{"id":6571,"date":"2026-04-10T12:16:46","date_gmt":"2026-04-10T03:16:46","guid":{"rendered":"https:\/\/www.engineer-factory.com\/media\/?p=6571"},"modified":"2026-04-10T17:08:50","modified_gmt":"2026-04-10T08:08:50","slug":"ai%e6%a1%88%e4%bb%b6%e3%81%af%e3%81%aa%e3%81%9c%e5%a2%97%e3%81%88%e3%81%a6%e3%81%84%e3%82%8b%e3%81%ae%e3%81%8b%ef%bc%9f%e3%83%bc%e5%8d%98%e4%be%a1%e3%83%bb%e3%82%b9%e3%82%ad%e3%83%ab%e3%83%bb%e6%a1%88","status":"publish","type":"post","link":"https:\/\/www.engineer-factory.com\/media\/skill\/6571\/","title":{"rendered":"AI\u6848\u4ef6\u306f\u306a\u305c\u5897\u3048\u3066\u3044\u308b\u306e\u304b\uff1f\u30fc\u5358\u4fa1\u30fb\u30b9\u30ad\u30eb\u30fb\u6848\u4ef6\u69cb\u9020\u304b\u3089\u898b\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306e\u5909\u5316\u30fc"},"content":{"rendered":"\n

\u30102026\u5e74\u6700\u65b0\u30c7\u30fc\u30bf\u3011<\/span><\/strong><\/p>\n\n\n\n

\u5206\u6790\u5bfe\u8c61\u4ef6\u6570
6,813\u4ef6<\/strong><\/td>		\u5206\u6790\u671f\u9593
15\u30f6\u6708<\/strong><\/td>		\u5e73\u5747\u5358\u4fa1
72.2\u4e07\u5186<\/strong><\/td>		AI\u6848\u4ef6\u69cb\u6210\u6bd4\u4f38\u9577 6.5%\u219213.5%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u6848\u4ef6\u3092\u63a2\u3057\u3066\u3044\u308b\u3068\u3001\u300cAI\u95a2\u9023\u300d\u3068\u3044\u3046\u8a00\u8449\u3092\u76ee\u306b\u3059\u308b\u6a5f\u4f1a\u304c\u5897\u3048\u305f\u3068\u611f\u3058\u3066\u3044\u308b\u4eba\u306f\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n\n\n\n

\u3067\u3059\u304c\u3001\u300c\u306a\u3093\u3068\u306a\u304f\u5897\u3048\u3066\u3044\u308b\u6c17\u306f\u3059\u308b\u304c\u3001\u5b9f\u969b\u306e\u3068\u3053\u308d\u3069\u3046\u306a\u306e\u304b\u300d\u300c\u81ea\u5206\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u3067\u5bfe\u5fdc\u3067\u304d\u308b\u306e\u304b\u300d\u3068\u3044\u3046\u7591\u554f\u3092\u6301\u3063\u305f\u307e\u307e\u3001\u60c5\u5831\u53ce\u96c6\u304c\u8ffd\u3044\u3064\u304b\u306a\u3044\u30b1\u30fc\u30b9\u3082\u591a\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u304c\u4fdd\u6709\u3059\u308b2025\u5e741\u6708\u301c2026\u5e743\u6708\uff0815\u30f6\u6708\u9593\uff09\u306e6,813\u4ef6\u306e\u6848\u4ef6\u30c7\u30fc\u30bf\u3092\u72ec\u81ea\u306b\u5206\u6790\u3057\u3001AI\u6848\u4ef6\u306e\u5897\u52a0\u72b6\u6cc1\u3001\u5358\u4fa1\u306e\u5b9f\u614b\u3001\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306e\u5909\u5316\u3001\u305d\u3057\u3066\u898b\u843d\u3068\u3055\u308c\u304c\u3061\u306a\u300c\u5468\u8fba\u9818\u57df\u300d\u306e\u52d5\u5411\u307e\u3067\u3001\u30c7\u30fc\u30bf\u3092\u3082\u3068\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

\n
\n
\n
\"\"<\/figure>\n\n\n\n

\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc<\/mark><\/strong>\u3067\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u30fb\u6c42\u4eba\u3092\u3054\u7d39\u4ecb\u3002\u63b2\u8f09\u4e2d\u306e\u6848\u4ef6\u306f10,000\u4ef6\u4ee5\u4e0a\u3002\u7d39\u4ecb\u3059\u308b\u6848\u4ef6\u306e\u5e73\u5747\u5e74\u5546\u306f810\u4e07\u5186\uff08\u203b2023\u5e744\u6708 \u9996\u90fd\u570f\u8fd1\u90ca\u306eIT\u30a8\u30f3\u30b8\u30cb\u30a2\u5bfe\u8c61\uff09\u3067\u3001\u3054\u7d4c\u9a13\u30fb\u5fd7\u5411\u306b\u5408\u3063\u305f\u6848\u4ef6\u3068\u51fa\u4f1a\u3048\u307e\u3059\u3002<\/span><\/strong>

\u7c21\u5358\u306a\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u5165\u529b\u3067\u3059\u3050\u306b\u30b5\u30dd\u30fc\u30c8\u3092\u958b\u59cb\u3002\u6848\u4ef6\u306b\u304a\u56f0\u308a\u306eIT\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u65b9\u3084\u3088\u308a\u9ad8\u6761\u4ef6\u306e\u6848\u4ef6\u3068\u5de1\u308a\u5408\u3044\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u3054\u767b\u9332\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n

\n
\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u4eca\u3059\u3050\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n
\n\t\t\t
\n\t\t\t\n\t\t\t\u3053\u306e\u8a18\u4e8b\u306e\u76ee\u6b21<\/span>\n\t\t\t<\/div>
  1. AI\u95a2\u9023\u6848\u4ef6\u306f\u306a\u305c\u6025\u5897\u3057\u3066\u3044\u308b\u306e\u304b<\/a><\/li>
  2. AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u672c\u5f53\u306b\u9ad8\u3044\u306e\u304b\uff1f<\/a><\/li>
  3. AI\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306f\u4f55\u304b<\/a><\/li>
  4. AI\u3060\u3051\u3058\u3083\u306a\u3044\uff5c\u30a4\u30f3\u30d5\u30e9\u30fbQA\u6848\u4ef6\u3082\u6025\u4f38<\/a><\/li>
  5. \u4eca\u5f8c\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b<\/a><\/li>
  6. \u3053\u308c\u304b\u3089\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u30ad\u30e3\u30ea\u30a2\u6226\u7565<\/a><\/li>
  7. \u30d5\u30ea\uff0d\u30e9\u30f3\u30b9\u306e\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u300d<\/a><\/li>
  8. \u307e\u3068\u3081<\/a><\/li><\/ol><\/div>

    AI\u95a2\u9023\u6848\u4ef6\u306f\u306a\u305c\u6025\u5897\u3057\u3066\u3044\u308b\u306e\u304b<\/h2>\n\n\n\n

    \u6570\u5b57\u3067\u898b\u308bAI\u6848\u4ef6\u306e\u62e1\u5927<\/h3>\n\n\n\n

    \u307e\u305a\u3001AI\u95a2\u9023\u6848\u4ef6\u306e\u5897\u52a0\u306f\u300c\u611f\u899a\u300d\u3067\u306f\u306a\u304f\u300c\u4e8b\u5b9f\u300d\u3068\u3057\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306e\u6848\u4ef6\u30c7\u30fc\u30bf\u3092\u56db\u534a\u671f\u3054\u3068\u306b\u5206\u6790\u3059\u308b\u3068\u3001AI\u95a2\u9023\u6848\u4ef6\u6570\u306f
    Q1 2025\uff082025\u5e741\u6708\u301c3\u6708\uff09\u306e88\u4ef6\u304b\u3089\u3001Q1 2026\uff082026\u5e741\u301c3\u6708\uff09\u306b\u306f184\u4ef6\u3078\u3068\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u308f\u305a\u304b1\u5e74\u9593\u3067\u7d042\u500d\u306b\u4f38\u3073\u3066\u304a\u308a\u3001\u975e\u5e38\u306b\u6025\u901f\u306a\u62e1\u5927\u304c\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

    \u56db\u534a\u671f<\/strong><\/td>AI<\/strong>\u6848\u4ef6\u6570<\/strong><\/td><\/tr><\/thead>
    Q1 2025\uff081-3\u6708\uff09<\/td>88\u4ef6<\/td><\/tr>
    Q2 2025\uff084-6\u6708\uff09<\/td>117\u4ef6<\/td><\/tr>
    Q3 2025\uff087-9\u6708\uff09<\/td>169\u4ef6<\/td><\/tr>
    Q4 2025\uff0810-12\u6708\uff09<\/td>178\u4ef6<\/td><\/tr>
    Q1 2026<\/strong>\uff081-3\u6708\uff09<\/strong><\/td>184<\/strong>\u4ef6<\/strong><\/td><\/tr><\/tbody><\/table>
    \u203b\u51fa\u5178\uff1a\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u4fdd\u6709\u6848\u4ef6\u30c7\u30fc\u30bf\uff086,813\u4ef6\uff09<\/figcaption><\/figure>\n\n\n\n

    \u7279\u5fb4\u7684\u306a\u306e\u306f\u30012025\u5e74\u590f\uff08Q3\uff09\u3092\u5883\u306bAI\u6848\u4ef6\u6570\u304c\u5927\u304d\u304f\u4f38\u3073\u3001\u305d\u306e\u5f8c\u3082\u9ad8\u6c34\u6e96\u3067\u63a8\u79fb\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002\u4e00\u6642\u7684\u306a\u30d6\u30fc\u30e0\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306a\u9700\u8981\u62e1\u5927\u304c\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

    \u30ad\u30fc\u30ef\u30fc\u30c9\u3067\u898b\u308b\u3068\u300c\u751f\u6210AI\u300d\u300c\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u300cRAG\u300d\u304c\u6025\u6210\u9577<\/h3>\n\n\n\n

    AI\u6848\u4ef6\u306e\u4e2d\u8eab\u3082\u3053\u306e1\u5e74\u3067\u5927\u304d\u304f\u5909\u308f\u308a\u307e\u3057\u305f\u3002
    \u6708\u5225\u306eAI\u95a2\u9023\u30ad\u30fc\u30ef\u30fc\u30c9\u30c8\u30ec\u30f3\u30c9\u3092\u898b\u308b\u3068\u3001\u300c\u751f\u6210AI\u300d\u6848\u4ef6\u304c2025\u5e7410\u6708\u4ee5\u964d\u306b\u6025\u5897\uff08\u670823\u4ef6\u8d85\uff09\u3057\u3001\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u306f2025\u5e74\u521d\u982d\u306b\u306f0\u4ef6\u3060\u3063\u305f\u3082\u306e\u304c2026\u5e74\u306b\u306f\u670810\u4ef6\u524d\u5f8c\u307e\u3067\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u4e00\u65b9\u3001\u5f93\u6765\u578b\u306e\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306f\u6e1b\u5c11\u50be\u5411\u306b\u3042\u308a\u3001ChatGPT\u306e\u8a00\u53ca\u3082\u6e1b\u3063\u3066\u300c\u751f\u6210AI\u300d\u300cLLM\u300d\u3068\u3044\u3046\u8868\u73fe\u3078\u30b7\u30d5\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u73fe\u5834\u304c\u6c42\u3081\u308b\u6280\u8853\u306e\u7126\u70b9\u304c\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9\u304b\u3089\u751f\u6210AI\u306e\u5b9f\u88c5\u30fb\u6d3b\u7528\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

    \u306a\u305c\u4eca\u3001AI\u6848\u4ef6\u304c\u5897\u3048\u3066\u3044\u308b\u306e\u304b<\/h3>\n\n\n\n

    \u80cc\u666f\u306b\u306f\u5927\u304d\u304f3\u3064\u306e\u8981\u56e0\u304c\u3042\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

      \n
    • \u4f01\u696d\u306eAI\u6d3b\u7528\u304c\u300c\u5b9f\u9a13\u6bb5\u968e\u300d\u304b\u3089\u300c\u5b9f\u904b\u7528\u300d\u3078\u79fb\u884c\uff1a2023\u301c2024\u5e74\u306fChatGPT\u306e\u767b\u5834\u306b\u3088\u308aPoC\uff08\u6982\u5ff5\u5b9f\u8a3c\uff09\u304c\u9032\u307f\u307e\u3057\u305f\u304c\u30012025\u5e74\u4ee5\u964d\u306f\u305d\u306e\u7d50\u679c\u3092\u672c\u756a\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080\u6bb5\u968e\u3078\u3002\u751f\u6210AI\/LLM\u958b\u767a\u6848\u4ef6\u304c\u5168\u4f53\u6700\u591a\u306e340\u4ef6\u3092\u5360\u3081\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
    • AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084RAG\u3068\u3044\u3063\u305f\u65b0\u6280\u8853\u9818\u57df\u306e\u53f0\u982d\uff1a\u5358\u7d14\u306aAPI\u547c\u3073\u51fa\u3057\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u696d\u52d9\u30d5\u30ed\u30fc\u306b\u7d44\u307f\u8fbc\u307e\u308c\u305f\u81ea\u5f8b\u578bAI\u30b7\u30b9\u30c6\u30e0\u306e\u958b\u767a\u6848\u4ef6\u304c\u6025\u5897\u3002\u7d4c\u7406AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u696d\u7a2e\u7279\u5316\u578b\u6848\u4ef6\u3082\u76ee\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n
    • DX\u63a8\u9032\u3068\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u52a0\u901f\uff1aAzure OpenAI\u7d4c\u7531\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u5c0e\u5165\u304c\u5897\u52a0\u3057\u3001\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u3068\u751f\u6210AI\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6848\u4ef6\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

      AI\u6848\u4ef6\u306e\u5358\u4fa1\u306f\u672c\u5f53\u306b\u9ad8\u3044\u306e\u304b\uff1f<\/h2>\n\n\n\n

      \u5e73\u5747\u5358\u4fa1\u306e\u5b9f\u614b\uff1a\u975eAI\u6848\u4ef6\u3068\u6bd4\u3079\u3066\u67086\u301c8\u4e07\u5186\u9ad8\u3044<\/h3>\n\n\n\n

      \u300cAI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u300d\u3068\u3044\u3046\u5370\u8c61\u306f\u3001\u30c7\u30fc\u30bf\u3067\u898b\u308b\u3068\u4e8b\u5b9f\u3068\u3057\u3066\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306e\u5206\u6790\u5bfe\u8c616,813\u4ef6\u5168\u4f53\u306e\u5e73\u5747\u5358\u4fa1\u306f72.2\u4e07\u5186\uff08\u4e2d\u592e\u502466.0\u4e07\u5186\uff09\u3002\u3053\u308c\u3092AI\u6848\u4ef6\u3068\u975eAI\u6848\u4ef6\u306b\u5206\u3051\u3066\u6bd4\u8f03\u3059\u308b\u3068\u3001\u660e\u78ba\u306a\u5dee\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \u6307\u6a19<\/strong><\/td>AI<\/strong>\u6848\u4ef6<\/strong><\/td>\u975eAI\u6848\u4ef6<\/strong><\/td>\u5dee<\/strong><\/td><\/tr><\/thead>
      \u5e73\u5747\u5358\u4fa1<\/td>77.9\u4e07\u5186<\/td>71.6\u4e07\u5186<\/td>\u25b2 +6.3\u4e07\u5186<\/span><\/strong><\/td><\/tr>
      \u4e2d\u592e\u5024\u5358\u4fa1<\/td>74.0\u4e07\u5186<\/td>66.0\u4e07\u5186<\/td>\u25b2 +8.0\u4e07\u5186<\/span><\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u5358\u7d14\u8a08\u7b97\u3067\u5e74\u9593\u63db\u7b97\u3059\u308b\u3068\u3001AI\u6848\u4ef6\u306b\u53c2\u753b\u3059\u308b\u3053\u3068\u306775\u301c96\u4e07\u5186\u7a0b\u5ea6\u306e\u53ce\u5165\u5dee\u304c\u751f\u3058\u308b\u8a08\u7b97\u3067\u3059\u3002<\/p>\n\n\n\n

      \u9ad8\u5358\u4fa1\u5e2f\u306e\u5206\u5e03\u306b\u3082\u660e\u78ba\u306a\u5dee<\/h3>\n\n\n\n

      \u5358\u4fa1\u5e2f\u5225\u306e\u69cb\u6210\u6bd4\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001AI\u6848\u4ef6\u306e\u512a\u4f4d\u6027\u304c\u3055\u3089\u306b\u9bae\u660e\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

      \u5358\u4fa1\u5e2f<\/strong><\/td>AI<\/strong>\u6848\u4ef6<\/strong><\/td>\u975eAI\u6848\u4ef6<\/strong><\/td><\/tr><\/thead>
      80\u4e07\u5186\u4ee5\u4e0a<\/td>36.1%<\/span><\/strong><\/td>24.7%<\/td><\/tr>
      100\u4e07\u5186\u4ee5\u4e0a<\/td>9.5%<\/span><\/strong><\/td>6.7%<\/td><\/tr>
      50\u4e07\u5186\u672a\u6e80<\/td>4.6%<\/td>9.5%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      AI\u6848\u4ef6\u3067\u306f100\u4e07\u5186\u8d85\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c1\u5272\u8fd1\u304f\u3092\u5360\u3081\u300150\u4e07\u5186\u672a\u6e80\u306e\u4f4e\u5358\u4fa1\u6848\u4ef6\u306f\u975eAI\u6848\u4ef6\u306e\u534a\u5206\u4ee5\u4e0b\u306b\u6291\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u5358\u4fa1\u306e\u300c\u5929\u4e95\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u5e8a\u300d\u3082\u9ad8\u3044\u69cb\u9020\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u5b9f\u969b\u3001AI\u6848\u4ef6\u306e\u9ad8\u5358\u4fa1TOP10\u3092\u898b\u308b\u3068\u3001
      1\u4f4d\u306f208\u4e07\u5186\uff08AI\u5b9f\u88c5\u30d7\u30ed\u30b8\u30a7\u30af\u30c8 PM\u652f\u63f4\/DX\u63a8\u9032\uff09
      2\u4f4d\u306f190\u4e07\u5186\uff08AI\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\uff09
      3\u4f4d\u306f174\u4e07\u5186\uff08DX\u63a8\u9032\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8
      \u3068\u3001\u6708\u984d100\u4e07\u5186\u3092\u8d85\u3048\u308b\u6848\u4ef6\u3082\u8907\u6570\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \u306a\u305cAI\u6848\u4ef6\u306f\u9ad8\u5358\u4fa1\u306a\u306e\u304b<\/h3>\n\n\n\n

      \u7406\u7531\u306f\u300c\u5e0c\u5c11\u6027\u300d\u3068\u300c\u96e3\u6613\u5ea6\u300d\u306e\u639b\u3051\u5408\u308f\u305b\u3067\u3059\u3002\u751f\u6210AI\/LLM\u306e\u5b9f\u88c5\u7d4c\u9a13\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u307e\u3060\u7d76\u5bfe\u6570\u304c\u5c11\u306a\u3044\u306e\u306f\u4e8b\u5b9f\u3002
      \u52a0\u3048\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u8ab2\u984c\u3078\u306e\u7406\u89e3\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u8a2d\u8a08\u3001RAG\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u7bc9\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30ac\u30d0\u30ca\u30f3\u30b9\u3078\u306e\u914d\u616e\u306a\u3069\u3001\u6280\u8853\u7684\u306a\u5e45\u5e83\u3055\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u5358\u7d14\u306a\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u30b9\u30ad\u30eb\u3060\u3051\u3067\u306f\u5bfe\u5fdc\u3067\u304d\u306a\u3044\u8907\u5408\u7684\u306a\u8981\u4ef6\u304c\u3001\u5358\u4fa1\u3092\u62bc\u3057\u4e0a\u3052\u3066\u3044\u308b\u8981\u56e0\u3067\u3059\u3002<\/p>\n\n\n\n

      AI\u6848\u4ef6\u3067\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306f\u4f55\u304b<\/h2>\n\n\n\n

      \u30ab\u30c6\u30b4\u30ea\u30fc\u5225\u306b\u898b\u308b\u5fc5\u8981\u30b9\u30ad\u30eb<\/h3>\n\n\n\n

      AI\u6848\u4ef6\u306f\u4e00\u53e3\u306b\u300cAI\u300d\u3068\u3044\u3063\u3066\u3082\u3001\u6c42\u3081\u3089\u308c\u308b\u30b9\u30ad\u30eb\u306f\u30ab\u30c6\u30b4\u30ea\u30fc\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u7570\u306a\u308a\u307e\u3059\u3002\u4ef6\u6570\u306e\u591a\u3044\u9806\u306b\u6574\u7406\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

      \u30ab\u30c6\u30b4\u30ea\u30fc<\/strong><\/td>\u4ef6\u6570<\/strong><\/td>\u4e3b\u306a\u30b9\u30ad\u30eb<\/strong><\/td><\/tr><\/thead>
      \u751f\u6210AI\/LLM\u958b\u767a<\/td>340\u4ef6<\/td>Python\u3001Azure\/AWS\u3001LLM API\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/span><\/td><\/tr>
      AI\u6d3b\u7528\/\u5c0e\u5165\u652f\u63f4<\/td>140\u4ef6<\/td>\u696d\u52d9\u7406\u89e3\u529b\u3001\u8981\u4ef6\u5b9a\u7fa9\u3001AI\u30c4\u30fc\u30eb\u9078\u5b9a\u30fb\u8a55\u4fa1<\/span><\/td><\/tr>
      AI\u30c4\u30fc\u30eb\u6d3b\u7528\uff08Copilot\u7b49\uff09<\/td>108\u4ef6<\/td>GitHub Copilot\u3001ChatGPT\u7b49\u306e\u5b9f\u52d9\u6d3b\u7528\uff08\u5c1a\u53ef\u8981\u4ef6\uff09<\/span><\/td><\/tr>
      AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td>94\u4ef6<\/td>LangChain\u3001AutoGen\u3001API\u9023\u643a\u8a2d\u8a08<\/span><\/td><\/tr>
      RAG\/\u691c\u7d22<\/td>84\u4ef6<\/td>\u30d9\u30af\u30c8\u30ebDB\u3001\u30a8\u30f3\u30d9\u30c7\u30a3\u30f3\u30b0\u3001\u691c\u7d22\u7cbe\u5ea6\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/span><\/td><\/tr>
      \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9<\/td>77\u4ef6<\/td>Python\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001VLM\u30fb\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb<\/span><\/td><\/tr>
      AI\u57fa\u76e4\/MLOps<\/td>23\u4ef6<\/td>Azure\/AWS\u3001ML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u76e3\u8996\u30fb\u904b\u7528\u8a2d\u8a08<\/span><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u300cAI\u30ea\u30c6\u30e9\u30b7\u30fc\u300d\u304c\u5dee\u5225\u5316\u8981\u56e0\u306b\u306a\u308a\u59cb\u3081\u3066\u3044\u308b<\/h3>\n\n\n\n

      \u898b\u9003\u305b\u306a\u3044\u306e\u304c\u3001AI\u5c02\u9580\u6848\u4ef6\u3067\u306f\u306a\u3044\u666e\u901a\u306e\u958b\u767a\u6848\u4ef6\u3067\u3082\u3001AI\u30c4\u30fc\u30eb\u6d3b\u7528\u7d4c\u9a13\u304c\u8a55\u4fa1\u57fa\u6e96\u306b\u306a\u308a\u3064\u3064\u3042\u308b\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n

      \u975eAI\u6848\u4ef6\u306e\u8981\u4ef6\u7968\u306b\u300cAI\u30c4\u30fc\u30eb\u3078\u306e\u8208\u5473\u30fb\u95a2\u5fc3\u300d\u300cGitHub Copilot\u306e\u5229\u7528\u7d4c\u9a13\u300d\u300cChatGPT\u3092\u5b9f\u52d9\u3067\u6d3b\u7528\u3057\u305f\u7d4c\u9a13\u300d\u306a\u3069\u306e\u5c1a\u53ef\u30b9\u30ad\u30eb\u3068\u3057\u3066\u8a00\u53ca\u304c\u3042\u308b\u5272\u5408\u3092\u6708\u5225\u306b\u8ffd\u3063\u3066\u307f\u308b\u3068\u30012025\u5e741\u6708\u306e2.2%\u304b\u30892025\u5e748\u6708\u306b\u306f10.8%\u307e\u3067\u6025\u4e0a\u6607\u3057\u3066\u3044\u308b\u306e\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002\u305d\u306e\u5f8c\u3084\u3084\u843d\u3061\u7740\u3044\u3066\u3044\u307e\u3059\u304c\uff082026\u5e743\u6708\u6642\u70b9\u30677.9%\uff09\u3001\u305d\u308c\u3067\u30821\u5e74\u524d\u3068\u6bd4\u3079\u3066\u4f9d\u7136\u3068\u3057\u3066\u9ad8\u3044\u6c34\u6e96\u3060\u3068\u3044\u3046\u3053\u3068\u304c\u30c7\u30fc\u30bf\u4e0a\u3067\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

      \u671f\u9593<\/strong><\/td>\u5c1a\u53ef\u8981\u4ef6\u306bAI\u8a00\u53ca<\/strong><\/td><\/tr><\/thead>
      2025\u5e741\u6708<\/td>2.2%<\/td><\/tr>
      2025\u5e746\u6708<\/td>4.2%<\/td><\/tr>
      2025\u5e748\u6708<\/strong><\/td>10.8%<\/strong><\/td><\/tr>
      2025\u5e7412\u6708<\/td>8.6%<\/td><\/tr>
      2026\u5e743\u6708<\/td>7.9%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      AI\u306f\u3082\u306f\u3084AI\u30a8\u30f3\u30b8\u30cb\u30a2\u5c02\u9580\u8077\u3060\u3051\u306e\u9818\u57df\u3067\u306f\u306a\u304f\u3001\u4e00\u822c\u7684\u306a\u958b\u767a\u8005\u306b\u3068\u3063\u3066\u3082AI\u30c4\u30fc\u30eb\u6d3b\u7528\u80fd\u529b\u304c\u5dee\u5225\u5316\u8981\u56e0\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

      AI\u3060\u3051\u3058\u3083\u306a\u3044\uff5c\u30a4\u30f3\u30d5\u30e9\u30fbQA\u6848\u4ef6\u3082\u6025\u4f38<\/h2>\n\n\n\n

      \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e00\u8fba\u5012\u304b\u3089\u306e\u8131\u5374\uff1a\u5f79\u5272\u69cb\u6210\u6bd4\u306e\u5909\u5316<\/h3>\n\n\n\n

      \u300cAI\u6848\u4ef6\u304c\u5897\u3048\u3066\u3044\u308b\u300d\u3068\u3044\u3046\u8a71\u306b\u96a0\u308c\u304c\u3061\u3067\u3059\u304c\u3001\u5b9f\u306f\u5e02\u5834\u3067\u3088\u308a\u5927\u304d\u306a\u5909\u5316\u304c\u8d77\u304d\u3066\u3044\u308b\u306e\u304c\u300cAI\u3092\u652f\u3048\u308b\u30a4\u30f3\u30d5\u30e9\u30fbQA\u9818\u57df\u300d\u306e\u9700\u8981\u62e1\u5927\u3067\u3059\u3002<\/p>\n\n\n\n

      \u5f79\u5272<\/strong><\/td>2025\u5e741\u301c6\u6708<\/strong><\/td>2025\u5e7410\u6708\u301c2026\u5e743\u6708<\/strong><\/td>\u5909\u5316<\/strong><\/td><\/tr><\/thead>
      \u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\uff09<\/td>24.8%<\/td>13.5%<\/td>\u25bc -11.2pp<\/td><\/tr>
      \u30a4\u30f3\u30d5\u30e9<\/strong><\/td>37.5%<\/strong><\/td>50.9%<\/strong><\/td>\u25b2 +13.4pp<\/strong><\/td><\/tr>
      \u30c6\u30b9\u30c8\/QA<\/strong><\/td>33.8%<\/strong><\/td>42.8%<\/strong><\/td>\u25b2 +9.0pp<\/strong><\/td><\/tr>
      PMO<\/td>6.6%<\/td>8.1%<\/td>\u25b2 +1.6pp<\/td><\/tr>
      PM<\/td>14.7%<\/td>13.3%<\/td>\u25bc -1.4pp<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\u6848\u4ef6\u304c11\u30dd\u30a4\u30f3\u30c8\u4ee5\u4e0a\u6e1b\u5c11\u3059\u308b\u4e00\u65b9\u3001\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u304c13\u30dd\u30a4\u30f3\u30c8\u4ee5\u4e0a\u5897\u52a0\u3057\u3001\u30c6\u30b9\u30c8\/QA\u30829\u30dd\u30a4\u30f3\u30c8\u306e\u5897\u52a0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u306a\u305c\u5468\u8fba\u9818\u57df\u304c\u4f38\u3073\u3066\u3044\u308b\u306e\u304b<\/h3>\n\n\n\n

      AI\u6d3b\u7528\u304c\u5b9f\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u306b\u79fb\u884c\u3059\u308b\u3068\u3001\u305d\u308c\u3092\u652f\u3048\u308b\u30a4\u30f3\u30d5\u30e9\u306e\u91cd\u8981\u6027\u304c\u5897\u3059\u306e\u306f\u4e8b\u5b9f\u3002LLM\u306eAPI\u3092\u5b89\u5b9a\u3057\u3066\u547c\u3073\u51fa\u3059\u305f\u3081\u306e\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u3001\u30e2\u30c7\u30eb\u306e\u5fdc\u7b54\u54c1\u8cea\u3092\u62c5\u4fdd\u3059\u308b\u305f\u3081\u306e\u30c6\u30b9\u30c8\u30fb\u8a55\u4fa1\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u7d99\u7d9a\u7684\u306a\u30e2\u30c7\u30eb\u66f4\u65b0\u3092\u652f\u3048\u308bMLOps\u306e\u4ed5\u7d44\u307f\u306a\u3069\u3001\u300cAI\u3092\u52d5\u304b\u3057\u7d9a\u3051\u308b\u305f\u3081\u306e\u57fa\u76e4\u300d\u3078\u306e\u9700\u8981\u304c\u4e00\u6c17\u306b\u9ad8\u307e\u3063\u3066\u3044\u308b\u306e\u304c\u898b\u3048\u307e\u3059\u3002<\/p>\n\n\n\n

      \u307e\u305f\u3001AI\u304c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u88dc\u52a9\u3059\u308b\u307b\u3069\u3001\u4eba\u9593\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u5f79\u5272\u304c\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u6848\u4ef6\u8981\u4ef6\u306e\u5909\u5316\u3092\u898b\u3066\u3082\u3001PjM\/\u30ea\u30fc\u30c0\u30fc\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff08+4.6pp\uff09\u3001\u30c6\u30b9\u30c8\uff08+4.8pp\uff09\u3001\u4fdd\u5b88\/\u904b\u7528\uff08+3.5pp\uff09\u3001\u5c0e\u5165\u652f\u63f4\uff08+3.4pp\uff09\u306a\u3069\u304c\u8ed2\u4e26\u307f\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u4eca\u5f8c\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b<\/h2>\n\n\n\n

      \u5358\u4fa1\u306e\u4e8c\u6975\u5316\u304c\u9032\u3080<\/h3>\n\n\n\n

      2025\u5e741\u6708\u304b\u30892026\u5e743\u6708\u306b\u304b\u3051\u3066\u3001\u5168\u4f53\u306e\u5e73\u5747\u5358\u4fa1\u306f72.1\u4e07\u5186\u219276.4\u4e07\u5186\u3068\u7de9\u3084\u304b\u306b\u4e0a\u6607\u3057\u3066\u3044\u307e\u3059\u3002\u6ce8\u76ee\u3059\u3079\u304d\u306f\u5206\u5e03\u306e\u5909\u5316\u3067\u3059\u3002100\u4e07\u5186\u4ee5\u4e0a\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c8.8%\u219212.7%\u3068\u7d044\u30dd\u30a4\u30f3\u30c8\u5897\u52a0\u3059\u308b\u4e00\u65b9\u300150\u4e07\u5186\u672a\u6e80\u306e\u4f4e\u5358\u4fa1\u6848\u4ef6\u306f\u5fae\u6e1b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      AI\u30b9\u30ad\u30eb\u30fb\u4e0a\u6d41\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u304c\u9ad8\u5358\u4fa1\u5074\u306b\u5438\u3044\u4e0a\u3052\u3089\u308c\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u307f\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u3067\u306f\u4e2d\u5358\u4fa1\u3067\u306e\u5b89\u5b9a\u9700\u8981\u306f\u7d9a\u304d\u307e\u3059\u304c\u3001\u5358\u4fa1\u5411\u4e0a\u306e\u4f59\u5730\u306f\u7e2e\u5c0f\u3059\u308b\u3068\u3044\u3046\u69cb\u9020\u5909\u5316\u304c\u9032\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u300c\u4e09\u5c64\u69cb\u9020\u300d\u3067\u7406\u89e3\u3059\u308bAI\u6642\u4ee3\u306e\u5e02\u5834\u5909\u5316<\/h3>\n\n\n\n

      \u4eca\u8d77\u304d\u3066\u3044\u308b\u5909\u5316\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u4e09\u5c64\u69cb\u9020\u3068\u3057\u3066\u6349\u3048\u308b\u3068\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

      \u5c64<\/strong><\/td>\u5185\u5bb9<\/strong><\/td>\u30dd\u30a4\u30f3\u30c8<\/strong><\/td><\/tr><\/thead>
      \u7b2c\u4e00\u5c64<\/td>AI\u5c02\u9580\u6848\u4ef6\u306e\u5275\u51fa<\/td>\u751f\u6210AI\/LLM\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u6848\u4ef6\u6025\u5897\u3002\u5e73\u5747\u3088\u308a\u6708+8\u4e07\u5186\u306e\u30d7\u30ec\u30df\u30a2\u30e0<\/td><\/tr>
      \u7b2c\u4e8c\u5c64<\/td>\u65e2\u5b58\u6848\u4ef6\u3078\u306eAI\u8981\u7d20\u6d78\u900f<\/td>\u975eAI\u6848\u4ef6\u3067\u3082Copilot\/AI\u30c4\u30fc\u30eb\u7d4c\u9a13\u304c\u5dee\u5225\u5316\u8981\u56e0\u306b<\/td><\/tr>
      \u7b2c\u4e09\u5c64<\/td>\u6848\u4ef6\u69cb\u9020\u305d\u306e\u3082\u306e\u306e\u5909\u5bb9<\/td>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\u6848\u4ef6\u304c11pp\u4ee5\u4e0a\u6e1b\u5c11\u3002\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\u30fb\u4e0a\u6d41\u304c\u5f37\u5316<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

      \u3053\u308c\u304b\u3089\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u30ad\u30e3\u30ea\u30a2\u6226\u7565<\/h2>\n\n\n\n

      \u30d1\u30bf\u30fc\u30f3\u2460\uff1aAI\u5c02\u9580\u30b9\u30ad\u30eb\u306b\u6295\u8cc7\u3057\u3066\u9ad8\u5358\u4fa1\u3092\u72d9\u3046<\/h4>\n\n\n\n

      \u751f\u6210AI\/LLM\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001RAG\u306a\u3069\u306e\u6280\u8853\u3092\u7fd2\u5f97\u3057\u3001AI\u5c02\u9580\u6848\u4ef6\u306b\u53c2\u753b\u3059\u308b\u30eb\u30fc\u30c8\u3002\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\uff08+6\u301c8\u4e07\u5186\/\u6708\uff09\u3092\u72d9\u3048\u307e\u3059\u304c\u3001\u6280\u8853\u5909\u5316\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u304f\u3001\u7d99\u7d9a\u7684\u306a\u5b66\u7fd2\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002
      Python\u3092\u57fa\u790e\u306bLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\uff08LangChain\u7b49\uff09\u3084Azure OpenAI\u306e\u5b9f\u88c5\u7d4c\u9a13\u3092\u7a4d\u3080\u3053\u3068\u304c\u73fe\u5b9f\u7684\u306a\u7b2c\u4e00\u6b69\u3060\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

      \u30d1\u30bf\u30fc\u30f3\u2461\uff1a\u73fe\u8077\u30b9\u30ad\u30eb\u3092\u6d3b\u304b\u3057\u3066AI\u30ea\u30c6\u30e9\u30b7\u30fc\u3092\u4e0a\u4e57\u305b\u3059\u308b<\/h4>\n\n\n\n

      \u30a4\u30f3\u30d5\u30e9\u3001\u30c6\u30b9\u30c8\/QA\u3001PM\u306a\u3069\u81ea\u5206\u306e\u5c02\u9580\u9818\u57df\u3092\u6301\u3061\u306a\u304c\u3089\u3001AI\u30c4\u30fc\u30eb\u6d3b\u7528\u306e\u30ea\u30c6\u30e9\u30b7\u30fc\u3092\u8eab\u306b\u3064\u3051\u308b\u30eb\u30fc\u30c8\u3002GitHub Copilot\u306e\u5b9f\u52d9\u6d3b\u7528\u3084\u3001\u696d\u52d9\u30d5\u30ed\u30fc\u3078\u306eAI\u7d44\u307f\u8fbc\u307f\u306e\u7406\u89e3\u3060\u3051\u3067\u3082\u3001\u6848\u4ef6\u7372\u5f97\u306e\u7af6\u4e89\u529b\u304c\u5909\u308f\u308a\u307e\u3059\u3002\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u3067\u3042\u308c\u3070Azure\u00d7AI\u306e\u8907\u5408\u30b9\u30ad\u30eb\u306f\u7279\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n

      \u30d1\u30bf\u30fc\u30f3\u2462\uff1a\u5b89\u5b9a\u9700\u8981\u306e\u3042\u308b\u4e0a\u6d41\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u9818\u57df\u3092\u5f37\u5316\u3059\u308b<\/h4>\n\n\n\n

      AI\u304c\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u3092\u88dc\u52a9\u3059\u308b\u6642\u4ee3\u306b\u306a\u308b\u307b\u3069\u3001\u300c\u4f55\u3092\u4f5c\u308b\u304b\u300d\u3092\u6c7a\u3081\u308bPM\/PMO\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u306e\u4fa1\u5024\u306f\u4e0a\u6607\u3059\u308b\u306f\u305a\u3067\u3059\u3002\u8981\u4ef6\u5b9a\u7fa9\u30fb\u5c0e\u5165\u652f\u63f4\u306a\u3069\u4e0a\u6d41\u5de5\u7a0b\u3078\u306e\u9700\u8981\u5897\u306f\u30c7\u30fc\u30bf\u3067\u3082\u78ba\u8a8d\u3055\u308c\u3066\u304a\u308a\u3001AI\u3078\u306e\u7406\u89e3\u3092\u6301\u3061\u306a\u304c\u3089\u30c1\u30fc\u30e0\u3092\u7387\u3044\u308b\u4eba\u6750\u306f\u5f15\u304d\u7d9a\u304d\u9700\u8981\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n\n\n\n

      \u30d5\u30ea\uff0d\u30e9\u30f3\u30b9\u306e\u6848\u4ef6\u3092\u63a2\u3059\u306a\u3089\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u300d<\/h2>\n\n\n\n
      \"\"<\/figure>\n\n\n\n

      \u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u6700\u9069\u306a\u6848\u4ef6\u3092\u3054\u7d39\u4ecb\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u516c\u958b\u6848\u4ef6\u306f7,000\u4ef6\u4ee5\u4e0a\u3001IT\u696d\u754c\u5c02\u9580\u6b7416\u5e74\u306e\u5b9f\u7e3e\u3092\u8a87\u308a\u300180%\u4ee5\u4e0a\u306e\u65b9\u304c\u30a8\u30f3\u30b8\u30cb\u30a2\u6b7410\u5e74\u4ee5\u4e0a\u3068\u3001\u7d4c\u9a13\u8c4a\u5bcc\u306a\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u306b\u9078\u3070\u308c\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

      \u307e\u305f\u3001\u6848\u4ef6\u306e\u7d99\u7d9a\u7387\u306f95.6%<\/span><\/strong>\u3068\u9ad8\u304f\u3001\u5b89\u5b9a\u3057\u305f\u4ed5\u4e8b\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u6848\u4ef6\u7d39\u4ecb\u5f8c\u3082\u4e01\u5be7\u306a\u30b5\u30dd\u30fc\u30c8\u3092\u884c\u3044\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u4e00\u4eba\u3072\u3068\u308a\u306e\u30ad\u30e3\u30ea\u30a2\u5f62\u6210\u3092\u3057\u3063\u304b\u308a\u3068\u30b5\u30dd\u30fc\u30c8\u3002\u4fe1\u983c\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u3057\u3066\u3001\u3042\u306a\u305f\u306e\u6210\u9577\u3092\u5f8c\u62bc\u3057\u3057\u307e\u3059\u3002\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u6d3b\u52d5\u3092\u3088\u308a\u5145\u5b9f\u3055\u305b\u305f\u3044\u65b9\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u65b0\u305f\u306a\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u307f\u307e\u305b\u3093\u304b\uff1f<\/p>\n\n\n\n

      \n
      \u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u4eca\u3059\u3050\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b<\/strong><\/a><\/div>\n<\/div>\n\n\n\n

      \u307e\u3068\u3081<\/h2>\n\n\n\n

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      \u30c6\u30fc\u30de<\/strong><\/td>\u4e3b\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8<\/strong><\/td><\/tr><\/thead>
      AI\u6848\u4ef6\u306e\u5897\u52a0<\/td>Q1 2025\u2192Q1 2026\u306788\u4ef6\u2192184\u4ef6\u3078\u500d\u5897\u3002<\/td><\/tr>
      \u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0<\/td>AI\u6848\u4ef6\u306f\u975eAI\u6848\u4ef6\u3088\u308a\u5e73\u5747+6.3\u4e07\u5186\uff08\u4e2d\u592e\u5024+8.0\u4e07\u5186\uff09\u9ad8\u3044<\/span><\/td><\/tr>
      AI\u30ea\u30c6\u30e9\u30b7\u30fc\u306e\u6d78\u900f<\/td>\u975eAI\u6848\u4ef6\u3067\u3082AI\u5c1a\u53ef\u30b9\u30ad\u30eb\u3078\u306e\u8a00\u53ca\u304c2.2%\u21927.9%\u3078\u5897\u52a0<\/span><\/td><\/tr>
      \u30a4\u30f3\u30d5\u30e9\u30fbQA\u306e\u62e1\u5927<\/td>\u30a4\u30f3\u30d5\u30e9+13.4pp\u3001\u30c6\u30b9\u30c8\/QA+9.0pp\u3001\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u25bc11.2pp<\/span><\/td><\/tr>
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