{"id":12927,"date":"2024-08-04T16:57:59","date_gmt":"2024-08-04T21:57:59","guid":{"rendered":"http:\/\/skimai.com\/?p=12927"},"modified":"2024-08-04T16:57:59","modified_gmt":"2024-08-04T21:57:59","slug":"llm-%eb%b9%84%ec%9a%a9%ec%9d%84-%ec%a0%88%ea%b0%90%ed%95%98%eb%8a%94-10%ea%b0%80%ec%a7%80-%ec%9e%85%ec%a6%9d%eb%90%9c-%ec%a0%84%eb%9e%b5","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/10-proven-strategies-to-cut-your-llm-costs\/","title":{"rendered":"LLM \ube44\uc6a9 \uc808\uac10\uc744 \uc704\ud55c 10\uac00\uc9c0 \uc785\uc99d\ub41c \uc804\ub7b5"},"content":{"rendered":"<p>\uace0\uac1d \uc11c\ube44\uc2a4 \ucc57\ubd07\ubd80\ud130 \ucf58\ud150\uce20 \uc0dd\uc131\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378(LLM)\uc5d0 \ub300\ud55c \uc870\uc9c1\uc758 \uc758\uc874\ub3c4\uac00 \ub192\uc544\uc9c0\uba74\uc11c LLM \ube44\uc6a9 \uad00\ub9ac\uc758 \ubb38\uc81c\uac00 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c \uac10\ub3c5\uacfc \ucd5c\uc801\ud654 \uc804\ub7b5\uc774 \uc5c6\ub2e4\uba74 LLM \ubc30\ud3ec \ubc0f \uc720\uc9c0 \uad00\ub9ac\uc640 \uad00\ub828\ub41c \uc6b4\uc601 \ube44\uc6a9\uc774 \ube60\ub974\uac8c \ud1b5\uc81c \ubd88\ub2a5 \uc0c1\ud0dc\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\uc0c1\uce58 \ubabb\ud55c \ube44\uc6a9 \uae09\uc99d\uc740 \uc608\uc0b0\uc744 \ucd08\uacfc\ud558\uace0 \uc774\ub7ec\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\uc758 \uad11\ubc94\uc704\ud55c \ucc44\ud0dd\uc744 \ubc29\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n<p>\uc774 \ube14\ub85c\uadf8 \uac8c\uc2dc\ubb3c\uc5d0\uc11c\ub294 \uae30\uc5c5\uc774 LLM \ube44\uc6a9\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\uc5ec \ube44\uc6a9 \ud6a8\uc728\uc131\uacfc \ube44\uc6a9 \ud1b5\uc81c\ub97c \uc720\uc9c0\ud558\uba74\uc11c \uc774\ub7ec\ud55c \ubaa8\ub378\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 10\uac00\uc9c0 \uc785\uc99d\ub41c \uc804\ub7b5\uc744 \uc0b4\ud3b4\ubd05\ub2c8\ub2e4.<\/p>\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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_1_Smart_Model_Selection\" >\uc804\ub7b5 1: \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uc120\ud0dd<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_2_Implement_Robust_Usage_Tracking\" >\uc804\ub7b5 2: \uac15\ub825\ud55c \uc0ac\uc6a9\ub7c9 \ucd94\uc801 \uad6c\ud604<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_3_Optimize_Prompt_Engineering\" >\uc804\ub7b5 3: \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ucd5c\uc801\ud654<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_4_Leverage_Fine-tuning_for_Specialization\" >\uc804\ub7b5 4: \uc804\ubb38\ud654\ub97c \uc704\ud55c \ubbf8\uc138 \uc870\uc815 \ud65c\uc6a9<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_5_Explore_Free_and_Low-Cost_Options\" >\uc804\ub7b5 5: \ubb34\ub8cc \ubc0f \uc800\ub834\ud55c \uc635\uc158 \uc0b4\ud3b4\ubcf4\uae30<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_6_Optimize_Context_Window_Management\" >\uc804\ub7b5 6: \ucee8\ud14d\uc2a4\ud2b8 \ucc3d \uad00\ub9ac \ucd5c\uc801\ud654<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_7_Implement_Multi-Agent_Systems\" >\uc804\ub7b5 7: \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c \uad6c\ud604\ud558\uae30<\/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\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_8_Utilize_Output_Formatting_Tools\" >\uc804\ub7b5 8: \ucd9c\ub825 \uc11c\uc2dd \uc9c0\uc815 \ub3c4\uad6c \ud65c\uc6a9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skimai.com\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_9_Integrate_Non-LLM_Tools\" >\uc804\ub7b5 9: \ube44-LLM \ub3c4\uad6c \ud1b5\ud569\ud558\uae30<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skimai.com\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#Strategy_10_Regular_Auditing_and_Optimization\" >\uc804\ub7b5 10: \uc815\uae30\uc801\uc778 \uac10\uc0ac \ubc0f \ucd5c\uc801\ud654<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skimai.com\/ko\/10-proven-strategies-to-cut-your-llm-costs\/#The_Bottom_Line\" >\uacb0\ub860<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_1_Smart_Model_Selection\"><\/span>\uc804\ub7b5 1: \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uc120\ud0dd<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM \ube44\uc6a9 \uad00\ub9ac\ub97c \uc704\ud55c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uc804\ub7b5 \uc911 \ud558\ub098\ub294 \uac01 \uc791\uc5c5\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ubaa8\ub4e0 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uac00\uc7a5 \uace0\uae09\uc2a4\ub7fd\uace0 \uac00\uc7a5 \ud070 \ubaa8\ub378\uc774 \ud544\uc694\ud55c \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ubaa8\ub378 \ubcf5\uc7a1\uc131\uc744 \uc791\uc5c5 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\uba74 \uc131\ub2a5 \uc800\ud558 \uc5c6\uc774 \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uad6c\ud604\ud560 \ub54c\ub294 \uac01 \uc791\uc5c5\uc758 \ubcf5\uc7a1\uc131\uc744 \ud3c9\uac00\ud558\uace0 \uc774\ub7ec\ud55c \ud2b9\uc815 \uc694\uad6c\uc0ac\ud56d\uc744 \ucda9\uc871\ud558\ub294 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac04\ub2e8\ud55c \ubd84\ub958 \uc791\uc5c5\uc774\ub098 \uae30\ubcf8\uc801\uc778 \uc9c8\ubb38 \ub2f5\ubcc0\uc5d0\ub294 GPT-4o \ub610\ub294 \uae30\ud0c0 \ub300\uaddc\ubaa8 \ub9ac\uc18c\uc2a4 \uc9d1\uc57d\uc801 \ubaa8\ub378\uc758 \uc804\uccb4 \uae30\ub2a5\uc774 \ud544\uc694\ud558\uc9c0 \uc54a\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub2e4\uc591\ud55c \ud06c\uae30\uc640 \ubcf5\uc7a1\uc131\uc73c\ub85c \uc0ac\uc804 \ud559\uc2b5\ub41c \ub9ce\uc740 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud55c \uc791\uc5c5\uc5d0\ub294 \ub354 \uc791\uace0 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uba74 \uc0c1\ub2f9\ud55c \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc740 \uacbd\ub7c9 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <a rel=\"noopener noreferrer\" href=\"https:\/\/huggingface.co\/docs\/transformers\/en\/model_doc\/distilbert\">\ub514\uc2a4\ud2f8\ubc84\ud2b8<\/a> \uc640 \uac19\uc740 \ub354 \ubcf5\uc7a1\ud55c \ubaa8\ub378 \ub300\uc2e0 \uac10\uc815 \ubd84\uc11d\uc744 \uc704\ud574 <a rel=\"noopener noreferrer\" href=\"https:\/\/huggingface.co\/google-bert\/bert-large-uncased\">BERT-Large<\/a>.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/6ece35e9-2809-4078-9660-678326ae3ded.webp\" alt=\"BERT\uc640 DistilBERT \ube44\uad50(GLUE \ub370\uc774\ud130 \uc138\ud2b8 \uae30\uc900)\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_2_Implement_Robust_Usage_Tracking\"><\/span>\uc804\ub7b5 2: \uac15\ub825\ud55c \uc0ac\uc6a9\ub7c9 \ucd94\uc801 \uad6c\ud604<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ud6a8\uacfc\uc801\uc778 LLM \ube44\uc6a9 \uad00\ub9ac\ub294 \uc870\uc9c1 \uc804\uccb4\uc5d0\uc11c \uc774\ub7ec\ud55c \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\ub294\uc9c0 \uba85\ud655\ud558\uac8c \uc774\ud574\ud558\ub294 \uac83\uc5d0\uc11c \uc2dc\uc791\ub429\ub2c8\ub2e4. \uac15\ub825\ud55c \uc0ac\uc6a9\ub7c9 \ucd94\uc801 \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc740 \ube44\ud6a8\uc728\uc801\uc778 \uc601\uc5ed\uacfc \ucd5c\uc801\ud654 \uae30\ud68c\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc885\ud569\uc801\uc73c\ub85c \ud30c\uc545\ud558\ub824\uba74 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%b5%9c%ea%b3%a0%ec%9d%98-roi%eb%a5%bc-%eb%8b%ac%ec%84%b1%ed%95%9c-4%ea%b0%80%ec%a7%80-%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-lmm-%ec%82%ac%ec%9a%a9-%ec%82%ac%eb%a1%80\/\">LLM \uc0ac\uc6a9<\/a>\ub97c \ud1b5\ud574 \uc5ec\ub7ec \uc218\uc900\uc5d0\uc11c \uba54\ud2b8\ub9ad\uc744 \ucd94\uc801\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p><strong>\ub300\ud654 \uc218\uc900: <\/strong>\ud1a0\ud070 \uc0ac\uc6a9\ub7c9, \uc751\ub2f5 \uc2dc\uac04, \uac1c\ubcc4 \uc0c1\ud638\uc791\uc6a9\uc5d0 \ub300\ud55c \ubaa8\ub378 \ud638\ucd9c\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uc138\uc694.<\/p><\/li><li><p><strong>\uc0ac\uc6a9\uc790 \uc218\uc900:<\/strong> \uc5ec\ub7ec \uc0ac\uc6a9\uc790 \ub610\ub294 \ubd80\uc11c\uc5d0\uc11c \ubaa8\ub378 \uc0ac\uc6a9 \ud328\ud134\uc744 \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p><\/li><li><p><strong>\ud68c\uc0ac \uc218\uc900: <\/strong>\ub370\uc774\ud130\ub97c \uc9d1\uacc4\ud558\uc5ec \uc804\uccb4 LLM \uc18c\ube44\ub7c9\uacfc \ucd94\uc138\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4.<\/p><\/li>\n<\/ul>\n\n\n<p>LLM \uc0ac\uc6a9\ub7c9\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ucd94\uc801\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\ub294 \uc5ec\ub7ec \ub3c4\uad6c\uc640 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ub2e4\uc74c\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>LLM \uc11c\ube44\uc2a4 \uc81c\uacf5\uc5c5\uccb4\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uae30\ubcf8 \uc81c\uacf5 \ubd84\uc11d \ub300\uc2dc\ubcf4\ub4dc<\/p><\/li><li><p>AI \ubc0f ML \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub41c \ud0c0\uc0ac \ubaa8\ub2c8\ud130\ub9c1 \ub3c4\uad6c<\/p><\/li><li><p>\uae30\uc874 \uc778\ud504\ub77c\uc640 \ud1b5\ud569\ub41c \ub9de\ucda4\ud615 \ucd94\uc801 \uc194\ub8e8\uc158<\/p><\/li>\n<\/ul>\n\n\n<p>\uc0ac\uc6a9\ub7c9 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uba74 \ube44\uc6a9 \uc808\uac10 \uc804\ub7b5\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\ub294 \uadc0\uc911\ud55c \uc778\uc0ac\uc774\ud2b8\ub97c \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \ubd80\uc11c\uc5d0\uc11c \ub354 \uc800\ub834\ud55c \ub300\uc548\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc791\uc5c5\uc5d0 \ub354 \ube44\uc2fc \ubaa8\ub378\uc744 \uacfc\ub3c4\ud558\uac8c \uc0ac\uc6a9\ud558\uace0 \uc788\ub2e4\ub294 \uc0ac\uc2e4\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ub294 \uce90\uc2f1\uc774\ub098 \uae30\ud0c0 \ucd5c\uc801\ud654 \uae30\uc220\uc744 \ud1b5\ud574 \ud574\uacb0\ud560 \uc218 \uc788\ub294 \uc911\ubcf5 \ucffc\ub9ac \ud328\ud134\uc744 \ud30c\uc545\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_3_Optimize_Prompt_Engineering\"><\/span>\uc804\ub7b5 3: \ud504\ub86c\ud504\ud2b8 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p><a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ed%94%84%eb%a1%ac%ed%94%84%ed%8a%b8-%ec%97%94%ec%a7%80%eb%8b%88%ec%96%b4%eb%a7%81%ec%9d%b4%eb%9e%80\/\">\uc2e0\uc18d\ud55c \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/a> \uc740 LLM \uc791\uc5c5\uc758 \uc911\uc694\ud55c \uce21\uba74\uc774\uba70, \uc131\ub2a5\uacfc \ube44\uc6a9 \ubaa8\ub450\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud504\ub86c\ud504\ud2b8\ub97c \ucd5c\uc801\ud654\ud558\uba74 \ud1a0\ud070 \uc0ac\uc6a9\ub7c9\uc744 \uc904\uc774\uace0 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud6a8\uc728\uc131\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>API \ud638\ucd9c \ud69f\uc218\ub97c \ucd5c\uc18c\ud654\ud558\uace0 \uad00\ub828 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\ud504\ub86c\ud504\ud2b8\uc5d0 \uba85\ud655\ud558\uace0 \uad6c\uccb4\uc801\uc778 \uc9c0\uce68\uc744 \uc0ac\uc6a9\ud558\uc138\uc694.<\/p><\/li><li><p>\uc624\ub958 \ucc98\ub9ac\ub97c \uad6c\ud604\ud558\uc5ec \ucd94\uac00 LLM \ucffc\ub9ac \uc5c6\uc774 \uc77c\ubc18\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uc138\uc694.<\/p><\/li><li><p>\ud2b9\uc815 \uc791\uc5c5\uc5d0 \ud6a8\uacfc\uc801\uc778 \uac83\uc73c\ub85c \uc785\uc99d\ub41c \ud504\ub86c\ud504\ud2b8 \ud15c\ud50c\ub9bf\uc744 \ud65c\uc6a9\ud558\uc138\uc694.<\/p><\/li>\n<\/ul>\n\n\n<p>\ud504\ub86c\ud504\ud2b8\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc5d0 \ub530\ub77c \ubaa8\ub378\uc5d0\uc11c \ucc98\ub9ac\ud558\ub294 \ud1a0\ud070 \uc218\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \ubaa8\ubc94 \uc0ac\ub840\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\uac04\uacb0\ud558\uac8c \uc791\uc131\ud558\uace0 \ubd88\ud544\uc694\ud55c \ubb38\ub9e5 \ud53c\ud558\uae30<\/p><\/li><li><p>\uae00\uba38\ub9ac \uae30\ud638\ub098 \ubc88\ud638 \ub9e4\uae30\uae30 \ubaa9\ub85d\uacfc \uac19\uc740 \uc11c\uc2dd \uc9c0\uc815 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc815\ubcf4\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \uc815\ub9ac\ud558\uae30<\/p><\/li><li><p>LLM \uc11c\ube44\uc2a4\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub0b4\uc7a5 \ud568\uc218 \ub610\ub294 \ub9e4\uac1c\ubcc0\uc218\ub97c \ud65c\uc6a9\ud558\uc5ec \ucd9c\ub825 \uae38\uc774 \ubc0f \ud615\uc2dd \uc81c\uc5b4\ud558\uae30<\/p><\/li>\n<\/ul>\n\n\n<p>\uc774\ub7ec\ud55c \uc989\uac01\uc801\uc778 \ucd5c\uc801\ud654 \uae30\uc220\uc744 \uad6c\ud604\ud558\uba74 \ud1a0\ud070 \uc0ac\uc6a9\ub7c9\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc73c\uba70, \uacb0\uacfc\uc801\uc73c\ub85c LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uad00\ub828\ub41c \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_4_Leverage_Fine-tuning_for_Specialization\"><\/span>\uc804\ub7b5 4: \uc804\ubb38\ud654\ub97c \uc704\ud55c \ubbf8\uc138 \uc870\uc815 \ud65c\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub9de\uac8c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uac83\uc740 LLM \ube44\uc6a9 \uad00\ub9ac\uc758 \uac15\ub825\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uace0\uc720\ud55c \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub9de\uac8c \ubaa8\ub378\uc744 \uc870\uc815\ud558\uba74 \ub354 \uc791\uace0 \ud6a8\uc728\uc801\uc778 \ubaa8\ub378\ub85c \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ub2ec\uc131\ud558\uc5ec \uc0c1\ub2f9\ud55c \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub300\uaddc\ubaa8 \ubc94\uc6a9 LLM\uc5d0\ub9cc \uc758\uc874\ud558\ub294 \ub300\uc2e0 \ud2b9\uc218\ud55c \uc791\uc5c5\uc5d0 \ub9de\uac8c \uc18c\uaddc\ubaa8 \ubaa8\ub378\uc744 \ubbf8\uc138 \uc870\uc815\ud558\ub294 \uac83\uc744 \uace0\ub824\ud574 \ubcf4\uc138\uc694. \uc774 \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uba74\uc11c \ud2b9\uc815 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0 \ub9de\uac8c \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n<p>\ubbf8\uc138 \uc870\uc815\uc5d0\ub294 \ucd08\uae30 \ud22c\uc790\uac00 \ud544\uc694\ud558\uc9c0\ub9cc, \uc7a5\uae30\uc801\uc73c\ub85c \uc0c1\ub2f9\ud55c \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubbf8\uc138 \uc870\uc815\ub41c \ubaa8\ub378\uc740 \ub3d9\uc77c\ud558\uac70\ub098 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uae30 \uc704\ud574 \ub354 \uc801\uc740 \ud1a0\ud070\uc774 \ud544\uc694\ud55c \uacbd\uc6b0\uac00 \ub9ce\uc73c\ubbc0\ub85c \ucd94\ub860 \ube44\uc6a9\uc774 \uc808\uac10\ub429\ub2c8\ub2e4. \ub610\ud55c \uc815\ud655\ub3c4\uac00 \ud5a5\uc0c1\ub418\uc5b4 \uc7ac\uc2dc\ub3c4\ub098 \uc218\uc815\uc774 \ub354 \uc801\uac8c \ud544\uc694\ud558\ubbc0\ub85c \ube44\uc6a9\uc774 \ub354\uc6b1 \uc808\uac10\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc804\ubb38\ud654\ub41c \ubaa8\ub378\uc740 \uc885\uc885 \ub354 \uc791\uc744 \uc218 \uc788\uc73c\ubbc0\ub85c \uacc4\uc0b0 \uc624\ubc84\ud5e4\ub4dc\uc640 \uad00\ub828 \ube44\uc6a9\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ubbf8\uc138 \uc870\uc815\uc758 \uc774\uc810\uc744 \uadf9\ub300\ud654\ud558\ub824\uba74 \uc0ac\uc804 \ud559\uc2b5\ub41c \uc18c\uaddc\ubaa8 \ubaa8\ub378\uc744 \uae30\ubcf8\uc73c\ub85c \uc2dc\uc791\ud558\uc138\uc694. \uace0\ud488\uc9c8\uc758 \ub3c4\uba54\uc778\ubcc4 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubbf8\uc138 \uc870\uc815\uc744 \uc218\ud589\ud558\uace0 \ubaa8\ub378\uc758 \uc131\ub2a5\uacfc \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc815\uae30\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uc138\uc694. \uc774\ub7ec\ud55c \uc9c0\uc18d\uc801\uc778 \ucd5c\uc801\ud654 \ud504\ub85c\uc138\uc2a4\ub97c \ud1b5\ud574 \ubbf8\uc138 \uc870\uc815\ub41c \ubaa8\ub378\uc774 \uc9c0\uc18d\uc801\uc73c\ub85c \uac00\uce58\ub97c \uc81c\uacf5\ud558\ub294 \ub3d9\uc2dc\uc5d0 \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_5_Explore_Free_and_Low-Cost_Options\"><\/span>\uc804\ub7b5 5: \ubb34\ub8cc \ubc0f \uc800\ub834\ud55c \uc635\uc158 \uc0b4\ud3b4\ubcf4\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ub9ce\uc740 \uae30\uc5c5\uc5d0\uc11c, \ud2b9\ud788 \uac1c\ubc1c \ubc0f \ud14c\uc2a4\ud2b8 \ub2e8\uacc4\uc5d0\uc11c <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-ai%eb%a5%bc-%ec%9c%84%ed%95%9c-%ec%83%81%ec%9c%84-5%ea%b0%80%ec%a7%80-%ec%98%a4%ed%94%88-%ec%86%8c%ec%8a%a4-llms\/\">\ubb34\ub8cc \ub610\ub294 \uc800\ub834\ud55c LLM \uc635\uc158<\/a> \ub97c \uc0ac\uc6a9\ud558\uba74 \ud488\uc9c8 \uc800\ud558 \uc5c6\uc774 \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc635\uc158\uc740 \ud2b9\ud788 \uc0c8\ub85c\uc6b4 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791, \uac1c\ubc1c\uc790\uc5d0\uac8c LLM \uad6c\ud604\uc5d0 \ub300\ud55c \uad50\uc721, \uc911\uc694\ud558\uc9c0 \uc54a\uc740 \uc11c\ube44\uc2a4 \ub610\ub294 \ub0b4\ubd80 \ub300\uba74 \uc11c\ube44\uc2a4\ub97c \uc2e4\ud589\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uadf8\ub7ec\ub098 \ubb34\ub8cc \uc635\uc158\uc740 \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc7a5\ub2e8\uc810\uc744 \uace0\ub824\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ubbfc\uac10\ud55c \uc815\ubcf4\ub97c \ub2e4\ub8f0 \ub54c\ub294 \ub370\uc774\ud130 \uac1c\uc778\uc815\ubcf4 \ubcf4\ud638 \ubc0f \ubcf4\uc548\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc2e0\uc911\ud558\uac8c \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \ub610\ud55c \ubaa8\ub378 \uae30\ub2a5\uc774\ub098 \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc635\uc158\uc758 \uc7a0\uc7ac\uc801\uc778 \uc81c\ud55c \uc0ac\ud56d\uc5d0 \uc720\uc758\ud558\uc138\uc694. \uc7a5\uae30\uc801\uc778 \ud655\uc7a5\uc131\uacfc \ub9c8\uc774\uadf8\ub808\uc774\uc158 \uacbd\ub85c\ub97c \uace0\ub824\ud558\uc5ec \ube44\uc6a9 \uc808\uac10 \uc870\uce58\uac00 \ud5a5\ud6c4 \uc131\uc7a5\uc5d0 \uac78\ub9bc\ub3cc\uc774 \ub418\uc9c0 \uc54a\ub3c4\ub85d \ud558\uc138\uc694.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_6_Optimize_Context_Window_Management\"><\/span>\uc804\ub7b5 6: \ucee8\ud14d\uc2a4\ud2b8 \ucc3d \uad00\ub9ac \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\uc758 \ucee8\ud14d\uc2a4\ud2b8 \ucc3d \ud06c\uae30\ub294 \uc131\ub2a5\uacfc \ube44\uc6a9 \ubaa8\ub450\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucee8\ud14d\uc2a4\ud2b8 \uc708\ub3c4\uc6b0\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uad00\ub9ac\ud558\ub294 \uac83\uc740 \ucd9c\ub825 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ube44\uc6a9\uc744 \uad00\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc774 \ud074\uc218\ub85d \ub354 \ud3ec\uad04\uc801\uc778 \uc774\ud574\uac00 \uac00\ub2a5\ud558\uc9c0\ub9cc \ucffc\ub9ac\ub2f9 \ud1a0\ud070 \uc0ac\uc6a9\ub7c9 \uc99d\uac00\uc640 \ub354 \ub192\uc740 \uacc4\uc0b0 \uc694\uad6c \uc0ac\ud56d\uc73c\ub85c \uc778\ud574 \ube44\uc6a9\uc774 \ub354 \ub9ce\uc774 \ub4ed\ub2c8\ub2e4.<\/p>\n\n\n<p>\ucee8\ud14d\uc2a4\ud2b8 \ucc3d \uc0ac\uc6a9\uc744 \ucd5c\uc801\ud654\ud558\ub824\uba74 \uc791\uc5c5 \ubcf5\uc7a1\ub3c4\uc5d0 \ub530\ub77c \ub3d9\uc801 \ucee8\ud14d\uc2a4\ud2b8 \ud06c\uae30 \uc870\uc815\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694. \uc694\uc57d \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uad00\ub828 \uc815\ubcf4\ub97c \uc555\ucd95\ud558\uace0, \uae34 \ubb38\uc11c\ub098 \ub300\ud654\uc5d0\ub294 \uc2ac\ub77c\uc774\ub529 \ucc3d \uc811\uadfc \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud558\uc138\uc694. \uc774\ub7ec\ud55c \ubc29\ubc95\uc740 \uc774\ud574\ub3c4\uc640 \ube44\uc6a9 \ud6a8\uc728\uc131 \uc0ac\uc774\uc5d0\uc11c \ucd5c\uc801\uc758 \uc9c0\uc810\uc744 \ucc3e\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ucee8\ud14d\uc2a4\ud2b8 \ud06c\uae30\uc640 \ucd9c\ub825 \ud488\uc9c8 \uac04\uc758 \uad00\uacc4\ub97c \uc815\uae30\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uc5ec \uc811\uadfc \ubc29\uc2dd\uc744 \ubbf8\uc138 \uc870\uc815\ud558\uc138\uc694. \ud2b9\uc815 \uc791\uc5c5 \uc694\uad6c \uc0ac\ud56d\uc5d0 \ub530\ub77c \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc744 \uc870\uc815\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0\uc5d0\ub9cc \ub354 \ud070 \ucee8\ud14d\uc2a4\ud2b8\ub97c \uc0ac\uc6a9\ud558\ub294 \uacc4\uce35\ud654\ub41c \uc811\uadfc \ubc29\uc2dd\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc744 \uace0\ub824\ud558\uc138\uc694. \ucee8\ud14d\uc2a4\ud2b8 \ucc3d\uc744 \uc2e0\uc911\ud558\uac8c \uad00\ub9ac\ud558\uba74 LLM \ucd9c\ub825\uc758 \ud488\uc9c8\uc740 \uadf8\ub300\ub85c \uc720\uc9c0\ud558\uba74\uc11c \ud1a0\ud070 \uc0ac\uc6a9\ub7c9\uacfc \uad00\ub828 \ube44\uc6a9\uc744 \ud06c\uac8c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_7_Implement_Multi-Agent_Systems\"><\/span>\uc804\ub7b5 7: \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c \uad6c\ud604\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc740 LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc758 \ud6a8\uc728\uc131\uacfc \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294 \uac15\ub825\ud55c \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc804\ubb38 \uc5d0\uc774\uc804\ud2b8\uc5d0\uac8c \uc791\uc5c5\uc744 \ubd84\ubc30\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \ub9ac\uc18c\uc2a4 \ud560\ub2f9\uc744 \ucd5c\uc801\ud654\ud558\uace0 \uc804\uccb4 LLM \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 LLM \uc544\ud0a4\ud14d\ucc98\uc5d0\ub294 \uc5ec\ub7ec \uac1c\uc758 <a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ea%b8%b0%ec%97%85%ec%9d%98-%ec%83%9d%ec%82%b0%ec%84%b1-%ec%88%98%ec%9d%b5%ec%84%b1%ec%9d%84-%eb%86%92%ec%9d%b4%eb%8a%94-10%ea%b0%80%ec%a7%80-ai-%ec%97%90%ec%9d%b4%ec%a0%84%ed%8a%b8-%ec%82%ac%ec%9a%a9\/\">AI \uc5d0\uc774\uc804\ud2b8<\/a> \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ud611\ub825\uc801\uc73c\ub85c \uc791\uc5c5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc5d0\ub294 \uc791\uc5c5\uc758 \ub2e4\uc591\ud55c \uce21\uba74\uc5d0 \ub300\ud55c \uc804\ubb38 \uc5d0\uc774\uc804\ud2b8, \uac10\ub3c5 \ubc0f \uc791\uc5c5\uc790 \uc5d0\uc774\uc804\ud2b8\uac00 \uc788\ub294 \uacc4\uce35\uc801 \uad6c\uc870 \ub610\ub294 \uc5ec\ub7ec LLM \uac04\uc758 \ud611\uc5c5 \ubb38\uc81c \ud574\uacb0\uc774 \ud3ec\ud568\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc740 \ubaa8\ub4e0 \uc791\uc5c5\uc5d0 \ub300\ud574 \uac12\ube44\uc2fc \ub300\uaddc\ubaa8 \ubaa8\ub378\uc5d0 \ub300\ud55c \uc758\uc874\ub3c4\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ubd84\uc0b0 \uc791\uc5c5 \ucc98\ub9ac\uc758 \ube44\uc6a9 \uc774\uc810\uc740 \uc0c1\ub2f9\ud569\ub2c8\ub2e4. \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\uc791\uc5c5 \ubcf5\uc7a1\ub3c4\uc5d0 \ub530\ub77c \ucd5c\uc801\ud654\ub41c \ub9ac\uc18c\uc2a4 \ud560\ub2f9<\/p><\/li><li><p>\uc804\ubc18\uc801\uc778 \uc2dc\uc2a4\ud15c \ud6a8\uc728\uc131 \ubc0f \uc751\ub2f5 \uc2dc\uac04 \uac1c\uc120<\/p><\/li><li><p>\ud0c0\uac9f \ubaa8\ub378 \ubc30\ud3ec\ub97c \ud1b5\ud55c \ud1a0\ud070 \uc0ac\uc6a9\ub7c9 \uac10\uc18c<\/p><\/li>\n<\/ul>\n\n\n<p>\uadf8\ub7ec\ub098 \uba40\ud2f0 \uc5d0\uc774\uc804\ud2b8 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uc720\uc9c0\ud558\ub824\uba74 \uac15\ub825\ud55c \ub514\ubc84\uae45 \uba54\ucee4\ub2c8\uc998\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \uc5d0\uc774\uc804\ud2b8 \uac04 \ud1b5\uc2e0\uc744 \ub85c\uae45 \ubc0f \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0, \ud1a0\ud070 \uc0ac\uc6a9 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec \uc911\ubcf5 \uad50\ud658\uc744 \uc2dd\ubcc4\ud558\uace0, \uc5d0\uc774\uc804\ud2b8 \uac04\uc758 \ubd84\uc5c5\uc744 \ucd5c\uc801\ud654\ud558\uc5ec \ubd88\ud544\uc694\ud55c \ud1a0\ud070 \uc18c\ube44\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uac83\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n\n\n<figure class=\"wp-block-image\">\n<img decoding=\"async\" src=\"http:\/\/skimai.com\/wp-content\/uploads\/2024\/08\/26a0cc85-562f-4e8d-ae8c-6ab9972fabad.png\" alt=\"AI \uc5d0\uc774\uc804\ud2b8\" \/>\n<\/figure>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_8_Utilize_Output_Formatting_Tools\"><\/span>\uc804\ub7b5 8: \ucd9c\ub825 \uc11c\uc2dd \uc9c0\uc815 \ub3c4\uad6c \ud65c\uc6a9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\uc801\uc808\ud55c \ucd9c\ub825 \ud615\uc2dd\uc740 LLM \ube44\uc6a9 \uad00\ub9ac\uc758 \ud575\uc2ec \uc694\uc18c\uc785\ub2c8\ub2e4. \ud1a0\ud070\uc758 \ud6a8\uc728\uc801\uc778 \uc0ac\uc6a9\uc744 \ubcf4\uc7a5\ud558\uace0 \ucd94\uac00 \ucc98\ub9ac\uc758 \ud544\uc694\uc131\uc744 \ucd5c\uc18c\ud654\ud568\uc73c\ub85c\uc368 \uae30\uc5c5\uc740 \uc6b4\uc601 \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc774\ub7ec\ud55c \ub3c4\uad6c\ub294 \uac15\uc81c \ud568\uc218 \ucd9c\ub825\uc744 \uc704\ud55c \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\uac00 LLM \uc751\ub2f5\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ud615\uc2dd\uc744 \uc9c0\uc815\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774 \uc811\uadfc \ubc29\uc2dd\uc740 \ubaa8\ub378\uc774 \ud544\uc694\ud55c \uc815\ubcf4\ub9cc \uc0dd\uc131\ud558\ub3c4\ub85d \ud568\uc73c\ub85c\uc368 \ucd9c\ub825\uc758 \uac00\ubcc0\uc131\uc744 \uc904\uc774\uace0 \ud1a0\ud070 \ub0ad\ube44\ub97c \ucd5c\uc18c\ud654\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM \ucd9c\ub825\uc758 \ubcc0\ub3d9\uc131\uc744 \uc904\uc774\uba74 \uad00\ub828 \ube44\uc6a9\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc77c\uad00\ub418\uace0 \uc798 \uad6c\uc870\ud654\ub41c \uc751\ub2f5\uc740 \uc798\ubabb\ub418\uac70\ub098 \uc0ac\uc6a9\ud560 \uc218 \uc5c6\ub294 \ucd9c\ub825\uc758 \uac00\ub2a5\uc131\uc744 \uc904\uc5ec\uc8fc\uba70, \uacb0\uacfc\uc801\uc73c\ub85c \uc815\ubcf4\ub97c \uba85\ud655\ud788 \ud558\uac70\ub098 \ud615\uc2dd\uc744 \ub2e4\uc2dc \uc9c0\uc815\ud558\uae30 \uc704\ud55c \ucd94\uac00 API \ud638\ucd9c\uc758 \ud544\uc694\uc131\uc744 \uc904\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n\n\n<p>JSON \ucd9c\ub825\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc740 \ud2b9\ud788 \ud6a8\uc728\uc131\uc5d0 \ud6a8\uacfc\uc801\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. JSON\uc740 \uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \uac04\uacb0\ud558\uac8c \ud45c\ud604\ud558\uace0, \uad6c\ubb38 \ubd84\uc11d \ubc0f \ub2e4\uc591\ud55c \uc2dc\uc2a4\ud15c\uacfc\uc758 \ud1b5\ud569\uc774 \uc6a9\uc774\ud558\uba70, \uc790\uc5f0\uc5b4 \uc751\ub2f5\uc5d0 \ube44\ud574 \ud1a0\ud070 \uc0ac\uc6a9\ub7c9\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ucd9c\ub825 \ud615\uc2dd \uc9c0\uc815 \ub3c4\uad6c\ub97c \ud65c\uc6a9\ud558\uba74 \uae30\uc5c5\uc740 LLM \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \uac04\uc18c\ud654\ud558\uace0 \ud1a0\ud070 \uc0ac\uc6a9\uc744 \ucd5c\uc801\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_9_Integrate_Non-LLM_Tools\"><\/span>\uc804\ub7b5 9: \ube44-LLM \ub3c4\uad6c \ud1b5\ud569\ud558\uae30<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM\uc740 \uac15\ub825\ud558\uc9c0\ub9cc \ubaa8\ub4e0 \uc791\uc5c5\uc5d0 \ud56d\uc0c1 \uac00\uc7a5 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \uc194\ub8e8\uc158\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ube44<a rel=\"noopener noreferrer\" href=\"http:\/\/skimai.com\/ko\/%ec%97%94%ed%84%b0%ed%94%84%eb%9d%bc%ec%9d%b4%ec%a6%88-llm-%ec%8a%a4%ed%83%9d%ec%9d%84-%ea%b5%ac%ec%b6%95%ed%95%98%eb%8a%94-%eb%b0%a9%eb%b2%95-4%ea%b0%80%ec%a7%80-%eb%8f%84%ea%b5%ac-%ec%8a%a4\/\">LLM \ub3c4\uad6c<\/a> \ub97c \uc6cc\ud06c\ud50c\ub85c\uc5d0 \ub3c4\uc785\ud558\uba74 \uace0\ud488\uc9c8\uc758 \uacb0\uacfc\ubb3c\uc744 \uc720\uc9c0\ud558\uba74\uc11c \uc6b4\uc601 \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>LLM\uc758 \ubaa8\ub4e0 \uae30\ub2a5\uc744 \ud544\uc694\ub85c \ud558\uc9c0 \uc54a\ub294 \ud2b9\uc815 \uc791\uc5c5\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud574 Python \uc2a4\ud06c\ub9bd\ud2b8\ub97c \ud1b5\ud569\ud558\uba74 \uc0c1\ub2f9\ud55c \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc21c\ud55c \ub370\uc774\ud130 \ucc98\ub9ac\ub098 \uaddc\uce59 \uae30\ubc18 \uc758\uc0ac \uacb0\uc815\uc740 \uae30\uc874 \ud504\ub85c\uadf8\ub798\ubc0d \uc811\uadfc \ubc29\uc2dd\uc744 \ud1b5\ud574 \ub354 \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc6cc\ud06c\ud50c\ub85c\uc6b0\uc5d0\uc11c LLM\uacfc \uae30\uc874 \ub3c4\uad6c\uc758 \uade0\ud615\uc744 \ub9de\ucd9c \ub54c\ub294 \uc791\uc5c5\uc758 \ubcf5\uc7a1\uc131, \ud544\uc694\ud55c \uc815\ud655\ub3c4, \uc7a0\uc7ac\uc801\uc778 \ube44\uc6a9 \uc808\uac10 \ud6a8\uacfc\ub97c \uace0\ub824\ud558\uc138\uc694. LLM\uacfc \uae30\uc874 \ub3c4\uad6c\uc758 \uac15\uc810\uc744 \ubaa8\ub450 \ud65c\uc6a9\ud558\ub294 \ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc \ubc29\uc2dd\uc774 \uc131\ub2a5\uacfc \ube44\uc6a9 \ud6a8\uc728\uc131 \uce21\uba74\uc5d0\uc11c \uac00\uc7a5 \uc88b\uc740 \uacb0\uacfc\ub97c \uac00\uc838\uc624\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ud558\uc774\ube0c\ub9ac\ub4dc \uc811\uadfc \ubc29\uc2dd\uc5d0 \ub300\ud55c \ucca0\uc800\ud55c \ube44\uc6a9 \ud3b8\uc775 \ubd84\uc11d\uc744 \uc218\ud589\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc11d\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc694\uc18c\ub97c \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n\n\n<ul class=\"wp-block-list\">\n<li><p>\uc0ac\uc6a9\uc790 \uc9c0\uc815 \ub3c4\uad6c\uc758 \uac1c\ubc1c \ubc0f \uc720\uc9c0 \uad00\ub9ac \ube44\uc6a9<\/p><\/li><li><p>\ucc98\ub9ac \uc2dc\uac04 \ubc0f \ub9ac\uc18c\uc2a4 \uc694\uad6c \uc0ac\ud56d<\/p><\/li><li><p>\ucd9c\ub825\uc758 \uc815\ud655\uc131 \ubc0f \uc2e0\ub8b0\uc131<\/p><\/li><li><p>\uc7a5\uae30\uc801\uc778 \ud655\uc7a5\uc131 \ubc0f \uc720\uc5f0\uc131<\/p><\/li>\n<\/ul>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"Strategy_10_Regular_Auditing_and_Optimization\"><\/span>\uc804\ub7b5 10: \uc815\uae30\uc801\uc778 \uac10\uc0ac \ubc0f \ucd5c\uc801\ud654<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>LLM \ube44\uc6a9 \uad00\ub9ac \uae30\ubc95\uc744 \ud655\ub9bd\ud558\ub294 \uac83\uc740 \uc9c0\uc18d\uc801\uc778 \uacbd\uacc4\uc640 \ucd5c\uc801\ud654\uac00 \ud544\uc694\ud55c \uc9c0\uc18d\uc801\uc778 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. LLM \uc0ac\uc6a9\ub7c9\uacfc \ube44\uc6a9\uc744 \uc815\uae30\uc801\uc73c\ub85c \uac10\uc0ac\ud558\ub294 \uac83\uc740 \ube44\ud6a8\uc728\uc801\uc778 \ubd80\ubd84\uc744 \ud30c\uc545\ud558\uace0 \ube44\uc6a9 \uad00\ub9ac\ub97c \uc704\ud55c \uac1c\uc120 \uc0ac\ud56d\uc744 \uad6c\ud604\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n<p>\uc9c0\uc18d\uc801\uc778 \ube44\uc6a9 \uad00\ub9ac\uc640 \ube44\uc6a9 \uc808\uac10\uc758 \uc911\uc694\uc131\uc740 \uc544\ubb34\ub9ac \uac15\uc870\ud574\ub3c4 \uc9c0\ub098\uce58\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. LLM \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774 \ubc1c\uc804\ud558\uace0 \ud655\uc7a5\ub428\uc5d0 \ub530\ub77c \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uc0c8\ub85c\uc6b4 \uacfc\uc81c\uc640 \uae30\ud68c\uac00 \ub4f1\uc7a5\ud560 \uac83\uc785\ub2c8\ub2e4. LLM \uc0ac\uc6a9\ub7c9\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc7a0\uc7ac\uc801\uc778 \ube44\uc6a9 \ucd08\uacfc\ub97c \ubc29\uc9c0\ud558\uace0 AI \ud22c\uc790\uac00 \ucd5c\ub300\uc758 \uac00\uce58\ub97c \ucc3d\ucd9c\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p>\ub0ad\ube44\ub418\ub294 \ud1a0\ud070\uc744 \ud30c\uc545\ud558\ub824\uba74 \uac15\ub825\ud55c \ucd94\uc801 \ubc0f \ubd84\uc11d \ub3c4\uad6c\ub97c \uad6c\ud604\ud558\uc138\uc694. \uc911\ubcf5 \ucffc\ub9ac, \uacfc\ub3c4\ud55c \ucee8\ud14d\uc2a4\ud2b8 \ucc3d \ub610\ub294 \ube44\ud6a8\uc728\uc801\uc778 \ud504\ub86c\ud504\ud2b8 \ub514\uc790\uc778 \ud328\ud134\uc744 \ucc3e\uc544\ubcf4\uc138\uc694. \uc774 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec LLM \uc804\ub7b5\uc744 \uac1c\uc120\ud558\uace0 \ubd88\ud544\uc694\ud55c \ud1a0\ud070 \uc18c\ube44\ub97c \uc81c\uac70\ud558\uc138\uc694.<\/p>\n\n\n<p>\ub9c8\uc9c0\ub9c9\uc73c\ub85c, \uc870\uc9c1 \ub0b4\uc5d0\uc11c \ube44\uc6a9\uc744 \uc758\uc2dd\ud558\ub294 \ubb38\ud654\ub97c \uc870\uc131\ud558\ub294 \uac83\uc774 \ud6a8\uc728\uc801\uc778 LLM \ub9ac\uc18c\uc2a4 \uad00\ub9ac\uc758 \uc7a5\uae30\uc801\uc778 \uc131\uacf5\uc744 \uc704\ud55c \ud575\uc2ec\uc785\ub2c8\ub2e4. \ud300\uc6d0\ub4e4\uc774 LLM \uc0ac\uc6a9\uc5d0 \ub530\ub978 \ube44\uc6a9 \uc601\ud5a5\uc744 \uace0\ub824\ud558\uace0 \ucd5c\uc801\ud654 \uae30\ud68c\ub97c \uc801\uadf9\uc801\uc73c\ub85c \ucc3e\uc544 \ube44\uc6a9\uc744 \uad00\ub9ac\ud558\ub3c4\ub85d \uc7a5\ub824\ud558\uc138\uc694. \ube44\uc6a9 \ud6a8\uc728\uc131\uc744 \uacf5\ub3d9\uc758 \ucc45\uc784\uc73c\ub85c \uc0bc\uc73c\uba74 \uae30\uc5c5\uc740 \ube44\uc6a9\uc744 \ud1b5\uc81c\ud558\uba74\uc11c LLM \uae30\uc220\uc758 \uc774\uc810\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"The_Bottom_Line\"><\/span>\uacb0\ub860<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n<p>\ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc5d4\ud130\ud504\ub77c\uc774\uc988 AI \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uacc4\uc18d \uc601\ud5a5\uc744 \ubbf8\uce58\uba74\uc11c LLM \ube44\uc6a9 \uad00\ub9ac\ub97c \uc219\ub2ec\ud558\ub294 \uac83\uc774 \uc7a5\uae30\uc801\uc778 \uc131\uacf5\uc744 \uc704\ud574 \ub9e4\uc6b0 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc2a4\ub9c8\ud2b8\ud55c \ubaa8\ub378 \uc120\ud0dd\ubd80\ud130 \uc815\uae30\uc801\uc778 \uac10\uc0ac \ubc0f \ucd5c\uc801\ud654\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc774 \ubb38\uc11c\uc5d0 \uc124\uba85\ub41c 10\uac00\uc9c0 \uc804\ub7b5\uc744 \uad6c\ud604\ud568\uc73c\ub85c\uc368 \uc870\uc9c1\uc740 \uc131\ub2a5\uc744 \uc720\uc9c0\ud558\uac70\ub098 \uac1c\uc120\ud558\uba74\uc11c LLM \ube44\uc6a9\uc744 \ud06c\uac8c \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud6a8\uacfc\uc801\uc778 \ube44\uc6a9 \uad00\ub9ac\ub294 \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \ubd84\uc11d \ubc0f \uc870\uc815\uc774 \ud544\uc694\ud55c \uc9c0\uc18d\uc801\uc778 \ud504\ub85c\uc138\uc2a4\ub77c\ub294 \uc810\uc744 \uae30\uc5b5\ud558\uc138\uc694. \ube44\uc6a9\uc744 \uc758\uc2dd\ud558\ub294 \ubb38\ud654\ub97c \uc870\uc131\ud558\uace0 \uc62c\ubc14\ub978 \ub3c4\uad6c\uc640 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uba74 \uc6b4\uc601 \ube44\uc6a9\uc744 \ud1b5\uc81c\ud558\uba74\uc11c LLM\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud558\uace0 AI \ud22c\uc790\uac00 \uae30\uc5c5\uc5d0 \ucd5c\ub300\uc758 \uac00\uce58\ub97c \uc81c\uacf5\ud558\ub3c4\ub85d \ubcf4\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n<p><strong><u>LLM \ube44\uc6a9 \uad00\ub9ac\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\ub824\uba74 \uc8fc\uc800\ud558\uc9c0 \ub9d0\uace0 \ubb38\uc758\ud558\uc138\uc694. <\/u><\/strong><\/p>","protected":false},"excerpt":{"rendered":"<p>As organizations increasingly rely on large language models (LLMs) for various applications, from customer service chatbots to content generation, the challenge of LLM cost management has come to the forefront. The operational costs associated with deploying and maintaining LLMs can quickly spiral out of control without proper oversight and optimization strategies. Unexpected cost spikes can [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":12942,"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-12927","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>10 Proven Strategies to Cut Your LLM Costs - Skim AI<\/title>\n<meta name=\"description\" content=\"Discover ten essential strategies to manage and optimize costs for large language models (LLMs) in your enterprise. 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