{"id":6612,"date":"2026-04-16T17:15:00","date_gmt":"2026-04-16T08:15:00","guid":{"rendered":"https:\/\/www.engineer-factory.com\/media\/?p=6612"},"modified":"2026-04-16T18:54:04","modified_gmt":"2026-04-16T09:54:04","slug":"ai%e3%81%a0%e3%81%91%e3%81%98%e3%82%83%e3%81%aa%e3%81%84%ef%bd%9c%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e6%a1%88%e4%bb%b6%e5%a2%97%e5%8a%a0%e3%81%ae%e8%a3%8f%e3%81%ab%e3%81%82%e3%82%8b%e5%b8%82","status":"publish","type":"post","link":"https:\/\/www.engineer-factory.com\/media\/skill\/6612\/","title":{"rendered":"AI\u3060\u3051\u3058\u3083\u306a\u3044\uff5c\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6\u5897\u52a0\u306e\u88cf\u306b\u3042\u308b\u5e02\u5834\u69cb\u9020\u306e\u5909\u5316\u3068\u306f"},"content":{"rendered":"\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5206\u6790\u5bfe\u8c61\u4ef6\u6570<br> <strong>6,813\u4ef6<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5206\u6790\u671f\u9593<br><strong><strong>2025\u5e741\u6708\u301c2026\u5e743\u6708<\/strong><\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u5e73\u5747\u5358\u4fa1<br><strong>6.5%\u219213.5%\uff08\u7d042\u500d\uff09<\/strong><\/td><td class=\"has-text-align-center\" data-align=\"center\">\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u5897\u52a0<br> <strong><strong>+13.4pp\uff08\u6700\u5927\u4f38\u3073\u5e45\uff09<\/strong><\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd1\u5e74\u3001IT\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u3067\u306f\u6848\u4ef6\u6570\u306e\u5897\u52a0\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u8981\u56e0\u3068\u3057\u3066\u3088\u304f\u6319\u3052\u3089\u308c\u308b\u306e\u304c<strong>\u300cAI\u6848\u4ef6\u306e\u5897\u52a0\u300d<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u7cbe\u67fb\u3059\u308b\u3068\u3001\u5897\u3048\u3066\u3044\u308b\u306e\u306fAI\u9818\u57df\u3060\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br>\u30a4\u30f3\u30d5\u30e9\u3084\u30c6\u30b9\u30c8\u30fbQA\u3068\u3044\u3063\u305f\u5468\u8fba\u9818\u57df\u306e\u6848\u4ef6\u3082\u540c\u6642\u306b\u5897\u52a0\u3057\u3066\u304a\u308a\u3001\u5e02\u5834\u5168\u4f53\u3068\u3057\u3066\u69cb\u9020\u7684\u306a\u5909\u5316\u304c\u8d77\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u30c7\u30fc\u30bf\u4e0a\u3067\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\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\u3082\u3068\u306b\u3001AI\u6848\u4ef6\u306e\u5897\u52a0\u30fb\u30a4\u30f3\u30d5\u30e9\/\u30c6\u30b9\u30c8\u9818\u57df\u306e\u62e1\u5927\u30fb\u6848\u4ef6\u5897\u52a0\u306e\u672c\u8cea\u7684\u306a\u8981\u56e0\u30fb\u4eca\u5f8c\u306e\u5e02\u5834\u69cb\u9020\u5909\u5316\u3092\u6574\u7406\u3057\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306e\u300c\u4eca\u300d\u3068\u300c\u3053\u308c\u304b\u3089\u300d\u3092\u8aad\u307f\u89e3\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-style-bg_stripe\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1090\" height=\"558\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp\" alt=\"\" class=\"wp-image-6584\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp 1090w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-300x154.webp 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-1024x524.webp 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-768x393.webp 768w\" sizes=\"(max-width: 1090px) 100vw, 1090px\" \/><\/figure>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\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<strong><span class=\"swl-marker mark_yellow\">\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><br><br>\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<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill u-mb-ctrl u-mb-0\"><a class=\"wp-block-button__link has-luminous-vivid-orange-background-color has-background wp-element-button\" href=\"https:\/\/www.engineer-factory.com\/freelance\/jobs?utm_source=EF_media&amp;utm_medium=post_top_cta\" style=\"border-radius:20px\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\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<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"6612\" data-theme=\"SWELL CHILD\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\"rtoc_btn_none rtoc_left\">\n\t\t\t\n\t\t\t<span>\u3053\u306e\u8a18\u4e8b\u306e\u76ee\u6b21<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">AI\u6848\u4ef6\u306e\u5897\u52a0\u306f\u5e02\u5834\u5909\u5316\u306e\u300c\u4e00\u90e8\u300d\u306b\u3059\u304e\u306a\u3044<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\u9818\u57df\u3082\u540c\u6642\u306b\u62e1\u5927\u3057\u3066\u3044\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\">\u306a\u305c\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6\u306f\u5168\u4f53\u7684\u306b\u5897\u3048\u3066\u3044\u308b\u306e\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\u958b\u767a\u2192\u30a4\u30f3\u30d5\u30e9\u2192\u30c6\u30b9\u30c8\u306e\u300c\u5206\u696d\u9032\u5316\u300d\u304c\u9032\u3093\u3067\u3044\u308b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">\u300c\u624b\u3092\u52d5\u304b\u3059\u300d\u304b\u3089\u300c\u30c1\u30fc\u30e0\u3092\u7387\u3044\u308b\u300d\u3078\u306e\u8981\u6c42\u5909\u5316<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-6\">AI\u6642\u4ee3\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">\u3053\u306e\u69cb\u9020\u5909\u5316\u306e\u4e2d\u3067\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3069\u3046\u52d5\u304f\u3079\u304d\u304b<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-8\">\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><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\u307e\u3068\u3081\uff1a\u5e02\u5834\u69cb\u9020\u5909\u5316\u306e\u5168\u4f53\u50cf<\/a><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading\">AI\u6848\u4ef6\u306e\u5897\u52a0\u306f\u5e02\u5834\u5909\u5316\u306e\u300c\u4e00\u90e8\u300d\u306b\u3059\u304e\u306a\u3044<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"264\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-142927-1024x264.png\" alt=\"\" class=\"wp-image-6656\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-142927-1024x264.png 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-142927-300x77.png 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-142927-768x198.png 768w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-142927.png 1117w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u6848\u4ef6\u306f\u78ba\u5b9f\u306b\u5897\u52a0\u3057\u3066\u3044\u308b\u2014\u3060\u304c\u300c\u305d\u308c\u3060\u3051\u300d\u3067\u306f\u306a\u3044<\/h3>\n\n\n\n<p>\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u306e\u6848\u4ef6\u30c7\u30fc\u30bf\u306b\u3088\u308c\u3070\u3001AI\u95a2\u9023\u6848\u4ef6\u306e\u5168\u4f53\u69cb\u6210\u6bd4\u306fQ1 2025\uff082025\u5e741\u301c3\u6708\uff09\u306e6.5%\u304b\u3089Q1 2026\uff082026\u5e741\u301c3\u6708\uff09\u306b\u306f13.5%\u3078\u3068\u3001<strong><span class=\"swl-marker mark_yellow\">\u308f\u305a\u304b1\u5e74\u3067\u7d042\u500d\u306b\u62e1\u5927<\/span><\/strong>\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>2025\u5e74\u590f\u4ee5\u964d\u306f12\u301c15%\u30ec\u30f3\u30b8\u3067\u5b9a\u7740\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u306f<strong><span class=\"swl-marker mark_yellow\">\u4e00\u904e\u6027\u306e\u30d6\u30fc\u30e0\u3067\u306f\u306a\u304f\u69cb\u9020\u7684\u306a\u5909\u5316\u3067\u3042\u308b<\/span><\/strong>\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u56db\u534a\u671f<\/strong><\/td><td><strong>AI<\/strong><strong>\u6848\u4ef6\u6570<\/strong><\/td><td><strong>\u5168\u4f53\u4ef6\u6570<\/strong><\/td><td><strong>AI<\/strong><strong>\u69cb\u6210\u6bd4<\/strong><\/td><td><strong>\u524d\u56db\u534a\u671f\u6bd4<\/strong><\/td><\/tr><\/thead><tbody><tr><td>Q1 2025\uff081-3\u6708\uff09<\/td><td>88\u4ef6<\/td><td>1,363\u4ef6<\/td><td>6.5%<\/td><td>\u2014<\/td><\/tr><tr><td>Q2 2025\uff084-6\u6708\uff09<\/td><td>117\u4ef6<\/td><td>1,363\u4ef6<\/td><td>8.6%<\/td><td>\u25b2 +2.1pp<\/td><\/tr><tr><td>Q3 2025\uff087-9\u6708\uff09<\/td><td>169\u4ef6<\/td><td>1,362\u4ef6<\/td><td>12.4%<\/td><td>\u25b2 +3.8pp<\/td><\/tr><tr><td>Q4 2025\uff0810-12\u6708\uff09<\/td><td>178\u4ef6<\/td><td>1,363\u4ef6<\/td><td>13.1%<\/td><td>\u25b2 +0.7pp<\/td><\/tr><tr><td><strong>Q1 2026<\/strong><strong>\uff081-3\u6708\uff09<\/strong><\/td><td><strong>184<\/strong><strong>\u4ef6<\/strong><\/td><td><strong>1,362<\/strong><strong>\u4ef6<\/strong><\/td><td><strong>13.5%<\/strong><\/td><td>\u25b2 +0.4pp\uff08\u5b89\u5b9a\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">AI\u95a2\u9023\u30ad\u30fc\u30ef\u30fc\u30c9\u306e\u5909\u5316\u2014\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u304b\u3089\u300c\u751f\u6210AI\/\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3078<\/h3>\n\n\n\n<p>AI\u6848\u4ef6\u306e\u4e2d\u8eab\u3082\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6708\u5225\u30ad\u30fc\u30ef\u30fc\u30c9\u30c8\u30ec\u30f3\u30c9\u3092\u898b\u308b\u3068\u3001\u5f93\u6765\u578b\u306e\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u306f\u6e1b\u5c11\u50be\u5411\u306b\u3042\u308b\u4e00\u65b9\u3001\u300c\u751f\u6210AI\u300d\u300cLLM\u300d\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u300cRAG\u300d\u304c\u6025\u901f\u306b\u53f0\u982d\u3057\u3066\u3044\u308b\u306e\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u30ad\u30fc\u30ef\u30fc\u30c9<\/strong><\/td><td><strong>2025<\/strong><strong>\u5e741\u6708<\/strong><\/td><td><strong>2025<\/strong><strong>\u5e747\u6708<\/strong><\/td><td><strong>2026<\/strong><strong>\u5e743\u6708<\/strong><\/td><td><strong>\u52d5\u5411<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u751f\u6210AI<\/td><td>13\u4ef6<\/td><td>12\u4ef6<\/td><td>20\u4ef6<\/td><td><strong>\u25b2 \u5897\u52a0\u30fb\u4e3b\u6d41\u5316<\/strong><\/td><\/tr><tr><td>LLM<\/td><td>3\u4ef6<\/td><td>3\u4ef6<\/td><td>7\u4ef6<\/td><td>\u25b2 \u5897\u52a0<\/td><\/tr><tr><td>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td><td>0\u4ef6<\/td><td>6\u4ef6<\/td><td>10\u4ef6<\/td><td><strong>\u25b2 \u6025\u6210\u9577<\/strong><\/td><\/tr><tr><td>RAG<\/td><td>4\u4ef6<\/td><td>4\u4ef6<\/td><td>9\u4ef6<\/td><td><strong>\u25b2 \u6025\u6210\u9577<\/strong><\/td><\/tr><tr><td>Copilot<\/td><td>0\u4ef6<\/td><td>4\u4ef6<\/td><td>4\u4ef6<\/td><td>\u25b2 \u5b9a\u7740<\/td><\/tr><tr><td>\u6a5f\u68b0\u5b66\u7fd2<\/td><td>7\u4ef6<\/td><td>1\u4ef6<\/td><td>1\u4ef6<\/td><td>\u25bc \u6e1b\u5c11<\/td><\/tr><tr><td>ChatGPT\/GPT<\/td><td>1\u4ef6<\/td><td>3\u4ef6<\/td><td>4\u4ef6<\/td><td>\u2192 \u6a2a\u3070\u3044\u301c\u5fae\u5897<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u3053\u306e\u30ad\u30fc\u30ef\u30fc\u30c9\u30b7\u30d5\u30c8\u306f\u3001AI\u306e\u6d3b\u7528\u5f62\u614b\u304c\u300c\u4e88\u6e2c\u30fb\u5206\u985e\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u300d\u304b\u3089\u300c\u751f\u6210AI\u306e\u5b9f\u88c5\u30fb\u696d\u52d9\u7d44\u307f\u8fbc\u307f\u30fb\u81ea\u5f8b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u300d\u3078\u3068\u79fb\u884c\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u4f01\u696d\u306eAI\u6d3b\u7528\u304c\u5b9f\u9a13\u6bb5\u968e\u304b\u3089\u5b9f\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3078\u672c\u683c\u79fb\u884c\u3057\u305f\u3053\u3068\u306e\u53cd\u6620\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n<h3 class=\"wp-block-heading\">\u305f\u3060\u3057\u3001AI\u6848\u4ef6\u306f\u300c\u5e02\u5834\u5909\u5316\u306e\u4e00\u90e8\u300d\u306b\u3059\u304e\u306a\u3044<\/h3>\n\n\n\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001AI\u6848\u4ef6\u304c\u5897\u3048\u305f13.5%\u3068\u3044\u3046\u6570\u5b57\u306e\u88cf\u5074\u306b\u3042\u308b\u300c\u6b8b\u308a86.5%\u300d\u306e\u52d5\u304d\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u975eAI\u6848\u4ef6\u306e\u591a\u6570\u3092\u5360\u3081\u308b\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\/QA\u30fb\u4e0a\u6d41\u5de5\u7a0b\u7cfb\u6848\u4ef6\u3082\u3001AI\u6848\u4ef6\u3068\u306f\u7570\u306a\u308b\u8981\u56e0\u3067\u540c\u6642\u306b\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002\u300cAI\u6848\u4ef6\u304c\u5897\u3048\u305f\uff1d\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u304c\u5909\u308f\u3063\u305f\u300d\u3068\u3044\u3046\u5358\u7d14\u306a\u7406\u89e3\u3067\u306f\u3001\u5e02\u5834\u306e\u672c\u8cea\u7684\u306a\u5909\u5316\u3092\u898b\u8aa4\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c1\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8 <\/span><\/strong><br>\u30fbAI\u95a2\u9023\u6848\u4ef6\u306fQ1 2025\u2192Q1 2026\u30676.5%\u219213.5%\u306b\u500d\u5897\uff081\u5e74\u9593\u306e\u5909\u5316\uff09 <br>\u30fb\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u304b\u3089\u300c\u751f\u6210AI\/LLM\/\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300d\u3078\u3068\u30ad\u30fc\u30ef\u30fc\u30c9\u304c\u30b7\u30d5\u30c8 <br>\u30fb\u305f\u3060\u3057AI\u6848\u4ef6\u306f\u3042\u304f\u307e\u3067\u5168\u4f53\u306e13.5%\u3002\u5e02\u5834\u5909\u5316\u306e\u5168\u4f53\u50cf\u306f\u3088\u308a\u5e83\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-2\"  class=\"wp-block-heading\">\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\u9818\u57df\u3082\u540c\u6642\u306b\u62e1\u5927\u3057\u3066\u3044\u308b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5f79\u5272\u5225\u69cb\u6210\u6bd4\u304c\u793a\u3059\u300c\u6700\u5927\u306e\u5909\u5316\u300d\u306f\u30a4\u30f3\u30d5\u30e9\u3068\u30c6\u30b9\u30c8\u306e\u62e1\u5927<\/h3>\n\n\n\n<p>2025\u5e74\u524d\u534a\uff081\u301c6\u6708\uff09\u3068\u5f8c\u534a\uff0810\u6708\u301c2026\u5e743\u6708\uff09\u306e\u5f79\u5272\u5225\u6848\u4ef6\u69cb\u6210\u6bd4\u3092\u6bd4\u8f03\u3059\u308b\u3068\u3001AI\u6848\u4ef6\u306e\u5897\u52a0\u3088\u308a\u3082\u5927\u304d\u306a\u30a4\u30f3\u30d1\u30af\u30c8\u3092\u6301\u3064\u5909\u5316\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u5f79\u5272<\/strong><\/td><td><strong>\u524d\u534a\uff082025\u5e741\u301c6\u6708\uff09<\/strong><\/td><td><strong>\u5f8c\u534a\uff082025\u5e7410\u6708\u301c2026\u5e743\u6708\uff09<\/strong><\/td><td><strong>\u5909\u5316\u5e45<\/strong><\/td><td><strong>\u65b9\u5411\u6027<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\uff09<\/td><td>24.8%<\/td><td>13.5%<\/td><td>\u25bc -11.2pp<\/td><td>\u6e1b\u5c11<\/td><\/tr><tr><td><strong>\u30a4\u30f3\u30d5\u30e9<\/strong><\/td><td><strong>37.5%<\/strong><\/td><td><strong>50.9%<\/strong><\/td><td><strong>\u25b2 +13.4pp<\/strong><\/td><td><strong><span class=\"swl-marker mark_yellow\">\u6700\u5927\u5897\u52a0<\/span><\/strong><\/td><\/tr><tr><td><strong>\u30c6\u30b9\u30c8\/QA<\/strong><\/td><td><strong>33.8%<\/strong><\/td><td><strong>42.8%<\/strong><\/td><td><strong>\u25b2 +9.0pp<\/strong><\/td><td><strong><span class=\"swl-marker mark_yellow\">\u6025\u5897<\/span><\/strong><\/td><\/tr><tr><td>PMO<\/td><td>6.6%<\/td><td>8.1%<\/td><td>\u25b2 +1.6pp<\/td><td>\u5897\u52a0<\/td><\/tr><tr><td>PM<\/td><td>14.7%<\/td><td>13.3%<\/td><td>\u25bc -1.4pp<\/td><td>\u5fae\u6e1b<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf<\/td><td>7.1%<\/td><td>7.9%<\/td><td>\u25b2 +0.8pp<\/td><td>\u5fae\u5897<\/td><\/tr><tr><td>\u30c7\u30b6\u30a4\u30f3<\/td><td>9.2%<\/td><td>7.3%<\/td><td>\u25bc -1.9pp<\/td><td>\u6e1b\u5c11<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\u306e<strong>\u958b\u767a\u6848\u4ef6\u304c11.2\u30dd\u30a4\u30f3\u30c8\u6e1b\u5c11<\/strong>\u3059\u308b\u4e00\u65b9\u3001<strong>\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u304c13.4\u30dd\u30a4\u30f3\u30c8\u3001\u30c6\u30b9\u30c8\/QA\u6848\u4ef6\u304c9.0\u30dd\u30a4\u30f3\u30c8\u5897\u52a0<\/strong>\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u5909\u5316\u5e45\u306fAI\u6848\u4ef6\u306e\u69cb\u6210\u6bd4\u5897\u52a0\uff08\u7d047\u30dd\u30a4\u30f3\u30c8\uff09\u3092\u306f\u308b\u304b\u306b\u4e0a\u56de\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a4\u30f3\u30d5\u30e9\u62e1\u5927\u306e\u5b9f\u614b\uff1a\u30af\u30e9\u30a6\u30c9\u00d7AI\u304c\u9700\u8981\u3092\u727d\u5f15<\/h3>\n\n\n\n<p>\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u306e\u62e1\u5927\u3092\u6280\u8853\u5225\u306b\u5206\u89e3\u3059\u308b\u3068\u3001AWS\u3068Azure\u304c\u7a81\u51fa\u3057\u3066\u5897\u52a0\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u7279\u306bAzure\u306f\u524d\u534a4.3%\u304b\u3089\u5f8c\u534a8.6%\u3078\u3068\u307b\u307c\u500d\u5897\u3057\u305f\u3002\u3053\u308c\u306fAzure OpenAI\u3092\u6d3b\u7528\u3057\u305f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u5c0e\u5165\u306e\u62e1\u5927\u3068\u76f4\u7d50\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u30af\u30e9\u30a6\u30c9\/\u30a4\u30f3\u30d5\u30e9\u6280\u8853<\/strong><\/td><td><strong>\u524d\u534a<\/strong><\/td><td><strong>\u5f8c\u534a<\/strong><\/td><td><strong>\u5909\u5316<\/strong><\/td><td><strong>\u80cc\u666f<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>AWS<\/strong><\/td><td><strong>17.1%<\/strong><\/td><td><strong>23.7%<\/strong><\/td><td><strong>\u25b2 +6.6pp<\/strong><\/td><td>AI\u542b\u3080\u30af\u30e9\u30a6\u30c9\u5168\u822c<\/td><\/tr><tr><td><strong>Azure<\/strong><\/td><td><strong>4.3%<\/strong><\/td><td><strong>8.6%<\/strong><\/td><td><strong><span class=\"swl-marker mark_yellow\">\u25b2 +4.2pp\uff08\u500d\u5897\uff09<\/span><\/strong><\/td><td>Azure OpenAI\u9023\u52d5<\/td><\/tr><tr><td>Terraform<\/td><td>2.9%<\/td><td>4.4%<\/td><td>\u25b2 +1.5pp<\/td><td>IaC\u9700\u8981\u62e1\u5927<\/td><\/tr><tr><td>Docker<\/td><td>4.5%<\/td><td>5.5%<\/td><td>\u25b2 +1.0pp<\/td><td>\u30b3\u30f3\u30c6\u30ca\u6a19\u6e96\u5316<\/td><\/tr><tr><td>GCP<\/td><td>4.1%<\/td><td>4.5%<\/td><td>\u2192<\/td><td>\u6a2a\u3070\u3044<\/td><\/tr><tr><td>Kubernetes<\/td><td>1.5%<\/td><td>1.7%<\/td><td>\u2192<\/td><td>\u6a2a\u3070\u3044<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u30c6\u30b9\u30c8\/QA\u62e1\u5927\u306e\u5b9f\u614b\uff1aAI\u6642\u4ee3\u306e\u54c1\u8cea\u4fdd\u8a3c\u30cb\u30fc\u30ba<\/h3>\n\n\n\n<p>\u30c6\u30b9\u30c8\/QA\u6848\u4ef6\u306e\u5897\u52a0\u306f\u3001AI\u5c0e\u5165\u304c\u52a0\u901f\u3059\u308b\u6642\u4ee3\u306e<strong>\u300c\u54c1\u8cea\u4fdd\u8a3c\u30b3\u30b9\u30c8\u300d\u306e\u9ad8\u307e\u308a\u3092\u53cd\u6620\u3057\u3066\u3044\u307e\u3059<\/strong>\u3002\u6848\u4ef6\u8981\u4ef6\u306e\u5909\u5316\u3092\u898b\u308b\u3068\u3001\u30c6\u30b9\u30c8\u95a2\u9023\u8981\u4ef6\u304c\u524d\u534a29.4%\u304b\u3089\u5f8c\u534a34.2%\uff08+4.8pp\uff09\u3001\u4fdd\u5b88\/\u904b\u7528\u304c40.6%\u304b\u308944.1%\uff08+3.5pp\uff09\u3068\u5897\u52a0\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u751f\u6210AI\u3092\u7d44\u307f\u8fbc\u3093\u3060\u30b7\u30b9\u30c6\u30e0\u306e\u52d5\u4f5c\u306f\u78ba\u7387\u7684\u3067\u975e\u6c7a\u5b9a\u8ad6\u7684\u3067\u3042\u308a\u3001\u5f93\u6765\u306e\u300c\u5165\u529b\u2192\u671f\u5f85\u5024\u2192\u30c6\u30b9\u30c8\u300d\u3068\u3044\u3046\u30b7\u30f3\u30d7\u30eb\u306a\u691c\u8a3c\u3067\u306f\u54c1\u8cea\u3092\u62c5\u4fdd\u3067\u304d\u307e\u305b\u3093\u3002AI\u5fdc\u7b54\u306e\u8a55\u4fa1\u57fa\u6e96\u8a2d\u8a08\u3084\u7d99\u7d9a\u7684\u306a\u54c1\u8cea\u76e3\u8996\u3092\u62c5\u3048\u308bQA\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u4eca\u5f8c\u3055\u3089\u306b\u5e0c\u5c11\u306a\u5b58\u5728\u3068\u306a\u3063\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c2\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8 <br><\/span><\/strong>\u30fb\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u306e\u69cb\u6210\u6bd4\u5897\u52a0\uff08+13.4pp\uff09\u306fAI\u6848\u4ef6\u306e\u4f38\u3073\u3092\u4e0a\u56de\u308b\u6700\u5927\u5909\u5316<br>\u30fbAzure\u304c\u307b\u307c\u500d\u5897\uff084.3%\u21928.6%\uff09\u2014Azure OpenAI\u9023\u52d5\u306e\u9700\u8981\u304c\u4e3b\u56e0<br>\u30fb\u30c6\u30b9\u30c8\/QA\u6848\u4ef6\u3082+9.0pp\u306e\u6025\u5897\u3002AI\u54c1\u8cea\u4fdd\u8a3c\u30cb\u30fc\u30ba\u304c\u65b0\u305f\u306a\u9700\u8981\u6e90\u306b <br>\u30fb\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\uff09\u6848\u4ef6\u306f-11.2pp\u3068\u6700\u5927\u306e\u6e1b\u5c11\u3002\u69cb\u9020\u5909\u5316\u306e\u8c61\u5fb4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-3\"  class=\"wp-block-heading\">\u306a\u305c\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6\u306f\u5168\u4f53\u7684\u306b\u5897\u3048\u3066\u3044\u308b\u306e\u304b<\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1024\" height=\"554\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-143748-1024x554.png\" alt=\"\" class=\"wp-image-6657\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-143748-1024x554.png 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-143748-300x162.png 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-143748-768x415.png 768w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-04-16-143748.png 1111w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u300cAI\u30d6\u30fc\u30e0\u3060\u304b\u3089\u5897\u3048\u305f\u300d\u3067\u306f\u8aac\u660e\u3067\u304d\u306a\u3044<\/h3>\n\n\n\n<p>\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6\u306e\u5897\u52a0\u3092\u300cAI\u6848\u4ef6\u304c\u5897\u3048\u305f\u304b\u3089\u300d\u3068\u8aac\u660e\u3059\u308b\u306e\u306f\u3001\u6728\u3092\u898b\u3066\u68ee\u3092\u898b\u306a\u3044\u898b\u65b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u304c\u793a\u3059\u672c\u8cea\u7684\u306a\u8981\u56e0\u306f\u3001AI\u3088\u308a\u3082\u5e83\u3044\u300c\u4f01\u696d\u5909\u9769\u306e\u52a0\u901f\u300d\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8981\u56e0\u2460\uff1aDX\u306e\u52a0\u901f\u3068\u696d\u52d9\u30c7\u30b8\u30bf\u30eb\u5316<\/strong><\/h4>\n\n\n\n<p>\u4f01\u696d\u306eDX\uff08\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\uff09\u63a8\u9032\u306f\u3001\u3053\u3053\u6570\u5e74\u3067\u5b9f\u88c5\u30d5\u30a7\u30fc\u30ba\u306b\u5165\u3063\u3066\u3044\u307e\u3059\u3002\u304b\u3064\u3066\u306f\u300cDX\u6226\u7565\u306e\u7b56\u5b9a\u300d\u304c\u8ab2\u984c\u3060\u3063\u305f\u304c\u3001\u4eca\u306f\u300c\u5b9f\u969b\u306b\u52d5\u304f\u30b7\u30b9\u30c6\u30e0\u3092\u3069\u3046\u4f5c\u308a\u3001\u3069\u3046\u904b\u7528\u3059\u308b\u304b\u300d\u304c\u554f\u308f\u308c\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u696d\u7a2e\u5225\u306e\u52d5\u5411\u3092\u898b\u308b\u3068\u3001\u91d1\u878d\u696d\u754c\u304c\u524d\u534a12.9%\u304b\u3089\u5f8c\u534a17.8%\uff08+4.9pp\uff09\u3068\u6700\u5927\u306e\u5897\u52a0\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u91d1\u878dDX\u306e\u672c\u683c\u5316\u304c\u6848\u4ef6\u5897\u52a0\u3092\u727d\u5f15\u3057\u3066\u3044\u307e\u3059\u3002\u88fd\u9020\u696d\u3082\u5b89\u5b9a\u3057\u305f\u9700\u8981\u3092\u7dad\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u696d\u7a2e<\/strong><\/td><td><strong>\u524d\u534a<\/strong><\/td><td><strong>\u5f8c\u534a<\/strong><\/td><td><strong>\u5909\u5316<\/strong><\/td><td><strong>\u7279\u5fb4<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>\u91d1\u878d<\/strong><\/td><td><strong>12.9%<\/strong><\/td><td><strong>17.8%<\/strong><\/td><td><strong>\u25b2 +4.9pp<\/strong><\/td><td>\u91d1\u878dDX\u30fbAI\u6d3b\u7528\u304c\u52a0\u901f<\/td><\/tr><tr><td>\u88fd\u9020<\/td><td>13.6%<\/td><td>14.3%<\/td><td>\u2192<\/td><td>\u5b89\u5b9a\u9700\u8981<\/td><\/tr><tr><td>SaaS<\/td><td>7.9%<\/td><td>8.1%<\/td><td>\u2192<\/td><td>\u7d99\u7d9a\u7684\u958b\u767a<\/td><\/tr><tr><td>EC\/\u5c0f\u58f2<\/td><td>11.8%<\/td><td>9.9%<\/td><td>\u25bc -1.9pp<\/td><td>\u4e00\u670d\u611f<\/td><\/tr><tr><td>\u30b2\u30fc\u30e0<\/td><td>2.6%<\/td><td>0.7%<\/td><td>\u25bc -1.9pp<\/td><td>\u5927\u5e45\u6e1b\u5c11<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8981\u56e0\u2461\uff1a\u5185\u88fd\u5316\u30c8\u30ec\u30f3\u30c9\u306e\u5b9a\u7740<\/strong><\/h4>\n\n\n\n<p>\u4f01\u696d\u304c\u5916\u90e8\u30d9\u30f3\u30c0\u30fc\u3078\u306e\u59d4\u8a17\u4f9d\u5b58\u304b\u3089\u8131\u5374\u3057\u3001\u793e\u5185\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3088\u308b<strong>\u5185\u88fd\u5316\u3092\u9032\u3081\u308b\u30c8\u30ec\u30f3\u30c9\u304c\u5b9a\u7740<\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u52d5\u304d\u306f\u3001\u5358\u7d14\u306a\u958b\u767a\u6848\u4ef6\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff09\u3088\u308a\u3082\u3001\u8a2d\u8a08\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fb\u5c0e\u5165\u652f\u63f4\u30fbPMO\u3068\u3044\u3063\u305f<strong>\u300c\u81ea\u793e\u306eIT\u80fd\u529b\u3092\u9ad8\u3081\u308b\u300d\u6848\u4ef6\u3092\u5897\u52a0\u3055\u305b\u3066\u3044\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u6848\u4ef6\u8981\u4ef6\u306e\u5909\u5316\u3092\u898b\u308b\u3068\u3001PjM\/\u30ea\u30fc\u30c0\u30fc\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff08+4.6pp\uff09\u30fb\u5c0e\u5165\u652f\u63f4\uff08+3.4pp\uff09\u30fbPMO\uff08+1.6pp\uff09\u306e\u5897\u52a0\u304c\u9855\u8457\u3067\u3059\u3002\u4f01\u696d\u304c\u300c\u5916\u304b\u3089\u4f5c\u3063\u3066\u3082\u3089\u3046\u300d\u304b\u3089\u300c\u5185\u3067\u4f5c\u308c\u308b\u3088\u3046\u306b\u3059\u308b\u300d\u30d5\u30a7\u30fc\u30ba\u3078\u79fb\u884c\u3057\u3066\u3044\u308b\u3053\u3068\u306e\u8a3c\u5de6\u3068\u3044\u3048\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8981\u56e0\u2462\uff1a\u54c1\u8cea\u8981\u6c42\u306e\u9ad8\u5ea6\u5316\u3068\u30ea\u30ea\u30fc\u30b9\u5f8c\u306e\u7d99\u7d9a\u6539\u5584<\/strong><\/h4>\n\n\n\n<p>\u30c7\u30b8\u30bf\u30eb\u30b5\u30fc\u30d3\u30b9\u306e\u7af6\u4e89\u74b0\u5883\u304c\u6fc0\u5316\u3059\u308b\u306b\u3064\u308c\u3001<strong>\u300c\u52d5\u304f\u30b7\u30b9\u30c6\u30e0\u300d\u304b\u3089\u300c\u54c1\u8cea\u306e\u9ad8\u3044\u30b7\u30b9\u30c6\u30e0\u300d\u3078\u3001\u3055\u3089\u306b\u300c\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3055\u308c\u308b\u30b7\u30b9\u30c6\u30e0\u300d\u3078\u3068\u8981\u6c42\u6c34\u6e96\u304c\u4e0a\u304c\u3063\u3066\u3044\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u304c\u30a4\u30f3\u30d5\u30e9\uff08\u53ef\u7528\u6027\u30fb\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\uff09\u3068\u30c6\u30b9\u30c8\/QA\uff08\u54c1\u8cea\u62c5\u4fdd\u30fb\u81ea\u52d5\u5316\uff09\u306e\u9700\u8981\u3092\u62bc\u3057\u4e0a\u3052\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u6848\u4ef6\u8981\u4ef6\u3067\u300c\u4fdd\u5b88\/\u904b\u7528\u300d\u304c40.6%\u219244.1%\uff08+3.5pp\uff09\u3068\u5897\u52a0\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3001\u3053\u306e\u6d41\u308c\u3092\u53cd\u6620\u3057\u3066\u3044\u307e\u3059\u3002\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u7d42\u308f\u308a\u3067\u306f\u306a\u304f\u3001\u7d99\u7d9a\u7684\u306b\u6539\u5584\u30fb\u7dad\u6301\u3067\u304d\u308b\u4f53\u5236\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u9700\u8981\u304c\u5897\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c3\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/strong><br>\u30fb\u6848\u4ef6\u5897\u52a0\u306e\u672c\u8cea\u306fAI\u3067\u306f\u306a\u304f\u300c\u4f01\u696d\u5909\u9769\u306e\u52a0\u901f\uff08DX\u30fb\u5185\u88fd\u5316\u30fb\u54c1\u8cea\u9ad8\u5ea6\u5316\uff09\u300d<br>\u30fb\u91d1\u878d\u696d\u754c\u304c\u6700\u5927\u306e\u5897\u52a0\uff08+4.9pp\uff09\u2014\u91d1\u878dDX\u304c\u6848\u4ef6\u9700\u8981\u3092\u727d\u5f15<br>\u30fb\u5185\u88fd\u5316\u30c8\u30ec\u30f3\u30c9\u306b\u3088\u308a\u3001\u8a2d\u8a08\u30fbPMO\u30fb\u5c0e\u5165\u652f\u63f4\u7cfb\u6848\u4ef6\u304c\u8ed2\u4e26\u307f\u5897\u52a0 \u30fb\u300c\u30ea\u30ea\u30fc\u30b9\u3057\u3066\u7d42\u308f\u308a\u300d\u304b\u3089\u300c\u7d99\u7d9a\u6539\u5584\u30fb\u54c1\u8cea\u7dad\u6301\u300d\u3078\u306e\u30b7\u30d5\u30c8\u304c\u30a4\u30f3\u30d5\u30e9\/QA\u9700\u8981\u3092\u5275\u51fa<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-4\"  class=\"wp-block-heading\">\u958b\u767a\u2192\u30a4\u30f3\u30d5\u30e9\u2192\u30c6\u30b9\u30c8\u306e\u300c\u5206\u696d\u9032\u5316\u300d\u304c\u9032\u3093\u3067\u3044\u308b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\uff1d\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u4eba\u300d\u3068\u3044\u3046\u6642\u4ee3\u306e\u7d42\u308f\u308a<\/h3>\n\n\n\n<p>\u304b\u3064\u3066\u306e\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u958b\u767a\u306f\u3001\u300c\u958b\u767a\u8005\u304c\u30b3\u30fc\u30c9\u3092\u66f8\u304f\u300d\u3053\u3068\u304c\u4e2d\u5fc3\u3067\u3001\u30a4\u30f3\u30d5\u30e9\u306f\u30a4\u30f3\u30d5\u30e9\u30c1\u30fc\u30e0\u304c\u5225\u9014\u62c5\u5f53\u3057\u3001\u30c6\u30b9\u30c8\u306f\u958b\u767a\u306e\u5f8c\u5de5\u7a0b\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u73fe\u5728\u306e\u30c7\u30fc\u30bf\u304c\u793a\u3059\u5909\u5316\u306f\u3001\u3053\u306e\u5f93\u6765\u69cb\u9020\u304c\u6839\u672c\u304b\u3089\u5909\u308f\u308a\u3064\u3064\u3042\u308b\u3053\u3068\u3092\u793a\u5506\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6642\u671f<\/strong><\/td><td><strong>\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff09\u4e2d\u5fc3<\/strong><\/td><td><strong>\u30a4\u30f3\u30d5\u30e9<\/strong><\/td><td><strong>\u30c6\u30b9\u30c8\/QA<\/strong><\/td><td><strong>\u89e3\u91c8<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u524d\u534a\uff082025\u5e741\u301c6\u6708\uff09<\/td><td>43.0%<\/td><td>37.5%<\/td><td>33.8%<\/td><td>\u958b\u767a\u304c\u6700\u591a<\/td><\/tr><tr><td><strong>\u5f8c\u534a\uff082025\u5e74\u5f8c\u534a\u301c\uff09<\/strong><\/td><td><strong>40.2%<\/strong><\/td><td><strong>50.9%<\/strong><\/td><td><strong>42.8%<\/strong><\/td><td><strong><span class=\"swl-marker mark_yellow\">\u30a4\u30f3\u30d5\u30e9\u304c\u6700\u591a\u306b\u9006\u8ee2<\/span><\/strong><\/td><\/tr><tr><td>\u5909\u5316\u5e45<\/td><td>\u25bc -2.8pp<\/td><td>\u25b2 +13.4pp<\/td><td>\u25b2 +9.0pp<\/td><td>\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\u4e3b\u5f79\u3078<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u203b\u300c\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff09\u4e2d\u5fc3\u300d\u306f\u6848\u4ef6\u8907\u96d1\u5ea6\u5206\u985e\u3001\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\/QA\u306f\u5f79\u5272\u69cb\u6210\u6bd4<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u5206\u696d\u5316\u304c\u9032\u30803\u3064\u306e\u7406\u7531<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u7531\u2460\uff1a\u6280\u8853\u306e\u5c02\u9580\u5316<\/h4>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u3072\u3068\u3064\u3092\u3068\u3063\u3066\u3082\u3001AWS\u30fbAzure\u30fbGCP\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3001Terraform\u7b49\u306eIaC\u3001Kubernetes\u904b\u7528\u3001\u30b3\u30b9\u30c8\u6700\u9069\u5316\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8a2d\u8a08\u3068\u3001\u5c02\u9580\u77e5\u8b58\u306e\u7bc4\u56f2\u304c\u6025\u901f\u306b\u62e1\u5927\u3057\u3066\u3044\u307e\u3059\u3002\u300c\u4f55\u3067\u3082\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u304c\u4e00\u4eba\u3067\u30ab\u30d0\u30fc\u3067\u304d\u308b\u7bc4\u56f2\u3092\u8d85\u3048\u3001\u5c02\u9580\u5bb6\u304c\u5f79\u5272\u3092\u5206\u62c5\u3059\u308b\u69cb\u9020\u304c\u73fe\u5b9f\u7684\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u7531\u2461\uff1a\u30b7\u30b9\u30c6\u30e0\u306e\u8907\u96d1\u5316<\/h4>\n\n\n\n<p>\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u5316\u30fb\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u5316\u304c\u9032\u3080\u3068\u3001\u30b5\u30fc\u30d3\u30b9\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u304c\u8907\u96d1\u306b\u306a\u308a\u3001\u4e00\u4eba\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5168\u4f53\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002\u81ea\u52d5\u30c6\u30b9\u30c8\u30fb\u76e3\u8996\u30fb\u969c\u5bb3\u5bfe\u5fdc\u30fbCI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u6574\u5099\u306f\u3001\u5c02\u9580\u306e\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u3084QA\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u62c5\u3046\u9818\u57df\u3068\u3057\u3066\u78ba\u7acb\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u7406\u7531\u2462\uff1a\u30b9\u30d4\u30fc\u30c9\u3068\u54c1\u8cea\u306e\u4e21\u7acb\u8981\u6c42<\/h4>\n\n\n\n<p>\u300c\u65e9\u304f\u30ea\u30ea\u30fc\u30b9\u3059\u308b\u3053\u3068\u300d\u3068\u300c\u54c1\u8cea\u3092\u62c5\u4fdd\u3059\u308b\u3053\u3068\u300d\u3092\u540c\u6642\u306b\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u958b\u767a\u30fb\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\u304c\u5bc6\u63a5\u306b\u9023\u643a\u3057\u306a\u304c\u3089\u3082\u5c02\u9580\u7684\u306b\u6df1\u5316\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002DevOps\u30fbSRE\u3068\u3044\u3046\u30b3\u30f3\u30bb\u30d7\u30c8\u304c\u6d78\u900f\u3059\u308b\u307b\u3069\u3001\u305d\u308c\u305e\u308c\u306e\u5f79\u5272\u306e\u5c02\u9580\u6027\u3068\u91cd\u8981\u6027\u306f\u5897\u3057\u3066\u3044\u304f\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading\">\u300c\u624b\u3092\u52d5\u304b\u3059\u300d\u304b\u3089\u300c\u30c1\u30fc\u30e0\u3092\u7387\u3044\u308b\u300d\u3078\u306e\u8981\u6c42\u5909\u5316<\/h2>\n\n\n\n<p>\u6848\u4ef6\u8981\u4ef6\u306e\u5909\u5316\u3092\u898b\u308b\u3068\u3001\u3053\u306e\u5206\u696d\u5316\u306e\u9032\u5c55\u306b\u5bfe\u5fdc\u3059\u308b\u5225\u306e\u5909\u5316\u3082\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<strong>\u300c\u624b\u3092\u52d5\u304b\u3059\u300d\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\u306e\u8981\u4ef6\u304c\u6e1b\u5c11\u3057\u3001\u300c\u30c1\u30fc\u30e0\u3092\u7387\u3044\u308b\u300d\u30b9\u30ad\u30eb\u3078\u306e\u9700\u8981\u304c\u5897\u3057\u3066\u3044\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u8981\u4ef6<\/strong><\/td><td><strong>\u524d\u534a<\/strong><\/td><td><strong>\u5f8c\u534a<\/strong><\/td><td><strong>\u5909\u5316<\/strong><\/td><td><strong>\u65b9\u5411\u6027<\/strong><\/td><\/tr><\/thead><tbody><tr><td>PjM\/\u30ea\u30fc\u30c0\u30fc\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9<\/td><td>22.4%<\/td><td>27.0%<\/td><td>\u25b2 +4.6pp<\/td><td>\u5897\u52a0<\/td><\/tr><tr><td>\u30c6\u30b9\u30c8<\/td><td>29.4%<\/td><td>34.2%<\/td><td>\u25b2 +4.8pp<\/td><td>\u5897\u52a0<\/td><\/tr><tr><td>\u4fdd\u5b88\/\u904b\u7528<\/td><td>40.6%<\/td><td>44.1%<\/td><td>\u25b2 +3.5pp<\/td><td>\u5897\u52a0<\/td><\/tr><tr><td>\u5c0e\u5165\u652f\u63f4<\/td><td>2.2%<\/td><td>5.6%<\/td><td>\u25b2 +3.4pp<\/td><td>\u6025\u5897<\/td><\/tr><tr><td>\u4e0a\u6d41\u5de5\u7a0b\u7d4c\u9a13<\/td><td>7.7%<\/td><td>11.0%<\/td><td>\u25b2 +3.2pp<\/td><td>\u5897\u52a0<\/td><\/tr><tr><td>\u8a2d\u8a08<\/td><td>23.4%<\/td><td>25.1%<\/td><td>\u25b2 +1.7pp<\/td><td>\u5897\u52a0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>AI\u88dc\u52a9\u306b\u3088\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u306e\u52b9\u7387\u5316\u304c\u9032\u3080\u307b\u3069\u3001\u300c\u4f55\u3092\u4f5c\u308b\u304b\u300d\u3092\u6c7a\u3081\u308bPM\/PMO\u3084\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3001\u300c\u3069\u3046\u52d5\u304b\u3059\u304b\u300d\u3092\u62c5\u3046\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u300c\u672c\u5f53\u306b\u52d5\u3044\u3066\u3044\u308b\u304b\u300d\u3092\u4fdd\u8a3c\u3059\u308bQA\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4fa1\u5024\u306f\u76f8\u5bfe\u7684\u306b\u9ad8\u307e\u3063\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u300cAI\u306b\u4ed5\u4e8b\u3092\u596a\u308f\u308c\u308b\u300d\u3068\u3044\u3046\u8a71\u3067\u306f\u306a\u304f\u3001<strong><span class=\"swl-marker mark_yellow\">\u300c\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u304c\u9ad8\u5ea6\u5316\u30fb\u5206\u696d\u5316\u3059\u308b\u300d\u3068\u3044\u3046\u5e02\u5834\u306e\u5fc5\u7136\u7684\u306a\u9032\u5316\u3060\u3068\u8a00\u3048\u307e\u3059<\/span><\/strong>\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c4\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8<\/span><\/strong> <br>\u30fb\u5f8c\u534a\u306b\u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u304c50.9%\u3068\u6700\u591a\u306b\u306a\u308a\u3001\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u4e2d\u5fc3\uff09\u3092\u9006\u8ee2 <br>\u30fb\u5206\u696d\u5316\u306e\u539f\u56e0\u306f\u6280\u8853\u306e\u5c02\u9580\u5316\u30fb\u30b7\u30b9\u30c6\u30e0\u306e\u8907\u96d1\u5316\u30fb\u30b9\u30d4\u30fc\u30c9\u3068\u54c1\u8cea\u306e\u4e21\u7acb\u8981\u6c42 <br>\u30fb\u300c\u624b\u3092\u52d5\u304b\u3059\u300d\u3088\u308a\u300c\u30c1\u30fc\u30e0\u3092\u7387\u3044\u308b\/\u54c1\u8cea\u3092\u5b88\u308b\u300d\u3078\u306e\u9700\u8981\u30b7\u30d5\u30c8\u304c\u9bae\u660e <br>\u30fbAI\u306b\u3088\u308b\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u88dc\u52a9\u304c\u9032\u3080\u307b\u3069\u3001\u3053\u306e\u5206\u696d\u5316\u306f\u3055\u3089\u306b\u52a0\u901f\u3059\u308b\u69cb\u9020<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-6\"  class=\"wp-block-heading\">AI\u6642\u4ee3\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u5358\u4fa1\u306e\u4e8c\u6975\u5316\uff1a\u300c100\u4e07\u5186\u8d85\u300d\u304c\u6025\u5897\u3059\u308b\u69cb\u9020<\/h3>\n\n\n\n<p>\u5e02\u5834\u69cb\u9020\u306e\u5909\u5316\u306f\u3001\u5358\u4fa1\u5206\u5e03\u306b\u3082\u5982\u5b9f\u306b\u8868\u308c\u3066\u3044\u307e\u3059\u3002\u5168\u4f53\u306e\u5e73\u5747\u5358\u4fa1\u306f2025\u5e741\u6708\u306e72.1\u4e07\u5186\u304b\u30892026\u5e743\u6708\u306e76.4\u4e07\u5186\u3078\u3068\u4e0a\u6607\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6ce8\u76ee\u3059\u3079\u304d\u306f100\u4e07\u5186\u8d85\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u306e\u6025\u5897\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u5358\u4fa1\u5e2f<\/strong><\/td><td><strong>\u524d\u534a<\/strong><\/td><td><strong>\u5f8c\u534a<\/strong><\/td><td><strong>\u5909\u5316<\/strong><\/td><td><strong>\u610f\u5473<\/strong><\/td><\/tr><\/thead><tbody><tr><td><strong>100<\/strong><strong>\u4e07\u5186\u4ee5\u4e0a<\/strong><\/td><td><strong>8.8%<\/strong><\/td><td><strong>12.7%<\/strong><\/td><td><strong>\u25b2 +3.9pp<\/strong><\/td><td>\u9ad8\u5ea6\u5c02\u9580\u4eba\u6750\u306e\u5e02\u5834\u4fa1\u5024\u4e0a\u6607<\/td><\/tr><tr><td>80\u301c100\u4e07\u5186<\/td><td>19.9%<\/td><td>17.4%<\/td><td>\u25bc -2.5pp<\/td><td>\u4e2d\u9593\u5c64\u306e\u6d41\u52d5\u5316<\/td><\/tr><tr><td>60\u301c70\u4e07\u5186<\/td><td>28.0%<\/td><td>27.1%<\/td><td>\u2192<\/td><td>\u30dc\u30ea\u30e5\u30fc\u30e0\u30be\u30fc\u30f3\u5b89\u5b9a<\/td><\/tr><tr><td>50\u4e07\u5186\u672a\u6e80<\/td><td>6.0%<\/td><td>5.0%<\/td><td>\u25bc -1.0pp<\/td><td>\u4f4e\u5358\u4fa1\u5e2f\u306e\u7e2e\u5c0f<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>100\u4e07\u5186\u8d85\u306e\u9ad8\u5358\u4fa1\u6848\u4ef6\u304c3.9\u30dd\u30a4\u30f3\u30c8\u5897\u52a0\u3059\u308b\u4e00\u65b9\u300180\u301c100\u4e07\u5186\u306e\u4e2d\u9593\u5c64\u304c\u6e1b\u5c11\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u300c\u666e\u901a\u306b\u3067\u304d\u308b\u4eba\u300d\u306e\u4fa1\u5024\u304c\u76f8\u5bfe\u7684\u306b\u4e0b\u304c\u308a\u3001\u300c\u7279\u5b9a\u306e\u5c02\u9580\u6027\u3068\u8907\u5408\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u300d\u306e\u4fa1\u5024\u304c\u6025\u4e0a\u6607\u3059\u308b\u3068\u3044\u3046\u5e02\u5834\u306e\u9078\u5225\u304c\u9032\u3093\u3067\u3044\u308b\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u300dvs\u300c\u5c02\u9580\u7279\u5316\u300d\u306e\u4e8c\u6975\u5316<\/h3>\n\n\n\n<p>\u4eca\u5f8c\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u3067\u8a55\u4fa1\u3055\u308c\u308b\u4eba\u6750\u50cf\u306f\u3001\u5927\u304d\u304f2\u3064\u306e\u65b9\u5411\u6027\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u578b<\/strong><\/td><td>AI\u30fb\u30af\u30e9\u30a6\u30c9\u30fb\u958b\u767a\u306e\u8907\u5408\u30b9\u30ad\u30eb\u3092\u6301\u3061\u3001\u4e0a\u6d41\u304b\u3089\u5b9f\u88c5\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u62c5\u3048\u308b\u4eba\u6750\u3002\u6848\u4ef6\u306e\u300c\u3064\u306a\u304e\u5f79\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u7279\u306b\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u3084\u5185\u88fd\u5316\u63a8\u9032\u4f01\u696d\u3067\u306e\u9700\u8981\u304c\u9ad8\u3044\u3002\u5358\u4fa1\u306e\u5929\u4e95\u304c\u9ad8\u304f\u3001100\u4e07\u5186\u8d85\u3082\u73fe\u5b9f\u7684\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\"><strong>\u5c02\u9580\u7279\u5316\u578b<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30fbAI\u5b9f\u88c5\u30fbQA\u8a2d\u8a08\u306a\u3069\u3001\u7279\u5b9a\u9818\u57df\u3067\u4ed6\u306e\u8ffd\u968f\u3092\u8a31\u3055\u306a\u3044\u6df1\u3055\u3092\u6301\u3064\u4eba\u6750\u3002\u96e3\u6613\u5ea6\u306e\u9ad8\u3044\u6848\u4ef6\u3067\u4e0d\u53ef\u6b20\u306a\u5b58\u5728\u3068\u306a\u308a\u3001\u5e0c\u5c11\u6027\u304c\u5358\u4fa1\u3092\u62bc\u3057\u4e0a\u3052\u308b\u3002AI\u6848\u4ef6\u306e\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\uff08+6\u301c8\u4e07\u5186\/\u6708\uff09\u306f\u3053\u306e\u69cb\u9020\u3092\u53cd\u6620\u3057\u3066\u3044\u308b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u3064\u306a\u3050\u4eba\u6750\u300d\u306e\u4fa1\u5024\u304c\u4e0a\u6607\u3059\u308b<\/h3>\n\n\n\n<p>\u5206\u696d\u5316\u304c\u9032\u3080\u307b\u3069\u3001<strong>\u300c\u9818\u57df\u3092\u3064\u306a\u3050\u4eba\u6750\u300d\u306e\u4fa1\u5024\u304c\u5897\u3057\u3066\u304d\u3066\u3044\u307e\u3059<\/strong>\u3002<\/p>\n\n\n\n<p>\u5177\u4f53\u7684\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8907\u5408\u30b9\u30ad\u30eb\u3092\u6301\u3064\u30dd\u30b8\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u958b\u767a\u00d7\u30a4\u30f3\u30d5\u30e9\uff08DevOps\/SRE\uff09<\/strong>\uff1a\u30b3\u30fc\u30c9\u3082\u66f8\u3051\u3066\u30a4\u30f3\u30d5\u30e9\u3082\u8a2d\u8a08\u3067\u304d\u308b\u4eba\u6750\u3002<br>CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u304b\u3089\u672c\u756a\u904b\u7528\u307e\u3067\u62c5\u3048\u308bSRE\u306e\u9700\u8981\u306f\u6025\u5897\u3002<\/li>\n\n\n\n<li><strong>AI\u00d7\u30d3\u30b8\u30cd\u30b9\uff08AI\u5c0e\u5165\u30b3\u30f3\u30b5\u30eb\u30fbPM\uff09<\/strong>\uff1a\u6280\u8853\u7684\u306a\u5b9f\u73fe\u53ef\u80fd\u6027\u3068\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u3092\u6a4b\u6e21\u3057\u3067\u304d\u308b\u4eba\u6750\u3002<br>AI\u306e\u5b9f\u88c5\u3060\u3051\u3067\u306a\u304f\u300c\u4f55\u3092AI\u306b\u3084\u3089\u305b\u308b\u304b\u300d\u3092\u5b9a\u7fa9\u3067\u304d\u308b\u5b58\u5728\u3002<\/li>\n\n\n\n<li><strong>\u30c7\u30fc\u30bf\u00d7\u30a4\u30f3\u30d5\u30e9\uff08\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff09<\/strong>\uff1a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u8a2d\u8a08\u3068\u30a4\u30f3\u30d5\u30e9\u77e5\u8b58\u306e\u4e21\u65b9\u3092\u6301\u3064\u4eba\u6750\u3002<br>AI\u6d3b\u7528\u306e\u300c\u524d\u5de5\u7a0b\u300d\u3092\u62c5\u3046\u5f79\u5272\u3068\u3057\u3066\u9700\u8981\u304c\u62e1\u5927\u4e2d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u30a4\u30f3\u30d5\u30e9\u30fbQA\u306e\u91cd\u8981\u6027\u306f\u3055\u3089\u306b\u4e0a\u304c\u308b<\/h3>\n\n\n\n<p>\u751f\u6210AI\u306e\u6d3b\u7528\u304c\u5e83\u304c\u308b\u307b\u3069\u3001\u300cAI\u3092\u52d5\u304b\u3057\u7d9a\u3051\u308b\u30a4\u30f3\u30d5\u30e9\u300d\u3068\u300cAI\u306e\u54c1\u8cea\u3092\u4fdd\u8a3c\u3059\u308bQA\u300d\u306e\u91cd\u8981\u6027\u306f\u5897\u3057\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u30e2\u30c7\u30eb\u306e\u66f4\u65b0\u30fb\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u30fb\u30b3\u30b9\u30c8\u76e3\u8996\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u5fdc\u3092\u62c5\u3046MLOps\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u4eca\u5f8c\u6700\u3082\u9700\u8981\u304c\u9ad8\u307e\u308b\u8077\u7a2e\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001AI\u304c\u751f\u6210\u3059\u308b\u30b3\u30fc\u30c9\u30fb\u30b3\u30f3\u30c6\u30f3\u30c4\u30fb\u610f\u601d\u6c7a\u5b9a\u306e\u54c1\u8cea\u3092\u7d99\u7d9a\u7684\u306b\u8a55\u4fa1\u30fb\u6539\u5584\u3059\u308bQA\u30a8\u30f3\u30b8\u30cb\u30a2\u3082\u3001\u5f93\u6765\u306e\u300c\u30c6\u30b9\u30c8\u5b9f\u884c\u62c5\u5f53\u300d\u3092\u8d85\u3048\u305f\u65b0\u3057\u3044\u5f79\u5272\u3092\u62c5\u3046\u5c02\u9580\u8077\u3068\u3057\u3066\u78ba\u7acb\u3055\u308c\u3066\u3044\u304f\u3068\u63a8\u5bdf\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c5\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8 <\/span><\/strong><br>\u30fb100\u4e07\u5186\u8d85\u6848\u4ef6\u304c8.8%\u219212.7%\u3068\u6025\u5897\u3002\u5c02\u9580\u6027\u306e\u9ad8\u3044\u4eba\u6750\u3078\u306e\u5831\u916c\u304c\u4e0a\u6607\u4e2d <br>\u30fb\u300c\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u578b\u300d\u3068\u300c\u5c02\u9580\u7279\u5316\u578b\u300d\u306e\u4e8c\u65b9\u5411\u3067\u5e02\u5834\u306f\u8a55\u4fa1\u3092\u9ad8\u3081\u308b <br>\u30fb\u5206\u696d\u5316\u304c\u9032\u3080\u307b\u3069\u300c\u9818\u57df\u3092\u3064\u306a\u3050\u4eba\u6750\uff08DevOps\/AI\u00d7PM\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff09\u300d\u306e\u5e0c\u5c11\u6027\u304c\u5897\u3059 <br>\u30fbAI\u3092\u652f\u3048\u308b\u30a4\u30f3\u30d5\u30e9\u30fbQA\u306e\u5c02\u9580\u8077\u5316\u304c\u52a0\u901f\u2014MLOps\u304c\u6b21\u306e\u6709\u671b\u9818\u57df<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-7\"  class=\"wp-block-heading\">\u3053\u306e\u69cb\u9020\u5909\u5316\u306e\u4e2d\u3067\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3069\u3046\u52d5\u304f\u3079\u304d\u304b<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u69cb\u9020\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u9078\u3076<\/h3>\n\n\n\n<p>\u5e02\u5834\u306e\u69cb\u9020\u5909\u5316\u3092\u8e0f\u307e\u3048\u308b\u3068\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u53d6\u308b\u3079\u304d\u6226\u7565\u306f\u300cAI\u3092\u5b66\u3076\u304b\u3069\u3046\u304b\u300d\u3068\u3044\u3046\u4e8c\u8005\u629e\u4e00\u3067\u306f\u306a\u304f\u3001<strong>\u5909\u5316\u3059\u308b\u5e02\u5834\u69cb\u9020\u306e\u4e2d\u3067\u81ea\u5206\u304c\u3069\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u62c5\u3046\u304b\u3092\u610f\u8b58\u7684\u306b\u9078\u3076\u3053\u3068<\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6226\u7565\u2460\uff1aAI\u9818\u57df\u306b\u6311\u6226\u3059\u308b\uff08\u30cf\u30a4\u30ea\u30b9\u30af\u30fb\u30cf\u30a4\u30ea\u30bf\u30fc\u30f3\uff09<\/strong><\/h4>\n\n\n\n<p>\u751f\u6210AI\/LLM\u5b9f\u88c5\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30fbRAG\u69cb\u7bc9\u3068\u3044\u3063\u305fAI\u5c02\u9580\u9818\u57df\u306f\u3001\u73fe\u6642\u70b9\u3067\u5358\u4fa1\u30d7\u30ec\u30df\u30a2\u30e0\u304c\u6700\u3082\u9ad8\u3044\uff08\u975eAI\u6848\u4ef6\u6bd4+6\u301c8\u4e07\u5186\/\u6708\uff09\u3002\u305f\u3060\u3057\u6280\u8853\u5909\u5316\u306e\u30b9\u30d4\u30fc\u30c9\u304c\u901f\u304f\u3001\u7d99\u7d9a\u7684\u306a\u30ad\u30e3\u30c3\u30c1\u30a2\u30c3\u30d7\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u63a8\u5968\u30a2\u30af\u30b7\u30e7\u30f3\uff1aPython\u00d7Azure\/AWS\u3092\u57fa\u790e\u306b\u3001LLM\u306eAPI\u5b9f\u88c5\u7d4c\u9a13\u30921\u301c2\u4ef6\u7a4d\u3080\u3053\u3068\u304c\u73fe\u5b9f\u7684\u306a\u53c2\u5165\u8def\u3002<\/li>\n\n\n\n<li>\u6ce8\u610f\u70b9\uff1aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084RAG\u306f\u6280\u8853\u306e\u6210\u719f\u5ea6\u304c\u4f4e\u304f\u3001\u6848\u4ef6\u8981\u4ef6\u3082\u6d41\u52d5\u7684\u3002\u4e0a\u6d41\u8a2d\u8a08\u529b\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u5b89\u5b9a\u7684\u306b\u9ad8\u5358\u4fa1\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6226\u7565\u2461\uff1a\u5468\u8fba\u9818\u57df\uff08\u30a4\u30f3\u30d5\u30e9\u30fbQA\uff09\u3067\u4fa1\u5024\u3092\u4e0a\u3052\u308b\uff08\u5b89\u5b9a\u30fb\u6210\u9577\uff09<\/strong><\/h4>\n\n\n\n<p>\u6848\u4ef6\u6570\u306e\u5897\u52a0\u5e45\u304c\u6700\u5927\uff08\u30a4\u30f3\u30d5\u30e9+13.4pp\u3001\u30c6\u30b9\u30c8+9.0pp\uff09\u3067\u3042\u308b\u306b\u3082\u304b\u304b\u308f\u3089\u305a\u3001\u4f9b\u7d66\u5074\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u6570\u306f\u307e\u3060\u8ffd\u3044\u3064\u3044\u3066\u3044\u306a\u3044\u3002\u3053\u306e\u9700\u7d66\u30ae\u30e3\u30c3\u30d7\u304c\u9ad8\u5358\u4fa1\u3092\u751f\u3093\u3067\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u30a4\u30f3\u30d5\u30e9\u8def\u7dda\uff1aAWS\/Azure\u8a8d\u5b9a\u8cc7\u683c\u306e\u53d6\u5f97\uff0bTerraform\uff08IaC\uff09\u306e\u5b9f\u88c5\u7d4c\u9a13\u3092\u7a4d\u3080\u3053\u3068\u3067\u3001\u8a2d\u8a08\u30ec\u30a4\u30e4\u30fc\u3078\u306e\u53c2\u5165\u304c\u53ef\u80fd\u306b\u3002<\/li>\n\n\n\n<li>QA\u8def\u7dda\uff1a\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\uff08Playwright\u30fbk6\u7b49\uff09\u306e\u7fd2\u5f97\uff0b\u30c6\u30b9\u30c8\u8a2d\u8a08\u30fb\u54c1\u8cea\u57fa\u6e96\u306e\u7b56\u5b9a\u7d4c\u9a13\u304c\u3001\u5358\u7d14\u30c6\u30b9\u30c8\u5b9f\u884c\u3092\u8d85\u3048\u305f\u4ed8\u52a0\u4fa1\u5024\u3092\u751f\u3093\u3067\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6226\u7565\u2462\uff1a\u5206\u696d\u69cb\u9020\u306e\u4e2d\u3067\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u53d6\u308b\uff08\u9577\u671f\u5b89\u5b9a\uff09<\/strong><\/h4>\n\n\n\n<p>\u5206\u696d\u5316\u304c\u9032\u3080\u5e02\u5834\u3067\u6700\u3082\u5b89\u5b9a\u3057\u305f\u30dd\u30b8\u30b7\u30e7\u30f3\u3092\u53d6\u308b\u306b\u306f\u3001\u7279\u5b9a\u9818\u57df\u306e\u5c02\u9580\u6027\u3092\u6301\u3061\u306a\u304c\u3089\u300c\u4e0a\u6d41\u5de5\u7a0b\u300d\u3084\u300c\u6a2a\u65ad\u30b9\u30ad\u30eb\u300d\u3092\u52a0\u3048\u308b\u3053\u3068\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u6d41\u5de5\u7a0b\u30b7\u30d5\u30c8\uff1a\u8a2d\u8a08\u30fb\u8981\u4ef6\u5b9a\u7fa9\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30ec\u30d3\u30e5\u30fc\u306b\u95a2\u4e0e\u3067\u304d\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u9700\u8981\u306f+3\u301c5pp\u5897\u52a0\u4e2d\u3002\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\u5b9f\u529b\u3092\u6301\u3064\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u4e0a\u6d41\u306b\u8e0f\u307f\u8fbc\u3080\u4fa1\u5024\u306f\u5927\u304d\u3044\u3002<\/li>\n\n\n\n<li>\u6a2a\u65ad\u30b9\u30ad\u30eb\u7fd2\u5f97\uff1a\u958b\u767a\u00d7\u30a4\u30f3\u30d5\u30e9\uff08SRE\uff09\u3001AI\u00d7PM\uff08\u5c0e\u5165\u30b3\u30f3\u30b5\u30eb\uff09\u306a\u3069\u3001\u8907\u6570\u9818\u57df\u3092\u3064\u306a\u3052\u308b\u4eba\u6750\u306f\u4f9b\u7d66\u304c\u5e0c\u5c11\u3067\u5358\u4fa1\u306e\u4e0a\u9650\u304c\u9ad8\u3044\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u6226\u7565<\/strong><\/td><td><strong>\u65b9\u5411\u6027<\/strong><\/td><td><strong>\u30ea\u30bf\u30fc\u30f3<\/strong><\/td><td><strong>\u63a8\u5968\u30b9\u30ad\u30eb<\/strong><\/td><\/tr><\/thead><tbody><tr><td>\u2460AI\u5c02\u9580<\/td><td>\u30cf\u30a4\u30ea\u30b9\u30af\u30fb\u30cf\u30a4\u30ea\u30bf\u30fc\u30f3<\/td><td>\u6700\u9ad8\u5358\u4fa1\uff08+6\u301c8\u4e07\u5186\/\u6708\uff09<\/td><td>Python\u3001LLM API\u3001Azure\/AWS<\/td><\/tr><tr><td>\u2461\u30a4\u30f3\u30d5\u30e9\u7279\u5316<\/td><td>\u5b89\u5b9a\u6210\u9577<\/td><td>\u9ad8\u5358\u4fa1\uff0875\u4e07\u5186\u301c\uff09<\/td><td>AWS\/Azure\u3001Terraform\u3001SRE<\/td><\/tr><tr><td>\u2461QA\u7279\u5316<\/td><td>\u30cb\u30c3\u30c1\u00d7\u9ad8\u9700\u8981<\/td><td>\u4e0a\u6607\u50be\u5411\uff0865\u301c80\u4e07\u5186\uff09<\/td><td>\u30c6\u30b9\u30c8\u8a2d\u8a08\u3001Playwright\u3001\u81ea\u52d5\u5316\u57fa\u76e4<\/td><\/tr><tr><td>\u2462\u4e0a\u6d41\u30b7\u30d5\u30c8<\/td><td>\u9577\u671f\u5b89\u5b9a<\/td><td>\u78ba\u5b9f\u306a\u5358\u4fa1\u5411\u4e0a<\/td><td>\u8981\u4ef6\u5b9a\u7fa9\u3001\u8a2d\u8a08\u3001PM\/\u30c6\u30c3\u30af\u30ea\u30fc\u30c9<\/td><\/tr><tr><td>\u2462\u6a2a\u65ad\u30b9\u30ad\u30eb<\/td><td>\u4e2d\u9577\u671f\u30fb\u5dee\u5225\u5316<\/td><td>\u4e0a\u9650\u9ad8\uff08100\u4e07\u5186\u8d85\u3082\uff09<\/td><td>\u958b\u767a\u00d7\u30a4\u30f3\u30d5\u30e9 or AI\u00d7PM<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong><span class=\"swl-inline-color has-swl-deep-01-color\">\u7b2c6\u7bc0\u306e\u30dd\u30a4\u30f3\u30c8 <\/span><\/strong><br>\u30fb\u300cAI\u304b\u305d\u308c\u4ee5\u5916\u304b\u300d\u3068\u3044\u3046\u9078\u629e\u3067\u306f\u306a\u304f\u3001\u5e02\u5834\u69cb\u9020\u306e\u4e2d\u306e\u300c\u30dd\u30b8\u30b7\u30e7\u30f3\u9078\u629e\u300d\u3068\u3057\u3066\u8003\u3048\u308b <br>\u30fb\u30a4\u30f3\u30d5\u30e9\u30fbQA\u306f\u9700\u7d66\u30ae\u30e3\u30c3\u30d7\u304c\u5927\u304d\u304f\u3001\u4eca\u304c\u53c2\u5165\u597d\u6a5f <br>\u30fb\u4e0a\u6d41\u5de5\u7a0b\u00d7\u5c02\u9580\u30b9\u30ad\u30eb\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u9577\u671f\u7684\u306b\u6700\u3082\u5b89\u5b9a\u3057\u305f\u4fa1\u5024\u3092\u751f\u3080<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"rtoc-8\"  class=\"wp-block-heading\">\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 class=\"wp-block-image size-full is-resized u-mb-ctrl u-mb-5\"><img decoding=\"async\" width=\"1090\" height=\"558\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp\" alt=\"\" class=\"wp-image-6584\" style=\"width:852px;height:auto\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp 1090w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-300x154.webp 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-1024x524.webp 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-768x393.webp 768w\" sizes=\"(max-width: 1090px) 100vw, 1090px\" \/><\/figure>\n\n\n\n<p>\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<p>\u307e\u305f\u3001<strong><span class=\"swl-marker mark_yellow\">\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<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-fill\"><a class=\"wp-block-button__link has-swl-deep-01-background-color has-background has-text-align-center wp-element-button\" href=\"https:\/\/www.engineer-factory.com\/\"><strong>\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<h2 id=\"rtoc-9\"  class=\"wp-block-heading\">\u307e\u3068\u3081\uff1a\u5e02\u5834\u69cb\u9020\u5909\u5316\u306e\u5168\u4f53\u50cf<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u660e\u3089\u304b\u306b\u3057\u305f\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u306e\u69cb\u9020\u5909\u5316\u3092\u6574\u7406\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td><strong>\u30c6\u30fc\u30de<\/strong><\/td><td><strong>\u4e8b\u5b9f\uff08\u30c7\u30fc\u30bf\uff09<\/strong><\/td><td><strong>\u672c\u8cea\u7684\u306a\u610f\u5473<\/strong><\/td><\/tr><\/thead><tbody><tr><td>AI\u6848\u4ef6\u306e\u5897\u52a0<\/td><td>6.5%\u219213.5%\uff081\u5e74\u3067\u500d\u5897\uff09<\/td><td>\u4f01\u696d\u306eAI\u6d3b\u7528\u304c\u5b9f\u9a13\u2192\u5b9f\u904b\u7528\u30d5\u30a7\u30fc\u30ba\u3078\u79fb\u884c<\/td><\/tr><tr><td>\u30a4\u30f3\u30d5\u30e9\u62e1\u5927<\/td><td>+13.4pp\uff08\u5168\u9818\u57df\u6700\u5927\uff09<\/td><td>AI\u904b\u7528\u57fa\u76e4\uff0bDX\u30fb\u30af\u30e9\u30a6\u30c9\u5316\u306e\u9032\u5c55\u304c\u727d\u5f15<\/td><\/tr><tr><td>\u30c6\u30b9\u30c8\/QA\u62e1\u5927<\/td><td>+9.0pp\uff08\u6025\u5897\uff09<\/td><td>\u30b7\u30b9\u30c6\u30e0\u8907\u96d1\u5316\u00d7AI\u54c1\u8cea\u4fdd\u8a3c\u30cb\u30fc\u30ba\u306e\u9ad8\u307e\u308a<\/td><\/tr><tr><td>\u958b\u767a\uff08\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0\uff09\u6e1b\u5c11<\/td><td>-11.2pp<\/td><td>AI\u88dc\u52a9\u306b\u3088\u308b\u30b3\u30e2\u30c7\u30a3\u30c6\u30a3\u5316\u3068\u4e0a\u6d41\u30b7\u30d5\u30c8\u304c\u539f\u56e0<\/td><\/tr><tr><td>\u5358\u4fa1\u306e\u4e8c\u6975\u5316<\/td><td>100\u4e07\u5186\u8d85\u304c+3.9pp<\/td><td>\u5c02\u9580\u6027\u00d7\u4e0a\u6d41\u95a2\u4e0e\u306e\u4eba\u6750\u3078\u306e\u5831\u916c\u96c6\u4e2d\u304c\u52a0\u901f<\/td><\/tr><tr><td>\u6848\u4ef6\u5897\u52a0\u306e\u672c\u8cea<\/td><td>DX\u30fb\u5185\u88fd\u5316\u30fb\u54c1\u8cea\u9ad8\u5ea6\u5316<\/td><td>AI\u30d6\u30fc\u30e0\u3068\u306f\u72ec\u7acb\u3057\u305f\u69cb\u9020\u7684\u9700\u8981\u306e\u62e1\u5927<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u300cAI\u6848\u4ef6\u304c\u5897\u3048\u3066\u3044\u308b\u304b\u3089\u5e02\u5834\u304c\u5909\u308f\u3063\u305f\u300d\u3068\u3044\u3046\u898b\u65b9\u306f\u3001\u5909\u5316\u306e\u8868\u9762\u3057\u304b\u6349\u3048\u3089\u308c\u3066\u3044\u307e\u305b\u3093\u3002\u672c\u8cea\u306f\u3001\u4f01\u696d\u306eDX\u52a0\u901f\u30fb\u5185\u88fd\u5316\u63a8\u9032\u30fb\u54c1\u8cea\u8981\u6c42\u306e\u9ad8\u5ea6\u5316\u3068\u3044\u3046\u8907\u5408\u7684\u306a\u529b\u304c\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u69cb\u9020\u305d\u306e\u3082\u306e\u3092\u5909\u3048\u3066\u3044\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>AI\u306f\u305d\u306e\u5909\u5316\u3092\u52a0\u901f\u3055\u305b\u308b\u4e00\u3064\u306e\u8981\u56e0\u3067\u3042\u3063\u3066\u3001\u5909\u5316\u306e\u5168\u3066\u3067\u306f\u306a\u3044\u3002\u30a4\u30f3\u30d5\u30e9\u30fb\u30c6\u30b9\u30c8\/QA\u30fb\u4e0a\u6d41\u5de5\u7a0b\u306e\u91cd\u8981\u6027\u304c\u540c\u6642\u306b\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u3001\u81ea\u5206\u304c\u3069\u306e\u5f79\u5272\u3092\u62c5\u3046\u306e\u304b\u3092\u6226\u7565\u7684\u306b\u9078\u3076\u3053\u3068\u304c\u3001\u3053\u308c\u304b\u3089\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u6c42\u3081\u3089\u308c\u308b\u8996\u70b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u51fa\u5178\uff1a\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u4fdd\u6709\u6848\u4ef6\u30c7\u30fc\u30bf\uff08PA\u6848\u4ef62025.csv\u30016,813\u4ef6\uff09\/ \u5206\u6790\u65e5\uff1a2026\u5e744\u67085\u65e5<br>\u6ce8\uff1a\u6708\u5225\u63a8\u79fb\u306f\u63a8\u5b9a\u6708\u5272\u5f53\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u8aa4\u5dee\u3092\u542b\u3080\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306f\u60c5\u5831\u63d0\u4f9b\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\u3001\u500b\u5225\u306e\u6295\u8cc7\u30fb\u30ad\u30e3\u30ea\u30a2\u5224\u65ad\u3092\u63a8\u5968\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n\n\n\n\n","protected":false},"excerpt":{"rendered":"<p>\u5206\u6790\u5bfe\u8c61\u4ef6\u6570 6,813\u4ef6 \u5206\u6790\u671f\u95932025\u5e741\u6708\u301c2026\u5e743\u6708 \u5e73\u5747\u5358\u4fa16.5%\u219213.5%\uff08\u7d042\u500d\uff09 \u30a4\u30f3\u30d5\u30e9\u6848\u4ef6\u5897\u52a0 +13.4pp\uff08\u6700\u5927\u4f38\u3073\u5e45\uff09 \u8fd1\u5e74\u3001IT\u30a8\u30f3\u30b8\u30cb\u30a2\u5e02\u5834\u3067\u306f\u6848\u4ef6\u6570\u306e\u5897\u52a0\u304c\u7d9a\u3044\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u8981\u56e0 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":6655,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"swell_btn_cv_data":"","footnotes":""},"categories":[7],"tags":[83,37,55,168,169],"class_list":["post-6612","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-skill","tag-83","tag-37","tag-55","tag-ai","tag-169"],"aioseo_notices":[],"thumbnail_url":"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2026\/04\/\u30a4\u30f3\u30bf\u30d3\u30e5\u30fc\u30a2\u30a4\u30ad\u30e3\u30c3\u30c1-13-300x157.png","_links":{"self":[{"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/posts\/6612","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/comments?post=6612"}],"version-history":[{"count":13,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/posts\/6612\/revisions"}],"predecessor-version":[{"id":6661,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/posts\/6612\/revisions\/6661"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/media\/6655"}],"wp:attachment":[{"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/media?parent=6612"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/categories?post=6612"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.engineer-factory.com\/media\/wp-json\/wp\/v2\/tags?post=6612"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}