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\u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u30fb\u7d50\u679c\u30fb\u95b2\u89a7\u8a2d\u5b9a\u30921\u3064\u306eJSON\u306b\u307e\u3068\u3081\u3001\u7a1f\u8b70\u756a\u53f7\u3092\u30ad\u30fc\u306b\u3057\u307e\u3059\u3002\n\n**\u7d19\u306e\u6642\u4ee3\u306e\u7a1f\u8b70\u306f\u3001Document Intelligence \u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u3067\u8aad\u307f\u307e\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u306f\u30c6\u30ad\u30b9\u30c8\u30fb\u8868\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u6587\u66f8\u306e\u69cb\u9020\u3092\u53d6\u308a\u51fa\u3057\u3001\u30bf\u30a4\u30c8\u30eb\u3084\u30bb\u30af\u30b7\u30e7\u30f3\u898b\u51fa\u3057\u3068\u3044\u3063\u305f**\u6bb5\u843d\u306e\u5f79\u5272**\u3092\u4ed8\u3051\u307e\u3059\u3002`outputContentFormat=markdown` \u3092\u6307\u5b9a\u3059\u308b\u3068 Markdown \u3067\u51fa\u529b\u3067\u304d\u3001**\u8868\u306f HTML \u306e\u8868\u3068\u3057\u3066\u8868\u3055\u308c\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7a1f\u8b70\u66f8\u306e\u300c\u4ef6\u540d\u300d\u300c\u91d1\u984d\u300d\u300c\u6c7a\u88c1\u6b04\u300d\u306e\u8868\u3092\u305d\u306e\u307e\u307e\u8aad\u3081\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8 | \u96fb\u5b50\u7a1f\u8b70\u306e\u66f8\u304d\u51fa\u3057 | \u691c\u7d22\u306e\u5bfe\u8c61\u3001\u751f\u6210AI\u3078\u306e\u6750\u6599 |\n| \u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u65e5\u4ed8\u30fb\u7d50\u679c | \u96fb\u5b50\u7a1f\u8b70\u306e\u9805\u76ee | **\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6**\uff08\u30d5\u30a3\u30eb\u30bf\u30fc\uff09 |\n| \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u3068\u8868 | \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u306e Markdown \u51fa\u529b | \u7d19\u306e\u7a1f\u8b70\u306e\u672c\u6587\u3068\u6c7a\u88c1\u6b04 |\n| \u95b2\u89a7\u30b0\u30eb\u30fc\u30d7 | \u96fb\u5b50\u7a1f\u8b70\u306e\u95b2\u89a7\u8a2d\u5b9a | **\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc** |\n\n**\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8a2d\u8a08\u3067\u5927\u4e8b\u306a\u306e\u306f\u3001\u65e5\u672c\u8a9e\u306e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3067\u3059\u3002** \u65e2\u5b9a\u306e Standard Lucene \u306f\u7a7a\u767d\u3084\u8a18\u53f7\u3067\u8a9e\u3092\u533a\u5207\u308b\u8003\u3048\u65b9\u3067\u3001**\u7a7a\u767d\u3067\u533a\u5207\u3089\u308c\u306a\u3044\u65e5\u672c\u8a9e\u3067\u306f\u3001\u6587\u5168\u4f53\u304c1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u306f `ja.microsoft` \u304b `ja.lucene` \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002**\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u524d\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210\u6642\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002**\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u6301\u305f\u305b\u307e\u3059\u3002\n\n| \u30d5\u30a3\u30fc\u30eb\u30c9 | \u578b | \u5c5e\u6027 | \u7528\u9014 |\n|:--|:--|:--|:--|\n| `ringi_no` | \u6587\u5b57\u5217 | \u30ad\u30fc | \u7a1f\u8b70\u756a\u53f7\u3002\u539f\u672c\u3078\u306e\u30ea\u30f3\u30af\u306b\u3082\u4f7f\u3046 |\n| `title`\u3001`body`\u3001`comments` | \u6587\u5b57\u5217 | \u691c\u7d22\u53ef\u80fd\uff08\u65e5\u672c\u8a9e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\uff09 | \u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u4e26\u3079\u66ff\u3048\u306e\u6750\u6599 |\n| `body_vector`\u3001`comments_vector` | \u30d9\u30af\u30c8\u30eb | \u691c\u7d22\u53ef\u80fd | \u30d9\u30af\u30c8\u30eb\u691c\u7d22 |\n| `category`\u3001`decision` | \u6587\u5b57\u5217 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd | \u7a2e\u985e\u3068\u7d50\u679c\u3067\u306e\u7d5e\u308a\u8fbc\u307f |\n| `amount_jpy`\u3001`decided_on` | \u6570\u5024\u30fb\u65e5\u4ed8 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd | \u91d1\u984d\u306e\u5e45\u3068\u671f\u9593\u3067\u306e\u7d5e\u308a\u8fbc\u307f |\n| `group_ids` | \u6587\u5b57\u5217\u306e\u96c6\u5408 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd\u3001\u53d6\u5f97\u3057\u306a\u3044 | \u95b2\u89a7\u6a29\u9650\u306e\u7d5e\u308a\u8fbc\u307f |\n\n**\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u3067\u30d9\u30af\u30c8\u30eb\u3092\u5206\u3051\u308b\u306e\u306f\u3001\u4f3c\u65b9\u304c\u9055\u3046\u304b\u3089\u3067\u3059\u3002** \u672c\u6587\u306f\u300c\u4f55\u3092\u8cb7\u3046\u304b\u300d\u3067\u4f3c\u3066\u3044\u3066\u3001\u30b3\u30e1\u30f3\u30c8\u306f\u300c\u4f55\u3092\u5fc3\u914d\u3057\u305f\u304b\u300d\u3067\u4f3c\u3066\u3044\u307e\u3059\u3002**\u540c\u3058\u8a2d\u5099\u3067\u306a\u304f\u3066\u3082\u3001\u540c\u3058\u5fc3\u914d\u3092\u3055\u308c\u305f\u7a1f\u8b70**\u304c\u3001\u30b3\u30e1\u30f3\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u304b\u3089\u898b\u3064\u304b\u308a\u307e\u3059\u3002\n\n\u5be9\u67fb\u306e\u3068\u304d\u306e\u691c\u7d22\u306f\u30011\u3064\u306e\u8981\u6c42\u306b\u307e\u3068\u3081\u307e\u3059\u3002\n\n```json\n{\n  \"search\": \"\u5c04\u51fa\u6210\u5f62\u6a5f \u66f4\u65b0 \u7b2c2\u5de5\u5834 \u8001\u673d\u5316\",\n  \"vectorQueries\": [\n    { \"kind\": \"vector\", \"vector\": [ ], \"k\": 50, \"fields\": \"body_vector\" },\n    { \"kind\": \"vector\", \"vector\": [ ], \"k\": 50, \"fields\": \"comments_vector\" }\n  ],\n  \"filter\": \"category eq '\u8a2d\u5099\u6295\u8cc7' and amount_jpy ge 30000000 and amount_jpy le 120000000 and group_ids\/any(g: search.in(g, '{reviewer_groups}'))\",\n  \"queryType\": \"semantic\",\n  \"semanticConfiguration\": \"ringi-semantic\",\n  \"top\": 10\n}\n```\n\n**`k` \u309250\u306b\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3078\u306e\u5165\u529b\u3092\u6700\u5927\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3092\u4f7f\u3046\u5834\u5408\u306f `k` \u309250\u306b\u3059\u308b\u3053\u3068\u304c\u52e7\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002**`filter` \u306e\u672b\u5c3e\u306e\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u306e\u6761\u4ef6\u306f\u3001\u3069\u306e\u691c\u7d22\u306b\u3082\u5fc5\u305a\u4ed8\u3051\u307e\u3059\u3002**","preprocessing":"1. **\u7a1f\u8b70\u3054\u3068\u306b1\u3064\u306e\u307e\u3068\u307e\u308a\u306b\u3059\u308b** \u2026 \u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u3092\u7a1f\u8b70\u756a\u53f7\u3067\u307e\u3068\u3081\u3001\u30b3\u30e1\u30f3\u30c8\u306f\u6c7a\u88c1\u8005\u3068\u65e5\u4ed8\u3092\u4ed8\u3051\u3066\u4e26\u3079\u307e\u3059\n2. **\u9577\u3044\u7a1f\u8b70\u3092\u5206\u3051\u308b** \u2026 \u6dfb\u4ed8\u304c\u9577\u3044\u7a1f\u8b70\u306f\u3001\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u30921\u3064\u76ee\u306e\u584a\u306b\u3001\u6dfb\u4ed8\u306e\u8981\u65e8\u30922\u3064\u76ee\u4ee5\u964d\u306b\u5206\u3051\u307e\u3059\u3002**\u30b3\u30e1\u30f3\u30c8\u306f\u5fc5\u305a\u672c\u6587\u3068\u540c\u3058\u584a\u306b\u5165\u308c\u307e\u3059**\n3. **\u9805\u76ee\u3092\u305d\u308d\u3048\u308b** \u2026 \u91d1\u984d\u306f\u5186\u306b\u63db\u7b97\u3057\u305f\u6570\u5024\u3001\u7a2e\u985e\u306f\u793e\u5185\u306e\u533a\u5206\u306e\u4e00\u89a7\u306e\u3069\u308c\u304b\u306b\u5bc4\u305b\u307e\u3059\u3002**\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u306e\u3067\u3001\u81ea\u7531\u8a18\u8ff0\u306e\u307e\u307e\u5165\u308c\u307e\u305b\u3093**\n4. **\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u3092\u4ed8\u3051\u308b** \u2026 \u96fb\u5b50\u7a1f\u8b70\u306e\u95b2\u89a7\u8a2d\u5b9a\u3092\u30b0\u30eb\u30fc\u30d7ID\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\n5. **\u30b9\u30ad\u30e3\u30f3PDF\u306e\u8aad\u307f\u53d6\u308a** \u2026 \u30da\u30fc\u30b8\u6570\u306f\u6700\u59272,000\u3001\u6709\u6599\uff08S0\uff09\u30ec\u30d9\u30eb\u3067500MB\u307e\u3067\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u306f\u63d0\u51fa\u524d\u306b\u89e3\u9664\u304c\u5fc5\u8981\u3067\u3059\n6. **\u500b\u4eba\u540d\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u6c7a\u88c1\u8005\u306e\u540d\u524d\u306f\u5f79\u8077\u306b\u7f6e\u304d\u63db\u3048\u3066\u5165\u308c\u308b\u8a2d\u8a08\u306b\u3067\u304d\u307e\u3059\n\n**2\u756a\u76ee\u306e\u300c\u30b3\u30e1\u30f3\u30c8\u306f\u672c\u6587\u3068\u540c\u3058\u584a\u306b\u300d\u3092\u5916\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u306f\u6587\u66f8\u3054\u3068\u306b\u6700\u59272,000\u30c8\u30fc\u30af\u30f3\u3092\u53d7\u3051\u4ed8\u3051\u3001**\u30bf\u30a4\u30c8\u30eb128\u30c8\u30fc\u30af\u30f3\u3001\u30ad\u30fc\u30ef\u30fc\u30c9128\u30c8\u30fc\u30af\u30f3\u3001\u6b8b\u308a\u304c\u30b3\u30f3\u30c6\u30f3\u30c4**\u3068\u3044\u3046\u914d\u5206\u3067\u3001\u4e0a\u9650\u3092\u8d85\u3048\u305f\u5185\u5bb9\u306f\u7121\u8996\u3055\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u3092\u672b\u5c3e\u306b\u7f6e\u3044\u305f\u9577\u3044\u584a\u306f\u3001**\u809d\u5fc3\u306e\u30b3\u30e1\u30f3\u30c8\u304c\u4e26\u3079\u66ff\u3048\u306e\u6750\u6599\u304b\u3089\u843d\u3061\u307e\u3059\u3002**","ai_processing":"**\u751f\u6210AI\u306e\u51fa\u756a\u306f2\u56de\u3042\u308a\u307e\u3059\u3002** 1\u56de\u76ee\u306f**\u691c\u7d22\u306e\u524d**\u3067\u3001\u65b0\u3057\u3044\u7a1f\u8b70\u304b\u3089\u691c\u7d22\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u307e\u3059\u30022\u56de\u76ee\u306f**\u691c\u7d22\u306e\u5f8c**\u3067\u3001\u4e0a\u4f4d\u306e\u7a1f\u8b70\u3092\u8aad\u3093\u3067\u524d\u4f8b\u306e\u4e00\u89a7\u306b\u307e\u3068\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u691c\u7d22\u8a9e\u306e\u7d44\u307f\u7acb\u3066 | \u8a2d\u5099\u306e\u540d\u524d\u30fb\u578b\u5f0f\u3001\u76f8\u624b\u5148\u3001\u76ee\u7684\u3092\u8a9e\u306b\u3057\u3001\u8a00\u3044\u63db\u3048\uff08\u300c\u5165\u66ff\u300d\u300c\u66f4\u65b0\u300d\uff09\u3092\u8db3\u3059 |\n| \u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306e\u7d44\u307f\u7acb\u3066 | \u7a2e\u985e\u3001\u91d1\u984d\u306e\u5e45\uff08\u4eca\u56de\u306e0.5\u301c2\u500d\u306a\u3069\uff09\u3001\u671f\u9593 |\n| \u4f3c\u3066\u3044\u308b\u70b9\u306e\u8a18\u8ff0 | \u7a1f\u8b70\u3054\u3068\u306b\u3001\u4eca\u56de\u3068\u4f55\u304c\u540c\u3058\u304b |\n| \u4ed8\u3044\u305f\u6761\u4ef6\u306e\u629c\u304d\u51fa\u3057 | \u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u4ed8\u5e2f\u6761\u4ef6\u3092**\u539f\u6587\u306e\u307e\u307e**\u5f15\u304f |\n| \u5224\u65ad\u306e\u7406\u7531\u306e\u629c\u304d\u51fa\u3057 | \u5dee\u623b\u3057\u30fb\u5426\u6c7a\u306e\u7406\u7531\u3092**\u539f\u6587\u306e\u307e\u307e**\u5f15\u304f |\n| \u4eca\u56de\u3068\u306e\u9055\u3044 | \u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u671f\u9593\u30fb\u524d\u63d0\u306e\u9055\u3044 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u627f\u8a8d\u30fb\u5426\u6c7a\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304f | \u6c7a\u88c1\u306f\u6c7a\u88c1\u8005\u306e\u5224\u65ad\u3002\u524d\u4f8b\u306f\u6750\u6599\u306b\u3059\u304e\u306a\u3044 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u7a1f\u8b70\u3092\u6319\u3052\u308b | \u5b9f\u5728\u3057\u306a\u3044\u524d\u4f8b\u306b\u306a\u308b |\n| \u30b3\u30e1\u30f3\u30c8\u306e\u8a00\u3044\u63db\u3048\u30fb\u8981\u7d04 | \u6761\u4ef6\u306e\u6587\u8a00\u306f\u3001\u8a00\u3044\u63db\u3048\u305f\u77ac\u9593\u306b\u610f\u5473\u304c\u5909\u308f\u308b |\n| \u4e00\u822c\u8ad6\u306e\u52a9\u8a00 | \u756a\u53f7\u306b\u3072\u3082\u3065\u304b\u306a\u3044\u52a9\u8a00\u306f\u5be9\u67fb\u306b\u4f7f\u3048\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u56de\u53ce\u671f\u9593\u306e\u524d\u63d0\u3092\u4fdd\u5b88\u7684\u306b\u898b\u76f4\u3059\u3053\u3068\u300d\u3092\u300c\u56de\u53ce\u671f\u9593\u3092\u77ed\u304f\u3059\u308b\u3053\u3068\u300d\u3068\u8981\u7d04\u3059\u308b\u3068\u3001**\u6c7a\u88c1\u8005\u304c\u6c42\u3081\u305f\u3053\u3068\u3068\u9006\u306b\u306a\u308a\u5f97\u307e\u3059\u3002** \u6761\u4ef6\u3068\u7406\u7531\u306f\u629c\u304d\u51fa\u3057\u306b\u9650\u308a\u307e\u3059\u3002","prompt_example":"```\n\u3042\u306a\u305f\u306f\u7a1f\u8b70\u306e\u5be9\u67fb\u62c5\u5f53\u3092\u88dc\u52a9\u3057\u307e\u3059\u3002\n\u65b0\u3057\u3044\u7a1f\u8b70\u3068\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u904e\u53bb\u306e\u7a1f\u8b70\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002\n\u904e\u53bb\u306e\u7a1f\u8b70\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n\u904e\u53bb\u306e\u7a1f\u8b70\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u6b21\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- similarity ... \u65b0\u3057\u3044\u7a1f\u8b70\u3068\u4f55\u304c\u540c\u3058\u304b\uff08\u8a2d\u5099\u3001\u76f8\u624b\u5148\u3001\u76ee\u7684\u3001\u91d1\u984d\u306e\u898f\u6a21\uff09\n- conditions ... \u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304b\u308c\u305f\u4ed8\u5e2f\u6761\u4ef6\u3002\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n- reasons ...... \u5dee\u623b\u3057\u30fb\u5426\u6c7a\u306e\u7406\u7531\u3002\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n- differences .. \u65b0\u3057\u3044\u7a1f\u8b70\u3068\u306e\u9055\u3044\uff08\u91d1\u984d\u3001\u76f8\u624b\u5148\u3001\u671f\u9593\u3001\u524d\u63d0\uff09\n- relevance .... high \/ medium \/ low\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- ringi_no \u306f\u3001\u4e0b\u306e\u3010\u904e\u53bb\u306e\u7a1f\u8b70\u3011\u306b\u542b\u307e\u308c\u308b\u756a\u53f7\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n  \u307b\u304b\u306e\u756a\u53f7\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- conditions \u3068 reasons \u306f\u3001\u30b3\u30e1\u30f3\u30c8\u306e\u6587\u8a00\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u8981\u7d04\u3001\u8a00\u3044\u63db\u3048\u3001\u88dc\u8db3\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u30b3\u30e1\u30f3\u30c8\u306b\u6761\u4ef6\u3084\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u7a7a\u306e\u914d\u5217\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65b0\u3057\u3044\u7a1f\u8b70\u304c\u627f\u8a8d\u3055\u308c\u308b\u304b\u3001\u5426\u6c7a\u3055\u308c\u308b\u304b\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e00\u822c\u7684\u306a\u6ce8\u610f\u70b9\u3084\u52a9\u8a00\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f3c\u3066\u3044\u306a\u3044\u7a1f\u8b70\u306f relevance \u3092 low \u306b\u3057\u3001\u7121\u7406\u306b\u4f3c\u3066\u3044\u308b\u70b9\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u7a1f\u8b70\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6570\u5b57\uff08\u56de\u53ce\u671f\u9593\u3001\u5229\u7387\u306a\u3069\uff09\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65b0\u3057\u3044\u7a1f\u8b70\u3011{new_ringi}\n\u3010\u904e\u53bb\u306e\u7a1f\u8b70\u3011{retrieved}\n```\n\n**\u300c\u539f\u6587\u306e\u307e\u307e\u5199\u3059\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u751f\u6210AI\u304c\u8981\u7d04\u3057\u305f\u304c\u308b\u304b\u3089\u3067\u3059\u3002** 1\u304b\u6240\u3060\u3051\u3060\u3068\u3001\u9577\u3044\u30b3\u30e1\u30f3\u30c8\u3092\u77ed\u304f\u307e\u3068\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002**\u6761\u4ef6\u306e\u6587\u8a00\u306f\u3001\u77ed\u304f\u3059\u308b\u3068\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**\u300c\u4f3c\u3066\u3044\u306a\u3044\u7a1f\u8b70\u3092\u7121\u7406\u306b\u4f3c\u305b\u306a\u3044\u300d\u3082\u660e\u8a18\u3057\u307e\u3059\u3002** \u691c\u7d22\u306f\u5fc5\u305a\u4f55\u4ef6\u304b\u3092\u8fd4\u3059\u305f\u3081\u3001\u6307\u793a\u304c\u7121\u3044\u3068\u3001\u95a2\u4fc2\u306e\u8584\u3044\u7a1f\u8b70\u306b\u3082\u4f3c\u3066\u3044\u308b\u70b9\u3092\u4f5c\u6587\u3057\u307e\u3059\u3002","output_data":"**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"new_ringi_no\": \"\",\n  \"search\": { \"query\": \"\", \"filters\": { \"category\": \"\", \"amount_min\": 0, \"amount_max\": 0, \"date_from\": \"\" } },\n  \"precedents\": [\n    {\n      \"ringi_no\": \"\",\n      \"title\": \"\",\n      \"decision\": \"approved | approved_with_conditions | approved_after_return | rejected | withdrawn\",\n      \"decided_on\": \"\",\n      \"similarity\": \"\",\n      \"conditions\": [ { \"quote\": \"\", \"by_role\": \"\" } ],\n      \"reasons\": [ { \"quote\": \"\", \"by_role\": \"\" } ],\n      \"differences\": [ \"\" ],\n      \"relevance\": \"high | medium | low\"\n    }\n  ]\n}\n```\n\n**\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u3046\u7406\u7531\u306e1\u3064\u76ee\u306f\u3001`ringi_no` \u3092\u6a5f\u68b0\u3067\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001`json_schema` \u306b `strict: true` \u3092\u6307\u5b9a\u3057\u3066\u3001\u6e21\u3057\u305f JSON \u30b9\u30ad\u30fc\u30de\u306b\u5f93\u308f\u305b\u307e\u3059\u3002**\u5168\u30d5\u30a3\u30fc\u30eb\u30c9\u3092 required \u306b\u3057\u3001`additionalProperties: false` \u3092\u6307\u5b9a\u3059\u308b**\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u756a\u53f7\u304c\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u5165\u308b\u306e\u3067\u3001\u7b2c5\u7ae0\u306e7\u756a\u76ee\u306e\u7167\u5408\u304c\u30b3\u30fc\u30c9\u3067\u66f8\u3051\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`conditions` \u3068 `reasons` \u3092\u5f15\u7528\u306e\u914d\u5217\u306b\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u542b\u307e\u308c\u308b\u304b\u3092\u3001**\u6587\u5b57\u5217\u306e\u4e00\u81f4\u3067\u691c\u67fb**\u3067\u304d\u307e\u3059\u3002\u4e00\u81f4\u3057\u306a\u3044\u5f15\u7528\u306f\u3001\u751f\u6210AI\u304c\u8a00\u3044\u63db\u3048\u305f\u3082\u306e\u3068\u3057\u3066\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`search` \u3092\u6b8b\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u3069\u306e\u8a9e\u3068\u3069\u306e\u7d5e\u308a\u8fbc\u307f\u3067\u63a2\u3057\u305f\u304b\u304c\u6b8b\u308b\u306e\u3067\u3001**\u524d\u4f8b\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306b\u3001\u63a2\u3057\u65b9\u304c\u60aa\u304b\u3063\u305f\u306e\u304b\u3001\u672c\u5f53\u306b\u7121\u3044\u306e\u304b\u3092\u898b\u5206\u3051\u3089\u308c\u307e\u3059\u3002**","integration_systems":"| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u96fb\u5b50\u7a1f\u8b70\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc | \u66f8\u304d\u51fa\u3057\u6a5f\u80fd\u307e\u305f\u306fAPI\uff08\u500b\u5225\u5b9f\u88c5\uff09 | \u6c7a\u88c1\u6e08\u307f\u306e\u7a1f\u8b70\u3068\u65b0\u3057\u3044\u7a1f\u8b70\u3092\u8aad\u3080 |\n| Azure AI Document Intelligence | \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb | \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u3068\u8868 |\n| Azure AI Search | \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3078\u306e\u767b\u9332\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22 | \u524d\u4f8b\u306e\u691c\u7d22 |\n| Azure OpenAI | \u57cb\u3081\u8fbc\u307f\u3001\u69cb\u9020\u5316\u51fa\u529b | \u30d9\u30af\u30c8\u30eb\u3001\u691c\u7d22\u8a9e\u3001\u524d\u4f8b\u306e\u307e\u3068\u3081 |\n| \u524d\u4f8b\u691c\u7d22\u306e\u753b\u9762 | \u793e\u5185\u306eWeb\u30da\u30fc\u30b8 | \u7a1f\u8b70\u756a\u53f7\u306e\u6307\u5b9a\u3068\u4e00\u89a7\u306e\u8868\u793a |\n\n**\u96fb\u5b50\u7a1f\u8b70\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u4e00\u89a7\u306f\u5be9\u67fb\u62c5\u5f53\u306e\u753b\u9762\u306b\u51fa\u3059\u3060\u3051\u3067\u3001\u7a1f\u8b70\u306e\u30b3\u30e1\u30f3\u30c8\u6b04\u306b\u3082\u81ea\u52d5\u3067\u8cbc\u308a\u307e\u305b\u3093\u3002**AI\u306e\u307e\u3068\u3081\u304c\u7a1f\u8b70\u306e\u8a18\u9332\u306b\u6df7\u3056\u308b\u3068\u3001\u5f8c\u304b\u3089\u524d\u4f8b\u3068\u3057\u3066\u691c\u7d22\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002**","human_review":"1. **\u4e00\u89a7\u3067 `relevance: high` \u306e\u7a1f\u8b70\u304b\u3089\u898b\u308b** \u2026 \u4f3c\u3066\u3044\u308b\u70b9\u3068\u9055\u3044\u3092\u8aad\u307f\u3001\u4f7f\u3048\u305d\u3046\u306a\u524d\u4f8b\u3092\u9078\u3073\u307e\u3059\n2. **\u4f7f\u3046\u524d\u4f8b\u306e\u539f\u672c\u3092\u958b\u304f** \u2026 \u4e00\u89a7\u306e\u30ea\u30f3\u30af\u304b\u3089\u96fb\u5b50\u7a1f\u8b70\u306e\u753b\u9762\u3092\u958b\u304d\u3001**\u5f15\u7528\u3055\u308c\u305f\u30b3\u30e1\u30f3\u30c8\u304c\u539f\u672c\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059**\n3. **\u5be9\u67fb\u30e1\u30e2\u306b\u306f\u539f\u672c\u304b\u3089\u5f15\u7528\u3059\u308b** \u2026 \u4e00\u89a7\u306e\u6587\u7ae0\u3067\u306f\u306a\u304f\u3001\u539f\u672c\u306e\u7a1f\u8b70\u756a\u53f7\u3068\u30b3\u30e1\u30f3\u30c8\u3092\u66f8\u304d\u307e\u3059\n4. **\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u691c\u7d22\u6761\u4ef6\u3092\u898b\u308b** \u2026 `search` \u306e\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u3092\u898b\u3066\u3001\u5e83\u3052\u3066\u518d\u691c\u7d22\u3057\u307e\u3059\n5. **\u5f79\u306b\u7acb\u3063\u305f\u524d\u4f8b\u30fb\u5916\u308c\u305f\u524d\u4f8b\u3092\u8a18\u9332\u3059\u308b** \u2026 \u6b21\u306e\u6539\u5584\u306e\u6750\u6599\u306b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5f15\u7528\u306e\u4e00\u81f4\u3092\u6a5f\u68b0\u3067\u691c\u67fb\u3057\u3066\u3044\u3066\u3082\u3001**\u3069\u306e\u6c7a\u88c1\u8005\u306e\u3069\u306e\u6642\u70b9\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u306f\u539f\u672c\u3067\u898b\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5dee\u623b\u3057\u524d\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u6700\u7d42\u306e\u6c7a\u88c1\u306e\u30b3\u30e1\u30f3\u30c8\u306f\u3001\u610f\u5473\u304c\u9006\u306e\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002","exception_handling":"| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u524d\u4f8b\u304c1\u4ef6\u3082\u898b\u3064\u304b\u3089\u306a\u3044 | \u300c\u8a72\u5f53\u306a\u3057\u300d\u3068\u8fd4\u3057\u3001`search` \u3092\u8868\u793a\u3002**\u751f\u6210AI\u306b\u524d\u4f8b\u3092\u4f5c\u3089\u305b\u306a\u3044** |\n| \u8fd4\u3063\u305f\u7a1f\u8b70\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u4e00\u89a7\u304b\u3089\u9664\u304d\u3001\u4ef6\u6570\u3092\u8a18\u9332\u3059\u308b |\n| \u5f15\u7528\u304c\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u4e00\u81f4\u3057\u306a\u3044 | \u305d\u306e\u5f15\u7528\u3092\u9664\u304d\u3001`relevance` \u3092\u4e0b\u3052\u308b |\n| \u95b2\u89a7\u3067\u304d\u306a\u3044\u7a1f\u8b70\u304c\u4e0a\u4f4d\u306b\u6765\u308b\u306f\u305a\u3060\u3063\u305f | **\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u304f\u3002** \u4ef6\u6570\u3082\u8868\u793a\u3057\u306a\u3044 |\n| \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u304c\u8aad\u3081\u306a\u3044 | \u7a1f\u8b70\u756a\u53f7\u3068\u4ef6\u540d\u3060\u3051\u3067\u767b\u9332\u3057\u3001\u300c\u672c\u6587\u672a\u8aad\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u6c7a\u88c1\u5f8c\u306b\u7a1f\u8b70\u304c\u53d6\u308a\u6d88\u3055\u308c\u305f | \u6bce\u6669\u306e\u66f4\u65b0\u3067\u7d50\u679c\u3092\u66f8\u304d\u63db\u3048\u308b |\n| \u691c\u7d22\u30b5\u30fc\u30d3\u30b9\u3084\u751f\u6210AI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u753b\u9762\u306b\u30a8\u30e9\u30fc\u3092\u51fa\u3057\u3001\u96fb\u5b50\u7a1f\u8b70\u306e\u901a\u5e38\u306e\u691c\u7d22\u3092\u6848\u5185\u3059\u308b |\n\n**4\u884c\u76ee\u306e\u300c\u4ef6\u6570\u3082\u8868\u793a\u3057\u306a\u3044\u300d\u306f\u5927\u4e8b\u3067\u3059\u3002** \u300c\u95b2\u89a7\u3067\u304d\u306a\u3044\u524d\u4f8b\u304c3\u4ef6\u3042\u308a\u307e\u3059\u300d\u3068\u51fa\u3059\u3060\u3051\u3067\u3001**M&A\u3084\u51e6\u9047\u306e\u7a1f\u8b70\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u304c\u4f1d\u308f\u308a\u307e\u3059\u3002** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u30b0\u30eb\u30fc\u30d7ID\u3092 `Collection(Edm.String)` \u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u6301\u305f\u305b\u3001`search.in` \u3067\u7d5e\u308b\u65b9\u6cd5\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306f **`retrievable` \u3092 `false` \u306b\u3057\u3066\u691c\u7d22\u7d50\u679c\u306b\u8fd4\u3055\u306a\u3044**\u3088\u3046\u306b\u3057\u307e\u3059\u304c\u3001\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u3053\u308c\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u5358\u4f4d\u306e\u4fdd\u8b77\u306e\u4ed5\u7d44\u307f\u3067\u306f\u306a\u304f\u3001**\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306b\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u304b\u3051\u308b\u3053\u3068\u3067\u6587\u66f8\u5358\u4f4d\u306e\u627f\u8a8d\u3092\u5b9f\u73fe\u3059\u308b**\u3082\u306e\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002","log_storage":"- \u691c\u7d22\u3057\u305f\u65e5\u6642\u3001\u5be9\u67fb\u62c5\u5f53\u3001\u65b0\u3057\u3044\u7a1f\u8b70\u306e\u756a\u53f7\n- \u751f\u6210AI\u304c\u7d44\u307f\u7acb\u3066\u305f\u691c\u7d22\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\n- \u691c\u7d22\u7d50\u679c\u306e\u4e0a\u4f4d\uff08\u7a1f\u8b70\u756a\u53f7\u3068 `@search.rerankerScore`\uff09\n- \u751f\u6210AI\u304c\u8fd4\u3057\u305fJSON\u3068\u3001**\u756a\u53f7\u306e\u7167\u5408\u30fb\u5f15\u7528\u306e\u4e00\u81f4\u691c\u67fb\u3067\u9664\u3044\u305f\u3082\u306e**\n- \u5be9\u67fb\u62c5\u5f53\u304c\u539f\u672c\u3092\u958b\u3044\u305f\u7a1f\u8b70\u3068\u3001\u5be9\u67fb\u30e1\u30e2\u306b\u4f7f\u3063\u305f\u7a1f\u8b70\n- \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u66f4\u65b0\u306e\u8a18\u9332\uff08\u53d6\u308a\u8fbc\u3093\u3060\u4ef6\u6570\u3001\u8aad\u3081\u306a\u304b\u3063\u305fPDF\uff09\n\n**4\u3064\u76ee\u306e\u300c\u9664\u3044\u305f\u3082\u306e\u300d\u306f\u3001\u751f\u6210AI\u306e\u7656\u3092\u898b\u308b\u305f\u3081\u306b\u6b8b\u3057\u307e\u3059\u3002** \u5b9f\u5728\u3057\u306a\u3044\u756a\u53f7\u3084\u8a00\u3044\u63db\u3048\u305f\u5f15\u7528\u304c\u5897\u3048\u305f\u3089\u3001\u6307\u793a\u306e\u66f8\u304d\u65b9\u304b\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3057\u307e\u3059\u3002\n\n**5\u3064\u76ee\u306f\u3001\u524d\u4f8b\u306e\u4fa1\u5024\u3092\u6e2c\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u5be9\u67fb\u30e1\u30e2\u306b\u4f7f\u308f\u308c\u305f\u7a1f\u8b70\u306e\u7a2e\u985e\u3092\u898b\u308b\u3068\u3001**\u3069\u306e\u7a2e\u985e\u306e\u7a1f\u8b70\u3067\u524d\u4f8b\u304c\u52b9\u3044\u3066\u3044\u308b\u304b**\u304c\u5206\u304b\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":"\u9ad8","implementation_status":"\u69cb\u6210\u4f8b","assumption_people":6,"assumption_frequency":120,"assumption_workdays":20,"volume_month":120,"before_minutes_per_case":30,"after_minutes_per_case":10,"hourly_cost":4500,"before_hours_month":60,"after_hours_month":20,"saved_hours_month":40,"reduction_rate":67,"saved_hours_year":480,"annual_cost_effect":2160000,"summary":"\u65b0\u3057\u3044\u7a1f\u8b70\u306e\u5185\u5bb9\u3092\u3082\u3068\u306b\u3001\u904e\u53bb\u306e\u7a1f\u8b70\u66f8\u3068\u6c7a\u88c1\u6642\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u4f3c\u305f\u6848\u4ef6\u3092\u63a2\u3057\u307e\u3059\u3002\u305d\u306e\u3068\u304d\u4ed8\u3044\u305f\u6761\u4ef6\u3068\u5224\u65ad\u306e\u7406\u7531\u3092\u3001\u6839\u62e0\u306e\u7a1f\u8b70\u756a\u53f7\u4ed8\u304d\u3067\u5be9\u67fb\u62c5\u5f53\u306b\u8fd4\u3057\u307e\u3059\u3002","before_flow":"1. \u65b0\u3057\u3044\u7a1f\u8b70\u3092\u53d7\u3051\u53d6\u308a\u3001\u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u8d77\u6848\u90e8\u9580\u3092\u78ba\u304b\u3081\u308b\n2. \u96fb\u5b50\u7a1f\u8b70\u306e\u691c\u7d22\u3067\u3001\u4ef6\u540d\u306b\u4f3c\u305f\u8a9e\u3092\u5165\u308c\u3066\u904e\u53bb\u306e\u7a1f\u8b70\u3092\u63a2\u3059\n3. \u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u5be9\u67fb\u62c5\u5f53\u306b\u300c\u524d\u306b\u4f3c\u305f\u3082\u306e\u306f\u3042\u3063\u305f\u304b\u300d\u3068\u805e\u304f\n4. \u5019\u88dc\u306e\u7a1f\u8b70\u30921\u4ef6\u305a\u3064\u958b\u304d\u3001\u672c\u6587\u30fb\u6dfb\u4ed8\u30fb\u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u306e\u5c65\u6b74\u3092\u8aad\u3080\n5. \u53e4\u3044\u6848\u4ef6\u306f\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306ePDF\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u63a2\u3057\u3066\u958b\u304f\n6. \u524d\u4f8b\u3068\u306e\u9055\u3044\u3068\u3001\u78ba\u8a8d\u3059\u3079\u304d\u70b9\u3092\u5be9\u67fb\u30e1\u30e2\u306b\u66f8\u304f\n\n**\uff08a\uff09\u4ef6\u540d\u3067\u306f\u63a2\u305b\u306a\u3044\u3002** \u300c\u7b2c2\u5de5\u5834 \u6210\u5f62\u6a5f\u66f4\u65b0\u300d\u3068\u300c\u5c04\u51fa\u6210\u5f62\u8a2d\u5099\u306e\u5165\u66ff\u306b\u3064\u3044\u3066\u300d\u306f\u540c\u3058\u7a2e\u985e\u306e\u7a1f\u8b70\u3067\u3059\u304c\u3001\u4ef6\u540d\u306e\u8a9e\u304c\u91cd\u306a\u308a\u307e\u305b\u3093\u3002**\u540c\u3058\u59d4\u8a17\u5148\u3068\u306e\u5951\u7d04\u3082\u3001\u8d77\u6848\u90e8\u9580\u3054\u3068\u306b\u4ef6\u540d\u306e\u4ed8\u3051\u65b9\u304c\u9055\u3044\u307e\u3059\u3002**\n\n**\uff08b\uff09\u5224\u65ad\u306e\u7406\u7531\u306f\u4ef6\u540d\u306b\u3082\u672c\u6587\u306b\u3082\u306a\u3044\u3002** \u300c\u56de\u53ce\u671f\u9593\u306e\u524d\u63d0\u3092\u4fdd\u5b88\u7684\u306b\u898b\u76f4\u3059\u3053\u3068\u300d\u300c2\u5e74\u76ee\u306e\u66f4\u65b0\u6642\u306b\u518d\u5be9\u67fb\u300d\u3068\u3044\u3063\u305f\u4ed8\u5e2f\u6761\u4ef6\u306f\u3001**\u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u6b04**\u306b\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u5426\u6c7a\u306e\u7406\u7531\u3082\u540c\u3058\u3067\u3059\u3002**\u96fb\u5b50\u7a1f\u8b70\u306e\u691c\u7d22\u306f\u3001\u3053\u306e\u30b3\u30e1\u30f3\u30c8\u6b04\u3092\u63a2\u3057\u307e\u305b\u3093\u3002**\n\n**\uff08c\uff09\u524d\u4f8b\u3092\u77e5\u3063\u3066\u3044\u308b\u4eba\u306b\u983c\u3063\u3066\u3044\u308b\u3002** 3\u756a\u306e\u300c\u30d9\u30c6\u30e9\u30f3\u306b\u805e\u304f\u300d\u3067\u898b\u3064\u304b\u308b\u524d\u4f8b\u304c\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002**\u305d\u306e\u62c5\u5f53\u8005\u304c\u4e0d\u5728\u306e\u9031\u306f\u3001\u524d\u4f8b\u306e\u306a\u3044\u7a1f\u8b70\u3068\u3057\u3066\u5be9\u67fb\u3055\u308c\u307e\u3059\u3002** \u540c\u3058\u6307\u6458\u3092\u8d77\u6848\u90e8\u9580\u306b\u4f55\u5ea6\u3082\u8fd4\u3059\u306e\u306f\u3001\u3053\u306e\u305f\u3081\u3067\u3059\u3002\n\n**\uff08d\uff09\u53e4\u3044\u524d\u4f8b\u307b\u3069\u8aad\u3080\u306e\u306b\u6642\u9593\u304c\u304b\u304b\u308b\u3002** \u30b9\u30ad\u30e3\u30f3\u3057\u305fPDF\u306f\u672c\u6587\u306e\u691c\u7d22\u3082\u3067\u304d\u305a\u30011\u4ef6\u305a\u3064\u958b\u3044\u3066\u8aad\u3080\u3057\u304b\u3042\u308a\u307e\u305b\u3093\u3002","before_flow_steps":["\u65b0\u3057\u3044\u7a1f\u8b70\u3092\u53d7\u3051\u53d6\u308a\u3001\u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u8d77\u6848\u90e8\u9580\u3092\u78ba\u304b\u3081\u308b","\u96fb\u5b50\u7a1f\u8b70\u306e\u691c\u7d22\u3067\u3001\u4ef6\u540d\u306b\u4f3c\u305f\u8a9e\u3092\u5165\u308c\u3066\u904e\u53bb\u306e\u7a1f\u8b70\u3092\u63a2\u3059","\u898b\u3064\u304b\u3089\u306a\u3051\u308c\u3070\u3001\u30d9\u30c6\u30e9\u30f3\u306e\u5be9\u67fb\u62c5\u5f53\u306b\u300c\u524d\u306b\u4f3c\u305f\u3082\u306e\u306f\u3042\u3063\u305f\u304b\u300d\u3068\u805e\u304f","\u5019\u88dc\u306e\u7a1f\u8b70\u30921\u4ef6\u305a\u3064\u958b\u304d\u3001\u672c\u6587\u30fb\u6dfb\u4ed8\u30fb\u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u306e\u5c65\u6b74\u3092\u8aad\u3080","\u53e4\u3044\u6848\u4ef6\u306f\u3001\u5171\u6709\u30d5\u30a9\u30eb\u30c0\u306ePDF\u3092\u30d5\u30a1\u30a4\u30eb\u540d\u3067\u63a2\u3057\u3066\u958b\u304f","\u524d\u4f8b\u3068\u306e\u9055\u3044\u3068\u3001\u78ba\u8a8d\u3059\u3079\u304d\u70b9\u3092\u5be9\u67fb\u30e1\u30e2\u306b\u66f8\u304f"],"after_flow":"1. **\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u65b0\u3057\u3044\u7a1f\u8b70\u3092\u53d7\u3051\u53d6\u308a\u3001\u524d\u4f8b\u691c\u7d22\u306e\u753b\u9762\u3067\u7a1f\u8b70\u756a\u53f7\u3092\u6307\u5b9a\u3059\u308b\n2. **\u3010\u81ea\u52d5\u3011** \u65b0\u3057\u3044\u7a1f\u8b70\u306e\u672c\u6587\u30fb\u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u3092\u96fb\u5b50\u7a1f\u8b70\u304b\u3089\u53d6\u308a\u51fa\u3059\n3. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u691c\u7d22\u306b\u4f7f\u3046\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\uff08\u7a2e\u985e\u30fb\u91d1\u984d\u306e\u5e45\u30fb\u671f\u9593\uff09\u3092\u7d44\u307f\u7acb\u3066\u308b\n4. **\u3010\u81ea\u52d5\u3011** \u691c\u7d22\u57fa\u76e4\u304c\u3001\u5be9\u67fb\u62c5\u5f53\u306e\u95b2\u89a7\u6a29\u9650\u3067\u7d5e\u308a\u8fbc\u3093\u3060\u3046\u3048\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u30d9\u30af\u30c8\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u904e\u53bb\u306e\u7a1f\u8b70\u3092\u63a2\u3059\n5. **\u3010\u81ea\u52d5\u3011** \u691c\u7d22\u306e\u4e0a\u4f4d\u3092\u610f\u5473\u306e\u8fd1\u3055\u3067\u4e26\u3079\u66ff\u3048\u3001\u4e0a\u4f4d\u306e\u7a1f\u8b70\u3092\u751f\u6210AI\u306b\u6e21\u3059\n6. **\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u7a1f\u8b70\u3054\u3068\u306b\u4f3c\u3066\u3044\u308b\u70b9\u30fb\u4ed8\u3044\u305f\u6761\u4ef6\u30fb\u5224\u65ad\u306e\u7406\u7531\u30fb\u4eca\u56de\u3068\u306e\u9055\u3044\u3092\u307e\u3068\u3081\u308b\n7. **\u3010\u81ea\u52d5\u3011** \u8fd4\u3063\u3066\u304d\u305f\u7a1f\u8b70\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u5b9f\u5728\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u7121\u3044\u3082\u306e\u3092\u9664\u304f\n8. **\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u4e00\u89a7\u3092\u898b\u3066\u3001\u4f7f\u3046\u524d\u4f8b\u306e\u539f\u672c\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b\n9. **\u3010\u4eba\u3011** \u78ba\u304b\u3081\u305f\u524d\u4f8b\u3092\u5be9\u67fb\u30e1\u30e2\u306b\u5f15\u7528\u3057\u3001\u8d77\u6848\u90e8\u9580\u3078\u306e\u78ba\u8a8d\u4e8b\u9805\u3092\u66f8\u304f\n\n**8\u756a\u76ee\u304c\u3001\u3053\u306e\u8a2d\u8a08\u306e\u5206\u304b\u308c\u76ee\u3067\u3059\u3002** \u4e00\u89a7\u306f\u524d\u4f8b\u3092\u63a2\u3059\u6642\u9593\u3092\u77ed\u304f\u3059\u308b\u305f\u3081\u306e\u3082\u306e\u3067\u3001**\u4e00\u89a7\u306e\u6587\u7ae0\u3092\u305d\u306e\u307e\u307e\u5be9\u67fb\u30e1\u30e2\u306b\u8cbc\u308b\u8a2d\u8a08\u306b\u306f\u3057\u307e\u305b\u3093\u3002** \u5224\u65ad\u306e\u7406\u7531\u306f\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u306e\u8a00\u3044\u56de\u3057\u3067\u78ba\u304b\u3081\u307e\u3059\u3002\n\n**7\u756a\u76ee\u3092\u6a5f\u68b0\u306e\u691c\u67fb\u306b\u3057\u3066\u3044\u308b\u306e\u3082\u3001\u610f\u56f3\u3057\u3066\u306e\u3053\u3068\u3067\u3059\u3002** \u751f\u6210AI\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u7a1f\u8b70\u756a\u53f7\u3092\u66f8\u3044\u305f\u5834\u5408\u3001**\u305d\u308c\u306f\u5b9f\u5728\u3057\u306a\u3044\u524d\u4f8b\u3067\u3059\u3002** \u756a\u53f7\u306e\u7167\u5408\u306f\u30b3\u30fc\u30c9\u3067\u884c\u3044\u3001AI\u306e\u81ea\u5df1\u7533\u544a\u306b\u983c\u308a\u307e\u305b\u3093\u3002","after_flow_steps":["**\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u65b0\u3057\u3044\u7a1f\u8b70\u3092\u53d7\u3051\u53d6\u308a\u3001\u524d\u4f8b\u691c\u7d22\u306e\u753b\u9762\u3067\u7a1f\u8b70\u756a\u53f7\u3092\u6307\u5b9a\u3059\u308b","**\u3010\u81ea\u52d5\u3011** \u65b0\u3057\u3044\u7a1f\u8b70\u306e\u672c\u6587\u30fb\u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u3092\u96fb\u5b50\u7a1f\u8b70\u304b\u3089\u53d6\u308a\u51fa\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u691c\u7d22\u306b\u4f7f\u3046\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\uff08\u7a2e\u985e\u30fb\u91d1\u984d\u306e\u5e45\u30fb\u671f\u9593\uff09\u3092\u7d44\u307f\u7acb\u3066\u308b","**\u3010\u81ea\u52d5\u3011** \u691c\u7d22\u57fa\u76e4\u304c\u3001\u5be9\u67fb\u62c5\u5f53\u306e\u95b2\u89a7\u6a29\u9650\u3067\u7d5e\u308a\u8fbc\u3093\u3060\u3046\u3048\u3067\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u3068\u30d9\u30af\u30c8\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u904e\u53bb\u306e\u7a1f\u8b70\u3092\u63a2\u3059","**\u3010\u81ea\u52d5\u3011** \u691c\u7d22\u306e\u4e0a\u4f4d\u3092\u610f\u5473\u306e\u8fd1\u3055\u3067\u4e26\u3079\u66ff\u3048\u3001\u4e0a\u4f4d\u306e\u7a1f\u8b70\u3092\u751f\u6210AI\u306b\u6e21\u3059","**\u3010\u81ea\u52d5\u3011** \u751f\u6210AI\u304c\u3001\u7a1f\u8b70\u3054\u3068\u306b\u4f3c\u3066\u3044\u308b\u70b9\u30fb\u4ed8\u3044\u305f\u6761\u4ef6\u30fb\u5224\u65ad\u306e\u7406\u7531\u30fb\u4eca\u56de\u3068\u306e\u9055\u3044\u3092\u307e\u3068\u3081\u308b","**\u3010\u81ea\u52d5\u3011** \u8fd4\u3063\u3066\u304d\u305f\u7a1f\u8b70\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u5b9f\u5728\u3059\u308b\u304b\u3092\u78ba\u304b\u3081\u3001\u7121\u3044\u3082\u306e\u3092\u9664\u304f","**\u3010\u4eba\u3011** \u5be9\u67fb\u62c5\u5f53\u304c\u4e00\u89a7\u3092\u898b\u3066\u3001\u4f7f\u3046\u524d\u4f8b\u306e\u539f\u672c\u3092\u958b\u3044\u3066\u78ba\u304b\u3081\u308b","**\u3010\u4eba\u3011** \u78ba\u304b\u3081\u305f\u524d\u4f8b\u3092\u5be9\u67fb\u30e1\u30e2\u306b\u5f15\u7528\u3057\u3001\u8d77\u6848\u90e8\u9580\u3078\u306e\u78ba\u8a8d\u4e8b\u9805\u3092\u66f8\u304f"],"architecture":"```\n\u904e\u53bb\u306e\u7a1f\u8b70\uff08\u96fb\u5b50\u7a1f\u8b70\u306e\u66f8\u304d\u51fa\u3057\uff0b\u7d19\u306e\u7a1f\u8b70\u306e\u30b9\u30ad\u30e3\u30f3PDF\uff09\n   \u2502  \uff3b\u521d\u56de\u3068\u6bce\u6669\uff3d\n   \u25bc\nAzure AI Document Intelligence\uff08\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\uff09\u2500\u2500 \u30b9\u30ad\u30e3\u30f3PDF\u3092\u6587\u5b57\u3068\u8868\u306b\n   \u25bc\nAzure Functions \u2500\u2500 \u7a1f\u8b70\u3054\u3068\u306b\u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u30fb\u5c5e\u6027\u3092\u307e\u3068\u3081\u3001\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u3092\u4ed8\u3051\u308b\n   \u251c\u2500\u2500\u25b6 Azure OpenAI\uff08\u57cb\u3081\u8fbc\u307f\uff09\u2500\u2500 \u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u306e\u30d9\u30af\u30c8\u30eb\n   \u25bc\nAzure AI Search\uff08\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\uff1a\u65e5\u672c\u8a9e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\uff0b\u30d9\u30af\u30c8\u30eb\uff0b\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\uff09\n\n\uff3b\u5be9\u67fb\u306e\u3068\u304d\uff3d\n\u5be9\u67fb\u62c5\u5f53 \u2500\u2500 \u7a1f\u8b70\u756a\u53f7\u3092\u6307\u5b9a\n   \u25bc\nAzure OpenAI \u2500\u2500 \u691c\u7d22\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u308b\n   \u25bc\nAzure AI Search \u2500\u2500 \u95b2\u89a7\u6a29\u9650\u3067\u7d5e\u308a\u8fbc\u307f \u2192 \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22 \u2192 \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3067\u4e26\u3079\u66ff\u3048\n   \u25bc\nAzure OpenAI\uff08\u69cb\u9020\u5316\u51fa\u529b\uff09\u2500\u2500 \u7a1f\u8b70\u3054\u3068\u306e\u4f3c\u3066\u3044\u308b\u70b9\u30fb\u6761\u4ef6\u30fb\u7406\u7531\u30fb\u9055\u3044\n   \u25bc\nAzure Functions \u2500\u2500 \u7a1f\u8b70\u756a\u53f7\u306e\u5b9f\u5728\u78ba\u8a8d\n   \u25bc\n\u524d\u4f8b\u306e\u4e00\u89a7\uff08\u7a1f\u8b70\u756a\u53f7\u3068\u539f\u672c\u3078\u306e\u30ea\u30f3\u30af\u4ed8\u304d\uff09\u2500\u2500\u25b6\u3010\u4eba\u304c\u539f\u672c\u3092\u78ba\u304b\u3081\u308b\u3011\n```\n\n| \u5f79\u5272 | \u60f3\u5b9a\u3059\u308b\u88fd\u54c1 | \u4ee3\u66ff\u5019\u88dc |\n|:--|:--|:--|\n| \u691c\u7d22\u57fa\u76e4 | Azure AI Search\uff08\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\uff09 | Vertex AI Search\uff08Agent Search\uff09\u3001Amazon OpenSearch Service |\n| OCR | Azure AI Document Intelligence\uff08\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb `prebuilt-layout`\uff09 | Google Document AI |\n| \u57cb\u3081\u8fbc\u307f | Azure OpenAI\uff08\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\uff09 | \u691c\u7d22\u57fa\u76e4\u304c\u5bfe\u5fdc\u3059\u308b\u4ed6\u306e\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb |\n| \u751f\u6210AI | Azure OpenAI\uff08Microsoft Foundry\uff09\uff08\u691c\u7d22\u8a9e\u306e\u7d44\u307f\u7acb\u3066\u3068\u524d\u4f8b\u306e\u307e\u3068\u3081\uff09 | Claude API\u3001Gemini API |\n| \u9023\u643a | Azure Functions\uff08\u53d6\u308a\u8fbc\u307f\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3078\u306e\u767b\u9332\u3001\u756a\u53f7\u306e\u7167\u5408\uff09 | Azure Logic Apps |\n| \u7a1f\u8b70 | \u96fb\u5b50\u7a1f\u8b70\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\uff08\u66f8\u304d\u51fa\u3057\u6a5f\u80fd\u307e\u305f\u306fAPI\uff09 | \u5404\u793e\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u88fd\u54c1 |\n\n**\u96fb\u5b50\u7a1f\u8b70\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306f\u5165\u308c\u66ff\u3048\u307e\u305b\u3093\u3002** \u3053\u306e\u69cb\u6210\u306f\u8aad\u307f\u53d6\u308b\u3060\u3051\u3067\u3001\u7a1f\u8b70\u306e\u72b6\u614b\u3084\u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u3092\u66f8\u304d\u63db\u3048\u307e\u305b\u3093\u3002**\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u88fd\u54c1\u304b\u3089\u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u3092\u3069\u3046\u66f8\u304d\u51fa\u3059\u304b\u306f\u88fd\u54c1\u3054\u3068\u306b\u9055\u3046\u305f\u3081\u3001\u5229\u7528\u74b0\u5883\u306b\u5fdc\u3058\u305f\u500b\u5225\u5b9f\u88c5\u306b\u306a\u308a\u307e\u3059\u3002**\n\n**\u571f\u53f0\u306b\u306a\u308b\u306e\u306f\u3001Azure AI Search \u306e\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3067\u3059\u3002** \u30d5\u30eb\u30c6\u30ad\u30b9\u30c8\u306e\u30af\u30a8\u30ea\u3068\u30d9\u30af\u30c8\u30eb\u306e\u30af\u30a8\u30ea\u30921\u3064\u306e\u8981\u6c42\u3067\u4e26\u5217\u306b\u5b9f\u884c\u3057\u3001**\u9006\u30e9\u30f3\u30af\u878d\u5408\uff08RRF\uff09\u3067\u7d50\u679c\u3092\u307e\u3068\u3081\u30661\u3064\u306e\u7d50\u679c\u30bb\u30c3\u30c8\u3092\u8fd4\u3059**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306f\u88fd\u54c1\u30b3\u30fc\u30c9\u3084\u5c02\u9580\u7528\u8a9e\u3001\u65e5\u4ed8\u3001\u4eba\u306e\u540d\u524d\u306e\u3088\u3046\u306a**\u5b8c\u5168\u4e00\u81f4**\u306b\u5f37\u304f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u4e00\u81f4\u3057\u306a\u304f\u3066\u3082**\u6982\u5ff5\u7684\u306b\u4f3c\u305f\u60c5\u5831**\u3092\u898b\u3064\u3051\u307e\u3059\u3002\u7b2c3\u7ae0\u306e\uff08a\uff09\u306e\u300c\u4ef6\u540d\u306e\u8a9e\u304c\u91cd\u306a\u3089\u306a\u3044\u300d\u306b\u52b9\u304f\u306e\u306f\u5f8c\u8005\u3001\u8a2d\u5099\u306e\u578b\u5f0f\u3084\u53d6\u5f15\u5148\u540d\u306b\u52b9\u304f\u306e\u306f\u524d\u8005\u3067\u3059\u3002\n\n**\u305d\u306e\u4e0a\u306b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3092\u91cd\u306d\u307e\u3059\u3002** \u521d\u56de\u306e\u7d50\u679c\u306e**\u4e0a\u4f4d50\u4ef6**\u3092\u8a00\u8a9e\u7406\u89e3\u30e2\u30c7\u30eb\u3067\u4e26\u3079\u66ff\u3048\u30010\u301c4\u306e `@search.rerankerScore` \u3092\u4ed8\u3051\u307e\u3059\u3002\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u306f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u6587\u7ae0\u304b\u3089\u9010\u8a9e\u7684\u306b\u53d6\u308a\u51fa\u3055\u308c\u3001**\u65b0\u3057\u3044\u6587\u7ae0\u306f\u4f5c\u3089\u306a\u3044**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4f7f\u7528\u91cf\u3067\u8ab2\u91d1\u3055\u308c\u308b\u6a5f\u80fd\u3067\u3001\u63d0\u4f9b\u3055\u308c\u308b\u30ea\u30fc\u30b8\u30e7\u30f3\u304c\u9650\u3089\u308c\u3066\u3044\u308b\u70b9\u306f\u5148\u306b\u78ba\u304b\u3081\u307e\u3059\u3002","implementation_steps":"### \u30c8\u30ea\u30ac\u30fc\n\n**\u30c8\u30ea\u30ac\u30fc\u306f2\u3064\u3042\u308a\u307e\u3059\u3002** 1\u3064\u306f**\u5be9\u67fb\u62c5\u5f53\u304c\u524d\u4f8b\u691c\u7d22\u306e\u753b\u9762\u3067\u7a1f\u8b70\u756a\u53f7\u3092\u6307\u5b9a\u3057\u305f\u3068\u304d**\u3067\u3001\u691c\u7d22\u3068\u307e\u3068\u3081\u306f\u3053\u306e\u3068\u304d\u3060\u3051\u52d5\u304d\u307e\u3059\u3002\u5be9\u67fb\u306b\u56de\u3063\u3066\u304d\u305f\u5168\u4ef6\u3067\u81ea\u52d5\u7684\u306b\u52d5\u304b\u3059\u8a2d\u8a08\u306b\u306f\u3057\u307e\u305b\u3093\u3002\u5b9a\u4f8b\u306e\u7a1f\u8b70\u307e\u3067\u4e00\u89a7\u3092\u4f5c\u308b\u3068\u3001\u8aad\u307e\u308c\u306a\u3044\u4e00\u89a7\u304c\u7a4d\u307f\u4e0a\u304c\u308a\u307e\u3059\u3002\n\n\u3082\u30461\u3064\u306f**\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u66f4\u65b0\u3067\u3001\u6bce\u66691\u56de**\u52d5\u304b\u3057\u307e\u3059\u3002\u305d\u306e\u65e5\u306b\u6c7a\u88c1\u304c\u7d42\u308f\u3063\u305f\u7a1f\u8b70\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**\u6c7a\u88c1\u524d\u306e\u7a1f\u8b70\u306f\u53d6\u308a\u8fbc\u307f\u307e\u305b\u3093\u3002** \u5be9\u67fb\u4e2d\u306e\u7a1f\u8b70\u304c\u524d\u4f8b\u3068\u3057\u3066\u8fd4\u308b\u3068\u3001\u307e\u3060\u4ed8\u3044\u3066\u3044\u306a\u3044\u6761\u4ef6\u3092\u524d\u4f8b\u3068\u3057\u3066\u6271\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u8d77\u6848\u90e8\u9580\u304c\u8d77\u6848\u524d\u306b\u4f7f\u3046\u5165\u53e3\u3082\u4f5c\u308c\u307e\u3059\u3002** \u305f\u3060\u3057\u8d77\u6848\u90e8\u9580\u306e\u95b2\u89a7\u6a29\u9650\u306f\u5be9\u67fb\u62c5\u5f53\u3088\u308a\u72ed\u3044\u305f\u3081\u3001**\u540c\u3058\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u3001\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u306e\u7d5e\u308a\u8fbc\u307f\u3092\u5909\u3048\u3066\u5f15\u304d\u307e\u3059\u3002**\n\n### \u5165\u529b\u30c7\u30fc\u30bf\n\n| \u30c7\u30fc\u30bf | \u4e2d\u8eab | \u53d6\u5f97\u5143 |\n|:--|:--|:--|\n| \u65b0\u3057\u3044\u7a1f\u8b70 | \u4ef6\u540d\u3001\u7a2e\u985e\u3001\u91d1\u984d\u3001\u76f8\u624b\u5148\u3001\u8d77\u6848\u90e8\u9580\u3001\u672c\u6587\u3001\u6dfb\u4ed8\u306e\u4e00\u89a7 | \u96fb\u5b50\u7a1f\u8b70\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc |\n| \u904e\u53bb\u306e\u7a1f\u8b70\u306e\u672c\u6587 | \u4ef6\u540d\u3001\u672c\u6587\u3001\u6dfb\u4ed8\u306e\u8981\u65e8\u3001\u6c7a\u88c1\u533a\u5206 | \u96fb\u5b50\u7a1f\u8b70\u306e\u66f8\u304d\u51fa\u3057\u3001\u30b9\u30ad\u30e3\u30f3PDF |\n| \u6c7a\u88c1\u6642\u306e\u30b3\u30e1\u30f3\u30c8 | \u6c7a\u88c1\u8005\u3054\u3068\u306e\u30b3\u30e1\u30f3\u30c8\u3001**\u4ed8\u5e2f\u6761\u4ef6** | \u96fb\u5b50\u7a1f\u8b70\u306e\u627f\u8a8d\u5c65\u6b74 |\n| \u5dee\u623b\u3057\u306e\u5c65\u6b74 | \u5dee\u623b\u3057\u306e\u56de\u6570\u3001\u7406\u7531\u3001\u518d\u8d77\u6848\u3067\u306e\u5909\u66f4\u70b9 | \u96fb\u5b50\u7a1f\u8b70\u306e\u627f\u8a8d\u5c65\u6b74 |\n| \u7d50\u679c | \u627f\u8a8d\u3001\u6761\u4ef6\u4ed8\u627f\u8a8d\u3001\u5dee\u623b\u3057\u5f8c\u627f\u8a8d\u3001\u5426\u6c7a\u3001\u53d6\u4e0b\u3052 | \u96fb\u5b50\u7a1f\u8b70 |\n| \u95b2\u89a7\u30b0\u30eb\u30fc\u30d7 | \u305d\u306e\u7a1f\u8b70\u3092\u898b\u3066\u3088\u3044\u90e8\u7f72\u30fb\u5f79\u8077\u306e\u30b0\u30eb\u30fc\u30d7 | \u96fb\u5b50\u7a1f\u8b70\u306e\u95b2\u89a7\u8a2d\u5b9a\u3001\u4eba\u4e8b\u306e\u30b0\u30eb\u30fc\u30d7 |\n\n**\u8cea\u3092\u6c7a\u3081\u308b\u306e\u306f\u30013\u884c\u76ee\u30684\u884c\u76ee\u3067\u3059\u3002** \u672c\u6587\u3060\u3051\u3092\u5165\u308c\u308b\u3068\u300c\u4f3c\u305f\u7a1f\u8b70\u300d\u306f\u898b\u3064\u304b\u308a\u307e\u3059\u304c\u3001**\u306a\u305c\u6761\u4ef6\u304c\u4ed8\u3044\u305f\u304b\u306f\u8fd4\u305b\u307e\u305b\u3093\u3002** \u30b3\u30e1\u30f3\u30c8\u3068\u5dee\u623b\u3057\u306e\u5c65\u6b74\u3092\u540c\u3058\u7a1f\u8b70\u306e\u307e\u3068\u307e\u308a\u3068\u3057\u3066\u6301\u3064\u3053\u3068\u304c\u3001\u7b2c1\u7ae0\u3067\u66f8\u3044\u305f\u300c\u5224\u65ad\u306e\u524d\u4f8b\u300d\u3092\u63a2\u3059\u524d\u63d0\u306b\u306a\u308a\u307e\u3059\u3002\n\n**\u5426\u6c7a\u3068\u53d6\u4e0b\u3052\u306e\u7a1f\u8b70\u3082\u5fc5\u305a\u5165\u308c\u307e\u3059\u3002** \u627f\u8a8d\u3055\u308c\u305f\u7a1f\u8b70\u3060\u3051\u3092\u5165\u308c\u308b\u3068\u3001**\u5426\u6c7a\u3055\u308c\u305f\u524d\u4f8b\u304c\u898b\u3048\u306a\u3044\u307e\u307e\u540c\u3058\u6848\u4ef6\u304c\u901a\u308b**\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\n\n### \u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u65b9\u6cd5\n\n**\u96fb\u5b50\u7a1f\u8b70\u304b\u3089\u306f\u3001\u6c7a\u88c1\u304c\u7d42\u308f\u3063\u305f\u7a1f\u8b70\u30921\u4ef6\u305a\u3064\u66f8\u304d\u51fa\u3057\u307e\u3059\u3002** \u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u30fb\u7d50\u679c\u30fb\u95b2\u89a7\u8a2d\u5b9a\u30921\u3064\u306eJSON\u306b\u307e\u3068\u3081\u3001\u7a1f\u8b70\u756a\u53f7\u3092\u30ad\u30fc\u306b\u3057\u307e\u3059\u3002\n\n**\u7d19\u306e\u6642\u4ee3\u306e\u7a1f\u8b70\u306f\u3001Document Intelligence \u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u3067\u8aad\u307f\u307e\u3059\u3002** \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u306f\u30c6\u30ad\u30b9\u30c8\u30fb\u8868\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u6587\u66f8\u306e\u69cb\u9020\u3092\u53d6\u308a\u51fa\u3057\u3001\u30bf\u30a4\u30c8\u30eb\u3084\u30bb\u30af\u30b7\u30e7\u30f3\u898b\u51fa\u3057\u3068\u3044\u3063\u305f**\u6bb5\u843d\u306e\u5f79\u5272**\u3092\u4ed8\u3051\u307e\u3059\u3002`outputContentFormat=markdown` \u3092\u6307\u5b9a\u3059\u308b\u3068 Markdown \u3067\u51fa\u529b\u3067\u304d\u3001**\u8868\u306f HTML \u306e\u8868\u3068\u3057\u3066\u8868\u3055\u308c\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u7a1f\u8b70\u66f8\u306e\u300c\u4ef6\u540d\u300d\u300c\u91d1\u984d\u300d\u300c\u6c7a\u88c1\u6b04\u300d\u306e\u8868\u3092\u305d\u306e\u307e\u307e\u8aad\u3081\u307e\u3059\u3002\n\n| \u53d6\u308b\u3082\u306e | \u3069\u3053\u304b\u3089 | \u4f55\u306b\u4f7f\u3046\u304b |\n|:--|:--|:--|\n| \u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8 | \u96fb\u5b50\u7a1f\u8b70\u306e\u66f8\u304d\u51fa\u3057 | \u691c\u7d22\u306e\u5bfe\u8c61\u3001\u751f\u6210AI\u3078\u306e\u6750\u6599 |\n| \u7a2e\u985e\u30fb\u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u65e5\u4ed8\u30fb\u7d50\u679c | \u96fb\u5b50\u7a1f\u8b70\u306e\u9805\u76ee | **\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6**\uff08\u30d5\u30a3\u30eb\u30bf\u30fc\uff09 |\n| \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u3068\u8868 | \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\u306e Markdown \u51fa\u529b | \u7d19\u306e\u7a1f\u8b70\u306e\u672c\u6587\u3068\u6c7a\u88c1\u6b04 |\n| \u95b2\u89a7\u30b0\u30eb\u30fc\u30d7 | \u96fb\u5b50\u7a1f\u8b70\u306e\u95b2\u89a7\u8a2d\u5b9a | **\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc** |\n\n**\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8a2d\u8a08\u3067\u5927\u4e8b\u306a\u306e\u306f\u3001\u65e5\u672c\u8a9e\u306e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3067\u3059\u3002** \u65e2\u5b9a\u306e Standard Lucene \u306f\u7a7a\u767d\u3084\u8a18\u53f7\u3067\u8a9e\u3092\u533a\u5207\u308b\u8003\u3048\u65b9\u3067\u3001**\u7a7a\u767d\u3067\u533a\u5207\u3089\u308c\u306a\u3044\u65e5\u672c\u8a9e\u3067\u306f\u3001\u6587\u5168\u4f53\u304c1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308b**\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u306f `ja.microsoft` \u304b `ja.lucene` \u3092\u6307\u5b9a\u3057\u307e\u3059\u3002**\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u8fbc\u3080\u524d\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210\u6642\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002**\n\n\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306f\u3001\u6b21\u306e\u3088\u3046\u306b\u6301\u305f\u305b\u307e\u3059\u3002\n\n| \u30d5\u30a3\u30fc\u30eb\u30c9 | \u578b | \u5c5e\u6027 | \u7528\u9014 |\n|:--|:--|:--|:--|\n| `ringi_no` | \u6587\u5b57\u5217 | \u30ad\u30fc | \u7a1f\u8b70\u756a\u53f7\u3002\u539f\u672c\u3078\u306e\u30ea\u30f3\u30af\u306b\u3082\u4f7f\u3046 |\n| `title`\u3001`body`\u3001`comments` | \u6587\u5b57\u5217 | \u691c\u7d22\u53ef\u80fd\uff08\u65e5\u672c\u8a9e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\uff09 | \u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3068\u4e26\u3079\u66ff\u3048\u306e\u6750\u6599 |\n| `body_vector`\u3001`comments_vector` | \u30d9\u30af\u30c8\u30eb | \u691c\u7d22\u53ef\u80fd | \u30d9\u30af\u30c8\u30eb\u691c\u7d22 |\n| `category`\u3001`decision` | \u6587\u5b57\u5217 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd | \u7a2e\u985e\u3068\u7d50\u679c\u3067\u306e\u7d5e\u308a\u8fbc\u307f |\n| `amount_jpy`\u3001`decided_on` | \u6570\u5024\u30fb\u65e5\u4ed8 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd | \u91d1\u984d\u306e\u5e45\u3068\u671f\u9593\u3067\u306e\u7d5e\u308a\u8fbc\u307f |\n| `group_ids` | \u6587\u5b57\u5217\u306e\u96c6\u5408 | \u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd\u3001\u53d6\u5f97\u3057\u306a\u3044 | \u95b2\u89a7\u6a29\u9650\u306e\u7d5e\u308a\u8fbc\u307f |\n\n**\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u3067\u30d9\u30af\u30c8\u30eb\u3092\u5206\u3051\u308b\u306e\u306f\u3001\u4f3c\u65b9\u304c\u9055\u3046\u304b\u3089\u3067\u3059\u3002** \u672c\u6587\u306f\u300c\u4f55\u3092\u8cb7\u3046\u304b\u300d\u3067\u4f3c\u3066\u3044\u3066\u3001\u30b3\u30e1\u30f3\u30c8\u306f\u300c\u4f55\u3092\u5fc3\u914d\u3057\u305f\u304b\u300d\u3067\u4f3c\u3066\u3044\u307e\u3059\u3002**\u540c\u3058\u8a2d\u5099\u3067\u306a\u304f\u3066\u3082\u3001\u540c\u3058\u5fc3\u914d\u3092\u3055\u308c\u305f\u7a1f\u8b70**\u304c\u3001\u30b3\u30e1\u30f3\u30c8\u306e\u30d9\u30af\u30c8\u30eb\u304b\u3089\u898b\u3064\u304b\u308a\u307e\u3059\u3002\n\n\u5be9\u67fb\u306e\u3068\u304d\u306e\u691c\u7d22\u306f\u30011\u3064\u306e\u8981\u6c42\u306b\u307e\u3068\u3081\u307e\u3059\u3002\n\n```json\n{\n  \"search\": \"\u5c04\u51fa\u6210\u5f62\u6a5f \u66f4\u65b0 \u7b2c2\u5de5\u5834 \u8001\u673d\u5316\",\n  \"vectorQueries\": [\n    { \"kind\": \"vector\", \"vector\": [ ], \"k\": 50, \"fields\": \"body_vector\" },\n    { \"kind\": \"vector\", \"vector\": [ ], \"k\": 50, \"fields\": \"comments_vector\" }\n  ],\n  \"filter\": \"category eq '\u8a2d\u5099\u6295\u8cc7' and amount_jpy ge 30000000 and amount_jpy le 120000000 and group_ids\/any(g: search.in(g, '{reviewer_groups}'))\",\n  \"queryType\": \"semantic\",\n  \"semanticConfiguration\": \"ringi-semantic\",\n  \"top\": 10\n}\n```\n\n**`k` \u309250\u306b\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3078\u306e\u5165\u529b\u3092\u6700\u5927\u306b\u3059\u308b\u305f\u3081\u3067\u3059\u3002** \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u516c\u5f0f\u306e\u8aac\u660e\u3067\u3082\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3092\u4f7f\u3046\u5834\u5408\u306f `k` \u309250\u306b\u3059\u308b\u3053\u3068\u304c\u52e7\u3081\u3089\u308c\u3066\u3044\u307e\u3059\u3002**`filter` \u306e\u672b\u5c3e\u306e\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u306e\u6761\u4ef6\u306f\u3001\u3069\u306e\u691c\u7d22\u306b\u3082\u5fc5\u305a\u4ed8\u3051\u307e\u3059\u3002**\n\n### \u524d\u51e6\u7406\n\n1. **\u7a1f\u8b70\u3054\u3068\u306b1\u3064\u306e\u307e\u3068\u307e\u308a\u306b\u3059\u308b** \u2026 \u672c\u6587\u30fb\u30b3\u30e1\u30f3\u30c8\u30fb\u5dee\u623b\u3057\u5c65\u6b74\u3092\u7a1f\u8b70\u756a\u53f7\u3067\u307e\u3068\u3081\u3001\u30b3\u30e1\u30f3\u30c8\u306f\u6c7a\u88c1\u8005\u3068\u65e5\u4ed8\u3092\u4ed8\u3051\u3066\u4e26\u3079\u307e\u3059\n2. **\u9577\u3044\u7a1f\u8b70\u3092\u5206\u3051\u308b** \u2026 \u6dfb\u4ed8\u304c\u9577\u3044\u7a1f\u8b70\u306f\u3001\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u30921\u3064\u76ee\u306e\u584a\u306b\u3001\u6dfb\u4ed8\u306e\u8981\u65e8\u30922\u3064\u76ee\u4ee5\u964d\u306b\u5206\u3051\u307e\u3059\u3002**\u30b3\u30e1\u30f3\u30c8\u306f\u5fc5\u305a\u672c\u6587\u3068\u540c\u3058\u584a\u306b\u5165\u308c\u307e\u3059**\n3. **\u9805\u76ee\u3092\u305d\u308d\u3048\u308b** \u2026 \u91d1\u984d\u306f\u5186\u306b\u63db\u7b97\u3057\u305f\u6570\u5024\u3001\u7a2e\u985e\u306f\u793e\u5185\u306e\u533a\u5206\u306e\u4e00\u89a7\u306e\u3069\u308c\u304b\u306b\u5bc4\u305b\u307e\u3059\u3002**\u7d5e\u308a\u8fbc\u307f\u306b\u4f7f\u3046\u306e\u3067\u3001\u81ea\u7531\u8a18\u8ff0\u306e\u307e\u307e\u5165\u308c\u307e\u305b\u3093**\n4. **\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u3092\u4ed8\u3051\u308b** \u2026 \u96fb\u5b50\u7a1f\u8b70\u306e\u95b2\u89a7\u8a2d\u5b9a\u3092\u30b0\u30eb\u30fc\u30d7ID\u306e\u4e00\u89a7\u306b\u3057\u307e\u3059\n5. **\u30b9\u30ad\u30e3\u30f3PDF\u306e\u8aad\u307f\u53d6\u308a** \u2026 \u30da\u30fc\u30b8\u6570\u306f\u6700\u59272,000\u3001\u6709\u6599\uff08S0\uff09\u30ec\u30d9\u30eb\u3067500MB\u307e\u3067\u3002\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304d\u306ePDF\u306f\u63d0\u51fa\u524d\u306b\u89e3\u9664\u304c\u5fc5\u8981\u3067\u3059\n6. **\u500b\u4eba\u540d\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u6c7a\u88c1\u8005\u306e\u540d\u524d\u306f\u5f79\u8077\u306b\u7f6e\u304d\u63db\u3048\u3066\u5165\u308c\u308b\u8a2d\u8a08\u306b\u3067\u304d\u307e\u3059\n\n**2\u756a\u76ee\u306e\u300c\u30b3\u30e1\u30f3\u30c8\u306f\u672c\u6587\u3068\u540c\u3058\u584a\u306b\u300d\u3092\u5916\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u306f\u6587\u66f8\u3054\u3068\u306b\u6700\u59272,000\u30c8\u30fc\u30af\u30f3\u3092\u53d7\u3051\u4ed8\u3051\u3001**\u30bf\u30a4\u30c8\u30eb128\u30c8\u30fc\u30af\u30f3\u3001\u30ad\u30fc\u30ef\u30fc\u30c9128\u30c8\u30fc\u30af\u30f3\u3001\u6b8b\u308a\u304c\u30b3\u30f3\u30c6\u30f3\u30c4**\u3068\u3044\u3046\u914d\u5206\u3067\u3001\u4e0a\u9650\u3092\u8d85\u3048\u305f\u5185\u5bb9\u306f\u7121\u8996\u3055\u308c\u308b\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30b3\u30e1\u30f3\u30c8\u3092\u672b\u5c3e\u306b\u7f6e\u3044\u305f\u9577\u3044\u584a\u306f\u3001**\u809d\u5fc3\u306e\u30b3\u30e1\u30f3\u30c8\u304c\u4e26\u3079\u66ff\u3048\u306e\u6750\u6599\u304b\u3089\u843d\u3061\u307e\u3059\u3002**\n\n### AI\u306b\u4f55\u3092\u3055\u305b\u308b\u306e\u304b\n\n**\u751f\u6210AI\u306e\u51fa\u756a\u306f2\u56de\u3042\u308a\u307e\u3059\u3002** 1\u56de\u76ee\u306f**\u691c\u7d22\u306e\u524d**\u3067\u3001\u65b0\u3057\u3044\u7a1f\u8b70\u304b\u3089\u691c\u7d22\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\u3092\u7d44\u307f\u7acb\u3066\u307e\u3059\u30022\u56de\u76ee\u306f**\u691c\u7d22\u306e\u5f8c**\u3067\u3001\u4e0a\u4f4d\u306e\u7a1f\u8b70\u3092\u8aad\u3093\u3067\u524d\u4f8b\u306e\u4e00\u89a7\u306b\u307e\u3068\u3081\u307e\u3059\u3002\n\n| \u3055\u305b\u308b\u3053\u3068 | \u4e2d\u8eab |\n|:--|:--|\n| \u691c\u7d22\u8a9e\u306e\u7d44\u307f\u7acb\u3066 | \u8a2d\u5099\u306e\u540d\u524d\u30fb\u578b\u5f0f\u3001\u76f8\u624b\u5148\u3001\u76ee\u7684\u3092\u8a9e\u306b\u3057\u3001\u8a00\u3044\u63db\u3048\uff08\u300c\u5165\u66ff\u300d\u300c\u66f4\u65b0\u300d\uff09\u3092\u8db3\u3059 |\n| \u7d5e\u308a\u8fbc\u307f\u6761\u4ef6\u306e\u7d44\u307f\u7acb\u3066 | \u7a2e\u985e\u3001\u91d1\u984d\u306e\u5e45\uff08\u4eca\u56de\u306e0.5\u301c2\u500d\u306a\u3069\uff09\u3001\u671f\u9593 |\n| \u4f3c\u3066\u3044\u308b\u70b9\u306e\u8a18\u8ff0 | \u7a1f\u8b70\u3054\u3068\u306b\u3001\u4eca\u56de\u3068\u4f55\u304c\u540c\u3058\u304b |\n| \u4ed8\u3044\u305f\u6761\u4ef6\u306e\u629c\u304d\u51fa\u3057 | \u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u4ed8\u5e2f\u6761\u4ef6\u3092**\u539f\u6587\u306e\u307e\u307e**\u5f15\u304f |\n| \u5224\u65ad\u306e\u7406\u7531\u306e\u629c\u304d\u51fa\u3057 | \u5dee\u623b\u3057\u30fb\u5426\u6c7a\u306e\u7406\u7531\u3092**\u539f\u6587\u306e\u307e\u307e**\u5f15\u304f |\n| \u4eca\u56de\u3068\u306e\u9055\u3044 | \u91d1\u984d\u30fb\u76f8\u624b\u5148\u30fb\u671f\u9593\u30fb\u524d\u63d0\u306e\u9055\u3044 |\n\n| \u3055\u305b\u306a\u3044\u3053\u3068 | \u7406\u7531 |\n|:--|:--|\n| \u627f\u8a8d\u30fb\u5426\u6c7a\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304f | \u6c7a\u88c1\u306f\u6c7a\u88c1\u8005\u306e\u5224\u65ad\u3002\u524d\u4f8b\u306f\u6750\u6599\u306b\u3059\u304e\u306a\u3044 |\n| \u691c\u7d22\u7d50\u679c\u306b\u7121\u3044\u7a1f\u8b70\u3092\u6319\u3052\u308b | \u5b9f\u5728\u3057\u306a\u3044\u524d\u4f8b\u306b\u306a\u308b |\n| \u30b3\u30e1\u30f3\u30c8\u306e\u8a00\u3044\u63db\u3048\u30fb\u8981\u7d04 | \u6761\u4ef6\u306e\u6587\u8a00\u306f\u3001\u8a00\u3044\u63db\u3048\u305f\u77ac\u9593\u306b\u610f\u5473\u304c\u5909\u308f\u308b |\n| \u4e00\u822c\u8ad6\u306e\u52a9\u8a00 | \u756a\u53f7\u306b\u3072\u3082\u3065\u304b\u306a\u3044\u52a9\u8a00\u306f\u5be9\u67fb\u306b\u4f7f\u3048\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u3044\u3061\u3070\u3093\u8d77\u304d\u3084\u3059\u3044\u5931\u6557\u3067\u3059\u3002** \u300c\u56de\u53ce\u671f\u9593\u306e\u524d\u63d0\u3092\u4fdd\u5b88\u7684\u306b\u898b\u76f4\u3059\u3053\u3068\u300d\u3092\u300c\u56de\u53ce\u671f\u9593\u3092\u77ed\u304f\u3059\u308b\u3053\u3068\u300d\u3068\u8981\u7d04\u3059\u308b\u3068\u3001**\u6c7a\u88c1\u8005\u304c\u6c42\u3081\u305f\u3053\u3068\u3068\u9006\u306b\u306a\u308a\u5f97\u307e\u3059\u3002** \u6761\u4ef6\u3068\u7406\u7531\u306f\u629c\u304d\u51fa\u3057\u306b\u9650\u308a\u307e\u3059\u3002\n\n### \u30d7\u30ed\u30f3\u30d7\u30c8\u307e\u305f\u306f\u6307\u793a\u5185\u5bb9\u306e\u4f8b\n\n```\n\u3042\u306a\u305f\u306f\u7a1f\u8b70\u306e\u5be9\u67fb\u62c5\u5f53\u3092\u88dc\u52a9\u3057\u307e\u3059\u3002\n\u65b0\u3057\u3044\u7a1f\u8b70\u3068\u3001\u691c\u7d22\u3067\u898b\u3064\u304b\u3063\u305f\u904e\u53bb\u306e\u7a1f\u8b70\u304c\u4e0e\u3048\u3089\u308c\u307e\u3059\u3002\n\u904e\u53bb\u306e\u7a1f\u8b70\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u3084\u308b\u3053\u3068\u3011\n\u904e\u53bb\u306e\u7a1f\u8b70\u305d\u308c\u305e\u308c\u306b\u3064\u3044\u3066\u3001\u6b21\u3092\u66f8\u3044\u3066\u304f\u3060\u3055\u3044\u3002\n- similarity ... \u65b0\u3057\u3044\u7a1f\u8b70\u3068\u4f55\u304c\u540c\u3058\u304b\uff08\u8a2d\u5099\u3001\u76f8\u624b\u5148\u3001\u76ee\u7684\u3001\u91d1\u984d\u306e\u898f\u6a21\uff09\n- conditions ... \u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u66f8\u304b\u308c\u305f\u4ed8\u5e2f\u6761\u4ef6\u3002\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n- reasons ...... \u5dee\u623b\u3057\u30fb\u5426\u6c7a\u306e\u7406\u7531\u3002\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3059\u308b\n- differences .. \u65b0\u3057\u3044\u7a1f\u8b70\u3068\u306e\u9055\u3044\uff08\u91d1\u984d\u3001\u76f8\u624b\u5148\u3001\u671f\u9593\u3001\u524d\u63d0\uff09\n- relevance .... high \/ medium \/ low\n\n\u3010\u53b3\u5b88\u4e8b\u9805\u3011\n- ringi_no \u306f\u3001\u4e0b\u306e\u3010\u904e\u53bb\u306e\u7a1f\u8b70\u3011\u306b\u542b\u307e\u308c\u308b\u756a\u53f7\u3060\u3051\u3092\u4f7f\u3063\u3066\u304f\u3060\u3055\u3044\u3002\n  \u307b\u304b\u306e\u756a\u53f7\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- conditions \u3068 reasons \u306f\u3001\u30b3\u30e1\u30f3\u30c8\u306e\u6587\u8a00\u3092\u305d\u306e\u307e\u307e\u5199\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n  \u8981\u7d04\u3001\u8a00\u3044\u63db\u3048\u3001\u88dc\u8db3\u3092\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n  \u30b3\u30e1\u30f3\u30c8\u306b\u6761\u4ef6\u3084\u7406\u7531\u304c\u66f8\u304b\u308c\u3066\u3044\u306a\u3051\u308c\u3070\u3001\u7a7a\u306e\u914d\u5217\u306b\u3057\u3066\u304f\u3060\u3055\u3044\u3002\n- \u65b0\u3057\u3044\u7a1f\u8b70\u304c\u627f\u8a8d\u3055\u308c\u308b\u304b\u3001\u5426\u6c7a\u3055\u308c\u308b\u304b\u306e\u898b\u8fbc\u307f\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4e00\u822c\u7684\u306a\u6ce8\u610f\u70b9\u3084\u52a9\u8a00\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u4f3c\u3066\u3044\u306a\u3044\u7a1f\u8b70\u306f relevance \u3092 low \u306b\u3057\u3001\u7121\u7406\u306b\u4f3c\u3066\u3044\u308b\u70b9\u3092\u66f8\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n- \u904e\u53bb\u306e\u7a1f\u8b70\u306b\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u6570\u5b57\uff08\u56de\u53ce\u671f\u9593\u3001\u5229\u7387\u306a\u3069\uff09\u3092\u8a08\u7b97\u3057\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\n\n\u3010\u65b0\u3057\u3044\u7a1f\u8b70\u3011{new_ringi}\n\u3010\u904e\u53bb\u306e\u7a1f\u8b70\u3011{retrieved}\n```\n\n**\u300c\u539f\u6587\u306e\u307e\u307e\u5199\u3059\u300d\u30922\u304b\u6240\u306b\u66f8\u3044\u3066\u3044\u308b\u306e\u306f\u3001\u751f\u6210AI\u304c\u8981\u7d04\u3057\u305f\u304c\u308b\u304b\u3089\u3067\u3059\u3002** 1\u304b\u6240\u3060\u3051\u3060\u3068\u3001\u9577\u3044\u30b3\u30e1\u30f3\u30c8\u3092\u77ed\u304f\u307e\u3068\u3081\u3066\u8fd4\u3057\u307e\u3059\u3002**\u6761\u4ef6\u306e\u6587\u8a00\u306f\u3001\u77ed\u304f\u3059\u308b\u3068\u610f\u5473\u304c\u5909\u308f\u308a\u307e\u3059\u3002**\n\n**\u300c\u4f3c\u3066\u3044\u306a\u3044\u7a1f\u8b70\u3092\u7121\u7406\u306b\u4f3c\u305b\u306a\u3044\u300d\u3082\u660e\u8a18\u3057\u307e\u3059\u3002** \u691c\u7d22\u306f\u5fc5\u305a\u4f55\u4ef6\u304b\u3092\u8fd4\u3059\u305f\u3081\u3001\u6307\u793a\u304c\u7121\u3044\u3068\u3001\u95a2\u4fc2\u306e\u8584\u3044\u7a1f\u8b70\u306b\u3082\u4f3c\u3066\u3044\u308b\u70b9\u3092\u4f5c\u6587\u3057\u307e\u3059\u3002\n\n### \u51fa\u529b\u5f62\u5f0f\n\n**\u6b21\u306e\u5f62\u306eJSON\u3067\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002**\n\n```json\n{\n  \"new_ringi_no\": \"\",\n  \"search\": { \"query\": \"\", \"filters\": { \"category\": \"\", \"amount_min\": 0, \"amount_max\": 0, \"date_from\": \"\" } },\n  \"precedents\": [\n    {\n      \"ringi_no\": \"\",\n      \"title\": \"\",\n      \"decision\": \"approved | approved_with_conditions | approved_after_return | rejected | withdrawn\",\n      \"decided_on\": \"\",\n      \"similarity\": \"\",\n      \"conditions\": [ { \"quote\": \"\", \"by_role\": \"\" } ],\n      \"reasons\": [ { \"quote\": \"\", \"by_role\": \"\" } ],\n      \"differences\": [ \"\" ],\n      \"relevance\": \"high | medium | low\"\n    }\n  ]\n}\n```\n\n**\u69cb\u9020\u5316\u51fa\u529b\u3092\u4f7f\u3046\u7406\u7531\u306e1\u3064\u76ee\u306f\u3001`ringi_no` \u3092\u6a5f\u68b0\u3067\u7167\u5408\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** Azure OpenAI \u306e\u69cb\u9020\u5316\u51fa\u529b\u306f\u3001`json_schema` \u306b `strict: true` \u3092\u6307\u5b9a\u3057\u3066\u3001\u6e21\u3057\u305f JSON \u30b9\u30ad\u30fc\u30de\u306b\u5f93\u308f\u305b\u307e\u3059\u3002**\u5168\u30d5\u30a3\u30fc\u30eb\u30c9\u3092 required \u306b\u3057\u3001`additionalProperties: false` \u3092\u6307\u5b9a\u3059\u308b**\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u756a\u53f7\u304c\u6c7a\u307e\u3063\u305f\u5834\u6240\u306b\u5165\u308b\u306e\u3067\u3001\u7b2c5\u7ae0\u306e7\u756a\u76ee\u306e\u7167\u5408\u304c\u30b3\u30fc\u30c9\u3067\u66f8\u3051\u307e\u3059\u3002\n\n**2\u3064\u76ee\u306f\u3001`conditions` \u3068 `reasons` \u3092\u5f15\u7528\u306e\u914d\u5217\u306b\u3067\u304d\u308b\u3053\u3068\u3067\u3059\u3002** \u5f15\u7528\u306e\u6587\u5b57\u5217\u304c\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u306b\u542b\u307e\u308c\u308b\u304b\u3092\u3001**\u6587\u5b57\u5217\u306e\u4e00\u81f4\u3067\u691c\u67fb**\u3067\u304d\u307e\u3059\u3002\u4e00\u81f4\u3057\u306a\u3044\u5f15\u7528\u306f\u3001\u751f\u6210AI\u304c\u8a00\u3044\u63db\u3048\u305f\u3082\u306e\u3068\u3057\u3066\u4e00\u89a7\u304b\u3089\u5916\u3057\u307e\u3059\u3002\n\n**3\u3064\u76ee\u306f\u3001`search` \u3092\u6b8b\u305b\u308b\u3053\u3068\u3067\u3059\u3002** \u3069\u306e\u8a9e\u3068\u3069\u306e\u7d5e\u308a\u8fbc\u307f\u3067\u63a2\u3057\u305f\u304b\u304c\u6b8b\u308b\u306e\u3067\u3001**\u524d\u4f8b\u304c\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306b\u3001\u63a2\u3057\u65b9\u304c\u60aa\u304b\u3063\u305f\u306e\u304b\u3001\u672c\u5f53\u306b\u7121\u3044\u306e\u304b\u3092\u898b\u5206\u3051\u3089\u308c\u307e\u3059\u3002**\n\n### \u30b7\u30b9\u30c6\u30e0\u9023\u643a\n\n| \u3064\u306a\u304e\u5148 | \u65b9\u5f0f | \u5185\u5bb9 |\n|:--|:--|:--|\n| \u96fb\u5b50\u7a1f\u8b70\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc | \u66f8\u304d\u51fa\u3057\u6a5f\u80fd\u307e\u305f\u306fAPI\uff08\u500b\u5225\u5b9f\u88c5\uff09 | \u6c7a\u88c1\u6e08\u307f\u306e\u7a1f\u8b70\u3068\u65b0\u3057\u3044\u7a1f\u8b70\u3092\u8aad\u3080 |\n| Azure AI Document Intelligence | \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb | \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u3068\u8868 |\n| Azure AI Search | \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3078\u306e\u767b\u9332\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22 | \u524d\u4f8b\u306e\u691c\u7d22 |\n| Azure OpenAI | \u57cb\u3081\u8fbc\u307f\u3001\u69cb\u9020\u5316\u51fa\u529b | \u30d9\u30af\u30c8\u30eb\u3001\u691c\u7d22\u8a9e\u3001\u524d\u4f8b\u306e\u307e\u3068\u3081 |\n| \u524d\u4f8b\u691c\u7d22\u306e\u753b\u9762 | \u793e\u5185\u306eWeb\u30da\u30fc\u30b8 | \u7a1f\u8b70\u756a\u53f7\u306e\u6307\u5b9a\u3068\u4e00\u89a7\u306e\u8868\u793a |\n\n**\u96fb\u5b50\u7a1f\u8b70\u3078\u306f\u66f8\u304d\u8fbc\u307f\u307e\u305b\u3093\u3002** \u4e00\u89a7\u306f\u5be9\u67fb\u62c5\u5f53\u306e\u753b\u9762\u306b\u51fa\u3059\u3060\u3051\u3067\u3001\u7a1f\u8b70\u306e\u30b3\u30e1\u30f3\u30c8\u6b04\u306b\u3082\u81ea\u52d5\u3067\u8cbc\u308a\u307e\u305b\u3093\u3002**AI\u306e\u307e\u3068\u3081\u304c\u7a1f\u8b70\u306e\u8a18\u9332\u306b\u6df7\u3056\u308b\u3068\u3001\u5f8c\u304b\u3089\u524d\u4f8b\u3068\u3057\u3066\u691c\u7d22\u3055\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002**\n\n### \u4eba\u9593\u306e\u78ba\u8a8d\n\n1. **\u4e00\u89a7\u3067 `relevance: high` \u306e\u7a1f\u8b70\u304b\u3089\u898b\u308b** \u2026 \u4f3c\u3066\u3044\u308b\u70b9\u3068\u9055\u3044\u3092\u8aad\u307f\u3001\u4f7f\u3048\u305d\u3046\u306a\u524d\u4f8b\u3092\u9078\u3073\u307e\u3059\n2. **\u4f7f\u3046\u524d\u4f8b\u306e\u539f\u672c\u3092\u958b\u304f** \u2026 \u4e00\u89a7\u306e\u30ea\u30f3\u30af\u304b\u3089\u96fb\u5b50\u7a1f\u8b70\u306e\u753b\u9762\u3092\u958b\u304d\u3001**\u5f15\u7528\u3055\u308c\u305f\u30b3\u30e1\u30f3\u30c8\u304c\u539f\u672c\u306b\u3042\u308b\u304b\u3092\u78ba\u304b\u3081\u307e\u3059**\n3. **\u5be9\u67fb\u30e1\u30e2\u306b\u306f\u539f\u672c\u304b\u3089\u5f15\u7528\u3059\u308b** \u2026 \u4e00\u89a7\u306e\u6587\u7ae0\u3067\u306f\u306a\u304f\u3001\u539f\u672c\u306e\u7a1f\u8b70\u756a\u53f7\u3068\u30b3\u30e1\u30f3\u30c8\u3092\u66f8\u304d\u307e\u3059\n4. **\u898b\u3064\u304b\u3089\u306a\u304b\u3063\u305f\u3068\u304d\u306f\u691c\u7d22\u6761\u4ef6\u3092\u898b\u308b** \u2026 `search` \u306e\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u3092\u898b\u3066\u3001\u5e83\u3052\u3066\u518d\u691c\u7d22\u3057\u307e\u3059\n5. **\u5f79\u306b\u7acb\u3063\u305f\u524d\u4f8b\u30fb\u5916\u308c\u305f\u524d\u4f8b\u3092\u8a18\u9332\u3059\u308b** \u2026 \u6b21\u306e\u6539\u5584\u306e\u6750\u6599\u306b\u3057\u307e\u3059\n\n**2\u756a\u76ee\u3092\u7701\u304b\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u5f15\u7528\u306e\u4e00\u81f4\u3092\u6a5f\u68b0\u3067\u691c\u67fb\u3057\u3066\u3044\u3066\u3082\u3001**\u3069\u306e\u6c7a\u88c1\u8005\u306e\u3069\u306e\u6642\u70b9\u306e\u30b3\u30e1\u30f3\u30c8\u304b\u306f\u539f\u672c\u3067\u898b\u306a\u3044\u3068\u5206\u304b\u308a\u307e\u305b\u3093\u3002** \u5dee\u623b\u3057\u524d\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u6700\u7d42\u306e\u6c7a\u88c1\u306e\u30b3\u30e1\u30f3\u30c8\u306f\u3001\u610f\u5473\u304c\u9006\u306e\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\n\n### \u4f8b\u5916\u51e6\u7406\n\n| \u8d77\u304d\u308b\u3053\u3068 | \u5bfe\u5fdc |\n|:--|:--|\n| \u524d\u4f8b\u304c1\u4ef6\u3082\u898b\u3064\u304b\u3089\u306a\u3044 | \u300c\u8a72\u5f53\u306a\u3057\u300d\u3068\u8fd4\u3057\u3001`search` \u3092\u8868\u793a\u3002**\u751f\u6210AI\u306b\u524d\u4f8b\u3092\u4f5c\u3089\u305b\u306a\u3044** |\n| \u8fd4\u3063\u305f\u7a1f\u8b70\u756a\u53f7\u304c\u691c\u7d22\u7d50\u679c\u306b\u7121\u3044 | \u4e00\u89a7\u304b\u3089\u9664\u304d\u3001\u4ef6\u6570\u3092\u8a18\u9332\u3059\u308b |\n| \u5f15\u7528\u304c\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u4e00\u81f4\u3057\u306a\u3044 | \u305d\u306e\u5f15\u7528\u3092\u9664\u304d\u3001`relevance` \u3092\u4e0b\u3052\u308b |\n| \u95b2\u89a7\u3067\u304d\u306a\u3044\u7a1f\u8b70\u304c\u4e0a\u4f4d\u306b\u6765\u308b\u306f\u305a\u3060\u3063\u305f | **\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u691c\u7d22\u306e\u6bb5\u968e\u3067\u9664\u304f\u3002** \u4ef6\u6570\u3082\u8868\u793a\u3057\u306a\u3044 |\n| \u30b9\u30ad\u30e3\u30f3PDF\u306e\u6587\u5b57\u304c\u8aad\u3081\u306a\u3044 | \u7a1f\u8b70\u756a\u53f7\u3068\u4ef6\u540d\u3060\u3051\u3067\u767b\u9332\u3057\u3001\u300c\u672c\u6587\u672a\u8aad\u300d\u306e\u5370\u3092\u4ed8\u3051\u308b |\n| \u6c7a\u88c1\u5f8c\u306b\u7a1f\u8b70\u304c\u53d6\u308a\u6d88\u3055\u308c\u305f | \u6bce\u6669\u306e\u66f4\u65b0\u3067\u7d50\u679c\u3092\u66f8\u304d\u63db\u3048\u308b |\n| \u691c\u7d22\u30b5\u30fc\u30d3\u30b9\u3084\u751f\u6210AI\u304c\u5fdc\u7b54\u3057\u306a\u3044 | \u753b\u9762\u306b\u30a8\u30e9\u30fc\u3092\u51fa\u3057\u3001\u96fb\u5b50\u7a1f\u8b70\u306e\u901a\u5e38\u306e\u691c\u7d22\u3092\u6848\u5185\u3059\u308b |\n\n**4\u884c\u76ee\u306e\u300c\u4ef6\u6570\u3082\u8868\u793a\u3057\u306a\u3044\u300d\u306f\u5927\u4e8b\u3067\u3059\u3002** \u300c\u95b2\u89a7\u3067\u304d\u306a\u3044\u524d\u4f8b\u304c3\u4ef6\u3042\u308a\u307e\u3059\u300d\u3068\u51fa\u3059\u3060\u3051\u3067\u3001**M&A\u3084\u51e6\u9047\u306e\u7a1f\u8b70\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u304c\u4f1d\u308f\u308a\u307e\u3059\u3002** \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u306f\u3001\u30b0\u30eb\u30fc\u30d7ID\u3092 `Collection(Edm.String)` \u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u6301\u305f\u305b\u3001`search.in` \u3067\u7d5e\u308b\u65b9\u6cd5\u304c\u63a8\u5968\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30a3\u30fc\u30eb\u30c9\u306f **`retrievable` \u3092 `false` \u306b\u3057\u3066\u691c\u7d22\u7d50\u679c\u306b\u8fd4\u3055\u306a\u3044**\u3088\u3046\u306b\u3057\u307e\u3059\u304c\u3001\u516c\u5f0f\u306e\u8aac\u660e\u3067\u306f\u3001\u3053\u308c\u306f\u30d5\u30a3\u30fc\u30eb\u30c9\u5358\u4f4d\u306e\u4fdd\u8b77\u306e\u4ed5\u7d44\u307f\u3067\u306f\u306a\u304f\u3001**\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306b\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u304b\u3051\u308b\u3053\u3068\u3067\u6587\u66f8\u5358\u4f4d\u306e\u627f\u8a8d\u3092\u5b9f\u73fe\u3059\u308b**\u3082\u306e\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\n\n### \u4fdd\u5b58\u30fb\u30ed\u30b0\n\n- \u691c\u7d22\u3057\u305f\u65e5\u6642\u3001\u5be9\u67fb\u62c5\u5f53\u3001\u65b0\u3057\u3044\u7a1f\u8b70\u306e\u756a\u53f7\n- \u751f\u6210AI\u304c\u7d44\u307f\u7acb\u3066\u305f\u691c\u7d22\u8a9e\u3068\u7d5e\u308a\u8fbc\u307f\u306e\u6761\u4ef6\n- \u691c\u7d22\u7d50\u679c\u306e\u4e0a\u4f4d\uff08\u7a1f\u8b70\u756a\u53f7\u3068 `@search.rerankerScore`\uff09\n- \u751f\u6210AI\u304c\u8fd4\u3057\u305fJSON\u3068\u3001**\u756a\u53f7\u306e\u7167\u5408\u30fb\u5f15\u7528\u306e\u4e00\u81f4\u691c\u67fb\u3067\u9664\u3044\u305f\u3082\u306e**\n- \u5be9\u67fb\u62c5\u5f53\u304c\u539f\u672c\u3092\u958b\u3044\u305f\u7a1f\u8b70\u3068\u3001\u5be9\u67fb\u30e1\u30e2\u306b\u4f7f\u3063\u305f\u7a1f\u8b70\n- \u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u66f4\u65b0\u306e\u8a18\u9332\uff08\u53d6\u308a\u8fbc\u3093\u3060\u4ef6\u6570\u3001\u8aad\u3081\u306a\u304b\u3063\u305fPDF\uff09\n\n**4\u3064\u76ee\u306e\u300c\u9664\u3044\u305f\u3082\u306e\u300d\u306f\u3001\u751f\u6210AI\u306e\u7656\u3092\u898b\u308b\u305f\u3081\u306b\u6b8b\u3057\u307e\u3059\u3002** \u5b9f\u5728\u3057\u306a\u3044\u756a\u53f7\u3084\u8a00\u3044\u63db\u3048\u305f\u5f15\u7528\u304c\u5897\u3048\u305f\u3089\u3001\u6307\u793a\u306e\u66f8\u304d\u65b9\u304b\u30e2\u30c7\u30eb\u306e\u8a2d\u5b9a\u3092\u898b\u76f4\u3057\u307e\u3059\u3002\n\n**5\u3064\u76ee\u306f\u3001\u524d\u4f8b\u306e\u4fa1\u5024\u3092\u6e2c\u308b\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002** \u5be9\u67fb\u30e1\u30e2\u306b\u4f7f\u308f\u308c\u305f\u7a1f\u8b70\u306e\u7a2e\u985e\u3092\u898b\u308b\u3068\u3001**\u3069\u306e\u7a2e\u985e\u306e\u7a1f\u8b70\u3067\u524d\u4f8b\u304c\u52b9\u3044\u3066\u3044\u308b\u304b**\u304c\u5206\u304b\u308a\u307e\u3059\u3002","minimal_setup":"1. \u5148\u6708\u5be9\u67fb\u3057\u305f\u7a1f\u8b70\u304b\u308910\u4ef6\u3092\u9078\u3076\uff08**\u3046\u3061\u6570\u4ef6\u306f\u3001\u30d9\u30c6\u30e9\u30f3\u304c\u524d\u4f8b\u3092\u6319\u3052\u3066\u6307\u6458\u3057\u305f\u3082\u306e\u3092\u5165\u308c\u308b**\uff09\n2. \u305d\u306e10\u4ef6\u306b\u3064\u3044\u3066\u3001\u5f53\u6642\u3069\u306e\u524d\u4f8b\u3092\u53c2\u7167\u3057\u305f\u304b\u3092\u5be9\u67fb\u30e1\u30e2\u304b\u3089\u66f8\u304d\u51fa\u3059\n3. \u904e\u53bb2\u5e74\u5206\u306e\u540c\u3058\u7a2e\u985e\u306e\u7a1f\u8b70\u3092\u96fb\u5b50\u7a1f\u8b70\u304b\u3089\u66f8\u304d\u51fa\u3057\u3001\u672c\u6587\u3068\u30b3\u30e1\u30f3\u30c8\u30921\u3064\u306e\u30c6\u30ad\u30b9\u30c8\u306b\u307e\u3068\u3081\u308b\n4. \u624b\u5143\u306e\u751f\u6210AI\u306e\u753b\u9762\u306b\u3001\u65b0\u3057\u3044\u7a1f\u8b70\u3068\u307e\u3068\u3081\u305f\u30c6\u30ad\u30b9\u30c8\u3092\u8cbc\u308a\u3001\u300c\u3053\u306e\u7a1f\u8b70\u306b\u4f3c\u305f\u904e\u53bb\u306e\u7a1f\u8b70\u3092\u6319\u3052\u3001\u4ed8\u3044\u305f\u6761\u4ef6\u3068\u7406\u7531\u3092\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u539f\u6587\u306e\u307e\u307e\u5f15\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u3002\u66f8\u304b\u308c\u3066\u3044\u306a\u3044\u756a\u53f7\u3092\u6319\u3052\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u300d\u3068\u6307\u793a\u3059\u308b\n5. \u6319\u304c\u3063\u305f\u524d\u4f8b\u3092\u3001\u5f53\u6642\u53c2\u7167\u3057\u305f\u524d\u4f8b\u3068\u7a81\u304d\u5408\u308f\u305b\u308b\n\n**10\u4ef6\u3067\u78ba\u304b\u3081\u308b\u306e\u306f\u3001\u30b3\u30e1\u30f3\u30c8\u306b\u524d\u4f8b\u306e\u4fa1\u5024\u304c\u3042\u308b\u304b\u3069\u3046\u304b\u3067\u3059\u3002**\n\n| \u51fa\u3066\u304d\u305f\u5185\u5bb9 | \u5224\u65ad |\n|:--|:--|\n| \u5f53\u6642\u306e\u524d\u4f8b\u304c\u6319\u304c\u308a\u3001\u6761\u4ef6\u306e\u5f15\u7528\u3082\u5408\u3063\u3066\u3044\u305f | **\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8a2d\u8a08\u306b\u9032\u3080** |\n| \u524d\u4f8b\u306f\u6319\u304c\u3063\u305f\u304c\u3001\u6761\u4ef6\u3092\u8a00\u3044\u63db\u3048\u305f | \u6307\u793a\u306e\u66f8\u304d\u65b9\u3067\u76f4\u308b\u3002**\u69cb\u6210\u306f\u6709\u52b9** |\n| \u30b3\u30e1\u30f3\u30c8\u6b04\u304c\u307b\u3068\u3093\u3069\u7a7a\u3067\u3001\u6761\u4ef6\u3082\u7406\u7531\u3082\u53d6\u308c\u306a\u3044 | **\u8a18\u9332\u306e\u6b8b\u3057\u65b9\u304c\u5148\u3002** AI\u306e\u554f\u984c\u3067\u306f\u306a\u3044 |\n\n**3\u884c\u76ee\u304c\u51fa\u308b\u3053\u3068\u306f\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002** \u6c7a\u88c1\u8005\u304c\u53e3\u982d\u3067\u6761\u4ef6\u3092\u4f1d\u3048\u3001\u30b3\u30e1\u30f3\u30c8\u6b04\u306b\u306f\u300c\u627f\u8a8d\u300d\u3068\u3057\u304b\u66f8\u304b\u306a\u3044\u904b\u7528\u306e\u4f1a\u793e\u306f\u591a\u304f\u3042\u308a\u307e\u3059\u3002**\u305d\u306e\u5834\u5408\u306f\u3001\u307e\u305a\u6c7a\u88c1\u6642\u306b\u6761\u4ef6\u3092\u30b3\u30e1\u30f3\u30c8\u6b04\u306b\u6b8b\u3059\u904b\u7528\u3092\u59cb\u3081\u3066\u304f\u3060\u3055\u3044\u3002**","minimal_setup_short":"\u540c\u3058\u7a2e\u985e\u306e\u7a1f\u8b70\u3092\u307e\u3068\u3081\u3066\u751f\u6210AI\u306e\u753b\u9762\u306b\u8cbc\u308a\u3001\u524d\u4f8b\u3092\u6319\u3052\u3055\u305b\u308b \uff0f 1\u4ef6\u3054\u3068\u306e\u524d\u4f8b\u306e\u5019\u88dc\u51fa\u3057","semi_auto_setup":"\u4e0a\u8a18\uff0b\u6c7a\u88c1\u6e08\u307f\u306e\u7a1f\u8b70\u3092\u691c\u7d22\u57fa\u76e4\u306b\u5165\u308c\u3001\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u3067\u5019\u88dc\u3092\u4e00\u89a7\u306b\u3059\u308b \uff0f \u691c\u7d22\u3068\u5019\u88dc\u306e\u4e00\u89a7\u5316","full_setup":"\u4e0a\u8a18\uff0b\u95b2\u89a7\u6a29\u9650\u306e\u7d5e\u308a\u8fbc\u307f\u3001\u751f\u6210AI\u306b\u3088\u308b\u524d\u4f8b\u306e\u307e\u3068\u3081\u3001\u7a1f\u8b70\u756a\u53f7\u3068\u5f15\u7528\u306e\u6a5f\u68b0\u691c\u67fb\u307e\u3067\u884c\u3046 \uff0f \u524d\u4f8b\u306e\u8abf\u67fb\u306e\u5168\u4f53","level_note":"**\u6700\u5c0f\u69cb\u6210\u3067\u306f\u4ef6\u6570\u304c\u8db3\u308a\u307e\u305b\u3093\u3002** \u8cbc\u308a\u4ed8\u3051\u3089\u308c\u308b\u306e\u306f\u4e00\u90e8\u306e\u7a1f\u8b70\u3060\u3051\u3067\u30017\u5e74\u5206\u30fb9,000\u4ef6\u306f\u6271\u3048\u307e\u305b\u3093\u3002**\u78ba\u304b\u3081\u308b\u305f\u3081\u306e\u6bb5\u968e\u3067\u3059\u3002**\n**\u534a\u81ea\u52d5\u5316\u3067\u30011\u4ef630\u5206\u304c20\u5206\u7a0b\u5ea6\u306b\u306a\u308a\u307e\u3059\u3002** \u691c\u7d22\u306f\u901f\u304f\u306a\u308a\u307e\u3059\u304c\u3001\u5019\u88dc\u306e\u7a1f\u8b70\u30921\u4ef6\u305a\u3064\u958b\u3044\u3066\u30b3\u30e1\u30f3\u30c8\u3092\u8aad\u3080\u4f5c\u696d\u304c\u6b8b\u308a\u307e\u3059\u3002**\u672c\u683c\u69cb\u6210\u306710\u5206\u306b\u306a\u308a\u3001\u3053\u306e\u6bb5\u968e\u304c\u672c\u8a18\u4e8b\u306e\u60f3\u5b9a\u3067\u3059\u3002** \u5dee\u304c\u5927\u304d\u3044\u306e\u306f\u3001**\u30b3\u30e1\u30f3\u30c8\u304b\u3089\u6761\u4ef6\u3068\u7406\u7531\u3092\u62fe\u3046\u4f5c\u696d\u304c\u30011\u4ef6\u305a\u3064\u306e\u8aad\u307f\u8fbc\u307f\u3060\u304b\u3089\u3067\u3059\u3002**\n**\u6bb5\u968e\u3092\u98db\u3070\u3055\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002** \u534a\u81ea\u52d5\u5316\u306e\u6bb5\u968e\u3067\u3001\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u306e\u4ed8\u3051\u65b9\u3068\u91d1\u984d\u306e\u533a\u5206\u306e\u4ed8\u3051\u65b9\u3092\u56fa\u3081\u307e\u3059\u3002**\u95b2\u89a7\u6a29\u9650\u306e\u8aa4\u308a\u306f\u3001\u672c\u683c\u69cb\u6210\u3067\u751f\u6210AI\u304c\u4e2d\u8eab\u3092\u307e\u3068\u3081\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304b\u3089\u898b\u3064\u304b\u308b\u3068\u3001\u5f71\u97ff\u304c\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002**","troubleshooting":"| \u554f\u984c | \u5bfe\u7b56 |\n|:--|:--|\n| \u5b9f\u5728\u3057\u306a\u3044\u7a1f\u8b70\u756a\u53f7\u304c\u4e00\u89a7\u306b\u51fa\u308b | **\u691c\u7d22\u7d50\u679c\u306e\u756a\u53f7\u3068\u7167\u5408\u3057\u3001\u7121\u3044\u3082\u306e\u3092\u9664\u304f** |\n| \u4ed8\u5e2f\u6761\u4ef6\u304c\u8a00\u3044\u63db\u3048\u3089\u308c\u308b | \u5f15\u7528\u3092\u539f\u672c\u306e\u30b3\u30e1\u30f3\u30c8\u3068\u6587\u5b57\u5217\u3067\u7167\u5408\u3059\u308b |\n| \u95b2\u89a7\u3067\u304d\u306a\u3044\u7a1f\u8b70\u306e\u4e2d\u8eab\u304c\u51fa\u308b | **\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u5168\u30af\u30a8\u30ea\u306b\u304b\u3051\u308b** |\n| \u65e5\u672c\u8a9e\u306e\u672c\u6587\u3067\u691c\u7d22\u304c\u5f53\u305f\u3089\u306a\u3044 | `ja.microsoft` \u304b `ja.lucene` \u3092\u4f5c\u6210\u6642\u306b\u6307\u5b9a\u3059\u308b |\n| \u30b3\u30e1\u30f3\u30c8\u304c\u4e26\u3079\u66ff\u3048\u304b\u3089\u843d\u3061\u308b | \u30b3\u30e1\u30f3\u30c8\u3092\u672c\u6587\u3068\u540c\u3058\u584a\u306e\u524d\u306e\u307b\u3046\u306b\u7f6e\u304f |\n| \u5426\u6c7a\u3055\u308c\u305f\u524d\u4f8b\u304c\u51fa\u3066\u3053\u306a\u3044 | \u5426\u6c7a\u30fb\u53d6\u4e0b\u3052\u306e\u7a1f\u8b70\u3082\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u5165\u308c\u308b |\n| \u5be9\u67fb\u4e2d\u306e\u7a1f\u8b70\u304c\u524d\u4f8b\u3068\u3057\u3066\u51fa\u308b | \u6c7a\u88c1\u6e08\u307f\u306e\u3082\u306e\u3060\u3051\u3092\u53d6\u308a\u8fbc\u3080 |\n| \u91d1\u984d\u306e\u7d5e\u308a\u8fbc\u307f\u304c\u52b9\u304b\u306a\u3044 | \u91d1\u984d\u3092\u5186\u306e\u6570\u5024\u306b\u305d\u308d\u3048\u3066\u5165\u308c\u308b |\n| \u578b\u5f0f\u3084\u53d6\u5f15\u5148\u540d\u3067\u5f53\u305f\u3089\u306a\u3044 | \u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u6b8b\u3057\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306b\u3059\u308b |\n| \u4e00\u89a7\u306e\u6587\u7ae0\u304c\u5be9\u67fb\u30e1\u30e2\u306b\u8cbc\u3089\u308c\u308b | \u539f\u672c\u304b\u3089\u306e\u5f15\u7528\u3092\u904b\u7528\u3067\u6c42\u3081\u308b |\n| \u30b3\u30e1\u30f3\u30c8\u6b04\u304c\u7a7a\u306e\u7a1f\u8b70\u304c\u591a\u3044 | \u6c7a\u88c1\u6642\u306b\u6761\u4ef6\u3092\u66f8\u304d\u6b8b\u3059\u904b\u7528\u3092\u5148\u306b\u59cb\u3081\u308b |\n| \u4eba\u4e8b\u7570\u52d5\u3067\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u304c\u53e4\u304f\u306a\u308b | \u6bce\u6669\u306e\u66f4\u65b0\u3067\u30b0\u30eb\u30fc\u30d7\u306e\u5bfe\u5fdc\u3082\u898b\u76f4\u3059 |\n\n**\u4e0a\u306e3\u884c\u304c\u3001\u3053\u306e\u69cb\u6210\u306e\u5931\u6557\u306e\u307b\u3068\u3093\u3069\u3067\u3059\u3002** \u3069\u308c\u3082\u300c\u305d\u308c\u3089\u3057\u3044\u524d\u4f8b\u306e\u4e00\u89a7\u300d\u306b\u898b\u3048\u307e\u3059\u3002**\u756a\u53f7\u3068\u5f15\u7528\u3092\u539f\u672c\u3068\u6a5f\u68b0\u3067\u7167\u5408\u3057\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3067\u3001\u5be9\u67fb\u306b\u4f7f\u3048\u308b\u304b\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002**\n\n**\u4e0b\u306e2\u884c\u306f\u3001AI\u306e\u5916\u306e\u554f\u984c\u3067\u3059\u3002** \u524d\u4f8b\u306f\u30b3\u30e1\u30f3\u30c8\u306b\u3057\u304b\u6b8b\u3089\u305a\u3001\u30b3\u30e1\u30f3\u30c8\u304c\u7121\u3051\u308c\u3070\u63a2\u3057\u3088\u3046\u304c\u3042\u308a\u307e\u305b\u3093\u3002","governance_notes":"**\u3053\u306e\u69cb\u6210\u3067\u6271\u3046\u30c7\u30fc\u30bf\uff1a** \u6295\u8cc7\u984d\u3001\u53d6\u5f15\u5148\u3068\u5951\u7d04\u6761\u4ef6\u3001\u5426\u6c7a\u306e\u7406\u7531\u3001\u6c7a\u88c1\u8005\u306e\u30b3\u30e1\u30f3\u30c8\u3001\u305d\u3057\u3066**\u5f79\u54e1\u306e\u51e6\u9047\u3084M&A\u3001\u8a34\u8a1f\u306a\u3069\u306e\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u7a1f\u8b70**\u3067\u3059\u3002\n\n1. **\u95b2\u89a7\u6a29\u9650\u3092\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306b\u6301\u305f\u305b\u308b** \u2026 \u96fb\u5b50\u7a1f\u8b70\u3067\u898b\u3089\u308c\u306a\u3044\u7a1f\u8b70\u306f\u3001\u524d\u4f8b\u691c\u7d22\u3067\u3082\u898b\u3089\u308c\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002**\u751f\u6210AI\u306b\u6e21\u308b\u524d\u306b\u9664\u304f**\u3053\u3068\u304c\u539f\u5247\u3067\u3059\n2. **\u5b58\u5728\u3082\u6f0f\u3089\u3055\u306a\u3044** \u2026 \u95b2\u89a7\u3067\u304d\u306a\u3044\u7a1f\u8b70\u306e\u4ef6\u6570\u3084\u4ef6\u540d\u3092\u3001\u753b\u9762\u306b\u3082\u30ed\u30b0\u306b\u3082\u51fa\u3057\u307e\u305b\u3093\n3. **\u6c7a\u88c1\u306e\u5224\u65ad\u3092AI\u306b\u5bc4\u305b\u306a\u3044** \u2026 \u4e00\u89a7\u306f\u524d\u4f8b\u306e\u6750\u6599\u3067\u3059\u3002**\u627f\u8a8d\u30fb\u5426\u6c7a\u306e\u898b\u8fbc\u307f\u3092\u51fa\u3055\u305b\u306a\u3044**\u8a2d\u8a08\u306b\u3057\u3066\u3044\u307e\u3059\n4. **\u6c7a\u88c1\u8005\u306e\u540d\u524d\u306e\u6271\u3044\u3092\u6c7a\u3081\u308b** \u2026 \u30b3\u30e1\u30f3\u30c8\u306e\u4e3b\u3092\u5f79\u8077\u306b\u7f6e\u304d\u63db\u3048\u308b\u304b\u3092\u6c7a\u3081\u307e\u3059\u3002**\u7279\u5b9a\u306e\u5f79\u54e1\u306e\u30b3\u30e1\u30f3\u30c8\u3060\u3051\u3092\u96c6\u3081\u308b\u4f7f\u3044\u65b9\u306f\u60f3\u5b9a\u3057\u3066\u3044\u307e\u305b\u3093**\n5. **AI\u306e\u307e\u3068\u3081\u3092\u7a1f\u8b70\u306e\u8a18\u9332\u306b\u6df7\u305c\u306a\u3044** \u2026 \u4e00\u89a7\u3092\u7a1f\u8b70\u306e\u30b3\u30e1\u30f3\u30c8\u6b04\u306b\u8cbc\u308b\u3068\u3001\u6b21\u306e\u691c\u7d22\u3067\u524d\u4f8b\u3068\u3057\u3066\u8fd4\u3063\u3066\u304d\u307e\u3059\n6. **\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u8907\u88fd\u3068\u4fdd\u7ba1\u5834\u6240\u3092\u7ba1\u7406\u3059\u308b** \u2026 9,000\u4ef6\u306e\u7a1f\u8b70\u304c\u307e\u3068\u307e\u3063\u305f\u691c\u7d22\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u3001\u305d\u308c\u81ea\u4f53\u304c\u6a5f\u5bc6\u306e\u96c6\u307e\u308a\u3067\u3059\n\n\u8aa4\u308a\u304c\u8d77\u304d\u305f\u5834\u5408\u306e\u30ea\u30b9\u30af\u306f\u3001**\u8aa4\u3063\u305f\u524d\u4f8b\u3067\u5be9\u67fb\u304c\u9032\u3080\u3053\u3068\u3068\u3001\u898b\u3066\u306f\u3044\u3051\u306a\u3044\u7a1f\u8b70\u304c\u898b\u3048\u308b\u3053\u3068\u306e2\u3064\u3067\u3059\u3002** 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\u95b2\u89a7\u30b0\u30eb\u30fc\u30d7\u306e\u7d5e\u308a\u8fbc\u307f\u3068\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u3092\u8db3\u3057\u3001\u6b8b\u308a\u306e\u7a2e\u985e\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002**3\u304b\u6708\u76ee\u4ee5\u964d\uff1a** \u751f\u6210AI\u306e\u307e\u3068\u3081\u3068\u756a\u53f7\u30fb\u5f15\u7528\u306e\u691c\u67fb\u3092\u8db3\u3057\u30011\u4ef630\u5206\u304c\u4f55\u5206\u306b\u306a\u3063\u305f\u304b\u3092\u5b9f\u6e2c\u3057\u307e\u3059\u3002**\u5be9\u67fb\u30e1\u30e2\u306b\u5f15\u7528\u3055\u308c\u305f\u524d\u4f8b\u306e\u7a2e\u985e\u3092\u898b\u3066\u3001\u30b3\u30e1\u30f3\u30c8\u306e\u6b8b\u3057\u65b9\u3092\u898b\u76f4\u3057\u305f\u6642\u70b9\u3067\u3001\u3053\u306e\u69cb\u6210\u306f\u5b8c\u6210\u3067\u3059\u3002**\n\n---","related_usecases":["UC-0513","UC-0512","UC-0083","UC-0199"],"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":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"},{"id":5349,"slug":"kokoku-link-zokusei","title":"\u5e83\u544a\u306e\u30ea\u30f3\u30af\u306b\u4ed8\u3051\u308b\u6307\u5b9a\u3068\u306f\uff1f\uff5c\u691c\u7d22\u306e\u8a55\u4fa1\u3092\u5b88\u308b"}],"sources":"| \u78ba\u8a8d\u3057\u305f\u5185\u5bb9 | \u60c5\u5831\u6e90 | \u78ba\u8a8d\u65e5 |\n|:--|:--|:--|\n| \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u304c\u30d5\u30eb\u30c6\u30ad\u30b9\u30c8\u3068\u30d9\u30af\u30c8\u30eb\u306e\u30af\u30a8\u30ea\u30921\u8981\u6c42\u3067\u4e26\u5217\u306b\u5b9f\u884c\u3057\u3001RRF\u3067\u307e\u3068\u3081\u30661\u3064\u306e\u7d50\u679c\u30bb\u30c3\u30c8\u3092\u8fd4\u3059\u3053\u3068\u3002\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u304c\u88fd\u54c1\u30b3\u30fc\u30c9\u30fb\u5c02\u9580\u7528\u8a9e\u30fb\u65e5\u4ed8\u30fb\u4eba\u540d\u306e\u5b8c\u5168\u4e00\u81f4\u306b\u5f37\u304f\u3001\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u304c\u6982\u5ff5\u7684\u306b\u4f3c\u305f\u60c5\u5831\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3002\u30d5\u30a3\u30eb\u30bf\u30fc\u30fb\u30d5\u30a1\u30bb\u30c3\u30c8\u30fb\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30af\u4ed8\u3051\u3068\u7d44\u307f\u5408\u308f\u305b\u3089\u308c\u308b\u3053\u3068 | [Microsoft Learn: \u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u691c\u7d22\u306e\u6982\u8981](https:\/\/learn.microsoft.com\/ja-jp\/azure\/search\/hybrid-search-overview) | 2026-10-06 |\n| \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ab\u30fc\u304c\u4e0a\u4f4d50\u4ef6\u3092\u518d\u30e9\u30f3\u30af\u4ed8\u3051\u3057\u30010\u301c4\u306e `@search.rerankerScore` \u3092\u4ed8\u3051\u308b\u3053\u3068\u3002\u6587\u66f8\u3054\u3068\u306b\u6700\u59272,000\u30c8\u30fc\u30af\u30f3\uff08\u30bf\u30a4\u30c8\u30eb128\u30fb\u30ad\u30fc\u30ef\u30fc\u30c9128\u30fb\u6b8b\u308a\u304c\u30b3\u30f3\u30c6\u30f3\u30c4\uff09\u3067\u4e0a\u9650\u3092\u8d85\u3048\u305f\u5185\u5bb9\u306f\u7121\u8996\u3055\u308c\u308b\u3053\u3068\u3002\u30ad\u30e3\u30d7\u30b7\u30e7\u30f3\u3068\u56de\u7b54\u306f\u9010\u8a9e\u7684\u3067\u65b0\u3057\u3044\u6587\u7ae0\u3092\u4f5c\u3089\u306a\u3044\u3053\u3068\u3002\u4f7f\u7528\u91cf\u3067\u8ab2\u91d1\u3055\u308c\u3001\u691c\u7d22\u6587\u5b57\u5217\u304c\u7a7a\u306a\u3089\u8ab2\u91d1\u3055\u308c\u306a\u3044\u3053\u3068\u3002\u4e00\u90e8\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u63d0\u4f9b\u3055\u308c\u308b\u3053\u3068 | [Microsoft Learn: \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af \u30e9\u30f3\u30ad\u30f3\u30b0\u306e\u6982\u8981](https:\/\/learn.microsoft.com\/ja-jp\/azure\/search\/semantic-search-overview) | 2026-10-06 |\n| \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc\u304c\u30b0\u30eb\u30fc\u30d7ID\u3092 `Collection(Edm.String)` \u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u53ef\u80fd\u306a\u30d5\u30a3\u30fc\u30eb\u30c9\u306b\u6301\u305f\u305b\u3001`search.in` \u3067\u7d5e\u308b\u65b9\u6cd5\u304c\u63a8\u5968\u3055\u308c\u308b\u3053\u3068\u3002`retrievable` \u3092 `false` \u306b\u3057\u3066\u3082\u30d5\u30a3\u30fc\u30eb\u30c9\u5358\u4f4d\u306e\u4fdd\u8b77\u3067\u306f\u306a\u304f\u3001\u5168\u30af\u30a8\u30ea\u3078\u306e\u30d5\u30a3\u30eb\u30bf\u30fc\u3067\u6587\u66f8\u5358\u4f4d\u306e\u627f\u8a8d\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068 | [Microsoft Learn: \u30bb\u30ad\u30e5\u30ea\u30c6\u30a3 \u30d5\u30a3\u30eb\u30bf\u30fc \u30d1\u30bf\u30fc\u30f3](https:\/\/learn.microsoft.com\/ja-jp\/azure\/search\/search-security-trimming-for-azure-search) | 2026-10-06 |\n| \u65e5\u672c\u8a9e\u306e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3068\u3057\u3066 `ja.microsoft` \u3068 `ja.lucene` \u304c\u3042\u308b\u3053\u3068\u3002\u65e2\u5b9a\u306e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3067\u306f\u7a7a\u767d\u306e\u7121\u3044\u65e5\u672c\u8a9e\u304c1\u3064\u306e\u30c8\u30fc\u30af\u30f3\u306b\u306a\u308a\u5f97\u308b\u3053\u3068\u3002\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u306f\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210\u6642\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u8fbc\u307f\u524d\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068 | [Microsoft Learn: \u8a00\u8a9e\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3092\u8ffd\u52a0\u3059\u308b](https:\/\/learn.microsoft.com\/ja-jp\/azure\/search\/index-add-language-analyzers) | 2026-10-06 |\n| \u30ec\u30a4\u30a2\u30a6\u30c8\u30e2\u30c7\u30eb\uff08`prebuilt-layout`\uff09\u304c\u30c6\u30ad\u30b9\u30c8\u30fb\u8868\u30fb\u9078\u629e\u30de\u30fc\u30af\u30fb\u6bb5\u843d\u306e\u5f79\u5272\u3092\u53d6\u308a\u51fa\u3059\u3053\u3068\u3002Markdown \u3067\u51fa\u529b\u3067\u304d\u3001\u8868\u304c HTML \u306e\u8868\u3067\u8868\u3055\u308c\u308b\u3053\u3068\u3002PDF \u306f\u6700\u59272,000\u30da\u30fc\u30b8\u3001S0\u3067500MB\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u4ed8\u304dPDF\u306f\u89e3\u9664\u304c\u5fc5\u8981\u306a\u3053\u3068 | [Microsoft Learn: \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8 \u30ec\u30a4\u30a2\u30a6\u30c8\u5206\u6790](https:\/\/learn.microsoft.com\/ja-jp\/azure\/ai-services\/document-intelligence\/prebuilt\/layout) | 2026-10-06 |\n| \u69cb\u9020\u5316\u51fa\u529b\u304c `json_schema` \u3068 `strict: true` \u3067 JSON \u30b9\u30ad\u30fc\u30de\u306b\u5f93\u308f\u305b\u3001\u5168\u30d5\u30a3\u30fc\u30eb\u30c9\u3092 required \u306b\u3057 `additionalProperties: false` \u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068 | [Microsoft Learn: Structured outputs\uff08Azure OpenAI\uff09](https:\/\/learn.microsoft.com\/en-us\/azure\/ai-foundry\/openai\/how-to\/structured-outputs) | 2026-10-06 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