{"id":7819,"date":"2024-02-07T18:52:58","date_gmt":"2024-02-07T23:52:58","guid":{"rendered":"http:\/\/skimai.com\/?p=7819"},"modified":"2024-05-29T18:40:35","modified_gmt":"2024-05-29T23:40:35","slug":"%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b40%e3%81%ae%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/","title":{"rendered":"AI&amp;YOU #40\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09"},"content":{"rendered":"<p><strong><u>\u4eca\u9031\u306e\u30b9\u30bf\u30c3\u30c4<\/u><\/strong><u> 2023\u5e74\u304b\u30892030\u5e74\u307e\u3067\u306eAI\u7523\u696d\u306e\u5e74\u9593\u6210\u9577\u7387\u306f37.3%<\/u><\/p>\n\n\n<p>\u4eca\u9031\u306f\u3001\"ChatGPT\u306e\u3088\u3046\u306aLLM\u306b\u4f01\u696d\u30c7\u30fc\u30bf\u3092\u63a5\u7d9a\u3059\u308b \"\u30b7\u30ea\u30fc\u30ba\u306e\u7d9a\u7de8\u3068\u3057\u3066\u3001\u691c\u7d22\u88dc\u5f37\u578b\u30b8\u30a7\u30cd\u30ec\u30fc\u30b7\u30e7\u30f3\uff08RAG\uff09\u3092\u53d6\u308a\u4e0a\u3052\u307e\u3059\u3002<\/p>\n\n\n<p>\u79c1\u305f\u3061\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u91cd\u8981\u306a\u30c6\u30fc\u30de\u3092\u63a2\u6c42\u3057\u3066\u3044\u304f\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li>\u691c\u7d22\u88dc\u5f37\u578b\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/p><\/li><li><p>\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5fdc\u7528<\/p><\/li><li><p>RAG\u3068\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u3092\u7d71\u5408\u3059\u308b\u5229\u70b9<\/p><\/li>\n<\/ul>\n\n\n<p><strong>\u307e\u305f\u30012024\u5e74\u306b\u5411\u3051\u3066\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u4f01\u696d\u3084\u5f93\u696d\u54e1\u306eAI\u306b\u95a2\u3059\u308b\u91cd\u8981\u306a\u7d71\u8a08\u3082\u7d39\u4ecb\u3059\u308b\u3002<\/strong>\n\n\nSkim AI\u3067\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3092\u304a\u5ba2\u69d8\u306e\u30c7\u30fc\u30bf\u306b\u63a5\u7d9a\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u304d\u306a\u6295\u8cc7\u5bfe\u52b9\u679c\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u3092\u8a8d\u8b58\u3057\u3066\u3044\u307e\u3059\u3002\u79c1\u305f\u3061\u306e\u30c1\u30fc\u30e0\u306f\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3057\u3001\u898f\u6a21\u3092\u62e1\u5927\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u8005\u306b\u6d1e\u5bdf\u3092\u3082\u305f\u3089\u3059\u305f\u3081\u306b\u3001\u4f01\u696d\u5411\u3051\u306e\u3053\u306e\u3088\u3046\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30a2\u30c9\u30d0\u30a4\u30b9\u3068\u69cb\u7bc9\u3092\u5c02\u9580\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd\u306a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u3084FAQ\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u81ea\u7136\u8a00\u8a9e\u304b\u3089SQL\u3078\u306e\u5909\u63db\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30fb\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u55b6\u696d\u652f\u63f4\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3069\u3001LLM\u304c\u3069\u306e\u3088\u3046\u306b\u5fa1\u793e\u306e\u30d3\u30b8\u30cd\u30b9\u3092\u5f37\u5316\u3067\u304d\u308b\u304b\u306b\u3054\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001\u305c\u3072\u79c1\u305f\u3061\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\u3002\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u30c8\u30b0\u30eb\u76ee\u6b21\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u30c8\u30b0\u30eb<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#AI_YOU_40_Retrieval-Augmented_Generation_RAG_in_Enterprise_AI\" >AI&amp;YOU #40\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Understanding_Retrieval-Augmented_Generation_RAG\" >\u691c\u7d22\u88dc\u5f37\u578b\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Components_of_RAG\" >RAG\u306e\u69cb\u6210\u8981\u7d20<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Applications_of_RAG_in_Enterprises\" >\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5fdc\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Challenges_and_Considerations_in_Implementing_RAG\" >RAG\u5c0e\u5165\u306e\u8ab2\u984c\u3068\u8003\u5bdf<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Future_of_RAG_in_Enterprise_AI\" >\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#10_Enterprise_AI_Stats_to_Know_in_2024\" >2024\u5e74\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u95a2\u3059\u308b10\u306e\u7d71\u8a08<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/ja\/aiyou-40-retrieval-augmented-generation-rag-in-enterprise-ai\/#Top_10_Consumer_and_Workforce_AI_Stats_for_2024\" >2024\u5e74\u306e\u6d88\u8cbb\u8005\u3068\u52b4\u50cd\u529b\u306eAI\u7d71\u8a08\u30c8\u30c3\u30d710<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AI_YOU_40_Retrieval-Augmented_Generation_RAG_in_Enterprise_AI\"><\/span><strong>AI&amp;YOU #40\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308b\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\uff08RAG\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\u4eba\u5de5\u77e5\u80fd\u306e\u9818\u57df\u3001\u7279\u306b\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7bc4\u56f2\u3067\u306f\u3001RAG\uff08Retrieval-Augmented Generation\uff09\u306e\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u6280\u8853\u306e\u7d71\u5408\u304c\u3001\u52b9\u7387\u6027\u3068\u7cbe\u5ea6\u306e\u65b0\u6642\u4ee3\u306e\u5230\u6765\u3092\u544a\u3052\u3066\u3044\u308b\u3002\u73fe\u5728\u9032\u884c\u4e2d\u306e <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%93%e3%82%b8%e3%83%8d%e3%82%b9%e3%81%ae%e5%8f%af%e8%83%bd%e6%80%a7%e3%82%92%e6%9c%80%e5%a4%a7%e9%99%90%e3%81%ab%e5%bc%95%e3%81%8d%e5%87%ba%e3%81%99-llms%e3%81%a8%e4%bc%81%e6%a5%ad%e3%83%87\/\">\u4f01\u696d\u30c7\u30fc\u30bf\u3068\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u306e\u63a5\u7d9a<\/a>RAG\u306e\u5f79\u5272\u3068\u6a5f\u80fd\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u6975\u3081\u3066\u91cd\u8981\u306b\u306a\u308b\u3002\n\n\nRAG\u306f\u3001\u9769\u65b0\u7684\u306aAI\u6280\u8853\u3068\u5b9f\u7528\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4ea4\u5dee\u70b9\u306b\u7acb\u3063\u3066\u3044\u308b\u3002\u3053\u308c\u306f\u3001AI\u30b7\u30b9\u30c6\u30e0\u3001\u7279\u306bLLM\u304c\u60c5\u5831\u3092\u51e6\u7406\u3001\u691c\u7d22\u3001\u5229\u7528\u3059\u308b\u65b9\u6cd5\u306b\u304a\u3051\u308b\u91cd\u8981\u306a\u9032\u5316\u3092\u610f\u5473\u3059\u308b\u3002\u81a8\u5927\u306a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u306b\u304a\u3044\u3066\u3001RAG\u306f\u77e5\u8b58\u96c6\u7d04\u578b\u306e\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u9769\u65b0\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63d0\u4f9b\u3057\u3001\u9069\u5207\u304b\u3064\u6700\u65b0\u306e\u60c5\u5831\u306e\u63d0\u4f9b\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Understanding_Retrieval-Augmented_Generation_RAG\"><\/span><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a4%9c%e7%b4%a2%e6%8b%a1%e5%bc%b5%e4%b8%96%e4%bb%a3%e3%83%a9%e3%82%b0\/\">\u691c\u7d22\u88dc\u5f37\u578b\u4e16\u4ee3\uff08RAG\uff09\u3092\u7406\u89e3\u3059\u308b<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\nRAG\u306f\u3001\u52d5\u7684\u691c\u7d22\u30b7\u30b9\u30c6\u30e0\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001LLM\u306e\u6a5f\u80fd\u3092\u5f37\u5316\u3059\u308b\u6d17\u7df4\u3055\u308c\u305fAI\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3042\u308b\u3002\u3053\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u3088\u308a\u3001LLM\u306f\u5916\u90e8\u306e\u6700\u65b0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002\n\n\n\u305d\u306e\u4e2d\u6838\u3068\u306a\u308bRAG\u306f\u3001\u5e83\u7bc4\u306a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u95a2\u9023\u60c5\u5831\u3092\u691c\u7d22\u3057\u3001\u3053\u306e\u691c\u7d22\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u6587\u8108\u3092\u8c4a\u304b\u306b\u3057\u305f\u5fdc\u7b54\u3092\u751f\u6210\u3059\u308b\u3068\u3044\u30462\u3064\u306e\u4e3b\u8981\u306a\u30d7\u30ed\u30bb\u30b9\u3092\u517c\u306d\u5099\u3048\u3066\u3044\u308b\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306f\u6700\u521d\u306b\u3001\u3057\u3070\u3057\u3070\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3068\u3057\u3066\u6982\u5ff5\u5316\u3055\u308c\u308b\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u5185\u3067\u610f\u5473\u691c\u7d22\u3092\u884c\u3046\u3002\u3053\u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u3084\u4ed6\u306e\u5f62\u5f0f\u306e\u60c5\u5831\u3092\u542b\u3080\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u306e\u6570\u5024\u8868\u73fe\u306e\u7d44\u7e54\u5316\u3055\u308c\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067\u3042\u308b\u3002\u6709\u540d\u306a\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\uff1a <strong>\u30af\u30ed\u30de\u3001\u677e\u307c\u3063\u304f\u308a\u3001\u30a6\u30a3\u30fc\u30d3\u30a8\u30a4\u30c8\u3001\u30d5\u30a1\u30a4\u30b9\u3001<\/strong> \u305d\u3057\u3066 <strong>Qdrant\u3067\u3059\u3002<\/strong>\n\n\nRAG\u306f\u30af\u30a8\u30ea\u3092\u53d7\u3051\u53d6\u308b\u3068\u3001\u9ad8\u5ea6\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5229\u7528\u3057\u3066\u3053\u306e\u30d9\u30af\u30c8\u30eb\u7a7a\u9593\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3057\u3001\u30af\u30a8\u30ea\u306b\u95a2\u9023\u3057\u3066\u6700\u3082\u95a2\u9023\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u7279\u5b9a\u3059\u308b\u3002\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3001\u30af\u30a8\u30ea\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b3\u30f3\u30c6\u30f3\u30c4\u9593\u306e\u610f\u5473\u7684\u95a2\u4fc2\u3092\u7406\u89e3\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u9078\u629e\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u30af\u30a8\u30ea\u306e\u610f\u56f3\u3068\u6587\u8108\u7684\u306b\u4e00\u81f4\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u3002\n\n\n<figure>\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/02\/91e430f7-d9ce-4a16-b995-a1a9eec7603a.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Components_of_RAG\"><\/span>RAG\u306e\u69cb\u6210\u8981\u7d20<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\nRAG\u306e\u904b\u55b6\u306f\u3001\u305d\u306e2\u3064\u306e\u4e3b\u8981\u306a\u69cb\u6210\u8981\u7d20\u3092\u901a\u3058\u3066\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\uff1a\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u691c\u7d22\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>:\u3053\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306fRAG\u30d7\u30ed\u30bb\u30b9\u306e\u521d\u671f\u6bb5\u968e\u3092\u62c5\u5f53\u3059\u308b\u3002\u5165\u529b\u3055\u308c\u305f\u30af\u30a8\u30ea\u306b\u610f\u5473\u7684\u306b\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u3092\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u691c\u7d22\u3059\u308b\u3002\u6d17\u7df4\u3055\u308c\u305f\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u3001\u30af\u30a8\u30ea\u3068\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5185\u5bb9\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001\u6700\u3082\u9069\u5207\u306a\u60c5\u5831\u3068\u6b63\u78ba\u306a\u56de\u7b54\u3092\u7279\u5b9a\u3057\u3001\u5fdc\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09<\/strong>:\u7b2c\u4e8c\u6bb5\u968e\u3067\u306f\u3001LLM\u304c\u691c\u7d22\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u3002NLP\u306e\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u3063\u3066\u3001\u30e2\u30c7\u30eb\u306f\u691c\u7d22\u3055\u308c\u305f\u60c5\u5831\u3092\u305d\u306e\u5fdc\u7b54\u306b\u7d71\u5408\u3059\u308b\u3002\u3053\u306e\u6bb5\u968e\u306f\u3001\u51fa\u529b\u304c\u4e8b\u5b9f\u306b\u57fa\u3065\u3044\u3066\u6b63\u78ba\u3067\u3042\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u8a00\u8a9e\u7684\u306b\u9996\u5c3e\u4e00\u8cab\u3057\u3001\u6587\u8108\u7684\u306b\u3082\u9069\u5207\u3067\u3042\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u3001\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>\u3053\u308c\u3089\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u901a\u3058\u3066\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\u306f\u3001\u7279\u306b\u95a2\u9023\u60c5\u5831\u306e\u691c\u7d22\u3092\u5fc5\u8981\u3068\u3059\u308b\u30bf\u30b9\u30af\u306b\u304a\u3044\u3066\u3001LLM\u306e\u80fd\u529b\u3092\u5927\u5e45\u306b\u5897\u5e45\u3059\u308b\u3002\u3053\u306e\u691c\u7d22\u3068\u751f\u6210\u30d7\u30ed\u30bb\u30b9\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3088\u308a\u3001LLM\u306f\u3088\u308a\u5305\u62ec\u7684\u3067\u3001\u73fe\u5728\u306e\u77e5\u8b58\u72b6\u614b\u306b\u6cbf\u3063\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u60c5\u5831\u304c\u91cd\u8981\u3067\u3042\u308b\u3055\u307e\u3056\u307e\u306a\u4f01\u696d\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u304a\u3044\u3066\u8cb4\u91cd\u306a\u30c4\u30fc\u30eb\u3068\u306a\u308b\u3002\n\n\n<figure>\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/02\/2b96c2dc-c769-4c79-acd6-b0abfb4ca5ef.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Applications_of_RAG_in_Enterprises\"><\/span><strong>\u4f01\u696d\u306b\u304a\u3051\u308bRAG\u306e\u5fdc\u7528<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\nRAG\u306f\u3001\u7279\u306b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u60c5\u5831\u691c\u7d22\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u4f5c\u6210\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u4f01\u696d\u74b0\u5883\u306b\u304a\u3051\u308b\u8c4a\u5bcc\u306a\u5b9f\u7528\u7684\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u306b\u52d5\u7684\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308bRAG\u306f\u3001\u69d8\u3005\u306a\u696d\u52d9\u306e\u6700\u9069\u5316\u3092\u76ee\u6307\u3059\u4f01\u696d\u306b\u3068\u3063\u3066\u304b\u3051\u304c\u3048\u306e\u306a\u3044\u30c4\u30fc\u30eb\u3067\u3059\u3002\n\n\n<strong>\u610f\u5473\u691c\u7d22\u3068\u52b9\u7387\u7684\u306a\u60c5\u5831\u691c\u7d22<\/strong>\n\n\nRAG\u306f\u4f01\u696d\u5411\u3051\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3092\u5f37\u5316\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6587\u8108\u306b\u95a2\u9023\u3057\u305f\u691c\u7d22\u7d50\u679c\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u6b63\u78ba\u306a\u60c5\u5831\u3092\u8fc5\u901f\u306b\u5fc5\u8981\u3068\u3059\u308b\u30d3\u30b8\u30cd\u30b9\u306b\u6700\u9069\u3067\u3059\u3002\n\n\n<strong>\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u5411\u4e0a<\/strong>\n\n\nRAG\u306f\u3001\u6ce8\u6587\u72b6\u6cc1\u3084\u8cfc\u5165\u5c65\u6b74\u306b\u57fa\u3065\u304f\u5546\u54c1\u306e\u63a8\u5968\u306a\u3069\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u6b63\u78ba\u3067\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u5fdc\u7b54\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002\n\n\n<strong>\u30b3\u30f3\u30c6\u30f3\u30c4\u5236\u4f5c\u306e\u6539\u5584<\/strong>\n\n\nRAG\u306f\u3001\u6700\u65b0\u306e\u60c5\u5831\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u52b9\u679c\u7684\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u305f\u3081\u306b\u73fe\u5728\u306e\u30c8\u30ec\u30f3\u30c9\u3084\u8996\u8074\u8005\u306e\u95a2\u5fc3\u306b\u5408\u308f\u305b\u3066\u3001\u9069\u5207\u3067\u9b45\u529b\u7684\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\n\n\n<figure>\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/02\/ffee559b-5c4f-4d5a-95a3-406272a9d0b4.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Challenges_and_Considerations_in_Implementing_RAG\"><\/span><strong>RAG\u5c0e\u5165\u306e\u8ab2\u984c\u3068\u8003\u5bdf<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\u4f01\u696d\u74b0\u5883\u306b\u304a\u3044\u3066\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u306f\u3001\u72ec\u81ea\u306e\u4e00\u9023\u306e\u8ab2\u984c\u3068\u8003\u5bdf\u3092\u3082\u305f\u3089\u3059\u3002RAG\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3001\u7ba1\u7406\u3001\u305d\u306e\u4f7f\u7528\u306b\u95a2\u9023\u3059\u308b\u502b\u7406\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u61f8\u5ff5\u3068\u3044\u3063\u305f\u5074\u9762\u306b\u7d30\u5fc3\u306e\u6ce8\u610f\u3092\u6255\u308f\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u3002\n\n\n<strong>\u56fa\u5b9a\u30b3\u30f3\u30c6\u30af\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u8d85\u3048\u308b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0<\/strong>\n\n\nRAG\u306f\u3001LLM\u304c\u56fa\u5b9a\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30fb\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u8d85\u3048\u3066\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u30fb\u30d7\u30fc\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002\u3053\u308c\u306f\u3001\u5927\u898f\u6a21\u3067\u52d5\u7684\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3046\u4f01\u696d\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308a\u3001\u60c5\u5831\u51e6\u7406\u3068\u30e2\u30c7\u30eb\u306e\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5411\u4e0a\u3055\u305b\u308b\u3002\n\n\n<strong>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7cbe\u5ea6\u3068\u95a2\u9023\u6027\u306e\u5411\u4e0a<\/strong>\n\n\nRAG\u3092LLM\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u69d8\u3005\u306a\u60c5\u5831\u6e90\u304b\u3089\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u60c5\u5831\u3092\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5fdc\u7b54\u306e\u6b63\u78ba\u6027\u3068\u95a2\u9023\u6027\u304c\u5411\u4e0a\u3059\u308b\u3002\n\n\n<strong>\u60c5\u5831\u3092\u5e38\u306b\u6700\u65b0\u306b\u4fdd\u3064<\/strong>\n\n\nRAG\u306f\u3001LLM\u304c\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u5728\u5eab\u3084\u30ed\u30b8\u30b9\u30c6\u30a3\u30af\u30b9\u306e\u66f4\u65b0\u3092\u884c\u3046\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u7ba1\u7406\u306e\u3088\u3046\u306b\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306b\u6700\u65b0\u306e\u60c5\u5831\u3092\u5fc5\u8981\u3068\u3059\u308b\u696d\u52d9\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002\n\n\nRAG\u3092\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baLLM\u306b\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001LLM\u306e\u6a5f\u80fd\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u3001\u69d8\u3005\u306a\u30d3\u30b8\u30cd\u30b9\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u3001\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3001\u6226\u7565\u7684\u8a08\u753b\u3001\u304a\u3088\u3073\u904b\u7528\u7ba1\u7406\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n<figure>\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/02\/c7cbc495-2286-477a-9b35-7a3ca2ad2e81.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Future_of_RAG_in_Enterprise_AI\"><\/span>\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\u306e\u672a\u6765<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\nRAG\u306f\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u672a\u6765\u3092\u6025\u901f\u306b\u5f62\u6210\u3057\u3066\u304a\u308a\u3001\u7cbe\u5ea6\u3001\u30b9\u30d4\u30fc\u30c9\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u51e6\u7406\u306b\u304a\u3051\u308b\u9032\u6b69\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u3002\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u9032\u6b69\u306b\u4f34\u3044\u3001RAG\u306f\u3088\u308a\u30cb\u30e5\u30a2\u30f3\u30b9\u306b\u5bcc\u3093\u3060\u60c5\u5831\u691c\u7d22\u3092\u5b9f\u73fe\u3057\u3001\u69d8\u3005\u306a\u30d3\u30b8\u30cd\u30b9\u30bf\u30b9\u30af\u306b\u304a\u3051\u308b\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306e\u6709\u7528\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u671f\u5f85\u3055\u308c\u3066\u3044\u308b\u3002\n\n\n\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u304a\u3051\u308bRAG\u306e\u6226\u7565\u7684\u5f79\u5272\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u3068\u5b9f\u7528\u7684\u306a\u6d1e\u5bdf\u306b\u304a\u3044\u3066\u7af6\u4e89\u4e0a\u306e\u512a\u4f4d\u6027\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002RAG\u3092\u642d\u8f09\u3057\u305fLLM\u306f\u3001\u30c7\u30b8\u30bf\u30eb\u30c8\u30e9\u30f3\u30b9\u30d5\u30a9\u30fc\u30e1\u30fc\u30b7\u30e7\u30f3\u3092\u9032\u3081\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3042\u308a\u3001\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u610f\u601d\u6c7a\u5b9a\u3001\u9769\u65b0\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u9867\u5ba2\u4f53\u9a13\u3092\u3082\u305f\u3089\u3057\u307e\u3059\u3002\u3053\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u4e16\u754c\u306b\u304a\u3051\u308b\u30d3\u30b8\u30cd\u30b9\u306e\u904b\u55b6\u3068\u7af6\u4e89\u65b9\u6cd5\u306b\u5927\u304d\u306a\u5909\u5316\u3092\u3082\u305f\u3089\u3057\u3001\u305d\u306e\u9032\u5316\u306f\u696d\u754c\u5168\u4f53\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u52b9\u7387\u5316\u3092\u4fc3\u9032\u3059\u308b\u3053\u3068\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Enterprise_AI_Stats_to_Know_in_2024\"><\/span><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/2024%e5%b9%b4%e3%81%ab%e7%9f%a5%e3%81%a3%e3%81%a6%e3%81%8a%e3%81%8f%e3%81%b9%e3%81%8d%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%baai%e3%81%ae10%e3%81%ae%e7%b5%b1%e8%a8%88\/\">2024\u5e74\u306b\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u95a2\u3059\u308b10\u306e\u7d71\u8a08<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n2024\u5e74\u306b\u5411\u3051\u3066\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e\u5c55\u671b\u306f\u524d\u4f8b\u306e\u306a\u3044\u5c55\u958b\u3092\u7d9a\u3051\u3066\u3044\u308b\u3002\u4eca\u9031\u306f\u3001\u4eca\u5e74\u77e5\u3063\u3066\u304a\u304f\u3079\u304d\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306e10\u306e\u7d71\u8a08\u306b\u3064\u3044\u3066\u3082\u6398\u308a\u4e0b\u3052\u308b\uff1a\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI\u5e02\u5834\u898f\u6a21\u306f2027\u5e74\u307e\u3067\u306b$4,070\u5104\u30c9\u30eb\u306b\u9054\u3059\u308b\u898b\u8fbc\u307f<\/strong><\/p><\/li><li><p><strong>2023\u5e74\u304b\u30892030\u5e74\u307e\u3067\u306eAI\u7523\u696d\u306e\u5e74\u9593\u6210\u9577\u7387\u306f37.3%<\/strong><\/p><\/li><li><p><strong>AI\u304c\u7d4c\u55b6\u6226\u7565\u306e\u30c8\u30c3\u30d7\u306b 83%\u306e\u4f01\u696d\u304cAI\u3092\u512a\u5148<\/strong><\/p><\/li><li><p><strong>\u4f01\u696d\u6226\u7565\u62c5\u5f53\u8005\u306e79%\u304c\u30012024\u5e74\u306bAI\u304c\u81ea\u793e\u306e\u6210\u529f\u306b\u4e0d\u53ef\u6b20\u306b\u306a\u308b\u3068\u5831\u544a<\/strong><\/p><\/li><li><p><strong>AI\u306f2030\u5e74\u307e\u3067\u306b\u5317\u7c73GDP\u306e14.5%\u306b\u8ca2\u732e\u3059\u308b\u898b\u8fbc\u307f<\/strong><\/p><\/li><li><p><strong>75%\u306e\u30c8\u30c3\u30d7\u304cAI\u306f\u81ea\u793e\u306b\u5c0e\u5165\u3055\u308c\u308b\u3068\u8003\u3048\u3066\u3044\u308b<\/strong><\/p><\/li><li><p><strong>\u4e16\u754c\u306eAI\u5e02\u5834\u898f\u6a21\u306f$1,502\u5104\u30c9\u30eb\u306b\u9054\u3057\u3001\u4eca\u5f8c\u3082\u62e1\u5927\u304c\u4e88\u6e2c\u3055\u308c\u308b<\/strong><\/p><\/li><li><p><strong>\u4f01\u696d\u306e64%\u304c\u3001AI\u306f\u5168\u4f53\u7684\u306a\u751f\u7523\u6027\u306e\u5411\u4e0a\u306b\u5f79\u7acb\u3064\u3068\u8003\u3048\u3066\u3044\u308b\u3002<\/strong><\/p><\/li><li><p><strong>25%\u306e\u4f01\u696d\u304c\u52b4\u50cd\u529b\u4e0d\u8db3\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306bAI\u5c0e\u5165\u306b\u8235\u3092\u5207\u308b<\/strong><\/p><\/li><li><p><strong>AI\u306f2030\u5e74\u307e\u3067\u306b\u7c73\u56fdGDP\u306b21%\u306e\u7d14\u5897\u3092\u3082\u305f\u3089\u3059<\/strong><\/p><\/li>\n<\/ol>\n\n\n<figure>\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/02\/38854b41-8886-4bc2-8a97-12a8a912b33f.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Top_10_Consumer_and_Workforce_AI_Stats_for_2024\"><\/span><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/2024%e5%b9%b4%e3%81%ae%e6%b6%88%e8%b2%bb%e8%80%85%e3%81%a8%e5%8a%b4%e5%83%8d%e5%8a%9b%e3%81%ab%e9%96%a2%e3%81%99%e3%82%8bai%e7%b5%b1%e8%a8%88%e3%83%88%e3%83%83%e3%83%9710\/\">2024\u5e74\u306e\u6d88\u8cbb\u8005\u3068\u52b4\u50cd\u529b\u306eAI\u7d71\u8a08\u30c8\u30c3\u30d710<\/a><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u307e\u305f\u30012024\u5e74\u306b\u5411\u3051\u3066\u306eAI\u306b\u95a2\u3059\u308b10\u306e\u7d71\u8a08\u30c7\u30fc\u30bf\u3068\u3068\u3082\u306b\u3001\u6d88\u8cbb\u8005\u3068\u52b4\u50cd\u529b\u306b\u3064\u3044\u3066\u3082\u8003\u5bdf\u3059\u308b\uff1a\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6d88\u8cbb\u8005\u306e\u904e\u534a\u6570\u3001\u4f01\u696d\u306b\u304a\u3051\u308bAI\u6d3b\u7528\u306b\u61f8\u5ff5<\/strong><\/p><\/li><li><p><strong>65% AI\u3092\u8cac\u4efb\u3092\u6301\u3063\u3066\u6d3b\u7528\u3059\u308b\u4f01\u696d\u306e\u4fe1\u983c\u6027<\/strong><\/p><\/li><li><p><strong>\u534a\u6570\u4ee5\u4e0a\u304cAI\u304c\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u6539\u5584\u3059\u308b\u3068\u8003\u3048\u3066\u3044\u308b<\/strong><\/p><\/li><li><p><strong>77% AI\u306b\u3088\u308b\u6765\u5e74\u306e\u96c7\u7528\u55aa\u5931\u3092\u61f8\u5ff5<\/strong><\/p><\/li><li><p><strong>AI\u306b\u3088\u3063\u3066\u7f6e\u304d\u53bb\u308a\u306b\u3055\u308c\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b4\u5104\u4eba\u306e\u52b4\u50cd\u8005<\/strong><\/p><\/li><li><p><strong>AI\u306f9,700\u4e07\u4eba\u306e\u96c7\u7528\u3092\u5275\u51fa\u3059\u308b\u3068\u4e88\u6e2c\u3055\u308c\u308b<\/strong><\/p><\/li><li><p> <strong>AI\u30b5\u30dd\u30fc\u30c8\u8077\u306e\u63a1\u7528\u5897<\/strong><\/p><\/li><li><p><strong>AI\u304c\u88fd\u9020\u696d\u306b\u4e0e\u3048\u308b\u6700\u5927\u306e\u5f71\u97ff<\/strong><\/p><\/li><li><p><strong>\u7c73\u56fd\u30e2\u30d0\u30a4\u30eb\u30e6\u30fc\u30b6\u30fc\u306e\u534a\u6570\u304c\u6bce\u65e5\u97f3\u58f0\u691c\u7d22\u3092\u5229\u7528<\/strong><\/p><\/li><li><p><strong>2024\u5e74\u3001AI\u306e\u591a\u69d8\u306a\u7528\u9014\u304c\u666e\u53ca<\/strong><\/p><\/li>\n<\/ol>\n\n\n<p><strong>AI &amp; YOU\u300f\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\uff01<\/strong>\n\n\n\u5275\u696d\u8005\u3001CEO\u3001\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30ea\u30b9\u30c8\u3001\u6295\u8cc7\u5bb6\u306e\u7686\u69d8\u306f\u3001\u5c02\u9580\u7684\u306aAI\u30a2\u30c9\u30d0\u30a4\u30b6\u30ea\u30fc\u307e\u305f\u306f\u30c7\u30e5\u30fc\u30c7\u30ea\u30b8\u30a7\u30f3\u30b9\u30b5\u30fc\u30d3\u30b9\u3092\u304a\u63a2\u3057\u3067\u3059\u304b\uff1f\u8cb4\u793e\u306eAI\u88fd\u54c1\u6226\u7565\u3084\u6295\u8cc7\u6a5f\u4f1a\u306b\u3064\u3044\u3066\u3001\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u5fc5\u8981\u306a\u30ac\u30a4\u30c0\u30f3\u30b9\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\n\n\n<a rel=\"noopener noreferrer\" href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email&_hsenc=p2ANqtz-9zk2t5COOpGSso-2imFKrleNmhbXPwqS679dGMc0duBFBMzHLuxhPK3VB6hO9iFN7kiK1Q\">15\u5206\u9593\u306e\u7121\u6599\u30a2\u30c9\u30d0\u30a4\u30b6\u30ea\u30fc\u30b3\u30fc\u30eb\u3092\u4eca\u3059\u3050\u3054\u4e88\u7d04\u304f\u3060\u3055\u3044\uff01<\/a>\n\n\n\u30d9\u30f3\u30c1\u30e3\u30fc\u30ad\u30e3\u30d4\u30bf\u30eb\u3084\u30d7\u30e9\u30a4\u30d9\u30fc\u30c8\u30a8\u30af\u30a4\u30c6\u30a3\u304c\u652f\u63f4\u3059\u308b\u4ee5\u4e0b\u306e\u696d\u754c\u306e\u4f01\u696d\u5411\u3051\u306b\u3001\u30ab\u30b9\u30bf\u30e0AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3057\u3066\u3044\u307e\u3059\uff1a\u533b\u7642\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\/\u30b3\u30f3\u30c6\u30f3\u30c4\u30a2\u30b0\u30ea\u30b2\u30fc\u30b7\u30e7\u30f3\u3001\u6620\u753b\/\u5199\u771f\u5236\u4f5c\u3001\u6559\u80b2\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30ea\u30fc\u30ac\u30eb\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3001\u30d5\u30a3\u30f3\u30c6\u30c3\u30af\uff06\u6697\u53f7\u901a\u8ca8\u3002\n\n\n<strong>\u30a4\u30f3\u30d5\u30a9\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u3001\u7d71\u8a08\u3001\u30cf\u30a6\u30c4\u30fc\u30ac\u30a4\u30c9\u3001\u8a18\u4e8b\u3001\u30d3\u30c7\u30aa\u306a\u3069\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baAI\u306b\u95a2\u3059\u308b\u305d\u306e\u4ed6\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u3064\u3044\u3066\u306f\u3001Skim AI\u3092\u30d5\u30a9\u30ed\u30fc\u3057\u3066\u304f\u3060\u3055\u3044\u3002 <\/strong><a rel=\"noopener noreferrer\" href=\"https:\/\/linkedin.com\/company\/skim-ai\"><strong>LinkedIn<\/strong><\/a>","protected":false},"excerpt":{"rendered":"<p>Stat of the Week: Annual Growth Rate of 37.3% in AI Industries from 2023 to 2030 In this week\u2019s edition, we are continuing our series on &quot;Connecting Your Enterprise Data to an LLM Like ChatGPT.&quot; by looking at Retrieval-Augmented Generation (RAG). We will be exploring some key themes, such as: Understanding Retrieval-Augmented Generation (RAG) Applications of RAG in Enterprises Advantages of Integrating RAG with Enterprise LLMs We will also dive into some important enterprise and workforce AI stats you should know for 2024. At Skim AI, we recognize the significant Return on Investment (ROI) from connecting Large Language Models to your data. Our team specializes in advising and building such [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":11131,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125,100,67],"tags":[],"class_list":["post-7819","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog","category-generative-ai","category-ml-nlp"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>AI&amp;YOU #40: Retrieval-Augmented Generation (RAG) in Enterprise AI - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover the transformative power of Retrieval-Augmented Generation (RAG) in Enterprise AI with AI&amp;YOU #40, exploring RAG&#039;s role, benefits, and the top AI stats for 2024 that are reshaping enterprise strategies and operations.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/ja\/\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30baai\u306b\u304a\u3051\u308b40\u306e\u691c\u7d22\u62e1\u5f35\u4e16\u4ee3\u30e9\u30b0\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI&amp;YOU #40: Retrieval-Augmented Generation (RAG) in Enterprise AI - 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