{"id":29540,"date":"2026-09-20T10:34:11","date_gmt":"2026-09-20T07:34:11","guid":{"rendered":"http:\/\/localhost:8080\/ai-personalisation-relevance-without-crossing-the-creepy-line\/"},"modified":"2026-09-20T10:34:11","modified_gmt":"2026-09-20T07:34:11","slug":"ai-personalisation-relevance-without-crossing-the-creepy-line","status":"publish","type":"post","link":"https:\/\/alienroad.com\/ai-personalisation-relevance-without-crossing-the-creepy-line\/","title":{"rendered":"AI Ki\u015fiselle\u015ftirme: S\u0131n\u0131r\u0131 A\u015fmadan Alaka D\u00fczeyini Yakalamak"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">AI ki\u015fiselle\u015ftirme pazarlamas\u0131n\u0131n rahats\u0131z edici yan\u0131, geliri art\u0131ran teknikler ile insanlar\u0131 huzursuz eden tekniklerin ayn\u0131 ara\u00e7 \u00e7antas\u0131ndan \u00e7\u0131kmas\u0131d\u0131r. Birine, alt\u0131 hafta \u00f6nce t\u00fckenebilir bir \u00fcr\u00fcn\u00fcn\u00fc sat\u0131n ald\u0131\u011f\u0131 i\u00e7in o \u00fcr\u00fcn\u00fc tekrar \u00f6nermek yard\u0131mc\u0131 bir yakla\u015f\u0131m gibi hissettirir. Birine, bir sayfada dokuz saniye kald\u0131\u011f\u0131 ve imleci fiyat\u0131n \u00fczerine kayd\u0131\u011f\u0131 i\u00e7in bir \u00fcr\u00fcn \u00f6nermek ise izleniyormu\u015f hissi yarat\u0131r. Aradaki fark, m\u00fc\u015fterinin neyi neden g\u00f6rd\u00fc\u011f\u00fcn\u00fc \u00e7aba sarf etmeden yeniden kurgulay\u0131p kurgulayamayaca\u011f\u0131nda yatar.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Bu yeniden kurgulama testi, buldu\u011fumuz en kullan\u0131\u015fl\u0131 kurald\u0131r. Makul bir insan ba\u015f\u0131n\u0131 sallay\u0131p &#8220;Evet, tabii ki, bunu sat\u0131n ald\u0131\u011f\u0131m\u0131 biliyorsunuz&#8221; diyebiliyorsa g\u00fcvendesiniz demektir. E\u011fer bunu \u00fcretmek i\u00e7in hangi verileri toplad\u0131\u011f\u0131n\u0131z\u0131 d\u00fc\u015f\u00fcnmek zorunda kal\u0131rlarsa, s\u0131n\u0131r\u0131 a\u015fm\u0131\u015fs\u0131n\u0131z demektir. Kimse izlendi\u011fini rapor etmez; sadece etkile\u015fimi keser.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/alienroad.com\/wp-content\/uploads\/blog-ici\/ar-13-1-18272040.png\" alt=\"AI Personalisation: Relevance Without Crossing the Creepy Line \u2014 overview\" class=\"wp-image-29538\" width=\"800\" height=\"420\" loading=\"lazy\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">AI ki\u015fiselle\u015ftirme pazarlamas\u0131 nerede kazand\u0131r\u0131r?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">G\u00fcvenilir kazan\u0131mlar s\u0131k\u0131c\u0131 ve operasyonel olanlard\u0131r. Bir kategori sayfas\u0131n\u0131, m\u00fc\u015fterinin daha \u00f6nce sat\u0131n ald\u0131\u011f\u0131 formatlar \u00f6nce g\u00f6r\u00fcnecek \u015fekilde yeniden d\u00fczenlemek. Birinin zaten sahip oldu\u011fu bir \u00fcr\u00fcn i\u00e7in reklamlar\u0131 durdurmak; ki bu, yeniden hedeflemedeki en yayg\u0131n ve en sinir bozucu israft\u0131r. Bir ikmal mesaj\u0131n\u0131 sabit otuz g\u00fcnl\u00fck bir aral\u0131k yerine ger\u00e7ek t\u00fcketim d\u00f6ng\u00fcs\u00fcne g\u00f6re zamanlamak. Bunlar\u0131n her biri tek ba\u015f\u0131na m\u00fctevaz\u0131d\u0131r, ancak birlikte uyguland\u0131klar\u0131nda genellikle oturum ba\u015f\u0131na geliri, yan\u0131nda y\u00fcr\u00fctt\u00fc\u011f\u00fcm\u00fcz t\u00fcm yarat\u0131c\u0131 yenilemelerden daha fazla art\u0131r\u0131rlar.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Eklemeden \u00f6nce eleme: M\u00fc\u015fterinin zaten sat\u0131n ald\u0131\u011f\u0131 veya iki kez reddetti\u011fi \u015feyleri g\u00f6stermeyi b\u0131rak\u0131n.<\/li>\n<li>Segmentten \u00f6nce s\u0131ralama: Birinin ge\u00e7en hafta ne yapt\u0131\u011f\u0131, hangi sepette yer ald\u0131\u011f\u0131ndan daha iyi tahmin y\u00fcr\u00fct\u00fcr.<\/li>\n<li>S\u00fcslemeler de\u011fil, varsay\u0131lanlar: Bir ba\u015fl\u0131\u011f\u0131 ki\u015fiselle\u015ftirmeden \u00f6nce s\u0131ralama d\u00fczenini, stok konumunu ve kargo tahminini ki\u015fiselle\u015ftirin.<\/li>\n<li>Ayn\u0131 anda tek bir de\u011fi\u015fken, b\u00f6ylece art\u0131\u015f\u0131 ili\u015fkilendirebilir ve ters giderse geri alabilirsiniz.<\/li>\n<li>Hakk\u0131nda hi\u00e7bir \u015fey bilmedi\u011finiz ziyaret\u00e7ilerin y\u00fczde altm\u0131\u015f\u0131 i\u00e7in \u00e7al\u0131\u015fan net bir yedek durum.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Nerede ters teper?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Hassas kategoriler hakk\u0131nda \u00e7\u0131kar\u0131m yapmak bariz bir tehlikedir. Sa\u011fl\u0131k, finans, hamilelik, ili\u015fki durumu, g\u00f6\u00e7menlik durumu ve din, veriler teknik olarak bir tahmine izin verse bile s\u0131n\u0131r d\u0131\u015f\u0131 kabul edilmelidir; \u00e7\u00fcnk\u00fc yanl\u0131\u015f bir \u00e7\u0131kar\u0131m a\u015fa\u011f\u0131lay\u0131c\u0131, do\u011fru bir \u00e7\u0131kar\u0131m ise m\u00fcdahalecidir. E\u011fer d\u00f6n\u00fc\u015f\u00fcme kar\u015f\u0131 \u00f6zg\u00fcrce optimize etmelerine izin verirseniz, modeller bu korelasyonlar\u0131 memnuniyetle ortaya \u00e7\u0131karacakt\u0131r; i\u015fte tam da bu y\u00fczden k\u0131s\u0131tlaman\u0131n \u00e7\u0131kt\u0131da umulmas\u0131 yerine \u00f6zellik setinde uygulanmas\u0131 gerekir.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Daha ince bir ba\u015far\u0131s\u0131zl\u0131k ise a\u015f\u0131r\u0131 dar hedeflemedir. Sadece yak\u0131n zamandaki davran\u0131\u015flar \u00fczerine e\u011fitilmi\u015f bir \u00f6neri motoru h\u0131zla daral\u0131r: M\u00fc\u015fterinin bir kategoriyi sevdi\u011fini \u00f6\u011frenir ve ba\u015fka hi\u00e7bir \u015fey g\u00f6stermeyi b\u0131rak\u0131r; m\u00fc\u015fteri de katalo\u011funuzun oldu\u011fundan daha k\u00fc\u00e7\u00fck oldu\u011fu sonucuna var\u0131r. Ki\u015fiselle\u015ftirilmi\u015f ma\u011fazac\u0131l\u0131\u011f\u0131n k\u0131sa vadeli d\u00f6n\u00fc\u015f\u00fcm\u00fc art\u0131rd\u0131\u011f\u0131 ancak m\u00fc\u015fteri ba\u015f\u0131na on iki ayl\u0131k kategori geni\u015fli\u011fini azaltt\u0131\u011f\u0131 hesaplar g\u00f6rd\u00fck ki bu k\u00f6t\u00fc bir takast\u0131r. Kas\u0131tl\u0131 ke\u015fif, yani modelin tahmin etmedi\u011fi \u015feyler i\u00e7in ayr\u0131lm\u0131\u015f sabit bir alan pay\u0131, buna kar\u015f\u0131 koruma sa\u011flar.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/alienroad.com\/wp-content\/uploads\/blog-ici\/ar-13-2-18272040.png\" alt=\"AI Personalisation: Relevance Without Crossing the Creepy Line \u2014 in practice\" class=\"wp-image-29539\" width=\"800\" height=\"420\" loading=\"lazy\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u00c7\u0131kar\u0131m\u0131 de\u011fil, veriyi adland\u0131r\u0131n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Ki\u015fiselle\u015ftirmeyi bir m\u00fc\u015fteriye a\u00e7\u0131klarken, \u00e7\u00f6zd\u00fc\u011f\u00fcn\u00fcz bir \u015feyden ziyade size verdikleri bir \u015feye at\u0131fta bulunun. &#8220;Mart ay\u0131nda 500 ml&#8217;lik \u015fi\u015feyi sat\u0131n ald\u0131\u011f\u0131n\u0131z i\u00e7in&#8221; ifadesi uygundur. &#8220;Gezinmenize dayanarak&#8221; ifadesi belirsizdir ve ger\u00e7ekten daha k\u00f6t\u00fc hissettirir. &#8220;K\u00fc\u00e7\u00fck i\u015fletme sahibi oldu\u011funuz i\u00e7in m\u00fc\u015fteriler bunu sever&#8221; ifadesi, do\u011fru olsa bile k\u00fcstah\u00e7ad\u0131r. Kural, e-posta konu sat\u0131rlar\u0131nda, site i\u00e7i mod\u00fcllerde ve reklam metinlerinde ayn\u0131d\u0131r: i\u015flemi, belirtilen tercihi veya a\u00e7\u0131k ayar\u0131 al\u0131nt\u0131lay\u0131n ve model hakk\u0131nda sessiz kal\u0131n.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0130nsanlara ger\u00e7ekten \u00e7al\u0131\u015fan bir kontrol verin ve bunu bulabilecekleri bir yere koyun. Sadece e-posta s\u0131kl\u0131\u011f\u0131n\u0131 ayarlayan bir tercih merkezi bir kontrol de\u011fildir. Birinin \u00f6nerileri kapatmas\u0131na, ge\u00e7mi\u015fini temizlemesine veya bir kategori i\u00e7in &#8220;ilgilenmiyorum&#8221; demesine izin vermek ve buna kal\u0131c\u0131 olarak uymak, ka\u011f\u0131t \u00fczerinde biraz gelire mal olur ancak her \u015feyi kabul edilebilir k\u0131lan g\u00fcvenilirli\u011fi sat\u0131n al\u0131r. Uygulamada, bu kontrolleri kullanan kullan\u0131c\u0131lar\u0131n pay\u0131 k\u00fc\u00e7\u00fckt\u00fcr, ancak var olduklar\u0131n\u0131 fark edenlerin pay\u0131 \u00e7ok daha b\u00fcy\u00fckt\u00fcr.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Kimsenin sevmedi\u011fi altyap\u0131 sorusu<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c7o\u011fu ki\u015fiselle\u015ftirme projesi modellemede de\u011fil, tesisatta ba\u015far\u0131s\u0131z olur. Sipari\u015f ge\u00e7mi\u015fi bir sistemde, web davran\u0131\u015f\u0131 di\u011ferinde, destek biletleri \u00fc\u00e7\u00fcnc\u00fcs\u00fcnde ve onay durumu d\u00f6rd\u00fcnc\u00fcs\u00fcnde ya\u015f\u0131yorsa, birinin ge\u00e7en hafta iade etti\u011fi bir \u00fcr\u00fcn i\u00e7in reklam\u0131 g\u00fcvenilir bir \u015fekilde engelleyemezsiniz ve bu tek bir hata, bir d\u00fczine iyi \u00f6nerinin onarabilece\u011finden daha fazla zarar verir. Modele yat\u0131r\u0131m yapmadan \u00f6nce, kimlik \u00e7\u00f6z\u00fcmlemesinin d\u00fcr\u00fcst oldu\u011fundan, onay bayraklar\u0131n\u0131n kay\u0131tla birlikte ta\u015f\u0131nd\u0131\u011f\u0131ndan ve silme isteklerinin kararlar\u0131 veren sistemlere ger\u00e7ekten ula\u015ft\u0131\u011f\u0131ndan emin olun.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gecikme de \u00f6nemlidir. Gecelik hesaplanan bir \u00f6neri e-posta i\u00e7in iyidir ancak m\u00fc\u015fterinin niyetinin on dakika \u00f6nce de\u011fi\u015fti\u011fi bir oturum i\u00e7in yanl\u0131\u015ft\u0131r. Her y\u00fczey i\u00e7in ne kadar tazeli\u011fe ihtiyac\u0131n\u0131z oldu\u011funa karar verin, \u00e7\u00fcnk\u00fc her \u015feyin ger\u00e7ek zamanl\u0131 olmas\u0131 pahal\u0131d\u0131r ve genellikle gereksizdir.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0130\u015fe yarad\u0131\u011f\u0131n\u0131 nas\u0131l anlars\u0131n\u0131z?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Kal\u0131c\u0131 olarak kontrol gruplar\u0131yla \u00f6l\u00e7\u00fcm yap\u0131n. \u0130zleyicilerin bir k\u0131sm\u0131 her zaman ki\u015fiselle\u015ftirilmemi\u015f deneyimi almal\u0131d\u0131r, \u00e7\u00fcnk\u00fc bu olmadan art\u0131\u015f\u0131 mevsimsellikten, g\u00fc\u00e7l\u00fc bir \u00fcr\u00fcn lansman\u0131ndan veya bir rakibin kesintisinden ay\u0131ramazs\u0131n\u0131z. AI ki\u015fiselle\u015ftirme pazarlamas\u0131n\u0131n riski tam olarak gelecekten bor\u00e7 almas\u0131 oldu\u011fundan, dokunulan oturumdaki d\u00f6n\u00fc\u015f\u00fcm oran\u0131 yerine uzun bir pencerede m\u00fc\u015fteri ba\u015f\u0131na geliri \u00f6l\u00e7\u00fcn. Ayr\u0131ca abonelikten \u00e7\u0131kma, vazge\u00e7me ve \u015fikayet oranlar\u0131n\u0131 hijyen metrikleri olarak de\u011fil, birinci s\u0131n\u0131f metrikler olarak takip edin. Bu say\u0131lar, \u00fcrk\u00fct\u00fcc\u00fc s\u0131n\u0131r\u0131n kendini belli etti\u011fi yerlerdir ve gelirden \u00f6nce hareket ederler.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Okumaya devam edin:<\/strong> <a href=\"https:\/\/alienroad.com\/category\/ai-optimization\/\">AI Optimization<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI ki\u015fiselle\u015ftirilmi\u015f pazarlaman\u0131n nerede gelir getirdi\u011fi, nerede ters tepti\u011fi ve alaka d\u00fczeyini g\u00f6zetleme gibi g\u00f6stermeyen pratik kurallar.<\/p>\n","protected":false},"author":0,"featured_media":29541,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[],"class_list":["post-29540","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-optimization"],"_links":{"self":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/posts\/29540","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/comments?post=29540"}],"version-history":[{"count":0,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/posts\/29540\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media\/29541"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media?parent=29540"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/categories?post=29540"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/tags?post=29540"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}