{"id":12206,"date":"2024-06-11T17:04:18","date_gmt":"2024-06-11T22:04:18","guid":{"rendered":"http:\/\/skimai.com\/?p=12206"},"modified":"2024-06-11T17:04:18","modified_gmt":"2024-06-11T22:04:18","slug":"langchain-vs-llamaindex-%e3%82%a8%e3%83%b3%e3%82%bf%e3%83%bc%e3%83%97%e3%83%a9%e3%82%a4%e3%82%ba%e3%83%bb%e3%82%a2%e3%83%97%e3%83%aa%e3%82%b1%e3%83%bc%e3%82%b7%e3%83%a7%e3%83%b3%e3%81%ae%e3%81%9f","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/","title":{"rendered":"LangChain\u3068LlamaIndex\u306e\u6bd4\u8f03\uff1a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u305fLLM\u30b3\u30cd\u30af\u30bf\u306e\u9078\u3073\u65b9 - AI&amp;YOU #58"},"content":{"rendered":"<p><strong>\u696d\u754c\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/strong> \u30d9\u30eb\u30ea\u30f3\u306b\u3042\u308b\u8457\u540d\u306a\u30d8\u30eb\u30b9\u30b1\u30a2\u30fb\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u4f01\u696d\u3067\u3042\u308b\u30a2\u30f4\u30a3\u30fb\u30e1\u30c7\u30a3\u30ab\u30eb\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3057\u3066\u65e2\u5b58\u306e\u30b5\u30dd\u30fc\u30c8\u30b9\u30bf\u30c3\u30d5\u306e\u80fd\u529b\u3092\u5927\u5e45\u306b\u5f37\u5316\u3057\u3001\u904b\u7528\u30b3\u30b9\u30c8\u309243%\u524a\u6e1b\u3057\u305f\u3002<\/p>\n\n\n<p>\u4e3b\u8981\u4f01\u696d\u306e\u4e2d\u3067 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e4%bc%81%e6%a5%ad%e3%81%aellm%e3%82%b9%e3%82%bf%e3%83%83%e3%82%af%e3%82%92%e6%a7%8b%e7%af%89%e3%81%99%e3%82%8b%e6%96%b9%e6%b3%95%ef%bc%9a4%e3%83%84%e3%83%bc%e3%83%ab%e3%82%b9%e3%82%bf%e3%83%83\/\">LLM\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/a> \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u30012\u4eba\u306e\u540d\u524d\u304c\u969b\u7acb\u3063\u3066\u3044\u308b\uff1a <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/langchain%e3%81%a8%e3%81%af%e4%bd%95%e3%81%8b-%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%a9%e3%81%86%e4%bd%bf%e3%81%86%e3%81%8b\/\">\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/a> \u3068LlamaIndex\u304c\u3042\u308b\u3002\u3053\u306e2\u3064\u306e\u30c4\u30fc\u30eb\u306f\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306eLLM\u306e\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3057\u3001\u4f01\u696d\u304c\u6d17\u7df4\u3055\u308c\u305f\u8a00\u8a9e\u30d9\u30fc\u30b9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u5927\u304d\u306a\u6ce8\u76ee\u3092\u96c6\u3081\u3066\u3044\u308b\u3002<\/p>\n\n\n<p><strong>\u4eca\u9031\u306eAI&amp;YOU\u3067\u306f\u3001\u79c1\u305f\u3061\u304c\u767a\u8868\u3057\u305f3\u3064\u306e\u30d6\u30ed\u30b0\u304b\u3089\u6d1e\u5bdf\u3092\u63a2\u308a\u307e\u3059\uff1a<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LangChain\u3068LlamaIndex\uff1a\u6bd4\u8f03\u5206\u6790<\/p><\/li><li><p>LangChain\u3068LlamaIndex\u306e10\u306e\u4e3b\u306a\u9055\u3044<\/p><\/li><li><p>10\u306e\u8cea\u554f\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\uff06\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u9078\u3076\u3068\u304d<\/p><\/li>\n<\/ul>\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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#LangChain_vs_LlamaIndex_How_to_Choose_The_Right_One_for_Your_Enterprise_%E2%80%93_AI_YOU_58\" >LangChain\u3068LlamaIndex\u306e\u6bd4\u8f03\uff1a\u4f01\u696d\u306b\u9069\u3057\u305f\u3082\u306e\u3092\u9078\u3076\u306b\u306f - AI&amp;YOU #58<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#LangChain_A_Versatile_Framework_for_LLM_Applications\" >LangChain\uff1aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u6c4e\u7528\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#LlamaIndex_Specialized_Data_Framework_for_LLMs\" >\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9LLM\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#Comparing_LangChain_and_LlamaIndex\" >LangChain\u3068LlamaIndex\u306e\u6bd4\u8f03<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#10_Key_Differences_Between_LangChain_vs_LlamaIndex\" >LangChain\u3068LlamaIndex\u306e10\u306e\u4e3b\u306a\u9055\u3044<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#10_Questions_to_Ask_When_Choosing_Between_LangChain_and_LlamaIndex\" >10\u306e\u8cea\u554f\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\uff06\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u9078\u3076\u3068\u304d<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#Making_an_Informed_Decision_for_Your_Enterprises_LLM_Success\" >\u4f01\u696d\u306eLLM\u6210\u529f\u306e\u305f\u3081\u306b\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u65ad\u3092\u4e0b\u3059<\/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\/langchain-vs-llamaindex-how-to-choose-the-right-llm-connector-for-your-enterprise-apps-aiyou-58\/#Thank_you_for_taking_the_time_to_read_AI_YOU\" >AI &amp; YOU\u300f\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\uff01<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChain_vs_LlamaIndex_How_to_Choose_The_Right_One_for_Your_Enterprise_%E2%80%93_AI_YOU_58\"><\/span><strong>LangChain\u3068LlamaIndex\u306e\u6bd4\u8f03\uff1a\u4f01\u696d\u306b\u9069\u3057\u305f\u3082\u306e\u3092\u9078\u3076\u306b\u306f - AI&amp;YOU #58<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u3068LlamaIndex\u306f\u5171\u901a\u306e\u76ee\u6a19\u3092\u6301\u3063\u3066\u3044\u308b\u304c\u3001\u305d\u308c\u305e\u308c\u72ec\u81ea\u306e\u5f37\u307f\u3068\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u6301\u3063\u3066\u3044\u308b\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LangChain_A_Versatile_Framework_for_LLM_Applications\"><\/span>LangChain\uff1aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u6c4e\u7528\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LangChain\u306f\u3001LLM\u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4f5c\u6210\u3092\u7c21\u7d20\u5316\u3059\u308b\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u30e2\u30b8\u30e5\u30fc\u30eb\u8a2d\u8a08\u3068\u8c4a\u5bcc\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u69d8\u3005\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u5408\u308f\u305b\u3066\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u30fb\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>LangChain\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30b9\u30ad\u30fc\u30de\uff1a<\/strong> LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u5185\u306e\u30c7\u30fc\u30bf\u3092\u6574\u7406\u30fb\u7ba1\u7406\u3057\u3001\u4e00\u8cab\u6027\u3068\u52b9\u7387\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30e2\u30c7\u30eb<\/strong> OpenAI\u306eGPT\u30b7\u30ea\u30fc\u30ba\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306aLLM\u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3067\u304d\u308b\u3002<\/p><\/li><li><p><strong>\u30d7\u30ed\u30f3\u30d7\u30c8<\/strong> \u30d7\u30ed\u30f3\u30d7\u30c8\u306e\u4f5c\u6210\u3068\u7ba1\u7406\u3092\u52b9\u7387\u5316\u3057\u3001LLM\u306e\u52d5\u4f5c\u306e\u5fae\u8abf\u6574\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u95a2\u9023\u60c5\u5831\u3092\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u691c\u7d22\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30e1\u30e2\u30ea\uff1a<\/strong> \u4f1a\u8a71\u5c65\u6b74\u3092\u4fdd\u5b58\u3057\u3001\u691c\u7d22\u3059\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u3001\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u3001\u6587\u8108\u3092\u610f\u8b58\u3057\u305f\u5bfe\u8a71\u3092\u53ef\u80fd\u306b\u3059\u308b\u3002<\/p><\/li><li><p><strong>\u30c1\u30a7\u30fc\u30f3\uff1a<\/strong> \u8907\u6570\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3092\u9023\u9396\u3055\u305b\u308b\u3053\u3068\u3067\u8907\u96d1\u306a\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3057\u3001\u6d17\u7df4\u3055\u308c\u305f\u30de\u30eb\u30c1\u30b9\u30c6\u30c3\u30d7\u306e\u63a8\u8ad6\u3068\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<p>LangChain\u306e\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3001\u958b\u767a\u8005\u306b\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u62e1\u5f35\u3068\u4fee\u6b63\u3092\u53ef\u80fd\u306b\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u72ec\u81ea\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u591a\u69d8\u6027\u306b\u3088\u308a\u3001LangChain\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u69d8\u3005\u306aLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\uff1a<\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\u30c6\u30ad\u30b9\u30c8\u306e\u751f\u6210\u3068\u8981\u7d04<\/p><\/li><li><p>\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u3092\u8003\u616e\u3057\u305f\u30af\u30a8\u30ea\u30a8\u30f3\u30b8\u30f3<\/p><\/li><li><p>\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068API\u306e\u7d71\u5408<\/p><\/li>\n<\/ol>\n\n\n<p>\u5305\u62ec\u7684\u306a\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u3068\u67d4\u8edf\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u3001\u958b\u767a\u8005\u306e\u751f\u7523\u6027\u3092\u91cd\u8996\u3059\u308b\u3053\u3068\u3067\u3001LangChain\u306f\u69d8\u3005\u306a\u30c9\u30e1\u30a4\u30f3\u3084\u696d\u754c\u306b\u304a\u3044\u3066LLM\u3092\u5229\u7528\u3057\u305f\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9700\u8981\u304c\u9ad8\u307e\u3063\u3066\u3044\u308b\u3053\u3068\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"LlamaIndex_Specialized_Data_Framework_for_LLMs\"><\/span>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9LLM\u306b\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LlamaIndex\u306f\u3001LLM\u3092\u5229\u7528\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u5316\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u3092\u5408\u7406\u5316\u3057\u3001\u52b9\u7387\u7684\u306a\u691c\u7d22\u3068\u53d6\u5f97\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>LlamaIndex\u306e\u4e3b\u306a\u6a5f\u80fd\u3068\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p><strong>\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u30fc\uff1a<\/strong> \u8a31\u53ef <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%96%e3%83%a9%e3%83%b3%e3%83%89%e3%81%ae%e5%a3%b0%e3%81%ab%e5%90%88%e3%82%8f%e3%81%9b%e3%81%9flms%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b10%e3%81%ae%e4%bc%81%e6%a5%ad%e3%83%87%e3%83%bc\/\">\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408<\/a> \u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3078\u3002<\/p><\/li><li><p><strong>\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\uff1a<\/strong> \u30d9\u30af\u30c8\u30eb\u30d9\u30fc\u30b9\u306e\u985e\u4f3c\u691c\u7d22\u306e\u3088\u3046\u306a\u30c6\u30af\u30cb\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u60c5\u5831\u306e\u9ad8\u901f\u304b\u3064\u6b63\u78ba\u306a\u691c\u7d22\u3068\u53d6\u5f97\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30af\u30a8\u30ea\u306e\u6700\u9069\u5316\u3068\u5fdc\u7b54\u306e\u5408\u6210\uff1a<\/strong> \u691c\u7d22\u7d50\u679c\u306e\u54c1\u8cea\u3068\u95a2\u9023\u6027\u3092\u5411\u4e0a\u3055\u305b\u3001\u95a2\u9023\u3059\u308b\u30c7\u30fc\u30bf\u30dd\u30a4\u30f3\u30c8\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u9996\u5c3e\u4e00\u8cab\u3057\u305f\u56de\u7b54\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>LLM\u3068\u306e\u7d71\u5408\uff1a<\/strong> LLM\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4ed8\u304d\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3001\u9ad8\u6027\u80fd\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3002<\/p><\/li><li><p><strong>\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u5f37\u307f\uff1a<\/strong> \u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u7d71\u5408\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p><\/li>\n<\/ol>\n\n\n<p><strong>LlamaIndex\u306e\u4f7f\u7528\u4f8b\u306f\u4ee5\u4e0b\u306e\u901a\u308a\uff1a<\/strong><\/p>\n\n\n<ol class=\"wp-block-list\">\n<li><p>\u610f\u5473\u691c\u7d22\u3068\u6587\u66f8\u691c\u7d22<\/p><\/li><li><p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u30d0\u30fc\u30c1\u30e3\u30eb\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/p><\/li><li><p>\u30ca\u30ec\u30c3\u30b8\u30fb\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30b7\u30b9\u30c6\u30e0<\/p><\/li>\n<\/ol>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Comparing_LangChain_and_LlamaIndex\"><\/span>LangChain\u3068LlamaIndex\u306e\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><strong>\u7126\u70b9\u3068\u80fd\u529b\u306e\u4e2d\u6838\u7684\u306a\u9055\u3044\uff1a<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u6c4e\u7528\u6027\u3068\u67d4\u8edf\u6027\u306b\u3088\u308a\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u6027\u3092\u5099\u3048\u305f\u5e45\u5e83\u3044LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u306e\u52b9\u7387\u7684\u306a\u691c\u7d22\u3068\u53d6\u5f97\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong>\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306eLLM\u7533\u8acb\u3078\u306e\u9069\u5408\u6027\uff1a<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u30ab\u30b9\u30bf\u30e0\u30fb\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3084\u5916\u90e8\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u3092\u4f34\u3046\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u96c6\u7d04\u7684\u306a\u691c\u7d22\u30bf\u30b9\u30af\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u3068\u3059\u308b\u7d44\u7e54\u306a\u3069\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p>\u306b\u95a2\u3057\u3066\u306f <strong>\u4f7f\u3044\u3084\u3059\u3055\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3001\u7d71\u5408<\/strong>LangChain\u3068LlamaIndex\u306f\u7570\u306a\u308b\u5f37\u307f\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002LangChain\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u5305\u62ec\u7684\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u7c21\u5358\u306bLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u308a\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u67d4\u8edf\u6027\u306f\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3092\u53ef\u80fd\u306b\u3057\u3001\u958b\u767a\u8005\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7279\u5b9a\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>\u4e00\u65b9\u3001LlamaIndex\u306f\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3002LlamaIndex\u306e\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7d71\u5408\u3068\u3001\u691c\u7d22\u3068\u53d6\u5f97\u306e\u305f\u3081\u306e\u52b9\u7387\u7684\u306a\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f5c\u6210\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002LlamaIndex\u306eLLM\u3068\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u5927\u898f\u6a21\u306a\u8a2d\u5b9a\u3092\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u3053\u308c\u3089\u306e\u30e2\u30c7\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30d9\u30f3\u30c1\u30de\u30fc\u30af<\/strong> \u306fLangChain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u3092\u9078\u3076\u304b\u306b\u3082\u5f71\u97ff\u3059\u308b\u3002\u3069\u3061\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3082\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5ff5\u982d\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u9ad8\u901f\u3067\u52b9\u7387\u7684\u306a\u51e6\u7406\u306e\u305f\u3081\u306e\u6700\u9069\u5316\u6280\u8853\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u3002\u3057\u304b\u3057\u3001\u5177\u4f53\u7684\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7279\u6027\u306f\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3001\u8907\u96d1\u3055\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>LlamaIndex\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6a5f\u80fd\u306f\u3001\u9ad8\u901f\u3067\u6b63\u78ba\u306a\u691c\u7d22\u3068\u53d6\u5f97\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6709\u5229\u3067\u3042\u308b\u4e00\u65b9\u3001LangChain\u306e\u67d4\u8edf\u6027\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5236\u5fa1\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308a\u9069\u3057\u3066\u3044\u308b\u304b\u3082\u3057\u308c\u306a\u3044\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Key_Differences_Between_LangChain_vs_LlamaIndex\"><\/span>LangChain\u3068LlamaIndex\u306e10\u306e\u4e3b\u306a\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><strong>1\ufe0f\u20e3 \u7126\u70b9\u3068\u5c02\u9580\u6027<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u5e45\u5e83\u3044LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6c4e\u7528\u6027\u3068\u67d4\u8edf\u6027<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u306b\u7279\u5316\u3057\u3001\u691c\u7d22\u30bf\u30b9\u30af\u3092\u5b9f\u73fe<\/p><\/li>\n<\/ul>\n\n\n<p><strong>2\ufe0f\u0203 \u30b3\u30a2\u30fb\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u6d17\u7df4\u3055\u308c\u305fLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30bb\u30c3\u30c8\uff08\u30b9\u30ad\u30fc\u30de\u3001\u30e2\u30c7\u30eb\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3001\u30e1\u30e2\u30ea\u3001\u30c1\u30a7\u30fc\u30f3<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u306e\u7d22\u5f15\u4ed8\u3051\u3068\u691c\u7d22\u306e\u5f37\u5316\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u305f\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\uff08\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u30fc\u3001\u7d22\u5f15\u4ed8\u3051\u6a5f\u80fd\u3001\u30af\u30a8\u30ea\u30fc\u6700\u9069\u5316\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u5408\u6210\uff09<\/p><\/li>\n<\/ul>\n\n\n<p><strong>3\ufe0f\u20e3 \u30c7\u30fc\u30bf\u7d71\u5408\u6a5f\u80fd<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084API\u306b\u5bfe\u5fdc\u3059\u308b\u67d4\u8edf\u306a\u7d71\u5408\u30aa\u30d7\u30b7\u30e7\u30f3<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304a\u3088\u3073\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3068\u691c\u7d22\u306e\u6700\u9069\u5316<\/p><\/li>\n<\/ul>\n\n\n<p><strong>4\ufe0f\u20e3 \u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u62e1\u5f35\u6027<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u9ad8\u3044\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3068\u62e1\u5f35\u6027\u306b\u3088\u308a\u3001LLM\u306e\u52d5\u4f5c\u3092\u304d\u3081\u7d30\u304b\u304f\u5236\u5fa1\u53ef\u80fd<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u95a2\u9023\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3068\u7d71\u5408\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30cb\u30fc\u30ba\u306b\u6700\u9069\u5316\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong>5\ufe0f\u20e3 \u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30bf\u30a4\u30d7\u3078\u306e\u9069\u5408\u6027<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> LLM\u52d5\u4f5c\u306e\u304d\u3081\u7d30\u304b\u306a\u5236\u5fa1\u3092\u5fc5\u8981\u3068\u3059\u308b\u8907\u96d1\u306a\u30de\u30eb\u30c1\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u96c6\u7d04\u578b\u691c\u7d22\u3001\u691c\u7d22\u3001\u8cea\u554f\u5fdc\u7b54\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u9069<\/p><\/li>\n<\/ul>\n\n\n<p><strong>6\ufe0f\u246d \u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30fb\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u3042\u308b\u305f\u3081\u3001\u5b66\u7fd2\u66f2\u7dda\u304c\u901f\u3044\u3002<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u3088\u308a\u5408\u7406\u5316\u3055\u308c\u3001\u521d\u5fc3\u8005\u306b\u512a\u3057\u304f\u3001\u7279\u306b\u691c\u7d22\u3084\u8cea\u554f\u5fdc\u7b54\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u9069\u3057\u3066\u3044\u308b\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong>7\ufe0f\u20e3 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u304d\u3081\u7d30\u304b\u306a\u6700\u9069\u5316\u5236\u5fa1\u306b\u3088\u308b\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u691c\u7d22\u3001\u30af\u30a8\u30ea\u51e6\u7406\u306b\u304a\u3044\u3066\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u512a\u5148\u3057\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong>8\ufe0f\u20e3 \u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3068\u306e\u7d71\u5408<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u5e45\u5e83\u3044LLM\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u958b\u767a\u8005\u306f\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3067\u304d\u308b\u3002<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u691c\u7d22\u306b\u3088\u308aLLM\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a<\/p><\/li>\n<\/ul>\n\n\n<p><strong>9\ufe0f \u20e3 \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u304a\u3088\u3073\u5c02\u6709\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3092\u6271\u3046\u305f\u3081\u306e\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3002<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p><\/li>\n<\/ul>\n\n\n<p><strong>\ud83d\udd1f \u5730\u57df\u793e\u4f1a\u306e\u652f\u63f4\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong> \u5e83\u7bc4\u306a\u30ea\u30bd\u30fc\u30b9\u3001\u62e1\u5f35\u6a5f\u80fd\u3001\u7d71\u5408\u6a5f\u80fd\u3092\u5099\u3048\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u6210\u9577<\/p><\/li><li><p><strong>\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9<\/strong> \u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u7279\u306b\u7d22\u5f15\u4ed8\u3051\u3001\u691c\u7d22\u3001\u8cea\u554f\u5fdc\u7b54\u306b\u95a2\u3059\u308b\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3002<\/p><\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"10_Questions_to_Ask_When_Choosing_Between_LangChain_and_LlamaIndex\"><\/span>10\u306e\u8cea\u554f\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3\uff06\u30e9\u30de\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u9078\u3076\u3068\u304d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><strong>\u4e3b\u306a\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u8981\u4ef6\u306f\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u3068LlamaIndex\u306e\u80fd\u529b\u3092\u52b9\u679c\u7684\u306b\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5177\u4f53\u7684\u306a\u30cb\u30fc\u30ba\u3068\u76ee\u6a19\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002LangChain\u306f\u6c4e\u7528\u6027\u304c\u9ad8\u304f\u3001\u69d8\u3005\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u3053\u3068\u3067\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u304c\u3001LlamaIndex\u306f\u691c\u7d22\u3092\u591a\u7528\u3059\u308b\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u3069\u306e\u7a0b\u5ea6\u306e\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u304b\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u306f\u9ad8\u3044\u67d4\u8edf\u6027\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u304a\u5ba2\u69d8\u72ec\u81ea\u306e\u8981\u4ef6\u306b\u5408\u308f\u305b\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4e00\u65b9\u3001LlamaIndex\u306f\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6226\u7565\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001LangChain\u306b\u6bd4\u3079\u7d30\u304b\u306a\u5236\u5fa1\u304c\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n\n\n<p><strong>\ud83d\uddc3\ufe0f \u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u6271\u3046\u306e\u304b\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u306f\u3001\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u9023\u643a\u3067\u304d\u308b\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u30ec\u30a4\u30e4\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u4e00\u65b9\u3001LlamaIndex\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u691c\u7d22\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u3001\u7279\u6b8a\u306a\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\ud83d\udcda \u30c1\u30fc\u30e0\u306b\u3068\u3063\u3066\u3001\u4f7f\u3044\u3084\u3059\u3055\u3068\u5b66\u7fd2\u66f2\u7dda\u306f\u3069\u306e\u7a0b\u5ea6\u91cd\u8981\u3067\u3059\u304b\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u306f\u3001\u305d\u306e\u67d4\u8edf\u6027\u3068\u8c4a\u5bcc\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u305f\u3081\u3001\u5b66\u7fd2\u66f2\u7dda\u304c\u6025\u3067\u3059\u3002\u3057\u304b\u3057\u3001LlamaIndex\u306f\u3001\u7279\u306b\u691c\u7d22\u306b\u7279\u5316\u3057\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u3088\u308a\u5408\u7406\u7684\u3067\u521d\u5fc3\u8005\u306b\u512a\u3057\u3044\u4f53\u9a13\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u8981\u4ef6\u306f\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u306f\u3001\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068LLM\u52d5\u4f5c\u306e\u304d\u3081\u7d30\u304b\u306a\u5236\u5fa1\u306b\u3088\u308a\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306f\u3001\u7279\u306b\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u3001\u691c\u7d22\u3001\u30af\u30a8\u30ea\u51e6\u7406\u306b\u304a\u3051\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u512a\u5148\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\ud83d\udd12 \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u5c02\u6709\u30c7\u30fc\u30bf\u306f\u3069\u306e\u3088\u3046\u306b\u6271\u3046\u306e\u304b\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u306f\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u67d4\u8edf\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u30c1\u30fc\u30e0\u306b\u3088\u308b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002LlamaIndex\u306f\u3001\u7279\u5316\u3057\u305f\u30c7\u30fc\u30bf\u30b3\u30cd\u30af\u30bf\u3068\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u4f5c\u6210\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30c7\u30fc\u30bf\u3084\u72ec\u81ea\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p>\ud83d\udc65 <strong>7.\u5730\u57df\u793e\u4f1a\u306e\u652f\u63f4\u3068\u751f\u614b\u7cfb\u306e\u6210\u719f\u5ea6\u306f\u3069\u306e\u7a0b\u5ea6\u304b\uff1f<\/strong> LangChain\u306f\u3001\u6210\u9577\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3068\u6d3b\u6c17\u3042\u308b\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u6069\u6075\u3092\u53d7\u3051\u3001\u958b\u767a\u8005\u306b\u5e45\u5e83\u3044\u30ea\u30bd\u30fc\u30b9\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306f\u3001\u30c7\u30fc\u30bf\u4e2d\u5fc3\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6df1\u3044\u5c02\u9580\u77e5\u8b58\u3092\u6301\u3064\u3001\u3088\u308a\u7126\u70b9\u3092\u7d5e\u3063\u305f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n<p><strong>8.\u65e2\u5b58\u306e\u30b7\u30b9\u30c6\u30e0\u3084\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u7d71\u5408\u3092\u3069\u306e\u3088\u3046\u306b\u8a08\u753b\u3057\u3066\u3044\u308b\u304b\u3002<\/strong><\/p>\n\n\n<p>LangChain\u306e\u30e2\u30b8\u30e5\u30e9\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306f\u3001\u65e2\u5b58\u306e\u30a4\u30f3\u30d5\u30e9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002LlamaIndex\u306f\u3001\u7279\u306b\u691c\u7d22\u3068\u53d6\u5f97\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u7279\u5316\u3057\u305f\u30b3\u30cd\u30af\u30bf\u3068API\u3092\u63d0\u4f9b\u3057\u3001\u7d71\u5408\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p><strong>\ud83d\udcb0 \u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u8003\u616e\u70b9\u306f\uff1f<\/strong><\/p>\n\n\n<p>LangChain\u3082LlamaIndex\u3082\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3059\u3002\u3057\u304b\u3057\u3001LangChain\u306f\u305d\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u305f\u3081\u3001\u3088\u308a\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981\u306b\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u4e00\u65b9\u3001LlamaIndex\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u30b3\u30b9\u30c8\u306f\u3001\u3042\u306a\u305f\u306e\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3068\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u8981\u4ef6\u306b\u3088\u3063\u3066\u7570\u306a\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n<p><strong>\ud83e\udde9 \u4e21\u65b9\u306e\u67a0\u7d44\u307f\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u306f\u53ef\u80fd\u304b\uff1f<\/strong><\/p>\n\n\n<p>LLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u306f\u3001LangChain\u3068LlamaIndex\u306e\u4e21\u65b9\u306e\u9577\u6240\u3092\u751f\u304b\u3057\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u30fb\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4e21\u65b9\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u52b9\u679c\u7684\u306b\u7d71\u5408\u3057\u3001\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30ea\u30bd\u30fc\u30b9\u3068\u5c02\u9580\u77e5\u8b58\u3092\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Making_an_Informed_Decision_for_Your_Enterprises_LLM_Success\"><\/span>\u4f01\u696d\u306eLLM\u6210\u529f\u306e\u305f\u3081\u306b\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u65ad\u3092\u4e0b\u3059<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\u9069\u5207\u306aLLM\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e\u306f\u3001\u4f01\u696d\u306e\u8a00\u8a9e\u30e2\u30c7\u30eb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u6210\u529f\u306b\u5927\u304d\u304f\u5f71\u97ff\u3059\u308b\u91cd\u8981\u306a\u6c7a\u65ad\u3067\u3059\u3002LangChain\u3068LlamaIndex\u306e\u6a5f\u80fd\u3068\u9577\u6240\u306b\u5bfe\u3057\u3066\u3001\u304a\u5ba2\u69d8\u306e\u7279\u5b9a\u306e\u8981\u4ef6\u3001\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u3092\u6ce8\u610f\u6df1\u304f\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3067\u3001\u9577\u671f\u7684\u306a\u6210\u529f\u306e\u305f\u3081\u306e\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u6c7a\u5b9a\u3092\u4e0b\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>Langchain\u3068LlamaIndex\u306e\u3069\u3061\u3089\u3092\u9078\u3076\u304b\u306f\u3001\u5fc5\u305a\u3057\u3082\u4e8c\u8005\u629e\u4e00\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u5fd8\u308c\u306a\u3044\u3067\u304f\u3060\u3055\u3044\u3002\u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001\u4e21\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9577\u6240\u3092\u751f\u304b\u3057\u305f\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3001\u4f01\u696d\u306eLLM\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u6700\u3082\u6700\u9069\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n\n\n<hr class=\"wp-block-separator\" \/>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Thank_you_for_taking_the_time_to_read_AI_YOU\"><\/span><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><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><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><\/p>\n\n\n<p>\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<\/p>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/meetings.hubspot.com\/gregg15\/15-min-about-enterprise-ai?utm_source=hs_email&utm_medium=email\">\u4f01\u696d\u5411\u3051AI\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u7acb\u3061\u4e0a\u3052\u306b\u304a\u56f0\u308a\u3067\u3059\u304b\uff1f\u5f53\u793e\u306eAI\u30ef\u30fc\u30af\u30d5\u30a9\u30fc\u30b9\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u30fb\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306eAI\u52b4\u50cd\u8005\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3092\u304a\u8003\u3048\u3067\u3059\u304b\uff1f\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044<\/a><\/p>\n\n\n<p>\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<\/p>","protected":false},"excerpt":{"rendered":"<p>Industry use case: Avi Medical, a prominent healthcare scale-up located in Berlin, implemented an AI agent to drastically enhance the capacity of existing support staff, lowering operational costs by 43%. Among the leading frameworks in the LLM ecosystem, two names stand out: LangChain and LlamaIndex. Both tools have garnered significant attention for their ability to simplify the integration of LLMs into various applications, enabling enterprises to build sophisticated language-based solutions. In this week&#8217;s edition of AI&amp;YOU, we are exploring insights from three blogs we published: LangChain vs LlamaIndex: A Comparative Analysis 10 Key Differences Between LangChain vs LlamaIndex 10 Questions to Ask When Choosing Between LangChain and LlamaIndex LangChain vs [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12406,"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-12206","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>LangChain vs LlamaIndex: How to Choose The Right LLM Connector for Your Enterprise Apps - AI&amp;YOU #58 - Skim AI<\/title>\n<meta name=\"description\" content=\"LangChain vs. LlamaIndex: Choosing the Right LLM Framework for Enterprises - Discover the key differences, use cases, and decision-making criteria between LangChain and LlamaIndex, two leading frameworks for large language models. Learn how to leverage these tools for AI-powered customer support, data retrieval, and more. Dive into our detailed comparative analysis to make informed decisions for your enterprise&#039;s AI strategy.\" \/>\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\/langchain-vs-llamaindex-\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"LangChain vs LlamaIndex: How to Choose The Right LLM Connector for Your Enterprise Apps - AI&amp;YOU #58 - Skim AI\" \/>\n<meta property=\"og:description\" content=\"LangChain vs. LlamaIndex: Choosing the Right LLM Framework for Enterprises - Discover the key differences, use cases, and decision-making criteria between LangChain and LlamaIndex, two leading frameworks for large language models. Learn how to leverage these tools for AI-powered customer support, data retrieval, and more. 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