{"id":12620,"date":"2024-08-02T23:21:23","date_gmt":"2024-08-03T04:21:23","guid":{"rendered":"http:\/\/skimai.com\/?p=12620"},"modified":"2024-08-02T23:21:23","modified_gmt":"2024-08-03T04:21:23","slug":"%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%83%83%e3%83%97%e3%82%b9%e3%81%af%e3%81%a9%e3%81%ae%e3%82%88%e3%81%86%e3%81%ablm%e3%81%ae%e3%82%b3%e3%82%b9%e3%83%88%e7%ae%a1%e7%90%86%e3%81%ab","status":"publish","type":"post","link":"https:\/\/skimai.com\/ja\/how-agentops-helps-in-managing-llm-costs\/","title":{"rendered":"AgentOps\u304cLLM\u306e\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u3069\u306e\u3088\u3046\u306b\u5f79\u7acb\u3064\u304b"},"content":{"rendered":"<p>\u3068\u3057\u3066 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/ai%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%88%e3%83%bb%e3%83%af%e3%83%bc%e3%82%af%e3%83%95%e3%83%ad%e3%83%bc%e3%83%bb%e3%82%a2%e3%83%bc%e3%82%ad%e3%83%86%e3%82%af%e3%83%81%e3%83%a3%e3%81%ae\/\">AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8<\/a> 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href=\"http:\/\/skimai.com\/ja\/%e6%9c%80%e9%ab%98%e3%81%aeroi%e3%82%92%e5%ae%9f%e7%8f%be%e3%81%99%e3%82%8b4%e3%81%a4%e3%81%ae%e4%bc%81%e6%a5%ad%e5%90%91%e3%81%91llm%e3%83%a6%e3%83%bc%e3%82%b9%e3%82%b1%e3%83%bc%e3%82%b9\/\">LLM\u306e\u5229\u7528<\/a> 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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\/how-agentops-helps-in-managing-llm-costs\/#AgentOps_Comprehensive_LLM_Cost_Management_Features\" >AgentOps\u306e\u5305\u62ec\u7684\u306aLLM\u30b3\u30b9\u30c8\u7ba1\u7406\u6a5f\u80fd<\/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\/how-agentops-helps-in-managing-llm-costs\/#Detailed_Cost_Analysis_and_Optimization\" >\u8a73\u7d30\u306a\u30b3\u30b9\u30c8\u5206\u6790\u3068\u6700\u9069\u5316<\/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\/how-agentops-helps-in-managing-llm-costs\/#Integration_with_AI_Agent_Frameworks\" >AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408<\/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\/how-agentops-helps-in-managing-llm-costs\/#Balancing_Performance_and_Cost_in_AI_Agent_Development\" >AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306b\u304a\u3051\u308b\u6027\u80fd\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9<\/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\/how-agentops-helps-in-managing-llm-costs\/#Security_and_Compliance_in_LLM_Cost_Management\" >LLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u304a\u3051\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/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\/how-agentops-helps-in-managing-llm-costs\/#Empowering_Cost-Effective_AI_Agent_Development\" >\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u3092\u652f\u63f4<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"AgentOps_Comprehensive_LLM_Cost_Management_Features\"><\/span>AgentOps\u306e\u5305\u62ec\u7684\u306aLLM\u30b3\u30b9\u30c8\u7ba1\u7406\u6a5f\u80fd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"https:\/\/www.agentops.ai\/\">\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30aa\u30d7\u30b9<\/a> \u306f\u3001LLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u8907\u96d1\u3055\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001\u4e00\u9023\u306e\u5f37\u529b\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6a5f\u80fd\u306e\u4e2d\u6838\u3068\u306a\u308b\u306e\u304c\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u91cf\u3068\u6d88\u8cbb\u91cf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30fb\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3067\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u767a\u751f\u3057\u305f\u30b3\u30b9\u30c8\u3092\u76e3\u8996\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cLLM\u30ea\u30bd\u30fc\u30b9\u3092\u3069\u306e\u3088\u3046\u306b\u6d88\u8cbb\u3057\u3066\u3044\u308b\u304b\u3092\u5373\u5ea7\u306b\u53ef\u8996\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30ec\u30d9\u30eb\u306e\u304d\u3081\u7d30\u304b\u3055\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001AgentOps\u306f\u958b\u767a\u8005\u304c\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3068\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30b3\u30b9\u30c8\u76e3\u8996\u306e\u305f\u3081\u306e\u5206\u6790\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306f\u3001AgentOps\u306eLLM\u30b3\u30b9\u30c8\u7ba1\u7406\u30c4\u30fc\u30eb\u30ad\u30c3\u30c8\u306e\u3082\u3046\u4e00\u3064\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002\u3053\u306e\u76f4\u611f\u7684\u306a\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u306f\u3001\u958b\u767a\u74b0\u5883\u3068\u672c\u756a\u74b0\u5883\u306e\u4e21\u65b9\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u95a2\u3059\u308b\u30cf\u30a4\u30ec\u30d9\u30eb\u306a\u7d71\u8a08\u3068\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u8868\u793a\u3057\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u3001\u30b3\u30b9\u30c8\u3001\u30c8\u30fc\u30af\u30f3\u6570\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u3001\u6210\u529f\/\u5931\u6557\u7387\u3092\u7c21\u5358\u306b\u8ffd\u8de1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u7d4c\u6e08\u7684\u5f71\u97ff\u3092\u5305\u62ec\u7684\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>AgentOps\u306e\u6700\u3082\u4fa1\u5024\u3042\u308b\u6a5f\u80fd\u306e1\u3064\u306f\u3001\u4e00\u822c\u7684\u306aLLM\u30d7\u30ed\u30d0\u30a4\u30c0\u306e\u81ea\u52d5\u30a4\u30f3\u30b9\u30c4\u30eb\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u7c21\u5358\u306a\u521d\u671f\u5316\u30d7\u30ed\u30bb\u30b9\u306e\u5f8c\u3001AgentOps\u306fOpenAI\u3001Cohere\u3001LiteLLM\u306e\u3088\u3046\u306a\u30d7\u30ed\u30d0\u30a4\u30c0\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u307e\u3059\u3002\u3053\u306e\u81ea\u52d5\u5316\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306e\u8ca0\u62c5\u304c\u5927\u5e45\u306b\u8efd\u6e1b\u3055\u308c\u3001\u8ffd\u52a0\u306e\u52b4\u529b\u3092\u304b\u3051\u305a\u306bLLM\u30b3\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u30b3\u30b9\u30c8\u3068\u4f7f\u7528\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u958b\u767a\u30d7\u30ed\u30bb\u30b9\u304c\u3088\u308a\u5408\u7406\u5316\u3055\u308c\u3001\u3088\u308a\u6b63\u78ba\u306a\u30b3\u30b9\u30c8\u8ffd\u8de1\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/eaf51b99-0e19-47a5-a186-6805ed8eda85.png\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Detailed_Cost_Analysis_and_Optimization\"><\/span>\u8a73\u7d30\u306a\u30b3\u30b9\u30c8\u5206\u6790\u3068\u6700\u9069\u5316<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>AgentOps\u306f\u3001\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u8a73\u7d30\u306a\u5206\u6790\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u57fa\u672c\u7684\u306a\u30b3\u30b9\u30c8\u8ffd\u8de1\u306e\u67a0\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u306e\u30c9\u30ea\u30eb\u30c0\u30a6\u30f3\u3068\u30ea\u30d7\u30ec\u30a4\u3092\u63d0\u4f9b\u3057\u3001\u5404AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u30b3\u30b9\u30c8\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u958b\u767a\u8005\u306f\u3001\u7279\u5b9a\u306eLLM\u30d7\u30ed\u30f3\u30d7\u30c8\u3001\u5b8c\u4e86\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u3001\u95a2\u9023\u30b3\u30b9\u30c8\u306a\u3069\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5b9f\u884c\u306e\u8a73\u7d30\u3092\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u8abf\u3079\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u8a73\u7d30\u30ec\u30d9\u30eb\u306f\u3001\u975e\u52b9\u7387\u306a\u9818\u57df\u3084\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u6a5f\u4f1a\u3092\u7279\u5b9a\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u8cb4\u91cd\u3067\u3059\u3002<\/p>\n\n\n<p>\u975e\u52b9\u7387\u306aLLM\u30b3\u30fc\u30eb\u3068\u4f7f\u7528\u30d1\u30bf\u30fc\u30f3\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u306f\u3001\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u4e0a\u3067\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002AgentOps\u306e\u5206\u6790\u30c4\u30fc\u30eb\u306f\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304cLLM\u30ea\u30bd\u30fc\u30b9\u3092\u904e\u5270\u306b\u4f7f\u7528\u3057\u305f\u308a\u3001\u4e0d\u5fc5\u8981\u306a\u547c\u3073\u51fa\u3057\u3092\u884c\u3046\u53ef\u80fd\u6027\u306e\u3042\u308b\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u7279\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u975e\u52b9\u7387\u6027\u3092\u5f37\u8abf\u3059\u308b\u3053\u3068\u3067\u3001AgentOps\u306f\u958b\u767a\u8005\u304c\u3088\u308a\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u904b\u7528\u306e\u305f\u3081\u306b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u8a2d\u8a08\u3068\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u6539\u826f\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>AgentOps\u306f\u307e\u305f\u3001LLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u91cd\u8981\u306a\u8981\u7d20\u3067\u3042\u308b\u30c8\u30fc\u30af\u30f3\u6d88\u8cbb\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306e\u6226\u7565\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4f7f\u7528\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u5fae\u8abf\u6574\u3057\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5\u3092\u63d0\u6848\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6226\u7565\u306b\u306f\u3001\u3088\u308a\u52b9\u7387\u7684\u306a <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%83%97%e3%83%ad%e3%83%b3%e3%83%97%e3%83%88%e3%82%a8%e3%83%b3%e3%82%b8%e3%83%8b%e3%82%a2%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%a8%e3%81%af\/\">\u8fc5\u901f\u306a\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0<\/a>\u3088\u308a\u826f\u3044\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u7ba1\u7406\u3001LLM \u30ec\u30b9\u30dd\u30f3\u30b9\u306e\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u30ad\u30e3\u30c3\u30b7\u30e5\u306a\u3069\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6700\u9069\u5316\u3092\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001LLM\u306e\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/07\/e836ab10-8b1e-4694-9698-8a8138514a04.png\" alt=\"AgentOps\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Integration_with_AI_Agent_Frameworks\"><\/span>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u7d71\u5408<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u304a\u3051\u308bAgentOps\u306e\u30d1\u30ef\u30fc\u306f\u3001\u4e00\u822c\u7684\u306aAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u306b\u3088\u3063\u3066\u5897\u5e45\u3055\u308c\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306b\u3088\u308a\u3001\u958b\u767a\u8005\u306f\u65e2\u5b58\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u4e2d\u65ad\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u69d8\u3005\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u30b3\u30b9\u30c8\u3092\u76e3\u8996\u3057\u3001\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n<p>AgentOps\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u4e3b\u8981\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u5bfe\u3057\u3066\u30d3\u30eb\u30c8\u30a4\u30f3\u306e\u30b3\u30b9\u30c8\u76e3\u8996\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\uff1a<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>CrewAI\uff1a<\/strong> LLM\u306e\u4f7f\u7528\u91cf\u304c\u3059\u3050\u306b\u84c4\u7a4d\u3055\u308c\u308b\u30de\u30eb\u30c1\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u6700\u9069<\/p><\/li><li><p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ja\/%e3%82%aa%e3%83%bc%e3%83%88%e3%82%b8%e3%82%a7%e3%83%b3%e3%81%a8%e3%81%af-%e3%82%aa%e3%83%bc%e3%83%88%e3%82%b8%e3%82%a7%e3%83%b3%e3%83%9e%e3%83%ab%e3%83%81%e3%82%a8%e3%83%bc%e3%82%b8%e3%82%a7%e3%83%b3\/\"><strong>\u30aa\u30fc\u30c8\u30b8\u30a7\u30f3<\/strong><\/a><strong>:<\/strong> \u81ea\u52d5\u5316\u3055\u308c\u305fAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u306e\u5bfe\u8a71\u306e\u30b3\u30b9\u30c8\u8ffd\u8de1\u304c\u53ef\u80fd<\/p><\/li><li><p><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\/\"><strong>\u30e9\u30f3\u30b0\u30c1\u30a7\u30fc\u30f3<\/strong><\/a><strong>: <\/strong>\u8a00\u8a9e\u30e2\u30c7\u30eb\u30c1\u30a7\u30fc\u30f3\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b3\u30b9\u30c8\u306b\u95a2\u3059\u308b\u6d1e\u5bdf\u3092\u63d0\u4f9b<\/p><\/li>\n<\/ul>\n\n\n<p><strong>AgentOps\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u7d71\u5408\u306e\u4e3b\u306a\u5229\u70b9\u306f\u4ee5\u4e0b\u306e\u3068\u304a\u308a\u3067\u3059\uff1a<\/strong><\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\u6700\u5c0f\u9650\u306e\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u3067LLM\u30b3\u30b9\u30c8\u3092\u5373\u5ea7\u306b\u53ef\u8996\u5316<\/p><\/li><li><p>\u30b7\u30b9\u30c6\u30e0\u307e\u305f\u306f\u30af\u30eb\u30fc\u5185\u306e\u5168\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306b\u308f\u305f\u308b\u30b3\u30b9\u30c8\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0<\/p><\/li><li><p>\u30ea\u30bd\u30fc\u30b9\u3092\u5927\u91cf\u306b\u6d88\u8cbb\u3059\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3084\u76f8\u4e92\u4f5c\u7528\u306e\u7279\u5b9a<\/p><\/li><li><p>\u3088\u308a\u826f\u3044\u30ea\u30bd\u30fc\u30b9\u914d\u5206\u306e\u305f\u3081\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u6a2a\u65ad\u7684\u306a\u53ef\u8996\u5316<\/p><\/li><li><p>\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u306b\u5bfe\u3059\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306e\u9078\u629e\u306b\u3064\u3044\u3066\u3001\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a<\/p><\/li>\n<\/ul>\n\n\n<p>AgentOps\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u30b3\u30b9\u30c8\u7ba1\u7406\u3092\u7c21\u7d20\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u304cAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u30fb\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306b\u6700\u3082\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u7d71\u5408\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u308f\u305f\u3063\u3066AI\u3078\u306e\u6295\u8cc7\u3092\u6700\u9069\u5316\u3057\u3088\u3046\u3068\u3059\u308b\u7d44\u7e54\u306b\u3068\u3063\u3066\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Balancing_Performance_and_Cost_in_AI_Agent_Development\"><\/span>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306b\u304a\u3051\u308b\u6027\u80fd\u3068\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u3067\u6700\u3082\u56f0\u96e3\u306a\u5074\u9762\u306e1\u3064\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u306e\u9069\u5207\u306a\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u3053\u3068\u3067\u3059\u3002AgentOps\u306f\u3001\u958b\u767a\u8005\u304c\u3053\u306e\u8907\u96d1\u306a\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3092\u30ca\u30d3\u30b2\u30fc\u30c8\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>AgentOps\u306f\u3001\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u91cf\u3068\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u76f8\u95a2\u95a2\u4fc2\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u3053\u306e\u95a2\u4fc2\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u30c8\u30fc\u30af\u30f3\u306e\u4f7f\u7528\u91cf\u3092\u5897\u3084\u3057\u3066\u3082\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u306a\u304f\u306a\u308b\u30b9\u30a4\u30fc\u30c8\u30b9\u30dd\u30c3\u30c8\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7406\u89e3\u306f\u3001\u6700\u5c0f\u306e\u30b3\u30b9\u30c8\u3067\u6700\u5927\u306e\u4fa1\u5024\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306b\u975e\u5e38\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n<p>\u30b3\u30b9\u30c8\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u6700\u9069\u5316\u306e\u305f\u3081\u306eA\/B\u30c6\u30b9\u30c8\u306f\u3001AgentOps\u306e\u3082\u3046\u4e00\u3064\u306e\u5f37\u529b\u306a\u6a5f\u80fd\u3067\u3059\u3002\u958b\u767a\u8005\u306f\u3001\u7570\u306a\u308b\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u69cb\u6210\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u6226\u7565\u3001\u307e\u305f\u306f\u30e2\u30c7\u30eb\u9078\u629e\u3067\u4e26\u5217\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u3001\u3069\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u5bfe\u30b3\u30b9\u30c8\u6bd4\u3092\u63d0\u4f9b\u3059\u308b\u304b\u3092\u6c7a\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30e1\u30bd\u30c3\u30c9\u306f\u3001\u6700\u9069\u5316\u304b\u3089\u63a8\u6e2c\u3092\u53d6\u308a\u9664\u304d\u3001\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306b\u304a\u3051\u308b\u30a8\u30d3\u30c7\u30f3\u30b9\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u4e88\u7b97\u3057\u304d\u3044\u5024\u306e\u8a2d\u5b9a\u3068\u7ba1\u7406\u306f\u3001AgentOps\u304c\u7c21\u7d20\u5316\u3059\u308bLLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306e\u91cd\u8981\u306a\u5074\u9762\u3067\u3059\u3002\u958b\u767a\u8005\u306f\u3001\u500b\u3005\u306e\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3001\u307e\u305f\u306fAI\u30b7\u30b9\u30c6\u30e0\u5168\u4f53\u306e\u30b3\u30b9\u30c8\u4e0a\u9650\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002AgentOps\u306f\u3001\u3053\u308c\u3089\u306e\u3057\u304d\u3044\u5024\u306b\u8fd1\u3065\u3044\u305f\u308a\u8d85\u3048\u305f\u308a\u3057\u305f\u3068\u304d\u306b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a2\u30e9\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u30d7\u30ed\u30a2\u30af\u30c6\u30a3\u30d6\u306a\u30b3\u30b9\u30c8\u7ba1\u7406\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001AI\u4e88\u7b97\u304c\u56fa\u5b9a\u3055\u308c\u3066\u3044\u308b\u4f01\u696d\u3084\u3001AI\u904b\u7528\u3092\u5f90\u3005\u306b\u62e1\u5927\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u7279\u306b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Security_and_Compliance_in_LLM_Cost_Management\"><\/span>LLM\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u304a\u3051\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304c\u307e\u3059\u307e\u3059\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u3092\u6271\u3046\u3088\u3046\u306b\u306a\u308b\u3068\u3001\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\u304a\u3051\u308b\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u304c\u6700\u3082\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002AgentOps\u306f\u3053\u308c\u3089\u306e\u61f8\u5ff5\u306b\u6b63\u9762\u304b\u3089\u53d6\u308a\u7d44\u307f\u3001\u30b3\u30b9\u30c8\u8ffd\u8de1\u304c\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u898f\u5236\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u640d\u306a\u308f\u306a\u3044\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n<p>\u30b3\u30b9\u30c8\u8ffd\u8de1\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u78ba\u4fdd\u306f\u3001AgentOps\u306e\u57fa\u672c\u539f\u5247\u3067\u3059\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30d7\u30ed\u30f3\u30d7\u30c8\u3084\u5fdc\u7b54\u306b\u542b\u307e\u308c\u308b\u6a5f\u5bc6\u60c5\u5831\u3092\u516c\u958b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30b3\u30b9\u30c8\u95a2\u9023\u306e\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u53d6\u5f97\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5206\u96e2\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u6f0f\u6d29\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u30dd\u30ea\u30b7\u30fc\u9055\u53cd\u306e\u30ea\u30b9\u30af\u3092\u8ca0\u3046\u3053\u3068\u306a\u304f\u3001\u5305\u62ec\u7684\u306a\u30b3\u30b9\u30c8\u7ba1\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n<p>\u898f\u5236\u696d\u754c\u3067\u4e8b\u696d\u3092\u5c55\u958b\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u8ca1\u52d9\u898f\u5236\u306e\u9075\u5b88\u306f\u6975\u3081\u3066\u91cd\u8981\u3067\u3059\u3002AgentOps\u306f\u3001LLM\u306e\u4f7f\u7528\u3068\u95a2\u9023\u30b3\u30b9\u30c8\u306e\u8a73\u7d30\u306a\u76e3\u67fb\u8a3c\u8de1\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u308c\u3089\u306e\u8907\u96d1\u306a\u8981\u4ef6\u306e\u30ca\u30d3\u30b2\u30fc\u30c8\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u8a18\u9332\u306f\u3001\u8cac\u4efb\u3042\u308bAI\u652f\u51fa\u3092\u5b9f\u8a3c\u3057\u3001\u8ca1\u52d9\u5831\u544a\u57fa\u6e96\u3092\u9075\u5b88\u3059\u308b\u4e0a\u3067\u975e\u5e38\u306b\u8cb4\u91cd\u3067\u3059\u3002<\/p>\n\n\n<p>\u3055\u3089\u306b\u3001AgentOps\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6a5f\u80fd\u306f\u3001GDPR\u3084HIPAA\u306a\u3069\u306e\u30c7\u30fc\u30bf\u4fdd\u8b77\u898f\u5236\u306b\u3082\u53ca\u3093\u3067\u3044\u308b\u3002\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30b3\u30b9\u30c8\u8ffd\u8de1\u3068\u6700\u9069\u5316\u30d7\u30ed\u30bb\u30b9\u304c\u3053\u308c\u3089\u306e\u53b3\u3057\u3044\u30c7\u30fc\u30bf\u53d6\u308a\u6271\u3044\u8981\u4ef6\u306b\u5408\u81f4\u3059\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3001\u4f01\u696d\u306b\u30b3\u30b9\u30c8\u7ba1\u7406\u6a5f\u80fd\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304f\u3001\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u74b0\u5883\u306bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u5c0e\u5165\u3059\u308b\u81ea\u4fe1\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Empowering_Cost-Effective_AI_Agent_Development\"><\/span>\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u3092\u652f\u63f4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>AgentOps\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u640d\u306a\u3046\u3053\u3068\u306a\u304fLLM\u306e\u30b3\u30b9\u30c8\u3092\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u5305\u62ec\u7684\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u958b\u767a\u306e\u9032\u5316\u306b\u304a\u3044\u3066\u6975\u3081\u3066\u91cd\u8981\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30b3\u30b9\u30c8\u8ffd\u8de1\u3001\u8a73\u7d30\u306a\u5206\u6790\u3001\u304a\u3088\u3073CrewAI\u3084AutoGen\u306e\u3088\u3046\u306a\u4e00\u822c\u7684\u306a\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3067\u3001AgentOps\u306f\u958b\u767a\u8005\u304c\u30ea\u30bd\u30fc\u30b9\u306e\u5272\u308a\u5f53\u3066\u3068\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u5341\u5206\u306a\u60c5\u5831\u306b\u57fa\u3065\u3044\u305f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002 <\/p>\n\n\n<p>\u3053\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u80fd\u529b\u3001\u5805\u7262\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u304a\u3088\u3073\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u6a5f\u80fd\u3068\u76f8\u307e\u3063\u3066\u3001AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3092\u6301\u7d9a\u7684\u306b\u6d3b\u7528\u3057\u3088\u3046\u3068\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u4fa1\u5024\u3042\u308b\u8cc7\u7523\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002AI\u304c\u696d\u754c\u3092\u5909\u9769\u3057\u7d9a\u3051\u308b\u4e2d\u3001AgentOps\u306f\u3001\u4f01\u696d\u304c\u4e88\u7b97\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3057\u306a\u304c\u3089LLM\u306e\u53ef\u80fd\u6027\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u3001\u8cac\u4efb\u3042\u308bAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u5c0e\u5165\u3078\u306e\u9053\u3092\u958b\u304d\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>As AI agents become increasingly prevalent in enterprise solutions, the management of Large Language Model (LLM) costs has emerged as a critical concern for developers and businesses alike. LLMs, while powerful, can be expensive to operate, especially at scale. The growing importance of LLM cost management in AI agent development cannot be overstated, as it directly impacts the feasibility and sustainability of AI projects. Tracking and optimizing LLM usage presents several challenges. Developers must navigate the complex landscape of token consumption, balancing the need for sophisticated AI capabilities with budget constraints. Moreover, the dynamic nature of AI agent interactions makes it difficult to predict and control costs effectively. These challenges [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12900,"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-12620","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>How AgentOps Helps in Managing LLM Costs - Skim AI<\/title>\n<meta name=\"description\" content=\"Optimize AI agent performance with AgentOps&#039; real-time LLM cost management, detailed analytics, and seamless integration for cost-effective AI deployment.\" \/>\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\u30fc\u30b8\u30a7\u30f3\u30c8\u30c3\u30d7\u30b9\u306f\u3069\u306e\u3088\u3046\u306blm\u306e\u30b3\u30b9\u30c8\u7ba1\u7406\u306b\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How AgentOps Helps in Managing LLM Costs - 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