{"id":3121,"date":"2026-08-13T11:58:36","date_gmt":"2026-08-13T02:58:36","guid":{"rendered":"https:\/\/freelance-job.com\/contents\/?post_type=news&#038;p=3121"},"modified":"2026-08-13T16:37:32","modified_gmt":"2026-08-13T07:37:32","slug":"%e3%80%8cai%e3%80%8d%e3%81%8c%e3%81%a4%e3%81%8f%e3%81%a0%e3%81%91%e3%81%a7%e3%83%86%e3%83%83%e3%82%af%e3%83%aa%e3%83%bc%e3%83%89%e3%81%a8%e5%90%8c%e6%b0%b4%e6%ba%96-%e3%82%a8%e3%83%b3","status":"publish","type":"news","link":"https:\/\/freelance-job.com\/contents\/news\/research\/3121\/","title":{"rendered":"\u300cAI\u300d\u304c\u3064\u304f\u3060\u3051\u3067\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3068\u540c\u6c34\u6e96\u2014\u2014\u30a8\u30f3\u30b8\u30cb\u30a2\u8077\u7a2e\u5225\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u5358\u4fa1\u30e9\u30f3\u30ad\u30f3\u30b02026\u5e74\u7248"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051IT\u6848\u4ef6\u30fb\u6c42\u4eba\u691c\u7d22\u30b5\u30a4\u30c8\u306e\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30b8\u30e7\u30d6\uff08 https:\/\/freelance-job.com\/&nbsp;\uff09\u3092\u904b\u55b6\u3059\u308b\u682a\u5f0f\u4f1a\u793eHajimari\uff08\u6240\u5728\u5730\uff1a\u6771\u4eac\u90fd\u6e0b\u8c37\u533a\u3001\u4ee3\u8868\u53d6\u7de0\u5f79\uff1a\u6728\u6751\u76f4\u4eba\uff09\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30b8\u30e7\u30d6\u306b\u767b\u9332\u3055\u308c\u3066\u3044\u308b\u6848\u4ef652,760\u4ef6\uff08\u91cd\u8907\u9664\u53bb\u6e08\u307f\uff09\u304b\u3089\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u30ad\u30e3\u30ea\u30a2\u306b\u95a2\u9023\u3059\u308b\u30dd\u30b8\u30b7\u30e7\u30f332\u7a2e\uff08\u4ef6\u657050\u4ee5\u4e0a\uff09\u306e\u6708\u984d\u5358\u4fa1\u3092\u96c6\u8a08\u3057\u3001\u767a\u8868\u3044\u305f\u3057\u307e\u3057\u305f\u3002<\/strong><br><strong>\u96c6\u8a08\u7d50\u679c\u3088\u308a\u3001\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e\u6708\u984d\u5358\u4fa1\u306f\u5e73\u574791.3\u4e07\u5186\u3068\u3001\u4ed6\u8077\u7a2e\u3068\u6bd4\u8f03\u3057\u3066\u3082\u9ad8\u3044\u6c34\u6e96\u3067\u3042\u308b\u3053\u3068\u304c\u660e\u3089\u304b\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8abf\u67fb\u30b5\u30de\u30ea\u30fc<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e\u6708\u984d\u5e73\u5747\u5358\u4fa1\u306f91.3\u4e07\u5186\u3067\u3001\u30a8\u30f3\u30b8\u30cb\u30a232\u8077\u7a2e\u4e2d4\u4f4d\u306b\u30e9\u30f3\u30af\u30a4\u30f3<\/strong><\/li>\n\n\n\n<li><strong>\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff0892.2\u4e07\u5186\uff09\u30fbPdM\uff0892.0\u4e07\u5186\uff09\u3068\u306e\u5dee\u306f\u3044\u305a\u308c\u30821\u4e07\u5186\u4ee5\u5185\u3067\u3001\u4e0a\u4f4d\u5c02\u9580\u8077\u3068\u307b\u307c\u540c\u6c34\u6e96<\/strong><\/li>\n\n\n\n<li><strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\uff0885.7\u4e07\u5186\uff09\u3068\u306f\u67085.6\u4e07\u5186\u3001\u5e74\u63db\u7b97\u306767\u4e07\u5186\u306e\u5dee<\/strong><\/li>\n\n\n\n<li><strong>90\u4e07\u5186\u8d85\u306f\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u30fb\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u30fbPdM\u30fbAI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e4\u8077\u7a2e\u306e\u307f<\/strong><\/li>\n\n\n\n<li><strong>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u6848\u4ef6326\u4ef6\u3092\u5206\u6790\u3059\u308b\u3068\u3001\u5b9f\u614b\u306fLLM\/RAG\u30fbAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u300c\u4f7f\u3063\u3066\u4f5c\u308b\u300d\u5b9f\u88c5\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u4e3b\u6d41\uff08\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3092\u6271\u3046\u6848\u4ef6\u306f\u308f\u305a\u304b6%\uff09<\/strong> <\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u226a\u30a2\u30f3\u30b1\u30fc\u30c8\u5229\u7528\u6761\u4ef6\u226b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">1\u3000\u8abf\u67fb\u7d50\u679c\u306f\u81ea\u7531\u306b\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002\u4f46\u3057\u60c5\u5831\u306e\u5f15\u7528\u5143\u3068\u3057\u3066\u300c\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30b8\u30e7\u30d6\u300d\u306e\u540d\u524d\u3092\u660e\u8a18\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>2\u3000\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u4f7f\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u5f15\u7528\u5143\u3068\u3057\u3066\u3001\u4e0b\u8a18\u30ea\u30f3\u30af\u3092\u8a2d\u7f6e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<br>URL\uff1a<a href=\"https:\/\/freelance-job.com\/contents\/news\/research\/3121\">https:\/\/freelance-job.com\/contents\/news\/research\/3121<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u30fbPdM\u3068\u67081\u4e07\u5dee\u306e4\u4f4d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30a8\u30f3\u30b8\u30cb\u30a2\u8077\u7a2e\u306b\u7d5e\u3063\u305f32\u8077\u7a2e\u306e\u6708\u984d\u5358\u4fa1\u30e9\u30f3\u30ad\u30f3\u30b0\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1020\" src=\"https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-1024x1020.png\" alt=\"\" class=\"wp-image-3124\" srcset=\"https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-1024x1020.png 1024w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-300x300.png 300w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-150x150.png 150w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-768x765.png 768w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-1536x1530.png 1536w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4-200x200.png 200w, https:\/\/freelance-job.com\/contents\/wp-content\/uploads\/2026\/08\/unnamed-4.png 1786w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u8d64\u7834\u7dda\u306f\u5168\u4f53\u5e73\u5747\uff0870.9\u4e07\u5186\uff09\u3002\u30b3\u30f3\u30b5\u30eb\u30bf\u30f3\u30c8\u30fb\u30c7\u30b6\u30a4\u30f3\u30fb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u8077\u306f\u9664\u5916\u3002\u62ec\u5f27\u5185\u306f\u6848\u4ef6\u6570\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u9806\u4f4d<\/strong><\/td><td><strong>\u30dd\u30b8\u30b7\u30e7\u30f3<\/strong><\/td><td><strong>\u6708\u984d\u5e73\u5747\u5358\u4fa1<\/strong><\/td><td><strong>\u6848\u4ef6\u6570<\/strong><\/td><\/tr><tr><td>1<\/td><td>\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c8<\/td><td>96.1\u4e07\u5186<\/td><td>359\u4ef6<\/td><\/tr><tr><td>2<\/td><td>\u30c6\u30c3\u30af\u30ea\u30fc\u30c9<\/td><td>92.2\u4e07\u5186<\/td><td>261\u4ef6<\/td><\/tr><tr><td>3<\/td><td>\u30d7\u30ed\u30c0\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\uff08PdM\uff09<\/td><td>92.0\u4e07\u5186<\/td><td>190\u4ef6<\/td><\/tr><tr><td><strong>4<\/strong><\/td><td><strong>AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/strong><\/td><td><strong>91.3\u4e07\u5186<\/strong><\/td><td><strong>326\u4ef6<\/strong><\/td><\/tr><tr><td>5<\/td><td>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc<\/td><td>87.8\u4e07\u5186<\/td><td>162\u4ef6<\/td><\/tr><tr><td>6<\/td><td>\u4e0a\u6d41SE<\/td><td>86.0\u4e07\u5186<\/td><td>61\u4ef6<\/td><\/tr><tr><td>7<\/td><td>SRE<\/td><td>85.7\u4e07\u5186<\/td><td>226\u4ef6<\/td><\/tr><tr><td>8<\/td><td>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\uff08PM\uff09<\/td><td>85.7\u4e07\u5186<\/td><td>3,052\u4ef6<\/td><\/tr><tr><td>9<\/td><td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>84.2\u4e07\u5186<\/td><td>275\u4ef6<\/td><\/tr><tr><td>10<\/td><td>\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>80.6\u4e07\u5186<\/td><td>1,530\u4ef6<\/td><\/tr><tr><td>11<\/td><td>PMO<\/td><td>80.0\u4e07\u5186<\/td><td>2,120\u4ef6<\/td><\/tr><tr><td>12<\/td><td>\u30af\u30e9\u30a6\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>77.0\u4e07\u5186<\/td><td>1,642\u4ef6<\/td><\/tr><tr><td>13<\/td><td>\u30c7\u30fc\u30bf\u5468\u308a\u30a8\u30f3\u30b8\u30cb\u30a2\u203b<\/td><td>76.6\u4e07\u5186<\/td><td>392\u4ef6<\/td><\/tr><tr><td>14<\/td><td>DBA<\/td><td>75.7\u4e07\u5186<\/td><td>99\u4ef6<\/td><\/tr><tr><td>14<\/td><td>\u30c7\u30fc\u30bf\u30a2\u30ca\u30ea\u30b9\u30c8<\/td><td>75.7\u4e07\u5186<\/td><td>124\u4ef6<\/td><\/tr><tr><td>16<\/td><td>\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>74.3\u4e07\u5186<\/td><td>612\u4ef6<\/td><\/tr><tr><td>17<\/td><td>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>71.2\u4e07\u5186<\/td><td>1,509\u4ef6<\/td><\/tr><tr><td>18<\/td><td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>70.7\u4e07\u5186<\/td><td>6,379\u4ef6<\/td><\/tr><tr><td>19<\/td><td>\u30b7\u30b9\u30c6\u30e0\u30a8\u30f3\u30b8\u30cb\u30a2\uff08SE\uff09<\/td><td>69.7\u4e07\u5186<\/td><td>9,827\u4ef6<\/td><\/tr><tr><td>20<\/td><td>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>68.8\u4e07\u5186<\/td><td>676\u4ef6<\/td><\/tr><tr><td>21<\/td><td>\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>67.9\u4e07\u5186<\/td><td>4,673\u4ef6<\/td><\/tr><tr><td>21<\/td><td>\u30b5\u30fc\u30d0\u30fc\u30b5\u30a4\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>67.8\u4e07\u5186<\/td><td>1,456\u4ef6<\/td><\/tr><tr><td>21<\/td><td>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>67.8\u4e07\u5186<\/td><td>896\u4ef6<\/td><\/tr><tr><td>24<\/td><td>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>67.4\u4e07\u5186<\/td><td>7,005\u4ef6<\/td><\/tr><tr><td>25<\/td><td>\u7d44\u8fbc\u30fb\u5236\u5fa1\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>65.0\u4e07\u5186<\/td><td>470\u4ef6<\/td><\/tr><tr><td>26<\/td><td>QA\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>63.4\u4e07\u5186<\/td><td>652\u4ef6<\/td><\/tr><tr><td>27<\/td><td>\u60c5\u5831\u30b7\u30b9\u30c6\u30e0<\/td><td>60.8\u4e07\u5186<\/td><td>440\u4ef6<\/td><\/tr><tr><td>28<\/td><td>\u6c4e\u7528\u6a5f\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>60.1\u4e07\u5186<\/td><td>55\u4ef6<\/td><\/tr><tr><td>29<\/td><td>\u30d7\u30ed\u30b0\u30e9\u30de\u30fc\uff08PG\uff09<\/td><td>57.0\u4e07\u5186<\/td><td>1,858\u4ef6<\/td><\/tr><tr><td>30<\/td><td>QA\/\u30c6\u30b9\u30bf\u30fc<\/td><td>54.1\u4e07\u5186<\/td><td>618\u4ef6<\/td><\/tr><tr><td>31<\/td><td>\u793e\u5185SE<\/td><td>53.9\u4e07\u5186<\/td><td>606\u4ef6<\/td><\/tr><tr><td>32<\/td><td>\u30c7\u30d0\u30c3\u30ac\u30fc\u30fb\u30c6\u30b9\u30c8\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>52.6\u4e07\u5186<\/td><td>94\u4ef6<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">\u203b\u300c\u30c7\u30fc\u30bf\u5468\u308a\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306fFJ\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u56fa\u6709\u306e\u5206\u985e\u3002\u6848\u4ef6\u5185\u5bb9\u3092\u78ba\u8a8d\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u30fb\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306a\u3069\u3001\u30c7\u30fc\u30bf\u95a2\u9023\u8077\u5168\u822c\u304c\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e\u5b9f\u614b\u2014\u2014326\u4ef6\u306e\u6848\u4ef6\u672c\u6587\u304c\u793a\u3059\u30b9\u30ad\u30eb\u8981\u4ef6<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3068\u3044\u3046\u8077\u7a2e\u540d\u306f\u3001\u4e00\u822c\u7684\u306b\u306f\u300cAI\u30e2\u30c7\u30eb\u3092\u7814\u7a76\u30fb\u69cb\u7bc9\u3059\u308b\u4eba\u300d\u3092\u60f3\u8d77\u3055\u305b\u307e\u3059\u3002\u3057\u304b\u3057\u3001FJ\u306e326\u4ef6\u306e\u6848\u4ef6\u672c\u6587\uff08\u6848\u4ef6\u540d\u30fb\u6982\u8981\u30fb\u5fc5\u9808\u30b9\u30ad\u30eb\u30fb\u6b53\u8fce\u30b9\u30ad\u30eb\uff09\u3092\u5206\u6790\u3059\u308b\u3068\u3001\u5b9f\u614b\u306f\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u30ad\u30fc\u30ef\u30fc\u30c9<\/strong><\/td><td><strong>\u51fa\u73fe\u4ef6\u6570<\/strong><\/td><td><strong>\u51fa\u73fe\u7387<\/strong><\/td><\/tr><tr><td>Python<\/td><td>209\u4ef6<\/td><td>64%<\/td><\/tr><tr><td>LLM<\/td><td>134\u4ef6<\/td><td>41%<\/td><\/tr><tr><td>\u751f\u6210AI<\/td><td>128\u4ef6<\/td><td>39%<\/td><\/tr><tr><td>\u6a5f\u68b0\u5b66\u7fd2<\/td><td>111\u4ef6<\/td><td>34%<\/td><\/tr><tr><td>RAG<\/td><td>97\u4ef6<\/td><td>30%<\/td><\/tr><tr><td>AWS<\/td><td>95\u4ef6<\/td><td>29%<\/td><\/tr><tr><td>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/td><td>90\u4ef6<\/td><td>28%<\/td><\/tr><tr><td>\u30d7\u30ed\u30f3\u30d7\u30c8\uff08\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff09<\/td><td>61\u4ef6<\/td><td>19%<\/td><\/tr><tr><td>Azure<\/td><td>52\u4ef6<\/td><td>16%<\/td><\/tr><tr><td>GCP<\/td><td>50\u4ef6<\/td><td>15%<\/td><\/tr><tr><td>LangChain<\/td><td>43\u4ef6<\/td><td>13%<\/td><\/tr><tr><td><strong>\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0<\/strong><\/td><td><strong>18\u4ef6<\/strong><\/td><td><strong>6%<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u3082\u76ee\u7acb\u3064\u306e\u304c\u30d5\u30a1\u30a4\u30f3\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u4f4e\u3055\u3067\u3059\u3002<br>\u300cAI\u30e2\u30c7\u30eb\u3092\u81ea\u3089\u5b66\u7fd2\u30fb\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u300d\u6848\u4ef6\u306f\u5168\u4f53\u306e6%\u306b\u3059\u304e\u305a\u3001\u6848\u4ef6\u672c\u6587\u304b\u3089\u306f3\u3064\u306e\u4e3b\u306a\u985e\u578b\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2460 LLM\/RAG\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2\uff08\u6700\u591a\uff09<\/strong> <br>OpenAI\u30fbClaude\u30fbGemini\u306a\u3069\u306eLLM API\u3092\u4f7f\u3044\u3001RAG\uff08\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff09\u3084\u30c1\u30e3\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u3092\u5b9f\u88c5\u30fb\u904b\u7528\u3057\u307e\u3059\u3002Python\u304c\u5fc5\u9808\u3067\u3001LangChain\u3084Dify\u304c\u4e3b\u8981\u30c4\u30fc\u30eb\u3067\u3059\u3002<br>\u6848\u4ef6\u4f8b\uff1a\u300cRAG\u691c\u7d22\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u54c1\u8cea\u6539\u5584\u30fb\u901f\u5ea6\u5411\u4e0a\u300d\u300c\u793e\u5185\u6587\u66f8\u3092\u4f7f\u3063\u305fRAG\u30b7\u30b9\u30c6\u30e0\u69cb\u7bc9\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2461 AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u30a8\u30f3\u30b8\u30cb\u30a2\uff08\u6025\u5897\u4e2d\uff09<\/strong> <br>\u696d\u52d9\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u81ea\u52d5\u5316\u3059\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u8a2d\u8a08\u30fb\u5b9f\u88c5\u3057\u307e\u3059\u3002\u5916\u90e8API\u3068\u306e\u9023\u643a\u30fb\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u306e\u8a2d\u8a08\u304c\u4e2d\u5fc3\u3067\u3059\u3002<br>\u6848\u4ef6\u4f8b\uff1a\u300c\u696d\u52d9\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u8981\u4ef6\u5b9a\u7fa9\u301c\u958b\u767a\u300d\u300cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u8a2d\u8a08\u300d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u2462 \u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\uff08\u5f93\u6765\u578b\uff09<\/strong> <br>\u5206\u985e\u30fb\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3084\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u3092\u62c5\u3046\u5f93\u6765\u578b\u306e\u30ed\u30fc\u30eb\u3002<br>\u300c\u6a5f\u68b0\u5b66\u7fd2\u300d\u304c34%\u51fa\u73fe\u3059\u308b\u3053\u3068\u304b\u3089\u3001\u751f\u6210AI\u4ee5\u524d\u304b\u3089\u3042\u308b\u6848\u4ef6\u3082\u542b\u307e\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u3068\u3044\u3046\u80a9\u66f8\u304d\u304c\u5e02\u5834\u306b\u4e0e\u3048\u308b\u5f71\u97ff<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u300cAI\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\uff0891.3\u4e07\u5186\uff09\u3068\u300c\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u300d\uff0892.2\u4e07\u5186\uff09\u30fb\u300cPdM\u300d\uff0892.0\u4e07\u5186\uff09\u306e\u5dee\u306f\u3001\u305d\u308c\u305e\u308c0.9\u4e07\u5186\u30fb0.7\u4e07\u5186\u306b\u3059\u304e\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001\u300cPM\u300d\uff0885.7\u4e07\u5186\uff09\u3068\u306e\u5dee\u306f5.6\u4e07\u5186\uff08\u5e74\u63db\u7b9767\u4e07\u5186\uff09\u306b\u958b\u3044\u3066\u3044\u307e\u3059\u3002<br>\u6848\u4ef6\u306e\u591a\u304f\u306fPython\u3068LLM API\u6d3b\u7528\u3092\u524d\u63d0\u3068\u3057\u305f\u300cAI\u3092\u4f7f\u3063\u3066\u4f5c\u308b\u30a8\u30f3\u30b8\u30cb\u30a2\u300d\u306e\u30ed\u30fc\u30eb\u3067\u3042\u308a\u3001\u5927\u5b66\u9662\u30ec\u30d9\u30eb\u306e\u30e2\u30c7\u30eb\u7814\u7a76\u3092\u6c42\u3081\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br><br>\u305d\u308c\u3067\u3082\u5e02\u5834\u3067\u306f\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u3084PdM\u306b\u5339\u6575\u3059\u308b\u5358\u4fa1\u8a55\u4fa1\u3092\u53d7\u3051\u3066\u304a\u308a\u3001\u5b9f\u88c5\u30b9\u30ad\u30eb\u306e\u7a00\u5c11\u6027\u304c\u4fa1\u683c\u306b\u53cd\u6620\u3055\u308c\u3066\u3044\u308b\u3068\u307f\u3089\u308c\u307e\u3059\u3002<br><br>\u6280\u8853\u8077\u30dd\u30b8\u30b7\u30e7\u30f3\u306e\u5358\u4fa1\u6c34\u6e96\u3092\u6574\u7406\u3059\u308b\u3068\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u4e0a\u4f4d\u6280\u8853\u5c02\u9580\u8077\u300d\u5e2f\u306b\u4f4d\u7f6e\u3059\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u5358\u4fa1\u5e2f<\/strong><\/td><td><strong>\u8a72\u5f53\u30dd\u30b8\u30b7\u30e7\u30f3<\/strong><\/td><\/tr><tr><td>90\u4e07\u5186\u4ee5\u4e0a<\/td><td>\u30b7\u30b9\u30c6\u30e0\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u30fb\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\u30fbPdM\u30fbAI\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><\/tr><tr><td>85\u301c90\u4e07\u5186<\/td><td>\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u30fb\u4e0a\u6d41SE\u30fbSRE\u30fbPM<\/td><\/tr><tr><td>80\u301c85\u4e07\u5186<\/td><td>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30d5\u30eb\u30b9\u30bf\u30c3\u30af\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><\/tr><tr><td>75\u301c80\u4e07\u5186<\/td><td>PMO\u30fb\u30af\u30e9\u30a6\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30c7\u30fc\u30bf\u7cfb<\/td><\/tr><tr><td>70\u4e07\u5186\u672a\u6e80<\/td><td>\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fbSE\u30fb\u30a4\u30f3\u30d5\u30e9\u7b49<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u6700\u591a\u6848\u4ef6\u306e4\u8077\u7a2e\u306f67\u301c71\u4e07\u306b\u96c6\u4e2d<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u6848\u4ef6\u6570\u30c8\u30c3\u30d75\u306e\u30dd\u30b8\u30b7\u30e7\u30f3\uff08SE\u30fb\u30a2\u30d7\u30ea\u30a8\u30f3\u30b8\u30cb\u30a2\u30fb\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30fb\u30a4\u30f3\u30d5\u30e9\u30fbPM\uff09\u306f\u3001PM\u3092\u9664\u3044\u306667\u301c71\u4e07\u5186\u306b\u53ce\u307e\u3063\u3066\u304a\u308a\u3001\u5168\u4f53\u4e2d\u592e\u5024\uff0867.5\u4e07\u5186\uff09\u3068\u8fd1\u3044\u6c34\u6e96\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td><strong>\u30dd\u30b8\u30b7\u30e7\u30f3<\/strong><\/td><td><strong>\u6848\u4ef6\u6570<\/strong><\/td><td><strong>\u6708\u984d\u5e73\u5747\u5358\u4fa1<\/strong><\/td><\/tr><tr><td>\u30b7\u30b9\u30c6\u30e0\u30a8\u30f3\u30b8\u30cb\u30a2\uff08SE\uff09<\/td><td>9,827\u4ef6<\/td><td>69.7\u4e07\u5186<\/td><\/tr><tr><td>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>7,005\u4ef6<\/td><td>67.4\u4e07\u5186<\/td><\/tr><tr><td>\u30d0\u30c3\u30af\u30a8\u30f3\u30c9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>6,379\u4ef6<\/td><td>70.7\u4e07\u5186<\/td><\/tr><tr><td>\u30a4\u30f3\u30d5\u30e9\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>4,673\u4ef6<\/td><td>67.9\u4e07\u5186<\/td><\/tr><tr><td>PM<\/td><td>3,052\u4ef6<\/td><td>85.7\u4e07\u5186<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e02\u5834\u306e\u300c\u91cf\u300d\u3092\u62c5\u3046\u30a8\u30f3\u30b8\u30cb\u30a2\u8077\u7a2e\u306f\u4e2d\u592e\u5024\u8fd1\u508d\u306b\u53ce\u675f\u3057\u3001\u300c\u4e0a\u4f4d\u5c02\u9580\u8077\u300d\u3068\u306e\u5358\u4fa1\u5dee\u304c\u69cb\u9020\u3068\u3057\u3066\u5b9a\u7740\u3057\u3066\u3044\u308b\u5b9f\u614b\u304c\u8aad\u307f\u53d6\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u307e\u3068\u3081<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f4\u4f4d\u30fb91.3\u4e07\u5186<\/strong>\uff1a\u30c6\u30c3\u30af\u30ea\u30fc\u30c9\uff0892.2\u4e07\uff09\u30fbPdM\uff0892.0\u4e07\uff09\u3068\u67081\u4e07\u5186\u4ee5\u5185\u306e\u540c\u6c34\u6e96<\/li>\n\n\n\n<li><strong>AI\u30a8\u30f3\u30b8\u30cb\u30a2 &gt; PM 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