\u6587\u7ae0\u3092\u6e21\u3057\u3001\u5019\u88dc\u3092\u8fd4\u3059 |\n| Amazon OpenSearch Service | \u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u56f3\u9762\u306e\u7d22\u5f15\u3001\u7d5e\u308a\u8fbc\u307f\u3068\u4e26\u3073\u3001\u307e\u3068\u3081\u3001\u629c\u304d\u51fa\u3057 |\n| Claude API | Lambda \u304b\u3089\u306e\u547c\u3073\u51fa\u3057 | \u56f3\u9762\u306e\u9805\u76ee\u306e\u6574\u7406\u3001\u6761\u4ef6\u306e\u5206\u89e3\u3001\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057 |\n\n**\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u5019\u88dc\u306e\u6b04\u306b\u3060\u3051\u8fd4\u3057\u307e\u3059\u3002** \u6cd5\u4eba\u3078\u9001\u308b\u63d0\u6848\u306e\u5019\u88dc\u8868\u306b\u79fb\u3059\u306e\u306f\u62c5\u5f53\u306e\u64cd\u4f5c\u3067\u3001**\u5019\u88dc\u304c\u305d\u306e\u307e\u307e\u6cd5\u4eba\u306b\u9001\u3089\u308c\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002**","human_review":"**\u78ba\u8a8d\u306f\u5fc5\u9808\u3067\u3059\u3002** \u5019\u88dc\u8868\u306f\u3001\u6cd5\u4eba\u306e\u5185\u898b\u3068\u51fa\u5e97\u306e\u5224\u65ad\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n1. **\u6761\u4ef6\u306e\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u308b** \u2026 `must`\uff0f`prefer`\uff0f`unclear` \u3092\u898b\u3066\u3001`unclear` \u306b\u7b54\u3048\u3066\u304b\u3089\u691c\u7d22\u3092\u9032\u3081\u307e\u3059\n2. **`not_stated` \u3068 `consult` \u3092\u62fe\u3046** \u2026 \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3068\u76f8\u8ac7\u306e\u7528\u9014\u3092\u8cb8\u4e3b\u306b\u805e\u304f\u9805\u76ee\u3068\u3057\u3066\u66f8\u304d\u51fa\u3057\u307e\u3059\n3. **\u7a7a\u304d\u3068\u6761\u4ef6\u3092\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b** \u2026 \u7269\u4ef6\u53f0\u5e33\u304c\u300c\u52df\u96c6\u4e2d\u300d\u3067\u3082\u3001\u63d0\u6848\u306e\u524d\u306b\u8cb8\u4e3b\u304b\u7ba1\u7406\u4f1a\u793e\u306b\u7a7a\u304d\u3068\u8cc3\u6599\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u5019\u88dc\u3092\u9078\u3093\u3067\u9001\u308b** \u2026 5\u301c8\u4ef6\u3092\u9078\u3073\u3001\u78ba\u304b\u3081\u305f\u7d50\u679c\u3092\u5019\u88dc\u8868\u306b\u66f8\u3044\u3066\u9001\u308a\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7a7a\u3044\u3066\u3044\u306a\u3044\u533a\u753b\u3092\u63d0\u6848\u3059\u308b\u3068\u3001**\u6cd5\u4eba\u306f\u5185\u898b\u306e\u65e5\u7a0b\u3092\u7a7a\u3051\u3066\u304b\u3089\u65ad\u3089\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**1\u4ef6\u3042\u305f\u308a12\u5206\u3092\u76ee\u5b89\u306b\u3057\u307e\u3059\u3002** \u8cb8\u4e3b\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u6642\u9593\u306f\u3001\u5c0e\u5165\u306e\u524d\u304b\u3089\u5225\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u306e\u3067\u5165\u308c\u3066\u3044\u307e\u305b\u3093\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5916\u305b\u306a\u3044\u6761\u4ef6\u3067\u7d5e\u308b\u3068\u5019\u88dc\u304c0\u4ef6 | \u6761\u4ef6\u30921\u3064\u305a\u3064\u5916\u3057\u305f\u5834\u5408\u306e\u4ef6\u6570\u3092\u6dfb\u3048\u3066\u8fd4\u3059\u3002**\u81ea\u52d5\u3067\u6761\u4ef6\u3092\u7de9\u3081\u306a\u3044** |\n| `unclear` \u304c\u6b8b\u3063\u305f\u307e\u307e\u62bc\u3055\u308c\u305f | \u691c\u7d22\u3092\u6b62\u3081\u305a\u3001`unclear` \u3092 `prefer` \u3068\u3057\u3066\u6271\u3044\u3001\u305d\u306e\u65e8\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u533a\u753b\u306e\u756a\u53f7\u304c\u5f15\u304d\u5f53\u305f\u3089\u306a\u3044\u56f3\u9762 | \u53d6\u308a\u8fbc\u307f\u3067\u6b62\u3081\u3066\u62c5\u5f53\u306b\u623b\u3059\u3002`excluded_no_unit_id` \u306b\u6570\u3092\u51fa\u3059 |\n| \u6587\u5b57\u306e\u5c64\u304c\u7121\u3044PDF | \u53d6\u308a\u8fbc\u307f\u3067\u6b62\u3081\u3001\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7d22\u5f15\u3068\u7269\u4ef6\u53f0\u5e33\u3067\u52df\u96c6\u306e\u72b6\u6cc1\u304c\u9055\u3046 | \u7269\u4ef6\u53f0\u5e33\u306e\u5024\u3067\u8868\u793a\u3059\u308b |\n| \u56f3\u9762\u306e\u4f5c\u6210\u304b\u30893\u5e74\u3092\u8d85\u3048\u308b | `stale` \u306e\u5370\u3092\u4ed8\u3051\u3001\u300c\u8cc3\u6599\u3068\u7528\u9014\u306f\u5f53\u6642\u306e\u5024\u300d\u3068\u6dfb\u3048\u308b |\n| Claude \u306e\u547c\u3073\u51fa\u3057\u306b\u5931\u6557\u3057\u305f | \u691c\u7d22\u7d50\u679c\u306e\u533a\u753b\u3068\u629c\u304d\u51fa\u3057\u3092\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b |\n\n**1\u884c\u76ee\u3067\u81ea\u52d5\u3067\u6761\u4ef6\u3092\u7de9\u3081\u306a\u3044\u306e\u306f\u3001\u7de9\u3081\u305f\u7d50\u679c\u3092\u62c5\u5f53\u304c\u300c\u6761\u4ef6\u306b\u5408\u3046\u533a\u753b\u300d\u3068\u8aad\u3080\u305f\u3081\u3067\u3059\u3002** \u3069\u306e\u6761\u4ef6\u3092\u5916\u3059\u304b\u306f\u3001\u6cd5\u4eba\u306b\u805e\u3044\u3066\u6c7a\u3081\u307e\u3059\u3002","log_storage":"- \u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306e\u4ef6\u6570\u3068\u3001\u6b62\u3081\u305f\u56f3\u9762\u3068\u305d\u306e\u7406\u7531\n- \u4f9d\u983c\u3054\u3068\u306e\u3001Claude \u304c\u5206\u3051\u305f\u6761\u4ef6\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u5f8c\u306e\u6761\u4ef6\n- \u691c\u7d22\u306e\u8981\u6c42\u3068\u3001\u8fd4\u3063\u305f\u533a\u753b\u30fb`matched_queries`\u30fb\u629c\u304d\u51fa\u3057\n- Claude \u306b\u6e21\u3057\u305f\u691c\u7d22\u7d50\u679c\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f\u7b54\u3048\u3068\u5f15\u7528\n- **\u62c5\u5f53\u304c\u5019\u88dc\u8868\u306b\u8f09\u305b\u305f\u533a\u753b\u3068\u3001\u8f09\u305b\u306a\u304b\u3063\u305f\u533a\u753b**\n- \u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u305f\u7d50\u679c\uff08\u7a7a\u304d\u3001\u7528\u9014\u306e\u53ef\u5426\u3001\u8cc3\u6599\uff09\n\n**2\u3064\u76ee\u306f\u6761\u4ef6\u306e\u5206\u3051\u65b9\u306e\u6307\u793a\u3092\u3001\u6700\u5f8c\u306e\u884c\u306f\u7269\u4ef6\u53f0\u5e33\u3092\u76f4\u3059\u6750\u6599\u3067\u3059\u3002** \u8cb8\u4e3b\u306b\u805e\u3044\u305f\u5e8a\u8377\u91cd\u3084\u7528\u9014\u306e\u53ef\u5426\u3092\u53f0\u5e33\u306b\u623b\u305b\u3070\u3001**\u7b2c3\u7ae0\u306e\uff08c\uff09\u306e\u8a18\u61b6\u304c\u7d22\u5f15\u306b\u79fb\u308a\u307e\u3059\u3002**","implementation_level":"\u672c\u683c\u69cb\u6210","difficulty":3,"cost_band":"\u5927","cost_level_label":"RAG\u30fb\u500b\u5225\u958b\u767a","security_level":"\u4e2d","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":15,"assumption_frequency":150,"assumption_workdays":20,"volume_month":150,"before_minutes_per_case":40,"after_minutes_per_case":12,"hourly_cost":3000,"before_hours_month":100,"after_hours_month":30,"saved_hours_month":70,"reduction_rate":70,"saved_hours_year":840,"annual_cost_effect":2520000,"summary":"\u4e8b\u52d9\u6240\u3084\u5e97\u8217\u3092\u63a2\u3059\u6cd5\u4eba\u306e\u8981\u671b\uff08\u7acb\u5730\u30fb\u9762\u7a4d\u30fb\u7528\u9014\u30fb\u8cc3\u6599\u30fb\u8a2d\u5099\uff09\u3092\u53d7\u3051\u305f\u3089\u3001\u904e\u53bb\u306e\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u304b\u3089\u5408\u3046\u533a\u753b\u3092\u63a2\u3057\u3001\u6761\u4ef6\u3054\u3068\u306b\u300c\u56f3\u9762\u306e\u3069\u306e\u8a18\u8f09\u3067\u6e80\u305f\u3059\u304b\u300d\u3092\u6dfb\u3048\u3066\u63d0\u6848\u306e\u5019\u88dc\u306b\u4e26\u3079\u307e\u3059\u3002","before_flow":"1. \u30d2\u30a2\u30ea\u30f3\u30b0\u30b7\u30fc\u30c8\u3068\u30e1\u30fc\u30eb\u3092\u8aad\u307f\u3001\u6761\u4ef6\u3092\u66f8\u304d\u51fa\u3059\n2. \u7269\u4ef6\u53f0\u5e33\u3067\u3001\u30a8\u30ea\u30a2\u3068\u9762\u7a4d\u306e\u7bc4\u56f2\u3067\u533a\u753b\u3092\u691c\u7d22\u3057\u3001\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3059\n3. \u4e00\u89a7\u306e\u533a\u753b\u3054\u3068\u306b\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u52df\u96c6\u56f3\u9762\u3092\u958b\u304d\u3001\u8cc3\u6599\u3001\u7528\u9014\u3001\u8a2d\u5099\u306e\u8a18\u8f09\u3092\u78ba\u304b\u3081\u308b\n4. \u5e8a\u8377\u91cd\u3084\u5929\u4e95\u9ad8\u306e\u3088\u3046\u306b\u56f3\u9762\u306b\u7121\u3044\u6761\u4ef6\u306f\u3001\u7269\u4ef6\u8cc7\u6599\u306e\u4ed5\u69d8\u66f8\u3092\u958b\u3044\u3066\u63a2\u3059\n5. \u6761\u4ef6\u306b\u5408\u3044\u305d\u3046\u306a\u533a\u753b\u306b\u5370\u3092\u4ed8\u3051\u3001\u7269\u4ef6\u53f0\u5e33\u3067\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b\n6. 5\u301c8\u4ef6\u306b\u7d5e\u308a\u3001\u63d0\u6848\u306e\u5019\u88dc\u8868\u306b\u66f8\u304d\u5199\u3057\u3066\u3001\u6cd5\u4eba\u3078\u9001\u308b\n\n**\uff08a\uff09\u56f3\u9762\u3092\u958b\u304f\u6570\u304c\u591a\u3059\u304e\u308b\u3002** 3\u756a\u76ee\u3067\u3001\u6761\u4ef6\u306e\u7bc4\u56f2\u306b\u5165\u308b\u533a\u753b\u304c30\u4ef6\u3042\u308c\u307030\u679a\u306e\u56f3\u9762\u3092\u958b\u304d\u307e\u3059\u3002**\u540c\u3058\u533a\u753b\u306e\u56f3\u9762\u304c\u5e74\u3054\u3068\u306b\u4f55\u679a\u3082\u3042\u308a\u3001\u3069\u308c\u304c\u65b0\u3057\u3044\u304b\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u898b\u5206\u3051\u307e\u3059\u3002**\n\n**\uff08b\uff09\u5099\u8003\u6b04\u306e\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3002** \u300c\u98f2\u98df\u53ef\u300d\u300c\u8efd\u98f2\u98df\u76f8\u8ac7\u300d\u300c\u91cd\u98f2\u98df\u4e0d\u53ef\u300d\u300c\u98f2\u98df\u5e97\u8217\u5fdc\u76f8\u8ac7\uff08\u6392\u6c17\u8981\u78ba\u8a8d\uff09\u300d\u3002**\u540c\u3058\u300c\u98f2\u98df\u3067\u304d\u308b\u304b\u300d\u304c\u3001\u56f3\u9762\u3054\u3068\u306b\u9055\u3046\u8a00\u8449\u3067\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002** \u691c\u7d22\u3067\u62fe\u3048\u306a\u3044\u306e\u3067\u3001\u5168\u90e8\u3092\u76ee\u3067\u8aad\u307f\u307e\u3059\u3002\n\n**\uff08c\uff09\u63a2\u3057\u65b9\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u983c\u3063\u3066\u3044\u308b\u3002** \u300c\u3042\u306e\u30d3\u30eb\u306e5\u968e\u306f\u5e8a\u8377\u91cd\u3092\u4e0a\u3052\u3066\u3042\u308b\u300d\u300c\u3042\u305d\u3053\u306e\u30aa\u30fc\u30ca\u30fc\u306f\u5b66\u7fd2\u587e\u3092\u65ad\u308b\u300d\u3002**\u7269\u4ef6\u53f0\u5e33\u306b\u3082\u56f3\u9762\u306b\u3082\u7121\u3044\u77e5\u8b58\u3067\u5019\u88dc\u304c\u6c7a\u307e\u308a\u3001**\u7d4c\u9a13\u306e\u6d45\u3044\u62c5\u5f53\u306e\u63d0\u6848\u306f\u4ef6\u6570\u3082\u8cea\u3082\u63c3\u3044\u307e\u305b\u3093\u3002\n\n**\uff08d\uff09\u306a\u305c\u305d\u306e\u533a\u753b\u3092\u9078\u3093\u3060\u304b\u304c\u6b8b\u3089\u306a\u3044\u3002** 6\u756a\u76ee\u306e\u5019\u88dc\u8868\u306b\u306f\u533a\u753b\u306e\u60c5\u5831\u3060\u3051\u304c\u8f09\u308a\u3001\u3069\u306e\u6761\u4ef6\u3092\u3069\u306e\u8a18\u8f09\u3067\u6e80\u305f\u3057\u305f\u304b\u306f\u66f8\u304b\u308c\u307e\u305b\u3093\u3002**\u6cd5\u4eba\u304b\u3089\u300c\u5e8a\u8377\u91cd\u306f\u5927\u4e08\u592b\u3067\u3059\u304b\u300d\u3068\u805e\u304b\u308c\u308b\u3068\u3001\u62c5\u5f53\u306f\u3082\u3046\u4e00\u5ea6\u56f3\u9762\u3092\u958b\u304d\u307e\u3059\u3002**","before_flow_steps":["\u30d2\u30a2\u30ea\u30f3\u30b0\u30b7\u30fc\u30c8\u3068\u30e1\u30fc\u30eb\u3092\u8aad\u307f\u3001\u6761\u4ef6\u3092\u66f8\u304d\u51fa\u3059","\u7269\u4ef6\u53f0\u5e33\u3067\u3001\u30a8\u30ea\u30a2\u3068\u9762\u7a4d\u306e\u7bc4\u56f2\u3067\u533a\u753b\u3092\u691c\u7d22\u3057\u3001\u4e00\u89a7\u3092\u8868\u8a08\u7b97\u306b\u66f8\u304d\u51fa\u3059","\u4e00\u89a7\u306e\u533a\u753b\u3054\u3068\u306b\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u52df\u96c6\u56f3\u9762\u3092\u958b\u304d\u3001\u8cc3\u6599\u3001\u7528\u9014\u3001\u8a2d\u5099\u306e\u8a18\u8f09\u3092\u78ba\u304b\u3081\u308b","\u5e8a\u8377\u91cd\u3084\u5929\u4e95\u9ad8\u306e\u3088\u3046\u306b\u56f3\u9762\u306b\u7121\u3044\u6761\u4ef6\u306f\u3001\u7269\u4ef6\u8cc7\u6599\u306e\u4ed5\u69d8\u66f8\u3092\u958b\u3044\u3066\u63a2\u3059","\u6761\u4ef6\u306b\u5408\u3044\u305d\u3046\u306a\u533a\u753b\u306b\u5370\u3092\u4ed8\u3051\u3001\u7269\u4ef6\u53f0\u5e33\u3067\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u78ba\u304b\u3081\u308b","5\u301c8\u4ef6\u306b\u7d5e\u308a\u3001\u63d0\u6848\u306e\u5019\u88dc\u8868\u306b\u66f8\u304d\u5199\u3057\u3066\u3001\u6cd5\u4eba\u3078\u9001\u308b"],"after_flow":"**\u53d6\u308a\u8fbc\u307f\uff08\u6bce\u6669\uff09**\n\n1. **\u3010\u81ea\u52d5\u3011** \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u65b0\u3057\u304f\u5165\u3063\u305f\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u304b\u3089\u672c\u6587\u3092\u53d6\u308a\u51fa\u3059\n2. **\u3010\u81ea\u52d5\u3011** Claude \u304c\u56f3\u9762\u3054\u3068\u306b\u3001\u9762\u7a4d\u30fb\u8cc3\u6599\u30fb\u5171\u76ca\u8cbb\u30fb\u7528\u9014\u30fb\u8a2d\u5099\u30fb\u5099\u8003\u3092\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u6574\u3048\u308b\uff08\u7528\u9014\u306f\u300c\u53ef\uff0f\u76f8\u8ac7\uff0f\u4e0d\u53ef\uff0f\u8a18\u8f09\u306a\u3057\u300d\u306e4\u3064\uff09\n3. **\u3010\u81ea\u52d5\u3011** \u7269\u4ef6\u53f0\u5e33\u304b\u3089\u533a\u753b\u306e\u756a\u53f7\u3068\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u4ed8\u3051\u3066\u3001\u691c\u7d22\u57fa\u76e4\u306b\u767b\u9332\u3059\u308b\n\n**\u4f9d\u983c\u304c\u6765\u305f\u3068\u304d**\n\n4. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u4f9d\u983c\u3092\u958b\u304d\u3001\u300c\u5019\u88dc\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059\n5. **\u3010\u81ea\u52d5\u3011** Claude \u304c\u8981\u671b\u306e\u6587\u7ae0\u3092\u3001\u5916\u305b\u306a\u3044\u6761\u4ef6\u3068\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3001\u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u3092\u66f8\u304d\u51fa\u3059\n6. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u6761\u4ef6\u306e\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u3001\u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u3092\u76f4\u3059\n7. **\u3010\u81ea\u52d5\u3011** \u5916\u305b\u306a\u3044\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306e\u5f53\u305f\u308a\u65b9\u3067\u4e26\u3079\u3001\u533a\u753b\u3054\u3068\u306b\u6700\u65b0\u306e\u56f3\u97621\u679a\u306b\u307e\u3068\u3081\u308b\n8. **\u3010\u81ea\u52d5\u3011** Claude \u304c\u4e0a\u4f4d\u306e\u533a\u753b\u3054\u3068\u306b\u3001\u6761\u4ef6\u3092\u300c\u6e80\u305f\u3059\uff0f\u6e80\u305f\u3055\u306a\u3044\uff0f\u8a18\u8f09\u306a\u3057\u300d\u3067\u66f8\u304d\u51fa\u3057\u3001\u6839\u62e0\u306e\u56f3\u9762\u306e\u756a\u53f7\u3068\u8a18\u8f09\u3092\u6dfb\u3048\u308b\n9. **\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u5019\u88dc\u3092\u8aad\u307f\u3001\u8cb8\u4e3b\u304b\u7ba1\u7406\u4f1a\u793e\u306b\u7a7a\u304d\u3068\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3001\u63d0\u6848\u306e\u5019\u88dc\u8868\u3092\u9001\u308b\n\n**6\u756a\u76ee\u3092\u4eba\u306b\u6b8b\u3057\u3066\u3044\u308b\u306e\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u300c\u99c5\u304b\u3089\u8fd1\u3044\u3068\u3053\u308d\u300d\u304c\u5916\u305b\u306a\u3044\u6761\u4ef6\u306a\u306e\u304b\u3001\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306a\u306e\u304b\u306f\u3001\u6587\u7ae0\u304b\u3089\u306f\u6c7a\u307e\u308a\u307e\u305b\u3093\u3002**\u3053\u3053\u3092\u53d6\u308a\u9055\u3048\u308b\u3068\u3001\u691c\u7d22\u306f\u6b63\u3057\u304f\u52d5\u3044\u3066\u3001\u9055\u3046\u533a\u753b\u3092\u4e26\u3079\u307e\u3059\u3002** 1\u5206\u3067\u6e08\u3080\u78ba\u8a8d\u306a\u306e\u3067\u3001\u6bce\u56de\u4eba\u304c\u898b\u307e\u3059\u3002\n\n**9\u756a\u76ee\u3067\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b\u306e\u306f\u3001\u56f3\u9762\u304c\u904e\u53bb\u306e\u60c5\u5831\u3060\u304b\u3089\u3067\u3059\u3002** \u56f3\u9762\u306e\u8cc3\u6599\u306f\u52df\u96c6\u3057\u305f\u3068\u304d\u306e\u5024\u3067\u3001\u533a\u753b\u304c\u3044\u307e\u7a7a\u3044\u3066\u3044\u308b\u304b\u306f\u7269\u4ef6\u53f0\u5e33\u3068\u8cb8\u4e3b\u306b\u3057\u304b\u5206\u304b\u308a\u307e\u305b\u3093\u3002","after_flow_steps":["**\u3010\u81ea\u52d5\u3011** \u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u65b0\u3057\u304f\u5165\u3063\u305f\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u304b\u3089\u672c\u6587\u3092\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** Claude \u304c\u56f3\u9762\u3054\u3068\u306b\u3001\u9762\u7a4d\u30fb\u8cc3\u6599\u30fb\u5171\u76ca\u8cbb\u30fb\u7528\u9014\u30fb\u8a2d\u5099\u30fb\u5099\u8003\u3092\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u6574\u3048\u308b\uff08\u7528\u9014\u306f\u300c\u53ef\uff0f\u76f8\u8ac7\uff0f\u4e0d\u53ef\uff0f\u8a18\u8f09\u306a\u3057\u300d\u306e4\u3064\uff09","**\u3010\u81ea\u52d5\u3011** \u7269\u4ef6\u53f0\u5e33\u304b\u3089\u533a\u753b\u306e\u756a\u53f7\u3068\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u4ed8\u3051\u3066\u3001\u691c\u7d22\u57fa\u76e4\u306b\u767b\u9332\u3059\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u4f9d\u983c\u3092\u958b\u304d\u3001\u300c\u5019\u88dc\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059","**\u3010\u81ea\u52d5\u3011** Claude \u304c\u8981\u671b\u306e\u6587\u7ae0\u3092\u3001\u5916\u305b\u306a\u3044\u6761\u4ef6\u3068\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306b\u5206\u3051\u3001\u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u3092\u66f8\u304d\u51fa\u3059","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u6761\u4ef6\u306e\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u3001\u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u3092\u76f4\u3059","**\u3010\u81ea\u52d5\u3011** \u5916\u305b\u306a\u3044\u6761\u4ef6\u3067\u7d5e\u308a\u3001\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306e\u5f53\u305f\u308a\u65b9\u3067\u4e26\u3079\u3001\u533a\u753b\u3054\u3068\u306b\u6700\u65b0\u306e\u56f3\u97621\u679a\u306b\u307e\u3068\u3081\u308b","**\u3010\u81ea\u52d5\u3011** Claude \u304c\u4e0a\u4f4d\u306e\u533a\u753b\u3054\u3068\u306b\u3001\u6761\u4ef6\u3092\u300c\u6e80\u305f\u3059\uff0f\u6e80\u305f\u3055\u306a\u3044\uff0f\u8a18\u8f09\u306a\u3057\u300d\u3067\u66f8\u304d\u51fa\u3057\u3001\u6839\u62e0\u306e\u56f3\u9762\u306e\u756a\u53f7\u3068\u8a18\u8f09\u3092\u6dfb\u3048\u308b","**\u3010\u4eba\u3011** \u62c5\u5f53\u304c\u5019\u88dc\u3092\u8aad\u307f\u3001\u8cb8\u4e3b\u304b\u7ba1\u7406\u4f1a\u793e\u306b\u7a7a\u304d\u3068\u6761\u4ef6\u3092\u78ba\u304b\u3081\u3001\u63d0\u6848\u306e\u5019\u88dc\u8868\u3092\u9001\u308b"],"architecture":"```\n\u3010\u53d6\u308a\u8fbc\u307f\u3011\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u52df\u96c6\u56f3\u9762\uff08PDF\uff09\uff0f\u7269\u4ef6\u8cc7\u6599\n   \u25bc\u3010\u30c8\u30ea\u30ac\u30fc\u3011\u6bce\u6669\nAWS Lambda \u2500\u2500 \u672c\u6587\u306e\u53d6\u308a\u51fa\u3057\u3001\u533a\u753b\u306e\u756a\u53f7\u306e\u4ed8\u4e0e\n   \u25bc\nClaude API \u2500\u2500 \u56f3\u9762\u3054\u3068\u306b\u9762\u7a4d\u30fb\u8cc3\u6599\u30fb\u7528\u9014\u30fb\u8a2d\u5099\u3092\u6c7a\u307e\u3063\u305f\u9805\u76ee\u306b\u6574\u3048\u308b\n   \u25bc\nAmazon OpenSearch Service\uff08\u52df\u96c6\u56f3\u9762\u306e\u7d22\u5f15\u3002\u533a\u753b\u306e\u756a\u53f7\u3001\u7528\u9014\u3001\u8a2d\u5099\u3001\u672c\u6587\uff09\n\n\u3010\u4f9d\u983c\u3011\u62c5\u5f53\u304c\u300c\u5019\u88dc\u3092\u63a2\u3059\u300d\u3092\u62bc\u3059\n   \u25bc\nClaude API \u2500\u2500 \u8981\u671b\u3092\u5916\u305b\u306a\u3044\u6761\u4ef6\uff0f\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306b\u5206\u3051\u308b\n   \u25bc\u3010\u4eba\u3011\u6761\u4ef6\u306e\u5206\u3051\u65b9\u306e\u78ba\u8a8d\nAmazon OpenSearch Service\n   \u251c\u2500 bool \u306e filter\uff1a\u9762\u7a4d\u3001\u7dcf\u984d\u306e\u4e0a\u9650\u3001\u7528\u9014\u3001\u30a8\u30ea\u30a2\n   \u251c\u2500 bool \u306e should\uff1a\u5929\u4e95\u9ad8\u3001\u5e8a\u8377\u91cd\u30011\u968e\u300124\u6642\u9593\uff08_name \u4ed8\u304d\uff09\n   \u251c\u2500 collapse\uff1a\u533a\u753b\u306e\u756a\u53f7\u3067\u307e\u3068\u3081\u3001\u6700\u65b0\u306e\u56f3\u9762\u3092\u4ee3\u8868\u306b\n   \u2514\u2500 highlight\uff1a\u6761\u4ef6\u306b\u5f53\u305f\u3063\u305f\u8a18\u8f09\u306e\u629c\u304d\u51fa\u3057\n   \u25bc\nClaude API \u2500\u2500 \u533a\u753b\u3054\u3068\u306b\u6761\u4ef6\u306e\u5145\u8db3\u3092\u3001\u56f3\u9762\u306e\u756a\u53f7\u3068\u8a18\u8f09\u4ed8\u304d\u3067\u66f8\u304d\u51fa\u3059\n   \u25bc\n\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\uff08\u4f9d\u983c\u306b\u7d10\u3065\u304f\u5019\u88dc\u306e\u6b04\uff09\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 \u3068 should\u3001collapse\u3001\u30cf\u30a4\u30e9\u30a4\u30c8\u3001\u9805\u76ee\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff09 | Azure AI Search\u3001Vertex AI Search\uff08Agent Search\uff09 |\n| \u751f\u6210AI | Claude API\uff08\u56f3\u9762\u306e\u9805\u76ee\u306e\u6574\u7406\u3001\u8981\u671b\u306e\u6761\u4ef6\u306e\u5206\u89e3\u3001\u6761\u4ef6\u3054\u3068\u306e\u6839\u62e0\u306e\u66f8\u304d\u51fa\u3057\uff09 | Gemini API\u3001OpenAI API |\n| \u9023\u643a | AWS Lambda\uff08\u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u3001\u691c\u7d22\u306e\u547c\u3073\u51fa\u3057\u3001\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3078\u306e\u8fd4\u5374\uff09 | AWS Step Functions |\n| \u4fdd\u7ba1 | Amazon S3\uff08\u53d6\u308a\u8fbc\u307f\u306e\u8a18\u9332\u3068\u3001\u4f9d\u983c\u3054\u3068\u306e\u691c\u7d22\u306e\u8a18\u9332\uff09 | \u2015 |\n| \u53f0\u5e33 | \u65e2\u5b58\u306e\u7269\u4ef6\u53f0\u5e33\u3068\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u2015 |\n\n**\u7269\u4ef6\u53f0\u5e33\u3068\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306f\u3001\u65b0\u3057\u304f\u8db3\u3059\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7269\u4ef6\u53f0\u5e33\u304b\u3089\u306f\u533a\u753b\u306e\u756a\u53f7\u3068\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u8aad\u3080\u3060\u3051\u3067\u3001**\u3053\u306e\u69cb\u6210\u304c\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u4f9d\u983c\u306b\u7d10\u3065\u304f\u5019\u88dc\u306e\u6b04\u306b\u3060\u3051\u8fd4\u3057\u307e\u3059\u3002\n\n**\u5916\u305b\u306a\u3044\u6761\u4ef6\u306f\u3001bool \u30af\u30a8\u30ea\u306e filter \u306b\u7f6e\u304d\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001filter \u306f**\u70b9\u6570\u306b\u5f71\u97ff\u3055\u305b\u305a\u306b\u7d50\u679c\u3092\u7d5e\u308b**\u53e5\u3067\u3001\u5408\u3046\u304b\u5408\u308f\u306a\u3044\u304b\u306e\u4e8c\u629e\u3067\u5224\u5b9a\u3055\u308c\u3001**\u7d50\u679c\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u3084\u3059\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7bc4\u56f2\u3084\u6570\u5024\u3001\u65e5\u4ed8\u3067\u306e\u7d5e\u308a\u8fbc\u307f\u306b\u5411\u304d\u307e\u3059\u3002\n\n**\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u306f should \u306b\u7f6e\u304d\u307e\u3059\u3002** should \u306f**\u5f53\u305f\u308b\u53e5\u304c\u591a\u3044\u307b\u3069\u70b9\u6570\u304c\u4e0a\u304c\u308b**\u53e5\u3067\u3001must \u304b filter \u3092\u542b\u3080\u30af\u30a8\u30ea\u3067\u306f `minimum_should_match` \u306e\u65e2\u5b9a\u304c0\u306b\u306a\u308a\u307e\u3059\u3002**\u3064\u307e\u308a should \u306e\u6761\u4ef6\u30921\u3064\u3082\u6e80\u305f\u3055\u306a\u3044\u533a\u753b\u3082\u3001\u5019\u88dc\u304b\u3089\u6d88\u3048\u307e\u305b\u3093\u3002** \u56f3\u9762\u306b\u8a18\u8f09\u304c\u7121\u3044\u533a\u753b\u3092\u6b8b\u3059\u3001\u3068\u3044\u3046\u8a2d\u8a08\u306b\u305d\u306e\u307e\u307e\u5408\u3044\u307e\u3059\u3002\n\n**\u533a\u753b\u3054\u3068\u306e\u307e\u3068\u3081\u306b\u306f collapse \u3092\u4f7f\u3044\u307e\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001collapse \u306f**\u9805\u76ee\u306e\u5024\u3067\u307e\u3068\u3081\u3066\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u5148\u982d\u306e\u6587\u66f8\u3060\u3051\u3092\u8fd4\u3057**\u3001\u9805\u76ee\u306f `keyword` \u304b\u6570\u5024\u578b\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002`inner_hits` \u3067\u3001\u30b0\u30eb\u30fc\u30d7\u306e\u4e2d\u306e\u6587\u66f8\u3092\u5225\u306e\u4e26\u3073\u3067\u53d6\u308a\u51fa\u3059\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u53d6\u308a\u8fbc\u307f\u3068\u691c\u7d22\u3067\u3001\u8d77\u70b9\u304c2\u3064\u3042\u308a\u307e\u3059\u3002**\n\n**\u53d6\u308a\u8fbc\u307f\u306f\u6bce\u6669\u306e\u5b9a\u6642\u3067\u884c\u3044\u307e\u3059\u3002** \u52df\u96c6\u56f3\u9762\u306f\u3001\u65b0\u3057\u3044\u52df\u96c6\u304c\u59cb\u307e\u308b\u305f\u3073\u306b\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306b\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002**\u305d\u306e\u65e5\u306e\u3046\u3061\u306b\u691c\u7d22\u306b\u8f09\u308c\u3070\u8db3\u308a\u308b\u306e\u3067\u3001\u4fdd\u5b58\u306e\u305f\u3073\u306b\u52d5\u304b\u3059\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002** \u7269\u4ef6\u53f0\u5e33\u306e\u52df\u96c6\u306e\u72b6\u6cc1\uff08\u52df\u96c6\u4e2d\u3001\u7533\u8fbc\u3042\u308a\u3001\u6210\u7d04\u3001\u52df\u96c6\u7d42\u4e86\uff09\u3082\u6bce\u6669\u8aad\u307f\u76f4\u3057\u3001\u7d22\u5f15\u306e\u533a\u753b\u306b\u4ed8\u3051\u76f4\u3057\u307e\u3059\u3002\n\n**\u52df\u96c6\u306e\u72b6\u6cc1\u3060\u3051\u306f\u3001\u691c\u7d22\u306e\u3068\u304d\u306b\u3082\u3046\u4e00\u5ea6\u7269\u4ef6\u53f0\u5e33\u3092\u5f15\u304d\u307e\u3059\u3002** \u7533\u8fbc\u306f\u65e5\u4e2d\u306b\u5165\u308a\u307e\u3059\u3002**\u671d\u306b\u300c\u52df\u96c6\u4e2d\u300d\u3060\u3063\u305f\u533a\u753b\u304c\u3001\u663c\u306b\u7533\u8fbc\u6e08\u307f\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002** \u5019\u88dc\u3092\u4e26\u3079\u308b\u76f4\u524d\u306b\u53f0\u5e33\u3092\u5f15\u304d\u3001\u7d22\u5f15\u306e\u72b6\u6cc1\u3068\u98df\u3044\u9055\u3046\u3082\u306e\u306f\u53f0\u5e33\u306e\u5024\u3067\u4e0a\u66f8\u304d\u3057\u3066\u8868\u793a\u3057\u307e\u3059\u3002\n\n**\u691c\u7d22\u306f\u3001\u62c5\u5f53\u304c\u4f9d\u983c\u306e\u753b\u9762\u3067\u300c\u5019\u88dc\u3092\u63a2\u3059\u300d\u3092\u62bc\u3057\u305f\u3068\u304d\u306b\u52d5\u304d\u307e\u3059\u3002** \u6700\u521d\u306e\u30e1\u30fc\u30eb\u3067\u306f\u6761\u4ef6\u304c\u51fa\u305d\u308d\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u591a\u3044\u306e\u3067\u3001**\u30d2\u30a2\u30ea\u30f3\u30b0\u3092\u7d42\u3048\u305f\u3068\u3053\u308d\u3067\u62bc\u3057\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u52df\u96c6\u56f3\u9762 | \u56f3\u9762\u306e\u756a\u53f7\u3001\u533a\u753b\u306e\u756a\u53f7\u3001\u4f5c\u6210\u65e5\u3001\u9762\u7a4d\uff08\u576a\uff09\u3001\u8cc3\u6599\u3001\u5171\u76ca\u8cbb\u3001\u6577\u91d1\u3001\u7528\u9014\u306e\u8a18\u8f09\u3001\u8a2d\u5099\u306e\u8a18\u8f09\u3001\u5099\u8003\u3001\u672c\u6587 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0\uff08PDF\uff09 |\n| \u7269\u4ef6\u8cc7\u6599 | \u30d3\u30eb\u306e\u756a\u53f7\u3001\u7ae3\u5de5\u5e74\u3001\u5929\u4e95\u9ad8\u3001\u5e8a\u8377\u91cd\u3001\u96fb\u6c17\u5bb9\u91cf\u3001\u7a7a\u8abf\u306e\u65b9\u5f0f\u3001\u5229\u7528\u3067\u304d\u308b\u6642\u9593\u3001\u99d0\u8eca\u5834 | \u5171\u6709\u30d5\u30a9\u30eb\u30c0 |\n| \u7269\u4ef6\u53f0\u5e33 | \u30d3\u30eb\u306e\u756a\u53f7\u3001\u533a\u753b\u306e\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u6700\u5bc4\u308a\u99c5\u3068\u5f92\u6b69\u306e\u5206\u6570\u3001\u968e\u3001\u52df\u96c6\u306e\u72b6\u6cc1 | \u7269\u4ef6\u53f0\u5e33 |\n| \u4f9d\u983c | \u30d2\u30a2\u30ea\u30f3\u30b0\u30b7\u30fc\u30c8\u3001\u6cd5\u4eba\u304b\u3089\u306e\u30e1\u30fc\u30eb\u672c\u6587\u3001\u696d\u7a2e\u3001\u5f93\u696d\u54e1\u6570\u3001\u5165\u5c45\u306e\u5e0c\u671b\u6642\u671f | \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u3001\u533a\u753b\u306e\u756a\u53f7\u3067\u3059\u3002** \u56f3\u9762\u306e\u30d5\u30a1\u30a4\u30eb\u540d\u3084\u672c\u6587\u306e\u30d3\u30eb\u540d\u306f\u66f8\u304d\u65b9\u304c\u63fa\u308c\u307e\u3059\u3002**\u533a\u753b\u306e\u756a\u53f7\u304c\u4ed8\u3044\u3066\u3044\u306a\u3044\u56f3\u9762\u306f\u3001collapse \u3067\u307e\u3068\u3081\u3089\u308c\u305a\u3001\u540c\u3058\u533a\u753b\u304c\u4f55\u5ea6\u3082\u4e26\u3073\u307e\u3059\u3002** \u53d6\u308a\u8fbc\u307f\u3067\u3001\u7269\u4ef6\u53f0\u5e33\u306e\u30d3\u30eb\u540d\u3068\u968e\u304b\u3089\u533a\u753b\u306e\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306e\u65b0\u3057\u3044\u56f3\u9762\u3092 Lambda \u304c\u8aad\u307f\u3001\u672c\u6587\u3092\u53d6\u308a\u51fa\u3057\u307e\u3059\u3002**\u753b\u50cf\u3060\u3051\u306ePDF\uff08\u53e4\u3044\u30b9\u30ad\u30e3\u30f3\u306e\u56f3\u9762\uff09\u306f\u6b62\u3081\u3066\u4e00\u89a7\u306b\u51fa\u3057\u307e\u3059\u3002** \u56f3\u9762\u306e\u66f8\u5f0f\u306f\u30d3\u30eb\u3054\u3068\u30fb\u5e74\u3054\u3068\u306b\u9055\u3046\u306e\u3067\u3001**\u672c\u6587\u304b\u3089\u9805\u76ee\u3092\u4f5c\u308b\u4f5c\u696d\u306f Claude \u306b\u4efb\u305b\u3001**\u6b21\u306e\u5f62\u306b\u6574\u3048\u307e\u3059\u3002\n\n| \u9805\u76ee | \u578b | \u4f7f\u3044\u3069\u3053\u308d |\n|:--|:--|:--|\n| `flyer_id` | keyword | \u56f3\u9762\u306e\u756a\u53f7\u3002\u7b54\u3048\u306b\u6dfb\u3048\u308b\u6839\u62e0 |\n| `unit_id` | keyword | \u533a\u753b\u306e\u756a\u53f7\u3002collapse \u3067\u307e\u3068\u3081\u308b |\n| `flyer_date` | date | \u56f3\u9762\u306e\u4f5c\u6210\u65e5\u3002\u4ee3\u8868\u306e\u56f3\u9762\u3092\u9078\u3076 |\n| `area_tsubo` | float | \u9762\u7a4d\u306e\u7d5e\u308a\u8fbc\u307f |\n| `monthly_total` | long | \u8cc3\u6599\u3068\u5171\u76ca\u8cbb\u306e\u6708\u306e\u7dcf\u984d\u3002\u4e0a\u9650\u306e\u7d5e\u308a\u8fbc\u307f |\n| `use_office`\uff0f`use_retail`\uff0f`use_food_light`\uff0f`use_food_heavy`\uff0f`use_clinic`\uff0f`use_school` | keyword | \u7528\u9014\u3054\u3068\u306b `allowed`\uff0f`consult`\uff0f`prohibited`\uff0f`not_stated` |\n| `ceiling_m`\uff0f`floor_load_kg` | float\uff0finteger | \u5929\u4e95\u9ad8\u3068\u5e8a\u8377\u91cd\u3002\u5024\u304c\u7121\u3051\u308c\u3070\u9805\u76ee\u3092\u6301\u305f\u305b\u306a\u3044 |\n| `ground_floor`\uff0f`hours_24` | boolean | 1\u968e\u304b\u300124\u6642\u9593\u4f7f\u3048\u308b\u304b |\n| `station`\uff0f`walk_min` | keyword\uff0finteger | \u30a8\u30ea\u30a2\u306e\u7d5e\u308a\u8fbc\u307f\u3068\u4e26\u3073 |\n| `status` | keyword | \u7269\u4ef6\u53f0\u5e33\u306e\u52df\u96c6\u306e\u72b6\u6cc1 |\n| `body` | text | \u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\u306e\u672c\u6587\u3002\u30cf\u30a4\u30e9\u30a4\u30c8\u306e\u5bfe\u8c61 |\n\n**\u7528\u9014\u306f\u300c\u53ef\uff0f\u76f8\u8ac7\uff0f\u4e0d\u53ef\uff0f\u8a18\u8f09\u306a\u3057\u300d\u306e4\u3064\u306e\u5024\u3067\u6301\u305f\u305b\u307e\u3059\u3002** \u7b2c3\u7ae0\u306e\uff08b\uff09\u306e\u66f8\u304d\u65b9\u306e\u63fa\u308c\u3092\u3001\u53d6\u308a\u8fbc\u307f\u306e\u6bb5\u968e\u3067\u5438\u53ce\u3057\u307e\u3059\u3002**\u300c\u8a18\u8f09\u306a\u3057\u300d\u3092\u300c\u4e0d\u53ef\u300d\u306b\u5bc4\u305b\u306a\u3044\u3053\u3068\u304c\u3001\u3053\u306e\u8868\u3067\u3044\u3061\u3070\u3093\u5927\u4e8b\u306a\u70b9\u3067\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u533a\u753b\u306e\u756a\u53f7\u3092\u5f15\u304d\u5f53\u3066\u308b** \u2026 \u56f3\u9762\u306e\u30d3\u30eb\u540d\u3068\u968e\u3092\u7269\u4ef6\u53f0\u5e33\u3068\u7167\u5408\u3057\u3001`unit_id` \u3092\u4ed8\u3051\u307e\u3059\u3002\u5f53\u305f\u3089\u306a\u3044\u56f3\u9762\u306f\u6b62\u3081\u3066\u62c5\u5f53\u306b\u623b\u3057\u307e\u3059\n2. **\u6708\u306e\u7dcf\u984d\u3092\u8a08\u7b97\u3059\u308b** \u2026 \u8cc3\u6599\u3068\u5171\u76ca\u8cbb\u3092\u8db3\u3057\u3066 `monthly_total` \u306b\u3057\u307e\u3059\u3002\u576a\u5358\u4fa1\u3067\u66f8\u304b\u308c\u305f\u56f3\u9762\u306f\u9762\u7a4d\u3092\u639b\u3051\u307e\u3059\u3002**\u8a08\u7b97\u306f Lambda \u3067\u884c\u3044\u3001AI\u306b\u306f\u3055\u305b\u307e\u305b\u3093**\n3. **\u5358\u4f4d\u3092\u305d\u308d\u3048\u308b** \u2026 \u9762\u7a4d\u306f\u576a\u3001\u5929\u4e95\u9ad8\u306fm\u3001\u5e8a\u8377\u91cd\u306fkg\/\u33a1\u306b\u305d\u308d\u3048\u307e\u3059\u3002\u33a1\u3067\u66f8\u304b\u308c\u305f\u9762\u7a4d\u306f\u576a\u306b\u63db\u7b97\u3057\u3001\u5143\u306e\u5024\u3082\u6b8b\u3057\u307e\u3059\n4. **\u7269\u4ef6\u8cc7\u6599\u306e\u5024\u3092\u533a\u753b\u306b\u8db3\u3059** \u2026 \u5929\u4e95\u9ad8\u3084\u5e8a\u8377\u91cd\u306f\u3001\u56f3\u9762\u306b\u7121\u3051\u308c\u3070\u30d3\u30eb\u306e\u4ed5\u69d8\u66f8\u306e\u5024\u3092\u4f7f\u3044\u307e\u3059\u3002**\u3069\u3061\u3089\u304b\u3089\u53d6\u3063\u305f\u304b\u3092\u9805\u76ee\u306e\u6a2a\u306b\u6b8b\u3057\u307e\u3059**\n5. **\u53e4\u3044\u56f3\u9762\u306b\u5370\u3092\u4ed8\u3051\u308b** \u2026 \u4f5c\u6210\u304b\u30893\u5e74\u3092\u8d85\u3048\u305f\u56f3\u9762\u306f `stale` \u306e\u5370\u3092\u4ed8\u3051\u307e\u3059\n6. **\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u4ed8\u3051\u308b** \u2026 \u7269\u4ef6\u53f0\u5e33\u306e\u72b6\u6cc1\u3092 `status` \u306b\u5165\u308c\u307e\u3059\n\n**4\u756a\u76ee\u3067\u300c\u3069\u3061\u3089\u304b\u3089\u53d6\u3063\u305f\u304b\u300d\u3092\u6b8b\u3059\u306e\u306f\u3001\u4ed5\u69d8\u66f8\u306e\u5e8a\u8377\u91cd\u304c\u6a19\u6e96\u306e\u5024\u3067\u3001\u533a\u753b\u306b\u3088\u3063\u3066\u306f\u88dc\u5f37\u3057\u3066\u3042\u308b\u3053\u3068\u304c\u3042\u308b\u305f\u3081\u3067\u3059\u3002** \u56f3\u9762\u306e\u5024\u3068\u4ed5\u69d8\u66f8\u306e\u5024\u306f\u3001\u6839\u62e0\u3068\u3057\u3066\u91cd\u3055\u304c\u9055\u3044\u307e\u3059\u3002\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**AI\u306e\u4ed5\u4e8b\u306f\u3001\u6761\u4ef6\u306e\u5206\u89e3\u3068\u3001\u533a\u753b\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057\u306e2\u304b\u6240\u3067\u3059\u3002** \u533a\u753b\u3092\u63a2\u3057\u3066\u4e26\u3079\u308b\u306e\u306f\u691c\u7d22\u57fa\u76e4\u3067\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u8981\u671b\u306e\u6761\u4ef6\u306e\u5206\u89e3 | \u6587\u7ae0\u304b\u3089\u9762\u7a4d\u30fb\u7dcf\u984d\u30fb\u7528\u9014\u30fb\u30a8\u30ea\u30a2\u30fb\u8a2d\u5099\u306e\u6761\u4ef6\u3092\u53d6\u308a\u51fa\u3057\u3001\u300c\u5916\u305b\u306a\u3044\u300d\u300c\u3042\u308c\u3070\u826f\u3044\u300d\u306b\u5206\u3051\u308b |\n| \u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u306e\u66f8\u304d\u51fa\u3057 | \u300c\u99c5\u8fd1\u300d\u300c\u5e83\u3081\u300d\u306e\u3088\u3046\u306a\u3001\u5024\u306e\u6c7a\u307e\u3089\u306a\u3044\u6761\u4ef6\u3092\u6319\u3052\u308b |\n| \u6761\u4ef6\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057 | \u533a\u753b\u3054\u3068\u306b\u3001\u6761\u4ef6\u3092 `met`\uff0f`not_met`\uff0f`not_stated` \u3067\u66f8\u304d\u3001\u6839\u62e0\u306e\u56f3\u9762\u306e\u756a\u53f7\u3068\u8a18\u8f09\u3092\u5199\u3059 |\n| \u78ba\u304b\u3081\u308b\u3079\u304d\u70b9\u306e\u66f8\u304d\u51fa\u3057 | \u7528\u9014\u304c `consult`\u3001\u56f3\u9762\u304c\u53e4\u3044\u3001\u5024\u304c\u4ed5\u69d8\u66f8\u304b\u3089\u6765\u3066\u3044\u308b\u3001\u306a\u3069\u3092\u6319\u3052\u308b |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u9762\u7a4d\u3084\u7dcf\u984d\u306e\u5e45\u306e\u6c7a\u5b9a | \u300c40\u576a\u524d\u5f8c\u300d\u3092\u4f55\u576a\u304b\u3089\u4f55\u576a\u3068\u3059\u308b\u304b\u306f\u81ea\u793e\u306e\u898f\u5247\u3067\u6c7a\u3081\u308b |\n| \u7528\u9014\u306e\u53ef\u5426\u306e\u5224\u65ad | `consult` \u3092\u300c\u305f\u3076\u3093\u53ef\u300d\u3068\u66f8\u304b\u306a\u3044\u3002\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b |\n| \u533a\u753b\u304c\u7a7a\u3044\u3066\u3044\u308b\u304b\u306e\u5224\u65ad | \u7269\u4ef6\u53f0\u5e33\u3068\u8cb8\u4e3b\u306b\u3057\u304b\u5206\u304b\u3089\u306a\u3044 |\n| \u8cc3\u6599\u306e\u4ea4\u6e09\u306e\u898b\u8fbc\u307f | \u300c\u4e0b\u3052\u3089\u308c\u305d\u3046\u300d\u3068\u66f8\u304b\u306a\u3044 |\n| \u8a18\u8f09\u306e\u7121\u3044\u8a2d\u5099\u306e\u88dc\u8db3 | \u300c\u3053\u306e\u30af\u30e9\u30b9\u306e\u30d3\u30eb\u306a\u3089\u5e8a\u8377\u91cd\u306f500kg\u7a0b\u5ea6\u300d\u3068\u4e00\u822c\u77e5\u8b58\u3067\u57cb\u3081\u306a\u3044 |\n\n**\u6700\u5f8c\u306e\u884c\u304c\u3001\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u7ae3\u5de5\u5e74\u3068\u898f\u6a21\u304b\u3089\u3001AI\u306f\u5e8a\u8377\u91cd\u3084\u5929\u4e95\u9ad8\u3092\u3082\u3063\u3068\u3082\u3089\u3057\u304f\u88dc\u3044\u307e\u3059\u3002**\u305d\u306e\u4e00\u6587\u304c\u5019\u88dc\u8868\u306b\u8f09\u308b\u3068\u3001\u6cd5\u4eba\u306f\u8a18\u8f09\u304c\u3042\u308b\u3068\u601d\u3063\u3066\u5185\u898b\u306b\u9032\u307f\u307e\u3059\u3002** \u56f3\u9762\u306b\u3082\u4ed5\u69d8\u66f8\u306b\u3082\u7121\u3044\u5024\u306f `not_stated` \u3068\u66f8\u304b\u305b\u307e\u3059\u3002**1\u884c\u76ee\u306e\u5e45\u3082\u3001\u81ea\u793e\u306e\u898f\u5247\uff08\u9762\u7a4d\u306f\u00b110\uff05\u306a\u3069\uff09\u3067\u4ed8\u3051\u307e\u3059\u3002**\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n**\u4f9d\u983c\u306e\u6587\u7ae0\u3092\u6761\u4ef6\u306b\u5206\u3051\u308b\u3068\u304d\u306e\u6307\u793a\u3067\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u4e8b\u696d\u7528\u306e\u8cc3\u8cb8\u306e\u4ef2\u4ecb\u4f1a\u793e\u306e\u55b6\u696d\u90e8\u3067\u3001\u6cd5\u4eba\u306e\u8981\u671b\u3092\u691c\u7d22\u306e\u6761\u4ef6\u306b\u6574\u3048\u308b\u4fc2\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u4f9d\u983c\u306e\u6587\u7ae0\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u53d6\u308a\u51fa\u3059\u6761\u4ef6\u3011\n\u30a8\u30ea\u30a2\uff08\u99c5\u30fb\u533a\uff09\u3001\u9762\u7a4d\u3001\u6708\u306e\u7dcf\u984d\u306e\u4e0a\u9650\u3001\u7528\u9014\u3001\u968e\u3001\u8a2d\u5099\uff08\u5929\u4e95\u9ad8\u3001\u5e8a\u8377\u91cd\u3001\u96fb\u6c17\u5bb9\u91cf\u3001\n24\u6642\u9593\u3001\u99d0\u8eca\u5834\uff09\u3001\u5165\u5c45\u306e\u5e0c\u671b\u6642\u671f\n\n\u3010\u5206\u3051\u65b9\u3011\n- must ...... \u6587\u7ae0\u306b\u300c\u5fc5\u9808\u300d\u300c\u6700\u4f4e\u300d\u300c\u4ee5\u4e0a\u300d\u300c\u307e\u3067\u300d\u300c\u3067\u306a\u3044\u3068\u56f0\u308b\u300d\u306a\u3069\u3001\u5916\u305b\u306a\u3044\u3053\u3068\u304c\u66f8\u304b\u308c\u3066\u3044\u308b\n- prefer .... \u300c\u3067\u304d\u308c\u3070\u300d\u300c\u671b\u307e\u3057\u3044\u300d\u300c\u3042\u308c\u3070\u300d\u3068\u66f8\u304b\u308c\u3066\u3044\u308b\n- unclear ... \u3069\u3061\u3089\u3068\u3082\u8aad\u3081\u306a\u3044\u3002\u52dd\u624b\u306b\u3069\u3061\u3089\u304b\u306b\u5bc4\u305b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u5024\u306f\u6587\u7ae0\u306b\u66f8\u304b\u308c\u305f\u8868\u73fe\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u300c40\u576a\u524d\u5f8c\u300d\u3092\u300c36\u301c44\u576a\u300d\u306e\u3088\u3046\u306b\u5e45\u306b\u76f4\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u300c\u99c5\u8fd1\u300d\u300c\u5e83\u3081\u300d\u300c\u304d\u308c\u3044\u306a\u30d3\u30eb\u300d\u306e\u3088\u3046\u306a\u5024\u306e\u7121\u3044\u6761\u4ef6\u306f unclear \u306b\u5165\u308c\u3001\u78ba\u304b\u3081\u308b\u8cea\u554f\u30921\u6587\u3067\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u6587\u7ae0\u306b\u7121\u3044\u6761\u4ef6\u3092\u3001\u696d\u7a2e\u304b\u3089\u63a8\u6e2c\u3057\u3066\u8db3\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n```\n\n**\u691c\u7d22\u7d50\u679c\u304b\u3089\u5019\u88dc\u3092\u66f8\u304d\u51fa\u3059\u3068\u304d\u306e\u6307\u793a\u3067\u3059\u3002**\n\n```\n\u3042\u306a\u305f\u306f\u4e8b\u696d\u7528\u306e\u8cc3\u8cb8\u306e\u4ef2\u4ecb\u4f1a\u793e\u306e\u55b6\u696d\u90e8\u3067\u3001\u63d0\u6848\u306e\u5019\u88dc\u3092\u6574\u7406\u3059\u308b\u4fc2\u3067\u3059\u3002\n\u6e21\u3055\u308c\u305f\u691c\u7d22\u7d50\u679c\u3060\u3051\u3092\u6839\u62e0\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u4e00\u822c\u7684\u306a\u30d3\u30eb\u306e\u77e5\u8b58\u3067\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u6761\u4ef6\u3011{conditions}\n\u3010\u691c\u7d22\u7d50\u679c\u3011\u533a\u753b\u3054\u3068\u306b\u3001\u4ee3\u8868\u306e\u56f3\u97621\u679a\u3068\u3001\u6761\u4ef6\u306b\u5f53\u305f\u3063\u305f\u8a18\u8f09\u306e\u629c\u304d\u51fa\u3057\n\n\u3010\u533a\u753b\u3054\u3068\u306b\u66f8\u304f\u3053\u3068\u3011\n1. \u533a\u753b\u306e\u756a\u53f7\u3001\u30d3\u30eb\u540d\u3001\u968e\u3001\u9762\u7a4d\u3001\u6708\u306e\u7dcf\u984d\u3001\u56f3\u9762\u306e\u756a\u53f7\u3068\u4f5c\u6210\u65e5\u3001\u52df\u96c6\u306e\u72b6\u6cc1\n2. \u6761\u4ef6\u3054\u3068\u306e\u5145\u8db3\uff1amet \uff0f not_met \uff0f not_stated \u3068\u3001\u6839\u62e0\u306e\u8a18\u8f09\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u305f\u3082\u306e\n3. \u78ba\u304b\u3081\u308b\u3079\u304d\u70b9\uff08\u7528\u9014\u304c consult\u3001\u56f3\u9762\u306e\u4f5c\u6210\u304b\u30893\u5e74\u8d85\u3001\u5024\u304c\u4ed5\u69d8\u66f8\u304b\u3089\u6765\u3066\u3044\u308b \u306a\u3069\uff09\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- \u691c\u7d22\u7d50\u679c\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u5024\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u7121\u3051\u308c\u3070 not_stated \u3067\u3059\u3002\n- not_stated \u3092 not_met \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u7528\u9014\u304c consult \u306e\u3068\u304d\u306b\u300c\u53ef\u80fd\u3068\u601d\u308f\u308c\u308b\u300d\u3068\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u300c\u8cb8\u4e3b\u306b\u78ba\u8a8d\u300d\u3068\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- \u533a\u753b\u304c\u7a7a\u3044\u3066\u3044\u308b\u304b\u3001\u8cc3\u6599\u304c\u4e0b\u304c\u308b\u304b\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u533a\u753b\u3092\u826f\u3044\u30fb\u60aa\u3044\u3067\u8a55\u4fa1\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u9078\u3076\u306e\u306f\u62c5\u5f53\u3067\u3059\u3002\n```\n\n**\u300cnot_stated \u3092 not_met \u3068\u3057\u3066\u6271\u308f\u306a\u3044\u300d\u3092\u66f8\u304b\u306a\u3044\u3068\u3001AI\u306f\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3092\u6e80\u305f\u3055\u306a\u3044\u3082\u306e\u3068\u3057\u3066\u66f8\u304d\u307e\u3059\u3002** **\u5019\u88dc\u8868\u3067\u300c\u5e8a\u8377\u91cd\uff1a\u00d7\u300d\u3068\u51fa\u308c\u3070\u3001\u6cd5\u4eba\u306f\u305d\u306e\u533a\u753b\u3092\u898b\u306a\u304f\u306a\u308a\u307e\u3059\u3002**\n\n**\u691c\u7d22\u7d50\u679c\u306f\u3001Claude \u306e\u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\u3067\u6e21\u3057\u307e\u3059\u3002** \u533a\u753b1\u3064\u30921\u3064\u306e `search_result` \u306b\u3057\u3001`source` \u306b\u56f3\u9762\u306e\u756a\u53f7\u3001`title` \u306b\u30d3\u30eb\u540d\u3068\u968e\u3001`content` \u306b\u56f3\u9762\u306e\u9805\u76ee\u3068\u629c\u304d\u51fa\u3057\u3092\u5165\u308c\u307e\u3059\u3002\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u5f15\u7528\u3092\u6709\u52b9\u306b\u3059\u308b\u3068**\u7b54\u3048\u306e\u6587\u306b\u3001\u6e21\u3057\u305f `source` \u3068 `title` \u306e\u5f15\u7528\u304c\u4ed8\u304d\u307e\u3059\u3002** \u5f15\u7528\u306f\u65e2\u5b9a\u3067\u7121\u52b9\u3067\u3001**1\u3064\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u4e2d\u306e\u691c\u7d22\u7d50\u679c\u306f\u3059\u3079\u3066\u540c\u3058\u8a2d\u5b9a\u306b\u3059\u308b**\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u691c\u7d22\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u7d44\u307f\u307e\u3059\u3002**\n\n```json\nGET \/flyers\/_search\n{\n  \"size\": 10,\n  \"query\": { \"bool\": {\n    \"filter\": [\n      { \"range\": { \"area_tsubo\": { \"gte\": 36, \"lte\": 44 } } },\n      { \"range\": { \"monthly_total\": { \"lte\": 2000000 } } },\n      { \"terms\": { \"station\": [\"\u6e0b\u8c37\", \"\u6075\u6bd4\u5bff\"] } },\n      { \"terms\": { \"use_office\": [\"allowed\", \"consult\"] } }\n    ],\n    \"should\": [\n      { \"range\": { \"floor_load_kg\": { \"gte\": 500, \"_name\": \"floor_load\" } } },\n      { \"range\": { \"walk_min\": { \"lte\": 5, \"_name\": \"near_station\" } } },\n      { \"match\": { \"body\": { \"query\": \"\u5e8a\u8377\u91cd \u88dc\u5f37 \u30b5\u30fc\u30d0\u30fc\", \"_name\": \"body_load\" } } }\n    ]\n  } },\n  \"collapse\": {\n    \"field\": \"unit_id\",\n    \"inner_hits\": { \"name\": \"older_flyers\", \"size\": 3,\n                    \"sort\": [{ \"flyer_date\": \"desc\" }] }\n  },\n  \"highlight\": { \"fields\": { \"body\": { \"fragment_size\": 80, \"number_of_fragments\": 3 } } }\n}\n```\n\n**should \u306e\u53e5\u306b `_name` \u3092\u4ed8\u3051\u3066\u3044\u308b\u306e\u306f\u3001\u3069\u306e\u6761\u4ef6\u3067\u5f53\u305f\u3063\u305f\u304b\u3092\u533a\u753b\u3054\u3068\u306b\u77e5\u308b\u305f\u3081\u3067\u3059\u3002** \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u540d\u524d\u3092\u4ed8\u3051\u305f\u53e5\u306f**\u7d50\u679c\u3054\u3068\u306e `matched_queries` \u306e\u914d\u5217\u306b\u3001\u5f53\u305f\u3063\u305f\u53e5\u306e\u540d\u524d\u304c\u8fd4\u308a\u307e\u3059\u3002** \u3053\u308c\u3092\u305d\u306e\u307e\u307e\u3001\u6761\u4ef6\u3054\u3068\u306e `met` \u306e\u5224\u5b9a\u306b\u4f7f\u3044\u307e\u3059\u3002\n\n**\u30cf\u30a4\u30e9\u30a4\u30c8\u306f\u3001\u6839\u62e0\u306e\u8a18\u8f09\u3092\u56f3\u9762\u304b\u3089\u629c\u304d\u51fa\u3059\u305f\u3081\u306b\u4ed8\u3051\u307e\u3059\u3002** \u65e2\u5b9a\u306e `unified` \u30cf\u30a4\u30e9\u30a4\u30c8\u306f\u6587\u3092\u5358\u4f4d\u306b\u5f53\u305f\u308a\u65b9\u3092\u898b\u307e\u3059\u3002`fragment_size` \u306e\u65e2\u5b9a\u306f100\u6587\u5b57\u3001`number_of_fragments` \u306e\u65e2\u5b9a\u306f5\u3067\u3001**\u56f3\u9762\u306e\u5099\u8003\u306f\u77ed\u3044\u306e\u306780\u6587\u5b57\u30673\u3064\u306b\u7d5e\u308a\u307e\u3059\u3002**\n\n**\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u8fd4\u3059\u5f62\u306f\u3001\u6b21\u306eJSON\u3067\u3059\u3002**\n\n```json\n{\n  \"request_id\": \"R-2026-1007-031\",\n  \"conditions\": {\n    \"must\": { \"area\": \"40\u576a\u524d\u5f8c\", \"monthly_total_max\": 2000000,\n              \"stations\": [\"\u6e0b\u8c37\", \"\u6075\u6bd4\u5bff\"], \"use\": \"office\" },\n    \"prefer\": [\"\u5e8a\u8377\u91cd500kg\/\u33a1\", \"\u99c5\u304b\u3089\u5f92\u6b695\u5206\u4ee5\u5185\"],\n    \"unclear\": [{ \"text\": \"\u6765\u5ba2\u304c\u591a\u3044\u306e\u3067\u99c5\u304b\u3089\u8fd1\u3044\u3068\u3053\u308d\",\n                  \"question\": \"\u5f92\u6b69\u4f55\u5206\u307e\u3067\u306a\u3089\u691c\u8a0e\u3057\u307e\u3059\u304b\" }]\n  },\n  \"candidates\": [\n    { \"unit_id\": \"U-0412-05\", \"building\": \"\", \"floor\": 5, \"area_tsubo\": 41.2,\n      \"monthly_total\": 1890000, \"flyer_id\": \"F-2026-0815-12\",\n      \"flyer_date\": \"2026-08-15\", \"status\": \"\u52df\u96c6\u4e2d\",\n      \"checks\": [\n        { \"condition\": \"\u5e8a\u8377\u91cd500kg\/\u33a1\", \"result\": \"met\",\n          \"evidence\": \"\u5e8a\u8377\u91cd\uff1a500kg\/\u33a1\uff08\u4e00\u90e8800kg\/\u33a1\u88dc\u5f37\u6e08\uff09\", \"from\": \"flyer\" },\n        { \"condition\": \"\u99c5\u304b\u3089\u5f92\u6b695\u5206\u4ee5\u5185\", \"result\": \"not_stated\",\n          \"evidence\": \"\", \"from\": \"\" }\n      ],\n      \"to_check\": [\"\u7528\u9014\uff1a\u4e8b\u52d9\u6240\u306f\u53ef\u3002\u30b5\u30fc\u30d0\u30fc\u5ba4\u306e\u8a2d\u7f6e\u306f\u56f3\u9762\u306b\u8a18\u8f09\u306a\u3057\"],\n      \"older_flyers\": [\"F-2023-0302-07\"] }\n  ],\n  \"excluded_no_unit_id\": 2\n}\n```\n\n**1\u3064\u76ee\u306e\u7406\u7531\u306f\u3001`conditions` \u3092\u8fd4\u3057\u3066\u62c5\u5f53\u304c\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u3089\u308c\u308b\u3053\u3068\u3067\u3059\u3002** \u7b2c5\u7ae0\u306e6\u756a\u76ee\u306f\u3001\u3053\u306e `must`\uff0f`prefer`\uff0f`unclear` \u3092\u753b\u9762\u3067\u76f4\u3059\u4f5c\u696d\u3067\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`checks` \u306e `result` \u3068 `from` \u3067\u3001\u6839\u62e0\u306e\u91cd\u3055\u304c\u5206\u304b\u308b\u3053\u3068\u3067\u3059\u3002** \u540c\u3058 `met` \u3067\u3082\u3001\u56f3\u9762\u306b\u66f8\u304b\u308c\u305f\u5024\uff08`flyer`\uff09\u3068\u30d3\u30eb\u306e\u4ed5\u69d8\u66f8\u306e\u6a19\u6e96\u306e\u5024\uff08`spec`\uff09\u3067\u306f\u610f\u5473\u304c\u9055\u3044\u307e\u3059\u3002**\u6cd5\u4eba\u306b\u4f1d\u3048\u308b\u524d\u306b\u78ba\u304b\u3081\u308b\u3079\u304d\u3082\u306e\u304c\u4e00\u76ee\u3067\u5206\u304b\u308a\u307e\u3059\u3002** `older_flyers` \u304b\u3089\u306f\u3001\u540c\u3058\u533a\u753b\u306e\u904e\u53bb\u306e\u56f3\u9762\u3082\u8fbf\u308c\u307e\u3059\u3002\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u5171\u6709\u30d5\u30a9\u30eb\u30c0 | \u6bce\u6669\u306e\u8aad\u307f\u53d6\u308a | \u65b0\u3057\u3044\u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599 |\n| \u7269\u4ef6\u53f0\u5e33 | \u6bce\u6669\u306e\u66f8\u304d\u51fa\u3057\uff0f\u691c\u7d22\u6642\u306e\u53c2\u7167 | \u533a\u753b\u306e\u756a\u53f7\u3001\u6240\u5728\u5730\u3001\u52df\u96c6\u306e\u72b6\u6cc1 |\n| \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f | \u753b\u9762\u304b\u3089\u306e\u547c\u3073\u51fa\u3057 | \u4f9d\u983c\u306e\u6587\u7ae0\u3092\u6e21\u3057\u3001\u5019\u88dc\u3092\u8fd4\u3059 |\n| Amazon OpenSearch Service | \u7d22\u5f15\u3078\u306e\u767b\u9332\u3068\u691c\u7d22 | \u56f3\u9762\u306e\u7d22\u5f15\u3001\u7d5e\u308a\u8fbc\u307f\u3068\u4e26\u3073\u3001\u307e\u3068\u3081\u3001\u629c\u304d\u51fa\u3057 |\n| Claude API | Lambda \u304b\u3089\u306e\u547c\u3073\u51fa\u3057 | \u56f3\u9762\u306e\u9805\u76ee\u306e\u6574\u7406\u3001\u6761\u4ef6\u306e\u5206\u89e3\u3001\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057 |\n\n**\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u306f\u3001\u5019\u88dc\u306e\u6b04\u306b\u3060\u3051\u8fd4\u3057\u307e\u3059\u3002** \u6cd5\u4eba\u3078\u9001\u308b\u63d0\u6848\u306e\u5019\u88dc\u8868\u306b\u79fb\u3059\u306e\u306f\u62c5\u5f53\u306e\u64cd\u4f5c\u3067\u3001**\u5019\u88dc\u304c\u305d\u306e\u307e\u307e\u6cd5\u4eba\u306b\u9001\u3089\u308c\u308b\u3053\u3068\u306f\u3042\u308a\u307e\u305b\u3093\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n**\u78ba\u8a8d\u306f\u5fc5\u9808\u3067\u3059\u3002** \u5019\u88dc\u8868\u306f\u3001\u6cd5\u4eba\u306e\u5185\u898b\u3068\u51fa\u5e97\u306e\u5224\u65ad\u306e\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002\n\n1. **\u6761\u4ef6\u306e\u5206\u3051\u65b9\u3092\u78ba\u304b\u3081\u308b** \u2026 `must`\uff0f`prefer`\uff0f`unclear` \u3092\u898b\u3066\u3001`unclear` \u306b\u7b54\u3048\u3066\u304b\u3089\u691c\u7d22\u3092\u9032\u3081\u307e\u3059\n2. **`not_stated` \u3068 `consult` \u3092\u62fe\u3046** \u2026 \u5019\u88dc\u3054\u3068\u306b\u3001\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3068\u76f8\u8ac7\u306e\u7528\u9014\u3092\u8cb8\u4e3b\u306b\u805e\u304f\u9805\u76ee\u3068\u3057\u3066\u66f8\u304d\u51fa\u3057\u307e\u3059\n3. **\u7a7a\u304d\u3068\u6761\u4ef6\u3092\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b** \u2026 \u7269\u4ef6\u53f0\u5e33\u304c\u300c\u52df\u96c6\u4e2d\u300d\u3067\u3082\u3001\u63d0\u6848\u306e\u524d\u306b\u8cb8\u4e3b\u304b\u7ba1\u7406\u4f1a\u793e\u306b\u7a7a\u304d\u3068\u8cc3\u6599\u3092\u78ba\u304b\u3081\u307e\u3059\n4. **\u5019\u88dc\u3092\u9078\u3093\u3067\u9001\u308b** \u2026 5\u301c8\u4ef6\u3092\u9078\u3073\u3001\u78ba\u304b\u3081\u305f\u7d50\u679c\u3092\u5019\u88dc\u8868\u306b\u66f8\u3044\u3066\u9001\u308a\u307e\u3059\n\n**3\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u7a7a\u3044\u3066\u3044\u306a\u3044\u533a\u753b\u3092\u63d0\u6848\u3059\u308b\u3068\u3001**\u6cd5\u4eba\u306f\u5185\u898b\u306e\u65e5\u7a0b\u3092\u7a7a\u3051\u3066\u304b\u3089\u65ad\u3089\u308c\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**1\u4ef6\u3042\u305f\u308a12\u5206\u3092\u76ee\u5b89\u306b\u3057\u307e\u3059\u3002** \u8cb8\u4e3b\u3078\u306e\u554f\u3044\u5408\u308f\u305b\u306e\u6642\u9593\u306f\u3001\u5c0e\u5165\u306e\u524d\u304b\u3089\u5225\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u306e\u3067\u5165\u308c\u3066\u3044\u307e\u305b\u3093\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u5916\u305b\u306a\u3044\u6761\u4ef6\u3067\u7d5e\u308b\u3068\u5019\u88dc\u304c0\u4ef6 | \u6761\u4ef6\u30921\u3064\u305a\u3064\u5916\u3057\u305f\u5834\u5408\u306e\u4ef6\u6570\u3092\u6dfb\u3048\u3066\u8fd4\u3059\u3002**\u81ea\u52d5\u3067\u6761\u4ef6\u3092\u7de9\u3081\u306a\u3044** |\n| `unclear` \u304c\u6b8b\u3063\u305f\u307e\u307e\u62bc\u3055\u308c\u305f | \u691c\u7d22\u3092\u6b62\u3081\u305a\u3001`unclear` \u3092 `prefer` \u3068\u3057\u3066\u6271\u3044\u3001\u305d\u306e\u65e8\u3092\u753b\u9762\u306b\u51fa\u3059 |\n| \u533a\u753b\u306e\u756a\u53f7\u304c\u5f15\u304d\u5f53\u305f\u3089\u306a\u3044\u56f3\u9762 | \u53d6\u308a\u8fbc\u307f\u3067\u6b62\u3081\u3066\u62c5\u5f53\u306b\u623b\u3059\u3002`excluded_no_unit_id` \u306b\u6570\u3092\u51fa\u3059 |\n| \u6587\u5b57\u306e\u5c64\u304c\u7121\u3044PDF | \u53d6\u308a\u8fbc\u307f\u3067\u6b62\u3081\u3001\u4e00\u89a7\u306b\u51fa\u3059 |\n| \u7d22\u5f15\u3068\u7269\u4ef6\u53f0\u5e33\u3067\u52df\u96c6\u306e\u72b6\u6cc1\u304c\u9055\u3046 | \u7269\u4ef6\u53f0\u5e33\u306e\u5024\u3067\u8868\u793a\u3059\u308b |\n| \u56f3\u9762\u306e\u4f5c\u6210\u304b\u30893\u5e74\u3092\u8d85\u3048\u308b | `stale` \u306e\u5370\u3092\u4ed8\u3051\u3001\u300c\u8cc3\u6599\u3068\u7528\u9014\u306f\u5f53\u6642\u306e\u5024\u300d\u3068\u6dfb\u3048\u308b |\n| Claude \u306e\u547c\u3073\u51fa\u3057\u306b\u5931\u6557\u3057\u305f | \u691c\u7d22\u7d50\u679c\u306e\u533a\u753b\u3068\u629c\u304d\u51fa\u3057\u3092\u305d\u306e\u307e\u307e\u8868\u793a\u3059\u308b |\n\n**1\u884c\u76ee\u3067\u81ea\u52d5\u3067\u6761\u4ef6\u3092\u7de9\u3081\u306a\u3044\u306e\u306f\u3001\u7de9\u3081\u305f\u7d50\u679c\u3092\u62c5\u5f53\u304c\u300c\u6761\u4ef6\u306b\u5408\u3046\u533a\u753b\u300d\u3068\u8aad\u3080\u305f\u3081\u3067\u3059\u3002** \u3069\u306e\u6761\u4ef6\u3092\u5916\u3059\u304b\u306f\u3001\u6cd5\u4eba\u306b\u805e\u3044\u3066\u6c7a\u3081\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u6bce\u6669\u306e\u53d6\u308a\u8fbc\u307f\u306e\u4ef6\u6570\u3068\u3001\u6b62\u3081\u305f\u56f3\u9762\u3068\u305d\u306e\u7406\u7531\n- \u4f9d\u983c\u3054\u3068\u306e\u3001Claude \u304c\u5206\u3051\u305f\u6761\u4ef6\u3068\u3001\u62c5\u5f53\u304c\u76f4\u3057\u305f\u5f8c\u306e\u6761\u4ef6\n- \u691c\u7d22\u306e\u8981\u6c42\u3068\u3001\u8fd4\u3063\u305f\u533a\u753b\u30fb`matched_queries`\u30fb\u629c\u304d\u51fa\u3057\n- Claude \u306b\u6e21\u3057\u305f\u691c\u7d22\u7d50\u679c\u3068\u3001\u8fd4\u3063\u3066\u304d\u305f\u7b54\u3048\u3068\u5f15\u7528\n- **\u62c5\u5f53\u304c\u5019\u88dc\u8868\u306b\u8f09\u305b\u305f\u533a\u753b\u3068\u3001\u8f09\u305b\u306a\u304b\u3063\u305f\u533a\u753b**\n- \u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u305f\u7d50\u679c\uff08\u7a7a\u304d\u3001\u7528\u9014\u306e\u53ef\u5426\u3001\u8cc3\u6599\uff09\n\n**2\u3064\u76ee\u306f\u6761\u4ef6\u306e\u5206\u3051\u65b9\u306e\u6307\u793a\u3092\u3001\u6700\u5f8c\u306e\u884c\u306f\u7269\u4ef6\u53f0\u5e33\u3092\u76f4\u3059\u6750\u6599\u3067\u3059\u3002** \u8cb8\u4e3b\u306b\u805e\u3044\u305f\u5e8a\u8377\u91cd\u3084\u7528\u9014\u306e\u53ef\u5426\u3092\u53f0\u5e33\u306b\u623b\u305b\u3070\u3001**\u7b2c3\u7ae0\u306e\uff08c\uff09\u306e\u8a18\u61b6\u304c\u7d22\u5f15\u306b\u79fb\u308a\u307e\u3059\u3002**","minimal_setup":"1. \u5148\u6708\u306e\u4f9d\u983c\u304b\u308910\u4ef6\u3092\u9078\u3073\u3001\u305d\u306e\u3068\u304d\u63d0\u6848\u3057\u305f\u533a\u753b\u3092\u66f8\u304d\u51fa\u3059\n2. \u305d\u306e10\u4ef6\u306e\u30a8\u30ea\u30a2\u306e\u52df\u96c6\u56f3\u9762\u3092\u3001\u7269\u4ef6\u53f0\u5e33\u304b\u308920\u301c30\u4ef6\u305a\u3064\u9078\u3093\u3067PDF\u306e\u307e\u307e\u96c6\u3081\u308b\n3. \u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u4f9d\u983c\u306e\u6587\u7ae0\u3092\u8cbc\u308a\u3001\u300c\u5916\u305b\u306a\u3044\u6761\u4ef6\u3001\u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u3001\u306f\u3063\u304d\u308a\u3057\u306a\u3044\u6761\u4ef6\u306b\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002\u5024\u306f\u6587\u7ae0\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n4. \u540c\u3058AI\u30b5\u30fc\u30d3\u30b9\u306b\u56f3\u9762\u3092\u6570\u679a\u305a\u3064\u6e21\u3057\u3001\u300c\u6761\u4ef6\u3054\u3068\u306b\u3001\u6e80\u305f\u3059\u30fb\u6e80\u305f\u3055\u306a\u3044\u30fb\u8a18\u8f09\u306a\u3057\u3067\u66f8\u304d\u3001\u6839\u62e0\u306e\u8a18\u8f09\u3092\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u8a18\u8f09\u306e\u7121\u3044\u5024\u3092\u88dc\u308f\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u5f53\u6642\u63d0\u6848\u3057\u305f\u533a\u753b\u3068\u898b\u6bd4\u3079\u308b\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u63d0\u6848\u306e\u591a\u304f\u304c\u3001\u6761\u4ef6\u3092\u6e80\u305f\u3059\u533a\u753b\u3068\u3057\u3066\u6319\u304c\u308b | **\u7d22\u5f15\u3068\u691c\u7d22\u306e\u69cb\u7bc9\u306b\u9032\u3080** |\n| \u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3092\u300c\u6e80\u305f\u3055\u306a\u3044\u300d\u3068\u66f8\u304f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u56f3\u9762\u306e\u7528\u9014\u306e\u66f8\u304d\u65b9\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u53ef\u5426\u304c\u8aad\u307f\u53d6\u308c\u306a\u3044 | **\u7528\u9014\u30924\u3064\u306e\u5024\u306b\u6574\u3048\u308b\u53d6\u308a\u8fbc\u307f\u304c\u5148\u3002** \u691c\u7d22\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**1\u884c\u76ee\u3067\u6319\u304c\u3089\u306a\u304b\u3063\u305f\u533a\u753b\u306f\u3001\u62c5\u5f53\u304c\u306a\u305c\u9078\u3093\u3060\u304b\u3092\u805e\u304d\u307e\u3059\u3002** \u300c\u30aa\u30fc\u30ca\u30fc\u304c\u696d\u7a2e\u3092\u6c17\u306b\u3057\u306a\u3044\u300d\u300c\u96a3\u306e\u533a\u753b\u3068\u3064\u306a\u3052\u3089\u308c\u308b\u300d\u306e\u3088\u3046\u306a\u3001\u56f3\u9762\u306b\u7121\u3044\u7406\u7531\u304c\u51fa\u3066\u304d\u305f\u3089\u3001\u305d\u308c\u304c\u7269\u4ef6\u53f0\u5e33\u306b\u8db3\u3059\u9805\u76ee\u306e\u5019\u88dc\u3067\u3059\u3002","minimal_setup_short":"\u4f9d\u983c\u306e\u6587\u7ae0\u3068\u56f3\u9762\u3092AI\u30b5\u30fc\u30d3\u30b9\u306b\u8cbc\u308a\u3001\u6761\u4ef6\u306e\u5206\u89e3\u3068\u5145\u8db3\u3092\u66f8\u304b\u305b\u308b \uff0f \u6761\u4ef6\u306e\u5206\u3051\u65b9\u3068\u56f3\u9762\u306e\u8aad\u307f\u65b9\u306e\u78ba\u8a8d","semi_auto_setup":"\u4e0a\u8a18\uff0b\u56f3\u9762\u306e\u7d22\u5f15\u3067\u3001\u5916\u305b\u306a\u3044\u6761\u4ef6\u306e\u7d5e\u308a\u8fbc\u307f\u3001\u533a\u753b\u3054\u3068\u306e\u307e\u3068\u3081\u3001\u629c\u304d\u51fa\u3057\u3092\u4e00\u89a7\u3067\u51fa\u3059 \uff0f \u533a\u753b\u306e\u9078\u3073\u51fa\u3057","full_setup":"\u4e0a\u8a18\uff0b\u8981\u671b\u306e\u6761\u4ef6\u306e\u81ea\u52d5\u306e\u5206\u89e3\u3001\u533a\u753b\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057\u3001\u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u3078\u306e\u8fd4\u5374 \uff0f \u5019\u88dc\u306e\u9078\u3073\u51fa\u3057\u3068\u6839\u62e0\u306e\u6574\u7406\u306e\u5168\u4f53","level_note":"**\u534a\u81ea\u52d5\u5316\u3067\u3001\u2461\u306e\u56f3\u9762\u3092\u958b\u304f\u6642\u9593\u306f\u5927\u304d\u304f\u6e1b\u308a\u307e\u3059\u3002** \u305f\u3060\u3057\u3001\u6761\u4ef6\u3092\u691c\u7d22\u306b\u5165\u308c\u308b\u4f5c\u696d\u3068\u3001\u5019\u88dc\u3054\u3068\u306e\u5145\u8db3\u3092\u5019\u88dc\u8868\u306b\u66f8\u304f\u4f5c\u696d\u306f\u4eba\u304c\u884c\u3044\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u30671\u4ef612\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\u30671\u304b\u6708\u4f7f\u3046\u3068\u3001**\u533a\u753b\u306e\u756a\u53f7\u304c\u4ed8\u304b\u306a\u3044\u56f3\u9762\u3068\u3001\u7528\u9014\u306e\u5024\u304c `not_stated` \u306b\u504f\u308b\u30d3\u30eb**\u304c\u5148\u306b\u898b\u3064\u304b\u308a\u307e\u3059\u3002\u305d\u3053\u3092\u76f4\u3057\u3066\u304b\u3089\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057\u3092\u8db3\u3059\u307b\u3046\u304c\u3001AI\u306e\u66f8\u3044\u305f\u6839\u62e0\u3092\u62c5\u5f53\u304c\u4fe1\u7528\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3067\u533a\u753b\u304c\u6d88\u3048\u308b | \u3042\u308c\u3070\u826f\u3044\u6761\u4ef6\u3092 filter \u306b\u7f6e\u304b\u306a\u3044\u3002**should \u306b\u7f6e\u304f** |\n| AI\u304c\u8a18\u8f09\u306e\u7121\u3044\u8a2d\u5099\u3092\u88dc\u3046 | \u6307\u793a\u3067\u7981\u3058\u3001`not_stated` \u3092\u5fc5\u305a\u66f8\u304b\u305b\u308b |\n| \u540c\u3058\u533a\u753b\u304c\u4f55\u4ef6\u3082\u4e26\u3076 | `unit_id` \u3092 keyword \u3067\u6301\u305f\u305b\u3001collapse \u3067\u307e\u3068\u3081\u308b |\n| collapse \u306e\u9805\u76ee\u304c text \u578b\u3067\u52d5\u304b\u306a\u3044 | **keyword \u304b\u6570\u5024\u578b\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b** |\n| `consult` \u306e\u7528\u9014\u304c\u300c\u53ef\u300d\u3068\u3057\u3066\u4f1d\u308f\u308b | \u5019\u88dc\u8868\u3067\u300c\u8cb8\u4e3b\u306b\u78ba\u8a8d\u300d\u3068\u660e\u793a\u3059\u308b |\n| \u6210\u7d04\u6e08\u307f\u306e\u533a\u753b\u304c\u51fa\u308b | \u691c\u7d22\u306e\u76f4\u524d\u306b\u7269\u4ef6\u53f0\u5e33\u3092\u5f15\u304d\u76f4\u3059 |\n| \u300c40\u576a\u524d\u5f8c\u300d\u306e\u5e45\u304c\u62c5\u5f53\u3054\u3068\u306b\u9055\u3046 | \u5e45\u306f\u81ea\u793e\u306e\u898f\u5247\u3067\u4ed8\u3051\u308b\u3002AI\u306b\u6c7a\u3081\u3055\u305b\u306a\u3044 |\n| \u53e4\u3044\u56f3\u9762\u306e\u8cc3\u6599\u304c\u4eca\u306e\u8cc3\u6599\u3068\u3057\u3066\u4f1d\u308f\u308b | `stale` \u306e\u5370\u3068\u56f3\u9762\u306e\u4f5c\u6210\u65e5\u3092\u5fc5\u305a\u6dfb\u3048\u308b |\n| \u6210\u7d04\u306e\u8cc3\u6599\u304c\u62c5\u5f53\u5168\u54e1\u306b\u898b\u3048\u308b | \u9805\u76ee\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067\u5f79\u5272\u3054\u3068\u306b\u96a0\u3059 |\n\n**1\u884c\u76ee\u304c\u3001\u3053\u306e\u69cb\u6210\u3067\u3044\u3061\u3070\u3093\u6c17\u3065\u304d\u306b\u304f\u3044\u5931\u6557\u3067\u3059\u3002** \u691c\u7d22\u306f\u6b63\u3057\u304f\u52d5\u304d\u3001**\u8a18\u8f09\u306e\u7121\u3044\u533a\u753b\u304c\u9ed9\u3063\u3066\u6d88\u3048\u308b\u3060\u3051**\u306a\u306e\u3067\u3001\u5019\u88dc\u304c\u5c11\u306a\u3044\u7406\u7531\u306b\u8ab0\u3082\u6c17\u3065\u304d\u307e\u305b\u3093\u3002\u6700\u5c0f\u69cb\u6210\u306e\u6bb5\u968e\u3067\u3001\u5f53\u6642\u306e\u63d0\u6848\u306e\u533a\u753b\u304c\u691c\u7d22\u306b\u51fa\u308b\u304b\u3092\u5fc5\u305a\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002\n\n**5\u884c\u76ee\u306e `consult` \u306f\u3001\u6cd5\u4eba\u306b\u306f\u300c\u53ef\u300d\u3068\u540c\u3058\u306b\u805e\u3053\u3048\u307e\u3059\u3002** \u5019\u88dc\u8868\u306e\u66f8\u304d\u65b9\u3092\u6700\u521d\u306b\u6c7a\u3081\u3066\u304f\u3060\u3055\u3044\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u52df\u96c6\u56f3\u9762\u3068\u7269\u4ef6\u8cc7\u6599\uff08\u516c\u958b\u3057\u305f\u60c5\u5831\uff09\u3001\u7269\u4ef6\u53f0\u5e33\u306e\u52df\u96c6\u306e\u72b6\u6cc1\u3001\u6210\u7d04\u306e\u8cc3\u6599\u3001\u305d\u3057\u3066**\u4f9d\u983c\u3057\u3066\u304d\u305f\u6cd5\u4eba\u306e\u79fb\u8ee2\u3084\u51fa\u5e97\u306e\u8a08\u753b**\u3067\u3059\u3002\n\n1. **\u6cd5\u4eba\u306e\u8a08\u753b\u3092\u7d22\u5f15\u306b\u5165\u308c\u306a\u3044** \u2026 \u4f9d\u983c\u306e\u6587\u7ae0\u306f\u3001\u6761\u4ef6\u306e\u5206\u89e3\u306b\u4f7f\u3046\u3060\u3051\u3067\u7d22\u5f15\u306b\u306f\u5165\u308c\u307e\u305b\u3093\u3002**\u79fb\u8ee2\u3084\u51fa\u5e97\u306e\u4e88\u5b9a\u306f\u3001\u6cd5\u4eba\u306b\u3068\u3063\u3066\u516c\u8868\u524d\u306e\u60c5\u5831\u3067\u3059**\n2. **\u6210\u7d04\u306e\u8cc3\u6599\u3092\u5f79\u5272\u3067\u96a0\u3059** \u2026 \u516c\u5f0f\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u306f\u3001\u9805\u76ee\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3067**\u5f79\u5272\u3054\u3068\u306b\u8aad\u3081\u308b\u9805\u76ee\u3092\u542b\u3081\u308b\u30fb\u9664\u304f**\u306e\u5f62\u3067\u6c7a\u3081\u3089\u308c\u307e\u3059\u3002\u6210\u7d04\u306e\u8cc3\u6599\u3068\u8cb8\u4e3b\u306e\u9023\u7d61\u5148\u306f\u3001\u5e97\u9577\u306e\u5f79\u5272\u3060\u3051\u306b\u898b\u305b\u307e\u3059\n3. **\u7528\u9014\u306e\u53ef\u5426\u3092AI\u306e\u7b54\u3048\u3067\u4f1d\u3048\u306a\u3044** \u2026 \u98f2\u98df\u3084\u5b66\u7fd2\u587e\u3001\u30af\u30ea\u30cb\u30c3\u30af\u306e\u53ef\u5426\u306f\u3001**\u8cb8\u4e3b\u306e\u5224\u65ad\u3068\u3001\u6cd5\u4ee4\u4e0a\u306e\u5236\u9650\uff08\u7528\u9014\u5730\u57df\u3001\u6d88\u9632\u306e\u8a2d\u5099\u306a\u3069\uff09\u306e\u4e21\u65b9**\u3067\u6c7a\u307e\u308a\u307e\u3059\u3002\u3053\u306e\u69cb\u6210\u306f\u56f3\u9762\u306e\u8a18\u8f09\u3092\u5199\u3059\u3060\u3051\u3067\u3001\u6cd5\u4ee4\u4e0a\u306e\u53ef\u5426\u306f\u5224\u65ad\u3057\u307e\u305b\u3093\n4. **\u53e4\u3044\u56f3\u9762\u306e\u60c5\u5831\u3092\u4eca\u306e\u6761\u4ef6\u3068\u3057\u3066\u4f1d\u3048\u306a\u3044** \u2026 \u4f5c\u6210\u65e5\u3068 `stale` \u306e\u5370\u3092\u5019\u88dc\u8868\u306b\u6b8b\u3057\u307e\u3059\n5. **\u691c\u7d22\u306e\u8a18\u9332\u3092\u6b8b\u3059** \u2026 \u8ab0\u304c\u3069\u306e\u4f9d\u983c\u3067\u3069\u306e\u533a\u753b\u3092\u691c\u7d22\u3057\u305f\u304b\u3092\u6b8b\u3057\u307e\u3059\n6. **AI\u306b\u6e21\u3059\u7bc4\u56f2\u3092\u7d5e\u308b** \u2026 Claude \u306b\u306f\u56f3\u9762\u306e\u9805\u76ee\u3068\u629c\u304d\u51fa\u3057\u3060\u3051\u3092\u6e21\u3057\u3001**\u4f9d\u983c\u3057\u305f\u6cd5\u4eba\u306e\u540d\u524d\u306f\u6e21\u3057\u307e\u305b\u3093**\n\n\u306a\u304a\u3001\u9805\u76ee\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306f**\u8aad\u307f\u53d6\u308a\uff08\u691c\u7d22\u3068\u53d6\u5f97\uff09\u306b\u3060\u3051\u52b9\u304d**\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u3092\u6301\u3064\u5f79\u5272\u306f\u96a0\u3057\u305f\u9805\u76ee\u3082\u66f4\u65b0\u3067\u304d\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002**\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u306e\u6a29\u9650\u3068\u3001\u62c5\u5f53\u306e\u691c\u7d22\u306e\u6a29\u9650\u306f\u5206\u3051\u3066\u304f\u3060\u3055\u3044\u3002**\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3092\u300c\u6e80\u305f\u3059\u300d\u300c\u6e80\u305f\u3055\u306a\u3044\u300d\u3068\u4f1d\u3048\u308b\u3053\u3068\u3068\u3001\u7a7a\u3044\u3066\u3044\u306a\u3044\u533a\u753b\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** \u524d\u8005\u306f `not_stated` \u3092\u6700\u5f8c\u307e\u3067\u904b\u3076\u8a2d\u8a08\u3067\u3001\u5f8c\u8005\u306f\u7269\u4ef6\u53f0\u5e33\u306e\u5f15\u304d\u76f4\u3057\u3068\u8cb8\u4e3b\u3078\u306e\u78ba\u8a8d\u3067\u9632\u304e\u307e\u3059\u3002","recommended_for":"\u4e8b\u52d9\u6240\u30fb\u5e97\u8217\u306e\u8cc3\u8cb8\u306e\u4ef2\u4ecb\u3092\u884c\u3044\u3001\u6cd5\u4eba\u304b\u3089\u306e\u7269\u4ef6\u63a2\u3057\u306e\u4f9d\u983c\u304c\u6708\u306b100\u4ef6\u3092\u8d85\u3048\u308b\u4e0d\u52d5\u7523\u4f1a\u793e\u3067\u3001\u904e\u53bb\u306e\u52df\u96c6\u56f3\u9762\u306ePDF\u3068\u7269\u4ef6\u8cc7\u6599\u304c\u4f55\u5e74\u5206\u3082\u305f\u307e\u3063\u3066\u3044\u308b\u306e\u306b\u3001\u63a2\u3057\u65b9\u304c\u30d9\u30c6\u30e9\u30f3\u306e\u8a18\u61b6\u306b\u983c\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u7269\u4ef6\u53f0\u5e33\u3067\u533a\u753b\u3054\u3068\u306e\u52df\u96c6\u306e\u72b6\u6cc1\u3092\u6301\u3063\u3066\u3044\u308b\u5834\u5408\u3002\u4f9d\u983c\u304b\u3089\u63d0\u6848\u307e\u3067\u306e\u65e5\u6570\u304c\u3001\u4ed6\u793e\u3068\u306e\u7af6\u4e89\u3067\u52b9\u3044\u3066\u3044\u308b\u5834\u5408\u3002AWS \u3092\u4f7f\u3063\u3066\u304a\u308a\u3001\u691c\u7d22\u57fa\u76e4\u3068\u53d6\u308a\u8fbc\u307f\u306e\u51e6\u7406\u3092\u540c\u3058\u74b0\u5883\u3067\u52d5\u304b\u305b\u308b\u5834\u5408\u3002","not_recommended_for":"\u4f9d\u983c\u304c\u6708\u306b\u6570\u4ef6\u3067\u3001\u62c5\u5f53\u8005\u304c\u6271\u3046\u7269\u4ef6\u3092\u3059\u3079\u3066\u899a\u3048\u3066\u3044\u3089\u308c\u308b\u5834\u5408\u3002\u52df\u96c6\u56f3\u9762\u3092\u6b8b\u3057\u3066\u304a\u3089\u305a\u3001\u7269\u4ef6\u306e\u60c5\u5831\u304c\u5916\u90e8\u306e\u6d41\u901a\u30b5\u30a4\u30c8\u306b\u3057\u304b\u7121\u3044\u5834\u5408\u3002\u4f4f\u5b85\u306e\u8cc3\u8cb8\u306e\u3088\u3046\u306b\u3001\u6761\u4ef6\u304c\u9593\u53d6\u308a\u3068\u8cc3\u6599\u3067\u307b\u307c\u6c7a\u307e\u308a\u3001\u7528\u9014\u3084\u8a2d\u5099\u306e\u7d30\u304b\u3044\u6761\u4ef6\u304c\u5c11\u306a\u3044\u5834\u5408\u3002\u306a\u304a\u3001\u7528\u9014\u306e\u53ef\u5426\u306e\u6700\u7d42\u5224\u65ad\uff08\u98f2\u98df\u306e\u53ef\u5426\u3001\u55b6\u696d\u6642\u9593\u306e\u5236\u9650\u306a\u3069\uff09\u3068\u8cc3\u6599\u306e\u6761\u4ef6\u306f\u8cb8\u4e3b\u306b\u78ba\u304b\u3081\u308b\u3082\u306e\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u305d\u308c\u3092\u4ee3\u308f\u308a\u306b\u884c\u3044\u307e\u305b\u3093\u3002","first_step":"**1\u9031\u76ee\uff1a\u533a\u753b\u306e\u756a\u53f7\u306e\u5f15\u304d\u5f53\u3066\u3092\u6570\u3048\u308b**\n\n\u904e\u53bb3\u5e74\u306e\u52df\u96c6\u56f3\u9762\u304b\u3089100\u679a\u3092\u9078\u3073\u3001\u7269\u4ef6\u53f0\u5e33\u306e\u533a\u753b\u306e\u756a\u53f7\u306b\u5f15\u304d\u5f53\u305f\u308b\u5272\u5408\u3092\u6570\u3048\u307e\u3059\u3002**\u534a\u5206\u3092\u4e0b\u56de\u308b\u306a\u3089\u3001\u30d3\u30eb\u540d\u306e\u5225\u540d\u306e\u4e00\u89a7\u3092\u5148\u306b\u4f5c\u308a\u307e\u3059\u3002**\n\n**2\u9031\u76ee\uff1a10\u4ef6\u306e\u4f9d\u983c\u3067\u8a66\u3059**\n\n\u5148\u6708\u306e\u4f9d\u983c10\u4ef6\u3068\u56f3\u9762\u3067\u3001\u624b\u5143\u306eAI\u30b5\u30fc\u30d3\u30b9\u306b\u6761\u4ef6\u306e\u5206\u89e3\u3068\u5145\u8db3\u3092\u66f8\u304b\u305b\u307e\u3059\u3002**\u8a18\u8f09\u306e\u7121\u3044\u6761\u4ef6\u3092\u300c\u6e80\u305f\u3055\u306a\u3044\u300d\u3068\u66f8\u3044\u3066\u3044\u306a\u3044\u304b\u3092\u6700\u512a\u5148\u3067\u898b\u307e\u3059\u3002**\n\n**3\u9031\u76ee\uff1a\u5e45\u3068\u7528\u9014\u306e\u898f\u5247\u3092\u6c7a\u3081\u308b**\n\n\u9762\u7a4d\u3068\u7dcf\u984d\u306e\u5e45\u306e\u4ed8\u3051\u65b9\u3001\u7528\u9014\u306e4\u3064\u306e\u5024\u306e\u5224\u65ad\u306e\u57fa\u6e96\u3092\u3001\u55b6\u696d\u90e8\u306e\u8cac\u4efb\u8005\u3068\u6c7a\u3081\u307e\u3059\u3002**`consult` \u3092\u5019\u88dc\u8868\u3067\u3069\u3046\u66f8\u304f\u304b\u3082\u3053\u3053\u3067\u6c7a\u3081\u307e\u3059\u3002**\n\n**4\u9031\u76ee\uff1a\u7d22\u5f15\u3068\u691c\u7d22\u3092\u4f5c\u308b**\n\n1\u62e0\u70b9\u306e\u30a8\u30ea\u30a2\u306e\u56f3\u9762\u3092\u53d6\u308a\u8fbc\u307f\u3001filter \u3068 should \u3068 collapse \u3067\u5019\u88dc\u3092\u4e26\u3079\u307e\u3059\u3002**\u5f53\u6642\u63d0\u6848\u3057\u305f\u533a\u753b\u304c\u4e0a\u4f4d\u306b\u51fa\u308b\u304b\u3092\u898b\u3066\u3001\u6761\u4ef6\u306e\u7f6e\u304d\u5834\u6240\u3092\u8abf\u6574\u3057\u307e\u3059\u3002**\n\n**2\u304b\u6708\u76ee\uff1a** \u8981\u671b\u306e\u6761\u4ef6\u306e\u5206\u89e3\u3068\u3001\u533a\u753b\u3054\u3068\u306e\u5145\u8db3\u306e\u66f8\u304d\u51fa\u3057\u3092\u8db3\u3057\u3001\u5168\u62e0\u70b9\u306b\u5e83\u3052\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u9867\u5ba2\u7ba1\u7406\u306e\u4ed5\u7d44\u307f\u306b\u5019\u88dc\u3092\u8fd4\u3057\u30011\u4ef6\u306e\u4f9d\u983c\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u3069\u306e\u62c5\u5f53\u304c\u53d7\u3051\u305f\u4f9d\u983c\u3067\u3082\u3001\u540c\u3058\u6761\u4ef6\u306b\u540c\u3058\u5019\u88dc\u304c\u4e26\u3073\u3001\u6cd5\u4eba\u306b\u6761\u4ef6\u3054\u3068\u306e\u6839\u62e0\u3092\u56f3\u9762\u306e\u8a18\u8f09\u3067\u793a\u305b\u308b\u3088\u3046\u306b\u306a\u3063\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0728","UC-0270","UC-0819","UC-0434"],"related_articles":[{"id":7612,"slug":"agentic-rag-tansaku","title":"\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u578b\u306eRAG\u3068\u306f\uff1f\uff5c\u4e00\u5ea6\u306e\u691c\u7d22\u3067\u8db3\u308a\u306a\u3044\u554f\u3044"},{"id":7351,"slug":"eigyo-ai-katsuyo-bamen","title":"\u55b6\u696d\u3067AI\u3092\u4f7f\u30465\u3064\u306e\u5834\u9762\uff5c\u4efb\u305b\u65b9\u3067\u6210\u679c\u304c\u5909\u308f\u308b"},{"id":6077,"slug":"event-kouzouka-data","title":"\u50ac\u3057\u306e\u60c5\u5831\u3092\u691c\u7d22\u306b\u51fa\u30595\u5de5\u7a0b\uff5c\u4e2d\u6b62\u3068\u5ef6\u671f\u306e\u4f1d\u3048\u65b9"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| bool \u30af\u30a8\u30ea\u306e filter \u304c\u70b9\u6570\u306b\u5f71\u97ff\u3055\u305b\u305a\u306b\u7d5e\u308a\u8fbc\u307f\u3001\u7d50\u679c\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u3055\u308c\u3084\u3059\u3044\u3053\u3068\u3002should \u306f\u5f53\u305f\u308b\u53e5\u304c\u591a\u3044\u307b\u3069\u70b9\u6570\u304c\u4e0a\u304c\u308a\u3001must \u304b filter \u3092\u542b\u3080\u3068 `minimum_should_match` \u306e\u65e2\u5b9a\u304c0\u306b\u306a\u308b\u3053\u3068\u3002\u53e5\u306b `_name` \u3092\u4ed8\u3051\u308b\u3068 `matched_queries` \u306b\u5f53\u305f\u3063\u305f\u53e5\u306e\u540d\u524d\u304c\u8fd4\u308b\u3053\u3068 | [OpenSearch Documentation: Boolean query](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_query-dsl\/compound\/bool.md) | 2026-10-07 |\n| collapse \u304c\u9805\u76ee\u306e\u5024\u3067\u307e\u3068\u3081\u3066\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u5148\u982d\u306e\u6587\u66f8\u3060\u3051\u3092\u8fd4\u3057\u3001\u9805\u76ee\u304c keyword \u304b\u6570\u5024\u578b\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3002`inner_hits` \u3067\u30b0\u30eb\u30fc\u30d7\u306e\u4e2d\u306e\u6587\u66f8\u3092\u53d6\u308a\u51fa\u305b\u308b\u3053\u3068 | [OpenSearch Documentation: Collapse search results](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_search-plugins\/searching-data\/collapse-search.md) | 2026-10-07 |\n| \u65e2\u5b9a\u306e\u30cf\u30a4\u30e9\u30a4\u30c8\u304c `unified` \u3067\u6587\u3092\u5358\u4f4d\u306b\u5f53\u305f\u308a\u65b9\u3092\u898b\u308b\u3053\u3068\u3002`fragment_size` \u306e\u65e2\u5b9a\u304c100\u6587\u5b57\u3001`number_of_fragments` \u306e\u65e2\u5b9a\u304c5\u3067\u3042\u308b\u3053\u3068 | [OpenSearch Documentation: Highlight query matches](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_search-plugins\/searching-data\/highlight.md) | 2026-10-07 |\n| \u9805\u76ee\u30ec\u30d9\u30eb\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304c\u5f79\u5272\u3054\u3068\u306b\u8aad\u3081\u308b\u9805\u76ee\u3092\u542b\u3081\u308b\u30fb\u9664\u304f\u306e\u5f62\u3067\u6c7a\u3081\u3089\u308c\u3001\u8aad\u307f\u53d6\u308a\u306b\u3060\u3051\u52b9\u304d\u3001\u66f8\u304d\u8fbc\u307f\u306e\u6a29\u9650\u3092\u6301\u3064\u5f79\u5272\u306f\u66f4\u65b0\u3067\u304d\u308b\u3053\u3068 | [OpenSearch Documentation: Field-level security](https:\/\/raw.githubusercontent.com\/opensearch-project\/documentation-website\/main\/_security\/access-control\/field-level-security.md) | 2026-10-07 |\n| \u691c\u7d22\u7d50\u679c\u30d6\u30ed\u30c3\u30af\uff08`source`\u30fb`title`\u30fb`content`\uff09\u3067\u5f15\u7528\u4ed8\u304d\u306e\u7b54\u3048\u304c\u8fd4\u308b\u3053\u3068\u3002\u5f15\u7528\u304c\u65e2\u5b9a\u3067\u7121\u52b9\u3067\u30011\u3064\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306e\u691c\u7d22\u7d50\u679c\u306f\u3059\u3079\u3066\u540c\u3058\u8a2d\u5b9a\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Claude Docs: Search results](https:\/\/platform.claude.com\/docs\/en\/build-with-claude\/search-results) | 2026-10-07 |\n\n**\u7528\u9014\u306e\u53ef\u5426\u3068\u8cc3\u6599\u306e\u6761\u4ef6\u306f\u3001\u8cb8\u4e3b\u3068\u7ba1\u7406\u4f1a\u793e\u306b\u78ba\u304b\u3081\u3066\u304f\u3060\u3055\u3044\u3002** \u672c\u8a18\u4e8b\u306f\u516c\u958b\u4ed5\u69d8\u3067\u78ba\u8a8d\u3067\u304d\u305f\u7bc4\u56f2\u3060\u3051\u3092\u6271\u3063\u3066\u3044\u307e\u3059\u3002\n\n**\u5b9f\u88c5\u30b9\u30c6\u30fc\u30bf\u30b9\uff1a\u69cb\u6210\u4f8b\u3002** 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