{"id":30131,"date":"2026-02-25T05:03:10","date_gmt":"2026-02-25T05:03:10","guid":{"rendered":"https:\/\/nekudos.com\/sap-ai-governance-btp\/"},"modified":"2026-02-25T05:03:28","modified_gmt":"2026-02-25T05:03:28","slug":"sap-ai-governance-btp","status":"publish","type":"post","link":"https:\/\/nekudos.com\/en\/sap-ai-governance-btp\/","title":{"rendered":"SAP AI Governance ile BTP ortam\u0131nda etik ve g\u00fcvenli yapay zeka y\u00f6netimi"},"content":{"rendered":"<h1 id=\"sapaigovernance\"><strong>SAP AI Governance<\/strong><\/h1>\n<hr \/>\n<h3 id=\"giri\"><strong>Giri\u015f<\/strong><\/h3>\n<p>SAP AI Governance, kurumsal yap\u0131da yapay zeka sistemlerinin g\u00fcvenli, etik ve kontroll\u00fc y\u00f6netimini sa\u011flayan bir y\u00f6neti\u015fim modelidir. Bu kavram, AI otomasyonu ve SAP BTP entegrasyonu i\u00e7inde do\u011fru politika ve s\u00fcre\u00e7lerin tan\u0131mlanmas\u0131n\u0131 zorunlu k\u0131lar. Kurulu\u015flar\u0131n ama\u00e7lad\u0131\u011f\u0131 y\u00fcksek performansl\u0131 ve uyumlu AI mimarilerini s\u00fcrd\u00fcr\u00fclebilir k\u0131lmak i\u00e7in sap ai governance stratejik bir \u00f6nceliktir.<\/p>\n<hr \/>\n<h3 id=\"sapaigovernancetanm\"><strong>SAP AI Governance tan\u0131m\u0131<\/strong><\/h3>\n<p>SAP AI Governance, SAP ekosistemi \u00fczerinde \u00e7al\u0131\u015fan yapay zeka algoritmalar\u0131n\u0131n tasar\u0131mdan \u00fcretime kadar izlenebilir, denetlenebilir ve g\u00fcvenli halde tutulmas\u0131n\u0131 sa\u011flayan bir y\u00f6netim \u00e7er\u00e7evesidir. Bu yap\u0131, sadece teknik kontrol de\u011fil ayn\u0131 zamanda AI policy d\u00fczeyinde kurumsal etik, veri mahremiyeti ve yasal uyumlulu\u011fu garanti eder. SAP dan\u0131\u015fmanlar\u0131 i\u00e7in governance katman\u0131, model performans\u0131n\u0131 y\u00f6netirken ayn\u0131 zamanda sorumluluk zincirini de tan\u0131mlar.<\/p>\n<hr \/>\n<h3 id=\"sapaigovernancenaslalr\"><strong>sap ai governance nas\u0131l \u00e7al\u0131\u015f\u0131r<\/strong><\/h3>\n<p>SAP ortam\u0131nda AI y\u00f6neti\u015fimi, BTP (Business Technology Platform) \u00fczerinde konumlanan bir dizi y\u00f6netim servisiyle uygulan\u0131r. S\u00fcre\u00e7, AI lifecycle boyunca veri toplama, model e\u011fitimi, de\u011ferlendirme, devreye alma ve izleme ad\u0131mlar\u0131n\u0131 kapsar. Governance mekanizmalar\u0131 bu a\u015famalar\u0131n her birinde politikalar\u0131, risk e\u015fiklerini ve performans kriterlerini uygulamaya d\u00f6n\u00fc\u015ft\u00fcr\u00fcr.<\/p>\n<hr \/>\n<h3 id=\"temelparametrelerveayarlar\"><strong>Temel parametreler ve ayarlar<\/strong><\/h3>\n<p>Bir sap ai governance sistemi kurarken ilk ad\u0131m politikalar\u0131 (ai policy) tan\u0131mlamakt\u0131r. Temel ayarlar aras\u0131nda kimlik do\u011frulama kurallar\u0131, veri eri\u015fim izinleri, a\u00e7\u0131klanabilirlik seviyeleri, model versiyonlama ve hedef KPI\u2019lar yer al\u0131r. SAP AI Core veya SAP AI Launchpad gibi ara\u00e7larda bu parametreler merkezi olarak y\u00f6netilir.<\/p>\n<hr \/>\n<h3 id=\"skyaplanhatalarvekanmayntemleri\"><strong>S\u0131k yap\u0131lan hatalar ve ka\u00e7\u0131nma y\u00f6ntemleri<\/strong><\/h3>\n<p>Yayg\u0131n hatalar aras\u0131nda politika tan\u0131mlar\u0131n\u0131n yetersizli\u011fi, loglama mekanizmalar\u0131n\u0131n devreye al\u0131nmamas\u0131 ve veri kaynaklar\u0131n\u0131n g\u00fcvenlik etiketlenmesinin ihmal edilmesi bulunur. Bunlardan ka\u00e7\u0131nmak i\u00e7in AI policy \u015fablonlar\u0131n\u0131 her proje \u00f6ncesinde kurumsal y\u00f6nergelere g\u00f6re kontrol etmek gerekir. Ayr\u0131ca governance metrikleri d\u00fczenli olarak performans raporlar\u0131na entegre edilmelidir.<\/p>\n<hr \/>\n<h3 id=\"gereksistemlerdeuygulamarnekleri\"><strong>Ger\u00e7ek sistemlerde uygulama \u00f6rnekleri<\/strong><\/h3>\n<p>Bir m\u00fc\u015fteri hizmetleri otomasyonunda SAP BTP \u00fczerinde \u00e7al\u0131\u015fan bir chatbot modeli, governance kapsam\u0131nda performans e\u015fiklerine ve veri gizlilik kurallar\u0131na ba\u011flan\u0131r. E\u011fitim verileri anonimle\u015ftirilir, model davran\u0131\u015f\u0131 ayl\u0131k raporlar \u00fczerinden de\u011ferlendirilir. B\u00f6ylece sistem hem yasal \u00e7er\u00e7evede hem kurumsal etik standartlarda kal\u0131r.<\/p>\n<hr \/>\n<h3 id=\"teknikaklamaderinseviye\"><strong>Teknik a\u00e7\u0131klama (derin seviye)<\/strong><\/h3>\n<p>Advanced d\u00fczeyde SAP AI Governance, BTP mimarisi i\u00e7inde metadata odakl\u0131 bir kontrol katman\u0131d\u0131r. Veri ak\u0131\u015f\u0131 SAP Data Intelligence \u00fczerinden ge\u00e7er, her modelin metadata\u2019s\u0131 bir governance servisine kay\u0131t edilir. Bu servis, API tabanl\u0131 do\u011frulama yaparak AI policy kurallar\u0131n\u0131 model \u00e7\u0131kt\u0131s\u0131na uygular. Performans y\u00f6netimi i\u00e7in pipeline\u2019larda d\u00fczenli validation ve drift kontrol\u00fc yap\u0131l\u0131r. B\u00f6ylece sap ai governance hem hesap verebilirli\u011fi hem de sistemin uzun vadeli stabilitesini sa\u011flar.<\/p>\n<hr \/>\n<h3 id=\"letmeleriinnedenkritiktir\"><strong>\u0130\u015fletmeler i\u00e7in neden kritiktir<\/strong><\/h3>\n<ul>\n<li><strong>Performans<\/strong>: Modellerin tutarl\u0131l\u0131\u011f\u0131n\u0131 ve sonu\u00e7 kalitesini korur.  <\/li>\n<li><strong>G\u00fcvenilirlik<\/strong>: Hatal\u0131 veya yanl\u0131 AI kararlar\u0131n\u0131 \u00f6nler.  <\/li>\n<li><strong>Maliyet<\/strong>: Gereksiz yeniden e\u011fitim veya hatal\u0131 karar maliyetlerini d\u00fc\u015f\u00fcr\u00fcr.  <\/li>\n<li><strong>\u00d6l\u00e7ekleme<\/strong>: Farkl\u0131 sistemlerde merkezi y\u00f6netim sa\u011flar.  <\/li>\n<li><strong>Otomasyon<\/strong>: S\u00fcre\u00e7leri standart hale getirir, manuel denetimi azalt\u0131r.  <\/li>\n<li><strong>Karar alma<\/strong>: Y\u00f6netim panellerinde \u015feffaf AI izleme imkan\u0131 sunar.  <\/li>\n<li><strong>Operasyonel verimlilik<\/strong>: Uygulama ekipleri aras\u0131nda s\u00fcre\u00e7 ak\u0131\u015f\u0131n\u0131 h\u0131zland\u0131r\u0131r.<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"bukavramnekudosteknolojiiindenasluygulanr\"><strong>Bu kavram NeKuDos Teknoloji i\u00e7inde nas\u0131l uygulan\u0131r<\/strong><\/h3>\n<p>NeKuDos Teknoloji, SAP projelerinde AI otomasyonu ve veri y\u00f6neti\u015fimi katmanlar\u0131n\u0131 ortak bir governance yap\u0131s\u0131nda toplar. SAP BTP \u00fczerinde model izleme, veri do\u011frulama ve politika uyumlulu\u011fu mod\u00fclleri kullan\u0131l\u0131r. Kurumsal d\u00fczeyde governance kay\u0131tlar\u0131, SAP Integration Suite ile operasyonel sistemlere ba\u011fl\u0131d\u0131r. Bu yakla\u015f\u0131m, uzun vadeli s\u00fcrd\u00fcr\u00fclebilirlik ve denetlenebilirlik i\u00e7in temel olu\u015fturur.<\/p>\n<hr \/>\n<h3 id=\"sapdanmanlarityneticilerictolariingerekbirsenaryo\"><strong>SAP dan\u0131\u015fmanlar\u0131, IT y\u00f6neticileri, CTOlar i\u00e7in ger\u00e7ek bir senaryo<\/strong><\/h3>\n<ol>\n<li><strong>Sorun<\/strong>: Bir \u00fcretim \u015firketinde tahmin modelleri beklenmedik sapmalar g\u00f6steriyor.  <\/li>\n<li><strong>Ba\u011flam<\/strong>: SAP BTP \u00fczerinde AI modelleri karma veri kaynaklar\u0131ndan besleniyor.  <\/li>\n<li><strong>Kavram\u0131n uygulanmas\u0131<\/strong>: sap ai governance devreye al\u0131narak veri do\u011frulama politikalar\u0131 ve model performans metrikleri yeniden tan\u0131mlan\u0131yor.  <\/li>\n<li><strong>Sonu\u00e7<\/strong>: Modelin \u00e7\u0131kt\u0131lar\u0131 istikrara kavu\u015fuyor, kararl\u0131l\u0131k %15 art\u0131yor.  <\/li>\n<li><strong>\u0130\u015f etkisi<\/strong>: \u00dcretim planlama kararlar\u0131 daha tutarl\u0131 hale geliyor, maliyet kay\u0131plar\u0131 \u00f6nleniyor.<\/li>\n<\/ol>\n<hr \/>\n<h3 id=\"skyaplanhatalarveeniyiuygulamalar\"><strong>S\u0131k yap\u0131lan hatalar ve en iyi uygulamalar<\/strong><\/h3>\n<ul>\n<li>Governance ayarlar\u0131n\u0131 yaln\u0131zca teknik ekiplerin kontrol\u00fcne b\u0131rakmak hatal\u0131d\u0131r. Y\u00f6netim ve etik komiteleri s\u00fcrece dahil edilmelidir.  <\/li>\n<li>Veri etiketleme ve model a\u00e7\u0131klanabilirlik raporlar\u0131, AI policy i\u00e7inde zorunlu hale getirilmelidir.  <\/li>\n<li>En iyi uygulama olarak governance verilerini SAP Analytics Cloud \u00fczerinden d\u00fczenli dashboardlarla takip etmek faydal\u0131d\u0131r.  <\/li>\n<li>S\u00fcrekli denetim ve model drift analizi, sistemin uzun vadeli g\u00fcvenilirli\u011fini sa\u011flar.<\/li>\n<\/ul>\n<hr \/>\n<h3 id=\"sonu\"><strong>Sonu\u00e7<\/strong><\/h3>\n<p>SAP AI Governance, yapay zeka sistemlerinin kurumsal kontrol, etik uyum ve performans y\u00f6netimini ayn\u0131 yap\u0131 alt\u0131nda toplamay\u0131 hedefler. SAP BTP ekosisteminde uyguland\u0131\u011f\u0131nda, veri y\u00f6neti\u015fimiyle birle\u015ferek \u00f6l\u00e7\u00fclebilir ve denetlenebilir AI operasyonlar\u0131 olu\u015fturur. NeKuDos Teknoloji\u2019nin yakla\u015f\u0131m\u0131, bu y\u00f6neti\u015fimi t\u00fcm SAP entegrasyonlar\u0131nda s\u00fcrd\u00fcr\u00fclebilir bi\u00e7imde konumland\u0131rmay\u0131 temel kabul eder.<\/p>","protected":false},"excerpt":{"rendered":"<p>SAP AI Governance Giri\u015f SAP AI Governance, kurumsal yap\u0131da yapay zeka sistemlerinin g\u00fcvenli, etik ve kontroll\u00fc y\u00f6netimini sa\u011flayan bir y\u00f6neti\u015fim modelidir. Bu kavram, AI otomasyonu ve SAP BTP entegrasyonu i\u00e7inde do\u011fru politika ve s\u00fcre\u00e7lerin tan\u0131mlanmas\u0131n\u0131 zorunlu k\u0131lar. Kurulu\u015flar\u0131n ama\u00e7lad\u0131\u011f\u0131 y\u00fcksek performansl\u0131 ve uyumlu AI mimarilerini s\u00fcrd\u00fcr\u00fclebilir k\u0131lmak i\u00e7in sap ai governance stratejik bir \u00f6nceliktir. SAP&hellip;<\/p>","protected":false},"author":2,"featured_media":30132,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_sitemap_exclude":false,"_sitemap_priority":"","_sitemap_frequency":"","footnotes":""},"categories":[122],"tags":[],"class_list":["post-30131","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-sap","category-122","description-off"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>SAP AI Governance ile BTP ortam\u0131nda etik ve g\u00fcvenli yapay zeka y\u00f6netimi - NeKuDos Teknoloji<\/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:\/\/nekudos.com\/en\/sap-ai-governance-btp\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"SAP AI Governance ile BTP ortam\u0131nda etik ve g\u00fcvenli yapay zeka y\u00f6netimi - NeKuDos Teknoloji\" \/>\n<meta property=\"og:description\" content=\"SAP AI Governance Giri\u015f SAP AI Governance, kurumsal yap\u0131da yapay zeka sistemlerinin g\u00fcvenli, etik ve kontroll\u00fc y\u00f6netimini sa\u011flayan bir y\u00f6neti\u015fim modelidir. Bu kavram, AI otomasyonu ve SAP BTP entegrasyonu i\u00e7inde do\u011fru politika ve s\u00fcre\u00e7lerin tan\u0131mlanmas\u0131n\u0131 zorunlu k\u0131lar. Kurulu\u015flar\u0131n ama\u00e7lad\u0131\u011f\u0131 y\u00fcksek performansl\u0131 ve uyumlu AI mimarilerini s\u00fcrd\u00fcr\u00fclebilir k\u0131lmak i\u00e7in sap ai governance stratejik bir \u00f6nceliktir. 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