{"id":9428,"date":"2026-05-20T13:56:52","date_gmt":"2026-05-20T13:56:52","guid":{"rendered":"https:\/\/artiwise.com\/tr\/?p=9428"},"modified":"2026-05-20T13:57:29","modified_gmt":"2026-05-20T13:57:29","slug":"sozcuklerden-niyetlere-kurumsal-bilincin-insasi","status":"publish","type":"post","link":"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/","title":{"rendered":"S\u00f6zc\u00fcklerden Niyetlere Kurumsal Bilincin \u0130n\u015fas\u0131"},"content":{"rendered":"
Bu yaz\u0131, Co-Founder ve CTO\u2019muz Fatih Samet \u00c7etin taraf\u0131ndan Harvard Business Review T\u00fcrkiye i\u00e7in kaleme al\u0131nm\u0131\u015f ve ilk olarak 14 May\u0131s 2026 tarihinde HBR T\u00fcrkiye\u2019de yay\u0131mlanm\u0131\u015ft\u0131r.<\/strong><\/em><\/h5>\n
\u0130\u00e7erik, orijinal yay\u0131na sad\u0131k kal\u0131narak hi\u00e7bir editoryal de\u011fi\u015fiklik yap\u0131lmadan a\u015fa\u011f\u0131da payla\u015f\u0131lm\u0131\u015ft\u0131r.<\/strong><\/em><\/h5>\n

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Yapay zek\u00e2 ara\u00e7lar\u0131n\u0131n yayg\u0131nla\u015fmas\u0131yla, bir\u00e7ok \u015firket b\u00fcy\u00fck dil modellerinin (LLM) sundu\u011fu jenerik \u00e7\u00f6z\u00fcmlerle m\u00fc\u015fteri deneyimi y\u00f6netimine dair stratejik kararlar almaya \u00e7al\u0131\u015f\u0131yor. Haz\u0131r yapay zek\u00e2 modellerini tak-\u00e7al\u0131\u015ft\u0131r mant\u0131\u011f\u0131yla kullanarak b\u00fcy\u00fck veri y\u0131\u011f\u0131nlar\u0131 i\u00e7erisinden anlaml\u0131 i\u00e7g\u00f6r\u00fcler \u00e7\u0131kar\u0131labilece\u011fi varsay\u0131l\u0131yor. Bu yakla\u015f\u0131m, dilin bir kelime y\u0131\u011f\u0131n\u0131ndan ibaret olmayan; ba\u011flama, k\u00fclt\u00fcrel n\u00fcanslara ve ili\u015fkiselli\u011fe s\u0131k\u0131 s\u0131k\u0131ya ba\u011fl\u0131 do\u011fas\u0131 nedeniyle \u00e7o\u011fu zaman s\u0131n\u0131rl\u0131 kal\u0131yor.<\/p>\n

Dilin \u00f6rt\u00fcl\u00fc niyetlerini ve ironik tonlar\u0131n\u0131 saptayamayan salt istatistiksel bir algoritma, \u201cHarika bir i\u015f \u00e7\u0131kard\u0131n!\u201d c\u00fcmlesini rahatl\u0131kla pozitif bir \u00f6vg\u00fc olarak etiketleyebilir. Oysa bu c\u00fcmle, \u00f6nceki olay dizisine ve kurumsal ba\u011flama oturtuldu\u011funda kinayeli bir ele\u015ftiri de bar\u0131nd\u0131rm\u0131\u015f olabilir. Ba\u011flam\u0131n bu \u00e7ok katmanl\u0131 yap\u0131s\u0131n\u0131 yakalamak, yaln\u0131zca kelimeleri de\u011fil; alt metni, niyeti ve s\u00f6ylemin yerle\u015fti\u011fi ili\u015fkiler a\u011f\u0131n\u0131 da okuyabilmeyi gerektiriyor. Anlamsal g\u00fcr\u00fclt\u00fcy\u00fc temizlemek, tek tek kelimeler yerine c\u00fcmlelerin alt metinlerine ve kurumsal haf\u0131zaya odaklanan dikkat mekanizmalar\u0131 kurmakla m\u00fcmk\u00fcn hale geliyor.<\/p>\n

Anlam\u0131n n\u00fcanslar\u0131n\u0131 yakalamak b\u00f6ylesine incelikli bir yakla\u015f\u0131m gerektirirken, yapay zek\u00e2 algoritmalar\u0131 taraf\u0131ndan ortaya at\u0131lan kurumsal stratejilerin dayanaklar\u0131n\u0131n da olabildi\u011fince \u015feffaf olmas\u0131 gerekiyor. Algoritmalar\u0131n \u00fcretti\u011fi bir stratejinin y\u00f6netim kurullar\u0131nda kabul g\u00f6rebilmesi i\u00e7in rasyonel bir kan\u0131t zeminine oturmas\u0131 \u015fart. Bu nedenle, i\u015f d\u00fcnyas\u0131n\u0131n ihtiya\u00e7 duydu\u011fu a\u00e7\u0131klanabilir yapay zek\u00e2 mimarileri yaln\u0131zca sonu\u00e7 \u00fcretmekle kalm\u0131yor; bu sonu\u00e7lara temel te\u015fkil eden k\u00f6k nedenleri, ba\u011flam par\u00e7alar\u0131n\u0131 ve diyalog \u00f6beklerini de g\u00f6r\u00fcn\u00fcr hale getiriyor.<\/p>\n

M\u00fc\u015fteri deneyimi y\u00f6netiminde, \u00f6zellikle kar\u015f\u0131l\u0131kl\u0131 diyaloglar\u0131n yer ald\u0131\u011f\u0131 kompleks etkile\u015fimlerde, hangi karar\u0131n neye dayanarak verildi\u011fini kan\u0131tlar\u0131yla g\u00f6sterebilen bir \u015feffafl\u0131k kritik \u00f6nem ta\u015f\u0131yor. B\u00f6yle bir yakla\u015f\u0131m, yapay zek\u00e2y\u0131 yaln\u0131zca tahmin \u00fcreten bir ara\u00e7 olmaktan \u00e7\u0131kar\u0131p karar s\u00fcre\u00e7lerinde daha g\u00fcvenilir bir zemine ta\u015f\u0131yor. \u015eirketler de bu nedenle genel ama\u00e7l\u0131 modellerin y\u00fczeyde kalan \u00e7\u0131kt\u0131lar\u0131ndan \u00e7ok, karar\u0131n gerek\u00e7esini g\u00f6sterebilen daha derin analitik yap\u0131lara ihtiya\u00e7 duyuyor.<\/p>\n

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Algoritmik Yan\u0131lsama ve \u201cHuman-in-the-Loop\u201d Yakla\u015f\u0131m\u0131<\/strong><\/h2>\n

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Yapay zek\u00e2, b\u00fcy\u00fck \u00f6l\u00e7\u00fcde e\u011fitildi\u011fi verinin s\u0131n\u0131rlar\u0131 i\u00e7inde \u00e7al\u0131\u015f\u0131yor. Veri seti toplumsal, k\u00fclt\u00fcrel ya da operasyonel bir yanl\u0131l\u0131k bar\u0131nd\u0131r\u0131yorsa, algoritma da bu \u00f6nyarg\u0131y\u0131 yeniden \u00fcretebiliyor. \u00d6zellikle insan\u0131n duygusu, niyeti ve deneyimi gibi son derece \u00f6znel alanlar\u0131n analiz edildi\u011fi s\u00fcre\u00e7lerde, karar mekanizmas\u0131n\u0131 b\u00fct\u00fcn\u00fcyle makineye b\u0131rakmak algoritmik yan\u0131lsamalara zemin haz\u0131rl\u0131yor. Bug\u00fcn pazarda yayg\u0131n bi\u00e7imde g\u00f6r\u00fclen, haz\u0131r a\u00e7\u0131k kaynakl\u0131 k\u00fct\u00fcphaneleri do\u011frudan operasyonlara entegre etme e\u011filimi de bu nedenle stratejik k\u00f6rl\u00fckler yarat\u0131yor. Bu riski s\u0131n\u0131rlaman\u0131n yolu, teknolojiyi insan zekas\u0131ndan yal\u0131tmak yerine insan\u0131 de\u011ferlendirme ve denetim s\u00fcrecinin asli bir par\u00e7as\u0131 haline getiren \u201cinsan d\u00f6ng\u00fcde\u201d yakla\u015f\u0131m\u0131n\u0131 benimsemekten ge\u00e7iyor. Bilimsel y\u00f6ntemlerle geli\u015ftirilen yapay zek\u00e2 mimarilerinde algoritmalar d\u00fczenli olarak yanl\u0131l\u0131k giderme testlerine tabi tutulurken, modelin \u00fcretti\u011fi \u00e7\u0131kt\u0131lar da alan\u0131nda uzman veri analistlerinin denetiminden ge\u00e7irilerek do\u011frulan\u0131yor.<\/p>\n

Buradaki kritik nokta, insan m\u00fcdahalesinin yaln\u0131zca sonradan devreye giren bir kalite kontrol s\u00fcreci olmamas\u0131. M\u00fc\u015fteri deneyimi gibi insan bak\u0131\u015f\u0131n\u0131n ve empati yetene\u011finin belirleyici oldu\u011fu alanlarda, modellerin nas\u0131l e\u011fitildi\u011fi ve nas\u0131l do\u011fruland\u0131\u011f\u0131 do\u011frudan insan katk\u0131s\u0131yla \u015fekilleniyor. Nihai kararlar\u0131 destekleyen yapay \u00f6\u011frenme modelleri, birden fazla insan de\u011ferlendiricinin yorumlar\u0131 aras\u0131ndaki hemfikirlik derecelerini dikkate alarak e\u011fitiliyor. Bir duygunun ya da niyetin makine taraf\u0131ndan isabetli bi\u00e7imde anla\u015f\u0131lmas\u0131, o duyguya ili\u015fkin insan yorumlar\u0131n\u0131n ne \u00f6l\u00e7\u00fcde \u00f6rt\u00fc\u015ft\u00fc\u011f\u00fcn\u00fcn bilimsel y\u00f6ntemlerle de\u011ferlendirilmesine dayan\u0131yor. Verinin mutfa\u011f\u0131ndaki bu titiz etiketleme ve denetim disiplini, yapay zek\u00e2 sistemlerinin daha g\u00fcvenilir, izlenebilir ve savunulabilir sonu\u00e7lar \u00fcretmesini sa\u011fl\u0131yor.<\/p>\n

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Yerel N\u00fcanslardan K\u00fcresel Avantaja<\/strong><\/h2>\n

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Do\u011fal dil i\u015fleme teknolojilerinin k\u00fcresel geli\u015fiminde, \u0130ngilizce gibi lineer ve yap\u0131land\u0131r\u0131lm\u0131\u015f diller uzun s\u00fcre algoritmalar i\u00e7in g\u00f6rece konforlu bir test alan\u0131 sundu. Buna kar\u015f\u0131l\u0131k yapay zek\u00e2n\u0131n anlamsal kapasitesi, kural d\u0131\u015f\u0131l\u0131klar\u0131n, devrik yap\u0131lar\u0131n ve karma\u015f\u0131k morfolojik dizilimlerin yayg\u0131n oldu\u011fu dillerde \u00e7ok daha zorlu bi\u00e7imde s\u0131nan\u0131yor. Sondan eklemeli yap\u0131s\u0131 ve anlam\u0131 kelimenin k\u00f6k\u00fcnden \u00e7ok ald\u0131\u011f\u0131 eklerle d\u00f6n\u00fc\u015ft\u00fcrebilen yap\u0131s\u0131yla T\u00fcrk\u00e7e, bu a\u00e7\u0131dan g\u00fc\u00e7l\u00fc bir \u00f6rnek olu\u015fturuyor. Bu dilsel yap\u0131, yapay zek\u00e2 sistemlerini ba\u011flam\u0131, niyeti ve s\u00f6ylemin i\u00e7 ili\u015fkilerini daha derinlikli bi\u00e7imde \u00f6\u011frenmeye zorluyor.<\/p>\n

T\u00fcrk\u00e7e\u2019nin morfolojik zorlu\u011funa, beklenti seviyesi ve duygusal yo\u011funlu\u011fu y\u00fcksek bir yerel t\u00fcketici profili eklendi\u011finde, ortaya teknik a\u00e7\u0131dan son derece \u00f6\u011fretici bir veri evreni \u00e7\u0131k\u0131yor. \u0130fade edilmeyen beklentilerin, ironinin ve dolayl\u0131 anlat\u0131m\u0131n g\u00fcndelik ileti\u015fimin \u00f6nemli par\u00e7alar\u0131 oldu\u011fu bir k\u00fclt\u00fcrel ba\u011flamda e\u011fitilen modeller, y\u00fczeydeki kelimelerle yetinmeyip niyetin daha derindeki i\u015faretlerini yakalamaya y\u00f6neliyor. Pek \u00e7ok standart modelin g\u00fcr\u00fclt\u00fc olarak s\u0131n\u0131fland\u0131rabilece\u011fi detaylar\u0131 anlaml\u0131 \u00f6r\u00fcnt\u00fclere d\u00f6n\u00fc\u015ft\u00fcrmek de bu sayede m\u00fcmk\u00fcn oluyor. Dilimizin ve k\u00fclt\u00fcr\u00fcm\u00fcz\u00fcn n\u00fcanslar\u0131, geli\u015ftirdi\u011fimiz yapay zek\u00e2 mimarilerine y\u00fcksek bir analitik hassasiyet kazand\u0131r\u0131yor.<\/p>\n

Dilin ve duygunun karma\u015f\u0131k yap\u0131s\u0131n\u0131 \u00e7\u00f6z\u00fcmleyebilen bir analitik kabiliyet, k\u00fcresel pazarlarda \u00f6nemli bir avantaja d\u00f6n\u00fc\u015f\u00fcyor. Morfolojik ve ba\u011flamsal a\u00e7\u0131dan daha zorlay\u0131c\u0131 \u00f6r\u00fcnt\u00fcler \u00fczerinde geli\u015fen modeller, \u0130ngilizce veya Almanca gibi\u00a0lineer\u00a0dillerde ve duygu durumu g\u00f6rece daha n\u00f6tr pazarlarda cerrahi hassasiyetle istikrarl\u0131 sonu\u00e7lar verebiliyor. Genel ama\u00e7l\u0131 modellerin g\u00f6zden ka\u00e7\u0131rabildi\u011fi duygu ge\u00e7i\u015flerini ya da \u00f6rt\u00fcl\u00fc niyetleri daha y\u00fcksek do\u011frulukla yakalayabilmek, yerel bir dil zorlu\u011funun nas\u0131l zamanla evrensel \u00f6l\u00e7ekte de\u011fer \u00fcreten teknik bir birikime d\u00f6n\u00fc\u015febilece\u011finin kan\u0131t\u0131 niteli\u011finde.<\/p>\n

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Akademik Titizli\u011fi Operasyonel Zekaya D\u00f6n\u00fc\u015ft\u00fcrmek<\/strong><\/h2>\n

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Yapay zek\u00e2 alan\u0131nda fark yaratan bu kabiliyetin arkas\u0131nda, akademi ile end\u00fcstri aras\u0131ndaki \u00fcretken ili\u015fki bulunuyor. Teknoloji ekosisteminde bu iki alan \u00e7o\u011fu zaman farkl\u0131 motivasyonlarla hareket eden ayr\u0131 d\u00fcnyalar gibi ele al\u0131n\u0131yor. Akademi teorik derinli\u011fe ve y\u00f6ntembilimsel sa\u011flaml\u0131\u011fa odaklan\u0131rken; end\u00fcstri ise h\u0131z, \u00f6l\u00e7eklenebilirlik ve uygulama bask\u0131s\u0131yla ilerliyor. Kurumsal zekan\u0131n s\u0131n\u0131rlar\u0131n\u0131 geni\u015fletmek, bu iki alan\u0131 birbirini besleyen bir d\u00f6ng\u00fc i\u00e7inde bir araya getirmeyi gerektiriyor. Bilimsel ara\u015ft\u0131rma disiplini y\u00f6n\u00fc tayin eden bir pusula i\u015flevi g\u00f6r\u00fcrken, end\u00fcstrinin veri yo\u011funlu\u011fu ve operasyonel talebi de teorinin laboratuvar s\u0131n\u0131rlar\u0131nda kalmamas\u0131n\u0131, somut i\u015f faydas\u0131na d\u00f6n\u00fc\u015fmesini sa\u011fl\u0131yor.<\/p>\n

Akademik ara\u015ft\u0131rmalardan s\u00fcz\u00fclen teorik derinlik, kurumsal yapay zek\u00e2 mimarilerine yaln\u0131zca neyin \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 de\u011fil, neden \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131 da \u00f6\u011fretiyor. Belirli bir problem ya da veri grubu \u00fczerinde akademik titizlikle derinle\u015ferek edinilen tecr\u00fcbe, end\u00fcstrinin de\u011fi\u015fken ortam\u0131nda genelle\u015ftirilebilir ve \u00f6l\u00e7eklenebilir \u00e7\u00f6z\u00fcmlere d\u00f6n\u00fc\u015febiliyor. Artiwise\u2019da geli\u015ftirdi\u011fimiz mimari yakla\u015f\u0131m\u0131n bankac\u0131l\u0131ktan otomotive uzanan \u00e7e\u015fitli b\u00fcy\u00fck \u00f6l\u00e7ekli operasyonlarda kar\u015f\u0131l\u0131k bulmas\u0131n\u0131 da bu hizalanmaya bor\u00e7luyuz. Bu yakla\u015f\u0131m, yaz\u0131l\u0131m\u0131 yaln\u0131zca i\u015flev \u00fcreten bir sistem olarak de\u011fil, par\u00e7alar\u0131 birbiriyle uyum i\u00e7inde \u00e7al\u0131\u015fan daha b\u00fct\u00fcnl\u00fckl\u00fc bir anlamland\u0131rma mimarisi olarak ele al\u0131yor.<\/p>\n

Bilimsel titizlik ile ticari \u00e7eviklik aras\u0131nda kurulan denge, y\u00f6netim kurullar\u0131n\u0131n ihtiya\u00e7 duydu\u011fu operasyonel zek\u00e2n\u0131n temelini olu\u015fturuyor. Ara\u015ft\u0131rma disiplininden taviz vermemek stratejik karar alma s\u00fcre\u00e7lerinde hata pay\u0131n\u0131 azalt\u0131rken, end\u00fcstrinin \u00e7eviklik refleksleri de bu bilimsel do\u011frulu\u011fun y\u00f6neticilere ger\u00e7ek zamanl\u0131 bi\u00e7imde sunulmas\u0131n\u0131 m\u00fcmk\u00fcn k\u0131l\u0131yor. Teoriyi rafa kald\u0131rmak yerine onu \u00f6l\u00e7eklenebilir bir kurumsal zekaya d\u00f6n\u00fc\u015ft\u00fcren bu yakla\u015f\u0131m, inovasyonu s\u00fcreksiz bir ba\u015far\u0131 olmaktan \u00e7\u0131kar\u0131p s\u00fcrd\u00fcr\u00fclebilir bir m\u00fchendislik standard\u0131na d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.<\/p>\n

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Veriden Kurumsal Bilince Yeni Bir Teknoloji Ekol\u00fc<\/strong><\/h2>\n

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T\u00fcrkiye\u2019den k\u00fcresel \u00f6l\u00e7ekte kal\u0131c\u0131 bir teknoloji kapasitesi \u00fcretmek, yat\u0131r\u0131m sermayesinden ve b\u00fcy\u00fcme metriklerinden daha fazlas\u0131n\u0131 gerektiriyor. M\u00fc\u015fteri deneyimi y\u00f6netimi \u00f6zelinde as\u0131l mesele, yap\u0131land\u0131r\u0131lmam\u0131\u015f veriyi yaln\u0131zca \u00f6l\u00e7\u00fclen bir \u00e7\u0131kt\u0131 olmaktan \u00e7\u0131kar\u0131p karar s\u00fcre\u00e7lerine ger\u00e7ek katk\u0131 sunan bir bilgi katman\u0131 olan kurumsal bilince d\u00f6n\u00fc\u015ft\u00fcrebilmekte yat\u0131yor. Bu yetkinlik, m\u00fc\u015fteri deneyimini izole bir departman hedefi olmaktan \u00e7\u0131kar\u0131p organizasyonun geneline yay\u0131lan bir stratejiye ve reflekse d\u00f6n\u00fc\u015ft\u00fcr\u00fcyor.<\/p>\n

B\u00f6ylesi bir d\u00f6n\u00fc\u015f\u00fcm, kendi y\u00f6ntembilimsel tutarl\u0131l\u0131\u011f\u0131na sahip bir teknoloji ekol\u00fc gerektiriyor. Bu disiplinin merkezinde, akademik literat\u00fcr\u00fc yak\u0131ndan izlerken g\u00fcncel metodolojileri sahaya uyarlayabilen; ara\u015ft\u0131rma ve geli\u015ftirmeyi k\u00fclt\u00fcr\u00fcn\u00fcn ayr\u0131lmaz par\u00e7as\u0131 haline getiren bir m\u00fchendislik yakla\u015f\u0131m\u0131 yer al\u0131yor. Akademisyenler, ara\u015ft\u0131rmac\u0131lar ve veri bilimcilerinin end\u00fcstriyel problemlerle senkronize \u00e7al\u0131\u015fmas\u0131, teorik ara\u015ft\u0131rmalar\u0131n pratik inovasyona d\u00f6n\u00fc\u015fmesini m\u00fcmk\u00fcn k\u0131l\u0131yor.<\/p>\n

Dilin, k\u00fclt\u00fcr\u00fcn ve duygunun ta\u015f\u0131d\u0131\u011f\u0131 karma\u015f\u0131k \u00f6r\u00fcnt\u00fcler \u00fczerinde geli\u015fen bu analitik derinlik, g\u00fcn\u00fcm\u00fcz\u00fcn ihtiya\u00e7lar\u0131na yan\u0131t verebilen g\u00fc\u00e7l\u00fc bir karar zemini olu\u015fturuyor. Y\u00f6netim kurullar\u0131n\u0131n \u00f6n\u00fcne gelen soyut skorlar ve gerek\u00e7esi belirsiz tahminler art\u0131k yerini verinin arkas\u0131ndaki niyetin, ba\u011flam\u0131n ve duygunun bilimsel kan\u0131t\u0131na b\u0131rak\u0131yor. \u0130nsan zek\u00e2s\u0131n\u0131n denetimini makine \u00f6\u011freniminin h\u0131z\u0131yla birle\u015ftiren bu analitik yakla\u015f\u0131m, kurumsal bilinci m\u00fc\u015fteri deneyimi y\u00f6netimi ba\u015fta olmak \u00fczere veriyle \u00e7al\u0131\u015fan t\u00fcm stratejik karar mekanizmalar\u0131n\u0131n merkezine yerle\u015ftiriyor.<\/p>\n

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 <\/p>\n

Orijinal yaz\u0131ya buradan ula\u015fabilirsiniz:<\/em><\/strong>
\ud83d\udd17 Harvard Business Review T\u00fcrkiye\u2019de oku<\/a><\/em><\/strong><\/h6>\n","protected":false},"excerpt":{"rendered":"

Bu yaz\u0131, Co-Founder ve CTO\u2019muz Fatih Samet \u00c7etin taraf\u0131ndan Harvard Business Review T\u00fcrkiye i\u00e7in kaleme al\u0131nm\u0131\u015f ve ilk olarak 14 May\u0131s 2026 tarihinde HBR T\u00fcrkiye\u2019de yay\u0131mlanm\u0131\u015ft\u0131r. \u0130\u00e7erik, orijinal yay\u0131na sad\u0131k kal\u0131narak hi\u00e7bir editoryal de\u011fi\u015fiklik yap\u0131lmadan a\u015fa\u011f\u0131da payla\u015f\u0131lm\u0131\u015ft\u0131r.   Yapay zek\u00e2 ara\u00e7lar\u0131n\u0131n yayg\u0131nla\u015fmas\u0131yla, bir\u00e7ok \u015firket b\u00fcy\u00fck dil modellerinin (LLM) sundu\u011fu jenerik \u00e7\u00f6z\u00fcmlerle m\u00fc\u015fteri deneyimi y\u00f6netimine dair […]<\/p>\n","protected":false},"author":5,"featured_media":9430,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[128],"tags":[],"sektor":[],"class_list":["post-9428","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-basinda-artiwise"],"yoast_head":"\nS\u00f6zc\u00fcklerden Niyetlere Kurumsal Bilincin \u0130n\u015fas\u0131 - Artiwise<\/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:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"S\u00f6zc\u00fcklerden Niyetlere Kurumsal Bilincin \u0130n\u015fas\u0131 - Artiwise\" \/>\n<meta property=\"og:description\" content=\"Bu yaz\u0131, Co-Founder ve CTO\u2019muz Fatih Samet \u00c7etin taraf\u0131ndan Harvard Business Review T\u00fcrkiye i\u00e7in kaleme al\u0131nm\u0131\u015f ve ilk olarak 14 May\u0131s 2026 tarihinde HBR T\u00fcrkiye\u2019de yay\u0131mlanm\u0131\u015ft\u0131r. \u0130\u00e7erik, orijinal yay\u0131na sad\u0131k kal\u0131narak hi\u00e7bir editoryal de\u011fi\u015fiklik yap\u0131lmadan a\u015fa\u011f\u0131da payla\u015f\u0131lm\u0131\u015ft\u0131r.   Yapay zek\u00e2 ara\u00e7lar\u0131n\u0131n yayg\u0131nla\u015fmas\u0131yla, bir\u00e7ok \u015firket b\u00fcy\u00fck dil modellerinin (LLM) sundu\u011fu jenerik \u00e7\u00f6z\u00fcmlerle m\u00fc\u015fteri deneyimi y\u00f6netimine dair […]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\" \/>\n<meta property=\"og:site_name\" content=\"Artiwise\" \/>\n<meta property=\"article:published_time\" content=\"2026-05-20T13:56:52+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-05-20T13:57:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2026\/05\/Blog-Post-Thumbnail_Sozcuklerden-Niyetlere-Kurumsal-Bilincin-Insasi_HBR.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"didem\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"didem\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"8 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\"},\"author\":{\"name\":\"didem\",\"@id\":\"https:\/\/artiwise.com\/tr\/#\/schema\/person\/340f68d7fc5cf11e98f7234ebc1c6ac0\"},\"headline\":\"S\u00f6zc\u00fcklerden Niyetlere Kurumsal Bilincin \u0130n\u015fas\u0131\",\"datePublished\":\"2026-05-20T13:56:52+00:00\",\"dateModified\":\"2026-05-20T13:57:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\"},\"wordCount\":1855,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/artiwise.com\/tr\/#organization\"},\"image\":{\"@id\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/artiwise.com\/tr\/wp-content\/uploads\/sites\/2\/2026\/05\/Blog-Post-Thumbnail_Sozcuklerden-Niyetlere-Kurumsal-Bilincin-Insasi_HBR.png\",\"articleSection\":[\"Bas\u0131nda Artiwise\"],\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\",\"url\":\"https:\/\/artiwise.com\/tr\/2026\/05\/20\/sozcuklerden-niyetlere-kurumsal-bilincin-insasi\/\",\"name\":\"S\u00f6zc\u00fcklerden Niyetlere Kurumsal Bilincin \u0130n\u015fas\u0131 - 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