{"id":11177,"date":"2025-08-16T10:23:19","date_gmt":"2025-08-16T10:23:19","guid":{"rendered":"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/"},"modified":"2025-08-16T10:23:19","modified_gmt":"2025-08-16T10:23:19","slug":"acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler","status":"publish","type":"post","link":"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/","title":{"rendered":"A\u00e7\u0131k Kaynakl\u0131 Yapay Zek\u00e2 Modellerinde G\u00f6r\u00fclmeyen Maliyetler: Basit G\u00f6revlerde Bile Y\u00fcksek Token Kullan\u0131m\u0131yla Artan Giderler"},"content":{"rendered":"<p><div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 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\">\u0130\u00e7indekiler<\/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=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #ff0f0f;color:#ff0f0f\" 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: #ff0f0f;color:#ff0f0f\" 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:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Yapay_Zekada_Maliyet_Verimlilik_Kiskaci_Acik_ve_Kapali_Modellerin_Karsilastirilmasi\" >Yapay Zek&acirc;da Maliyet &amp; Verimlilik K&#305;skac&#305;: A&ccedil;&#305;k ve Kapal&#305; Modellerin Kar&#351;&#305;la&#351;t&#305;r&#305;lmas&#305;<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Nous_Research_Arastirmasi_Acik_Kaynak_Yapay_Zeka_Modellerinde_Beklenmeyen_Yuksek_Maliyetler\" >Nous Research Ara&#351;t&#305;rmas&#305;: A&ccedil;&#305;k Kaynak Yapay Zek&acirc; Modellerinde Beklenmeyen Y&uuml;ksek Maliyetler<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Modeller_Hangi_Gorevlerde_Test_Edildi\" >Modeller Hangi G&ouml;revlerde Test Edildi?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Token_Kullaniminda_Acik_Kaynakli_Modellerin_Dezavantajlari\" >Token Kullan&#305;m&#305;nda A&ccedil;&#305;k Kaynakl&#305; Modellerin Dezavantajlar&#305;<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Token_Tuketiminin_Sadece_Maliyete_Degil_Yanit_Suresine_Etkisi_de_Buyuk\" >Token T&uuml;ketiminin Sadece Maliyete De&#287;il, Yan&#305;t S&uuml;resine Etkisi de B&uuml;y&uuml;k<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Model_Optimizasyonu_Kapali_Kaynak_ve_Acik_Kaynak_Yaklasimlarindaki_Farklar\" >Model Optimizasyonu: Kapal&#305; Kaynak ve A&ccedil;&#305;k Kaynak Yakla&#351;&#305;mlar&#305;ndaki Farklar<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Acik_Kaynaklarda_Token_Tuketiminin_Maliyet_Tablosunda_Donustugu_Fark\" >A&ccedil;&#305;k Kaynaklarda Token T&uuml;ketiminin Maliyet Tablosunda D&ouml;n&uuml;&#351;t&uuml;&#287;&uuml; Fark<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Isletmeler_Icin_Stratejik_Sonuclar_Model_Seciminde_Nelere_Dikkat_Edilmeli\" >&#304;&#351;letmeler &#304;&ccedil;in Stratejik Sonu&ccedil;lar: Model Se&ccedil;iminde Nelere Dikkat Edilmeli?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/#Ozet_En_Verimli_Yapay_Zeka_Modeli_Nasil_Secilir\" >&Ouml;zet: En Verimli Yapay Zek&acirc; Modeli Nas&#305;l Se&ccedil;ilir?<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Yapay_Zekada_Maliyet_Verimlilik_Kiskaci_Acik_ve_Kapali_Modellerin_Karsilastirilmasi\"><\/span>Yapay Zek&acirc;da Maliyet &amp; Verimlilik K&#305;skac&#305;: A&ccedil;&#305;k ve Kapal&#305; Modellerin Kar&#351;&#305;la&#351;t&#305;r&#305;lmas&#305;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" src=\"https:\/\/www.vipservis.com\/blog\/wp-content\/uploads\/2025\/08\/49eb1d6acc1266fb9e873012bacca22eb70287de.jpeg\" alt=\"a&ccedil;&#305;k kaynakl&#305; yapay zeka modelleri\" class=\"\" style=\"max-width: 100%;height: auto;margin: 10px auto\"><\/p>\n<\/p>\n<p><b>Yapay zek&acirc; teknolojileri<\/b> g&uuml;n&uuml;m&uuml;z&uuml;n en h&#305;zl&#305; geli&#351;en alanlar&#305;ndan biri olurken, bu teknolojileri i&#351;letmelerine entegre etmek isteyen &#351;irketler i&ccedil;in maliyet ve verimlilik aras&#305;ndaki dengenin &ouml;nemi her ge&ccedil;en g&uuml;n art&#305;yor. Modeller aras&#305;ndaki i&#351;lem verimlili&#287;i ve kaynak t&uuml;ketimi, toplam sahip olma maliyetinde belirleyici bir fakt&ouml;r olarak &ouml;ne &ccedil;&#305;k&#305;yor. &Ouml;zellikle <b>a&ccedil;&#305;k kaynakl&#305; yapay zek&acirc;<\/b> modelleri, lisans maliyetlerinin d&uuml;&#351;&uuml;kl&uuml;&#287;&uuml;yle ilk bak&#305;&#351;ta avantajl&#305; gibi g&ouml;r&uuml;nse de, yap&#305;lan son ara&#351;t&#305;rmalar i&#351;in as&#305;l maliyet boyutunu ortaya koyuyor.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Nous_Research_Arastirmasi_Acik_Kaynak_Yapay_Zeka_Modellerinde_Beklenmeyen_Yuksek_Maliyetler\"><\/span>Nous Research Ara&#351;t&#305;rmas&#305;: A&ccedil;&#305;k Kaynak Yapay Zek&acirc; Modellerinde Beklenmeyen Y&uuml;ksek Maliyetler<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/p>\n<p><b>Nous Research<\/b> taraf&#305;ndan haz&#305;rlanan ve sekt&ouml;r&uuml;n &ouml;nde gelen kapal&#305; (proprietary) yapay zek&acirc; modelleri ile pop&uuml;ler a&ccedil;&#305;k kaynak modellerini kar&#351;&#305;la&#351;t&#305;ran son ara&#351;t&#305;rma, &ouml;zellikle i&#351;lemci g&uuml;c&uuml; ve token t&uuml;ketimi a&ccedil;&#305;s&#305;ndan &ccedil;arp&#305;c&#305; sonu&ccedil;lara ula&#351;t&#305;. Ara&#351;t&#305;rmada, Google ve OpenAI gibi b&uuml;y&uuml;k &#351;irketlerin geli&#351;tirdi&#287;i kapal&#305; modeller kar&#351;&#305;s&#305;nda DeepSeek, Magistral ve Llama gibi a&ccedil;&#305;k kaynak alternatifleri incelendi.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Modeller_Hangi_Gorevlerde_Test_Edildi\"><\/span>Modeller Hangi G&ouml;revlerde Test Edildi?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&Ccedil;al&#305;&#351;mada <b>basit bilgi sorular&#305;<\/b>, temel matematiksel i&#351;lemler ve <b>mant&#305;k bulmacalar&#305;<\/b> gibi &ccedil;ok &ccedil;e&#351;itli g&ouml;revler temel al&#305;nd&#305;. Modellerin bu g&ouml;revlerdeki performanslar&#305; ile birlikte ne kadar token t&uuml;kettikleri k&#305;yasland&#305;.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Token_Kullaniminda_Acik_Kaynakli_Modellerin_Dezavantajlari\"><\/span>Token Kullan&#305;m&#305;nda A&ccedil;&#305;k Kaynakl&#305; Modellerin Dezavantajlar&#305;<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/p>\n<table>\n<tr>\n<th>Model T&uuml;r&uuml;<\/th>\n<th>Ortalama Token Kullan&#305;m&#305;<\/th>\n<th>Maliyet E&#287;ilimi<\/th>\n<\/tr>\n<tr>\n<td>Kapal&#305; Kaynak (OpenAI, Google)<\/td>\n<td>1 birim<\/td>\n<td>D&uuml;&#351;&uuml;k\/Azalan<\/td>\n<\/tr>\n<tr>\n<td>A&ccedil;&#305;k Kaynak (DeepSeek, Magistral, Llama)<\/td>\n<td>1,5-10 kat fazla<\/td>\n<td>Y&uuml;ksek\/Artan<\/td>\n<\/tr>\n<\/table>\n<p>Ara&#351;t&#305;rma sonu&ccedil;lar&#305;na g&ouml;re, a&ccedil;&#305;k kaynakl&#305; yapay zek&acirc; modelleri basit bilgi sorular&#305;nda kapal&#305; modellere k&#305;yasla <b>10 kata kadar daha fazla token<\/b> t&uuml;ketiyor. Matematik ve mant&#305;k sorular&#305;nda ise bu fark g&ouml;rece daha d&uuml;&#351;&uuml;k kalsa da artan token kullan&#305;m&#305;yla maliyetler ciddi &#351;ekilde art&#305;yor.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Token_Tuketiminin_Sadece_Maliyete_Degil_Yanit_Suresine_Etkisi_de_Buyuk\"><\/span>Token T&uuml;ketiminin Sadece Maliyete De&#287;il, Yan&#305;t S&uuml;resine Etkisi de B&uuml;y&uuml;k<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>&Ccedil;al&#305;&#351;ma ayr&#305;ca, <b>y&uuml;ksek token t&uuml;ketiminin<\/b> sadece finansal maliyeti y&uuml;kseltmekle kalmad&#305;&#287;&#305;n&#305;, ayn&#305; zamanda API yan&#305;t s&uuml;relerinde gecikmeye ve i&#351;lem s&uuml;relerinin uzamas&#305;na da yol a&ccedil;t&#305;&#287;&#305;n&#305; g&ouml;steriyor. &Ouml;zellikle &uuml;retim ortamlar&#305;nda d&uuml;&#351;&uuml;k gecikme s&uuml;releri kritik &ouml;neme sahip oldu&#287;undan, bu detay &#351;irketler i&ccedil;in b&uuml;y&uuml;k bir dezavantaja d&ouml;n&uuml;&#351;ebilir.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Model_Optimizasyonu_Kapali_Kaynak_ve_Acik_Kaynak_Yaklasimlarindaki_Farklar\"><\/span>Model Optimizasyonu: Kapal&#305; Kaynak ve A&ccedil;&#305;k Kaynak Yakla&#351;&#305;mlar&#305;ndaki Farklar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/p>\n<p>Kapal&#305; kaynakl&#305; yapay zek&acirc; sistemlerinin (&ouml;rne&#287;in OpenAI, Grok-4) yan&#305;t verirken m&uuml;mk&uuml;n olan en az token&#305; t&uuml;ketmek &uuml;zere optimize edildi&#287;i g&ouml;zlemlenirken, a&ccedil;&#305;k kaynakl&#305; modellerde ise kimi durumlarda ek token harcayarak daha derin mant&#305;k y&uuml;r&uuml;tme becerisi hedefleniyor. <b>llama-3.3-nemotron-super-49b-v1<\/b> modeli a&ccedil;&#305;k kaynak se&ccedil;enekleri aras&#305;nda en verimlilerden kabul edilse de, Magistral ailesi y&uuml;ksek kaynak ve token kullan&#305;m&#305; nedeniyle &ouml;ne &ccedil;&#305;k&#305;yor.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Acik_Kaynaklarda_Token_Tuketiminin_Maliyet_Tablosunda_Donustugu_Fark\"><\/span>A&ccedil;&#305;k Kaynaklarda Token T&uuml;ketiminin Maliyet Tablosunda D&ouml;n&uuml;&#351;t&uuml;&#287;&uuml; Fark<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<table>\n<tr>\n<th>Model<\/th>\n<th>Verimlilik Durumu<\/th>\n<\/tr>\n<tr>\n<td>llama-3.3-nemotron-super-49b-v1<\/td>\n<td>En verimli a&ccedil;&#305;k kaynak model<\/td>\n<\/tr>\n<tr>\n<td>Magistral<\/td>\n<td>En fazla kaynak ve token t&uuml;keten<\/td>\n<\/tr>\n<\/table>\n<p>Bunun sonucunda, i&#351; y&uuml;k&uuml; artt&#305;k&ccedil;a bar&#305;nd&#305;rma ve donan&#305;m maliyetleri d&uuml;&#351;&uuml;k de olsa <b>fazla token kullan&#305;m&#305;<\/b> nedeniyle a&ccedil;&#305;k kaynakl&#305; bir modelin toplam maliyeti kapal&#305; modellere g&ouml;re &ccedil;ok daha y&uuml;ksek olabiliyor.<\/p>\n<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Isletmeler_Icin_Stratejik_Sonuclar_Model_Seciminde_Nelere_Dikkat_Edilmeli\"><\/span>&#304;&#351;letmeler &#304;&ccedil;in Stratejik Sonu&ccedil;lar: Model Se&ccedil;iminde Nelere Dikkat Edilmeli?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><b>&#350;irketlerin a&ccedil;&#305;k kaynakl&#305; yapay zek&acirc; modellerini tercih etmesi durumunda<\/b> sadece lisans &uuml;cretlerini de&#287;il, <b>i&#351;lem verimlili&#287;i<\/b>, token kullan&#305;m&#305; ve donan&#305;m ihtiyac&#305; gibi parametreleri de detayl&#305; bi&ccedil;imde g&ouml;z &ouml;n&uuml;nde bulundurmas&#305; gerekiyor. &#304;lk etapta uygun maliyetli gibi g&ouml;r&uuml;nen a&ccedil;&#305;k kaynak &ccedil;&ouml;z&uuml;mler zaman i&ccedil;inde daha b&uuml;y&uuml;k kaynak t&uuml;ketimi yaratarak toplamda beklenenden fazla maliyet &ccedil;&#305;karabilir.<\/p>\n<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Ozet_En_Verimli_Yapay_Zeka_Modeli_Nasil_Secilir\"><\/span>&Ouml;zet: En Verimli Yapay Zek&acirc; Modeli Nas&#305;l Se&ccedil;ilir?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><b>Lisans maliyeti<\/b> kadar <b>token t&uuml;ketimi<\/b> daima dikkate al&#305;nmal&#305;.<\/li>\n<li>Ger&ccedil;ek i&#351; y&uuml;kleri alt&#305;nda modellerin performans&#305; test edilmeli.<\/li>\n<li>Token ba&#351;&#305;na i&#351;lem s&uuml;releri ve gecikmeler izlenmeli.<\/li>\n<li>T&uuml;m bu de&#287;i&#351;kenler baz al&#305;narak toplam sahip olma maliyeti (TCO) hesaba kat&#305;lmal&#305;.<\/li>\n<\/ul>\n<p>Sonu&ccedil; olarak, a&ccedil;&#305;k kaynakl&#305; yapay zek&acirc; modellerinin cazip g&ouml;r&uuml;nen lisans &uuml;cretlerinin &ouml;tesinde <b>i&#351;letme maliyetleri<\/b> a&ccedil;&#305;s&#305;ndan s&uuml;rprizlerle kar&#351;&#305;la&#351;mamak i&ccedil;in, teknoloji se&ccedil;iminde kapsaml&#305; bir analiz &#351;artt&#305;r.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Yapay Zek&acirc;da Maliyet &amp; Verimlilik K&#305;skac&#305;: A&ccedil;&#305;k ve Kapal&#305; Modellerin Kar&#351;&#305;la&#351;t&#305;r&#305;lmas&#305; Yapay zek&acirc; teknolojileri g&uuml;n&uuml;m&uuml;z&uuml;n en h&#305;zl&#305; geli&#351;en alanlar&#305;ndan biri olurken, bu teknolojileri i&#351;letmelerine entegre etmek isteyen &#351;irketler i&ccedil;in maliyet ve verimlilik aras&#305;ndaki dengenin &ouml;nemi her ge&ccedil;en g&uuml;n art&#305;yor. Modeller aras&#305;ndaki i&#351;lem verimlili&#287;i ve kaynak t&uuml;ketimi, toplam sahip olma maliyetinde belirleyici bir fakt&ouml;r olarak &ouml;ne [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":11175,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[17214],"tags":[],"class_list":["post-11177","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-yapay-zeka-haberleri-ve-icerikleri"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v23.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>A\u00e7\u0131k Kaynakl\u0131 Yapay Zek\u00e2 Modellerinde G\u00f6r\u00fclmeyen Maliyetler: Basit G\u00f6revlerde Bile Y\u00fcksek Token Kullan\u0131m\u0131yla Artan Giderler - Vipservis Blog<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.vipservis.com\/blog\/acik-kaynakli-yapay-zeka-modellerinde-gorulmeyen-maliyetler-basit-gorevlerde-bile-yuksek-token-kullanimiyla-artan-giderler\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"A\u00e7\u0131k Kaynakl\u0131 Yapay Zek\u00e2 Modellerinde G\u00f6r\u00fclmeyen Maliyetler: Basit G\u00f6revlerde Bile Y\u00fcksek Token Kullan\u0131m\u0131yla Artan Giderler - Vipservis Blog\" \/>\n<meta property=\"og:description\" content=\"Yapay Zek&acirc;da Maliyet &amp; Verimlilik K&#305;skac&#305;: A&ccedil;&#305;k ve Kapal&#305; Modellerin Kar&#351;&#305;la&#351;t&#305;r&#305;lmas&#305; Yapay zek&acirc; teknolojileri g&uuml;n&uuml;m&uuml;z&uuml;n en h&#305;zl&#305; geli&#351;en alanlar&#305;ndan biri olurken, bu teknolojileri i&#351;letmelerine entegre etmek isteyen &#351;irketler i&ccedil;in maliyet ve verimlilik aras&#305;ndaki dengenin &ouml;nemi her ge&ccedil;en g&uuml;n art&#305;yor. 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