{"id":106619,"date":"2026-03-25T13:41:54","date_gmt":"2026-03-25T13:41:54","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/mastering-ai-advertising-optimization-key-strategies-for-mod\/"},"modified":"2026-04-06T03:07:16","modified_gmt":"2026-04-06T03:07:16","slug":"mastering-ai-advertising-optimization-key-strategies-for-mod","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-reklam-optimizasiyasi-az\/mastering-ai-advertising-optimization-key-strategies-for-mod\/","title":{"rendered":"AI Reklam Optimizasiyas\u0131n\u0131 M\u00fck\u0259mm\u0259ll\u0259\u015fdirm\u0259k: M\u00fcasir Kampaniyalar \u00fc\u00e7\u00fcn \u018fsas Strategiyalar"},"content":{"rendered":"

R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 AI reklam optimizasiyas\u0131<\/a>, x\u00fcsusil\u0259 yarad\u0131c\u0131 reklam sah\u0259sind\u0259 transformasiya q\u00fcvv\u0259si kimi qal\u0131r. S\u00fcni intellektin reklam kampaniyalar\u0131na inteqrasiyas\u0131 marketoloqlara h\u0259d\u0259f auditoriyalarla d\u0259rin rezonans yaradan daha dinamik, reaksion v\u0259 effektiv strategiyalar yaratma\u011fa imkan verir. \u018fsasda AI yarad\u0131c\u0131 reklam\u0131 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k reklam m\u0259zmununu yaratmaq, t\u0259kmill\u0259\u015fdirm\u0259k v\u0259 paylamaq \u00fc\u00e7\u00fcn istifad\u0259 edir ki, bu, \u0259n\u0259n\u0259vi \u00fcsullarla m\u00fcqayis\u0259d\u0259 \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edir. B\u00f6y\u00fck veril\u0259nl\u0259r siyah\u0131lar\u0131n\u0131 real vaxtda t\u0259hlil ed\u0259r\u0259k, AI istehlak\u00e7\u0131 davran\u0131\u015flar\u0131nda n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirir, qat\u0131lma s\u0259viyy\u0259l\u0259rini proqnozla\u015fd\u0131r\u0131r v\u0259 t\u0259sirini maksimuma \u00e7atd\u0131rmaq \u00fc\u00e7\u00fcn d\u00fcz\u0259li\u015fl\u0259ri avtomatla\u015fd\u0131r\u0131r. Bu yana\u015fma yarad\u0131c\u0131 prosesi sad\u0259l\u0259\u015fdirir v\u0259 reklamlar\u0131n f\u0259rdi \u00fcst\u00fcnl\u00fckl\u0259r\u0259 d\u0259qiq uy\u011funla\u015fd\u0131r\u0131lmas\u0131n\u0131 t\u0259min edir, y\u00fcks\u0259k qat\u0131lma v\u0259 loyall\u0131\u011f\u0131 t\u0259\u015fviq edir.<\/p>\n

Statik, ham\u0131ya uy\u011fun reklamlardan auditoriya qar\u015f\u0131l\u0131qlar\u0131na uy\u011funla\u015fan intellektual sisteml\u0259r\u0259 ke\u00e7idi n\u0259z\u0259rd\u0259n ke\u00e7irin. AI optimizasiyan\u0131 multimedia elementl\u0259ri, m\u0259s\u0259l\u0259n, vizual, m\u0259tn v\u0259 vaxtlama kimi emal ed\u0259r\u0259k, sosial media, axtar\u0131\u015f m\u00fch\u0259rrikl\u0259ri v\u0259 displey \u015f\u0259b\u0259k\u0259l\u0259ri kimi platformalarda daha yax\u015f\u0131 n\u0259tic\u0259 ver\u0259n varyasiyalar istehsal etm\u0259kl\u0259 g\u00fccl\u0259ndirir. M\u0259s\u0259l\u0259n, AI il\u0259 i\u015fl\u0259y\u0259n al\u0259tl\u0259r minl\u0259rl\u0259 yarad\u0131c\u0131 iterasiyan\u0131 eyni anda A\/B testind\u0259n ke\u00e7ir\u0259 bil\u0259r ki, bu, \u0259l il\u0259 m\u00fcmk\u00fcn deyil. Bu qabiliyy\u0259t \u00f6l\u00e7\u00fcl\u0259 bil\u0259n t\u0259kmill\u0259\u015fdirm\u0259l\u0259r\u0259 s\u0259b\u0259b olur: t\u0259dqiqatlar g\u00f6st\u0259rir ki, AI optimalla\u015fd\u0131r\u0131lm\u0131\u015f kampaniyalar klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259l\u0259ri 25 faiz\u0259 q\u0259d\u0259r art\u0131ra bil\u0259r v\u0259 qazanma x\u0259rcl\u0259rini azalda bil\u0259r. Biznesl\u0259r artan r\u0259qab\u0259t v\u0259 par\u00e7al\u0131 media m\u00fchitl\u0259ri il\u0259 \u00fczl\u0259\u015fdikc\u0259, AI reklam optimizasiyas\u0131n\u0131 q\u0259bul etm\u0259k aktual qalmaq v\u0259 davaml\u0131 art\u0131m\u0131 t\u0259min etm\u0259k \u00fc\u00e7\u00fcn vacib olur. A\u015fa\u011f\u0131dak\u0131 b\u00f6lm\u0259l\u0259r texniki \u0259saslar\u0131 v\u0259 praktiki t\u0259tbiql\u0259ri ara\u015fd\u0131r\u0131r, icras\u0259 dair yol x\u0259rit\u0259si t\u0259qdim edir.<\/p>\n

AI Reklam Optimizasiyas\u0131n\u0131n \u018fsaslar\u0131<\/h2>\n

AI reklam optimizasiyas\u0131<\/a> s\u00fcni intellekt alqoritml\u0259rinin reklam elementl\u0259rini nec\u0259 \u015f\u0259rh etdiyini v\u0259 t\u0259kmill\u0259\u015fdirdiyini anlamaqla ba\u015flay\u0131r. Qayda \u0259sasl\u0131 sisteml\u0259rd\u0259n f\u0259rqli olaraq, AI d\u0259rin \u00f6yr\u0259nm\u0259ni t\u0259tbiq ed\u0259r\u0259k veril\u0259nl\u0259rd\u0259 inc\u0259 korrelyasiyalar\u0131 a\u015fkar edir, m\u0259s\u0259l\u0259n, istifad\u0259\u00e7i demografiyas\u0131, brauzer tarix\u00e7\u0259si v\u0259 cihaz \u00fcst\u00fcnl\u00fckl\u0259ri. Bu \u0259sas qat t\u0259sir n\u00f6qt\u0259l\u0259rind\u0259 reklamlar\u0131n sad\u0259c\u0259 g\u00f6st\u0259rilm\u0259sin\u0259 deyil, h\u0259r t\u0259sir n\u00f6qt\u0259sind\u0259 uy\u011funla\u015fd\u0131r\u0131lmas\u0131na imkan verir.<\/p>\n

AI \u0130dar\u0259li Sisteml\u0259rin \u018fsas Komponentl\u0259ri<\/h3>\n

AI reklam optimizasiyas\u0131n\u0131n<\/a> arxitekturas\u0131 ad\u0259t\u0259n veril\u0259nl\u0259rin q\u0259bulu, model t\u0259limi v\u0259 yerin\u0259 yetirilm\u0259 modullar\u0131n\u0131 \u0259hat\u0259 edir. Veril\u0259nl\u0259rin q\u0259bulu birinci t\u0259r\u0259f m\u00fc\u015ft\u0259ri veril\u0259nl\u0259ri v\u0259 \u00fc\u00e7\u00fcnc\u00fc t\u0259r\u0259f platformalar\u0131ndan m\u0259lumatlar\u0131 c\u0259lb ed\u0259r\u0259k h\u0259rt\u0259r\u0259fli profill\u0259r qurur. Model t\u0259limi tarixi kampaniya performans\u0131ndan \u00f6yr\u0259n\u0259n neyron \u015f\u0259b\u0259k\u0259l\u0259rini \u0259hat\u0259 edir v\u0259 u\u011furun n\u0259l\u0259rl\u0259 idar\u0259 olundu\u011funu m\u00fc\u0259yy\u0259nl\u0259\u015fdirir. Yerin\u0259 yetirilm\u0259 is\u0259 optimalla\u015fd\u0131r\u0131lm\u0131\u015f yarad\u0131c\u0131l\u0131qlar\u0131n \u00f6t\u00fcr\u00fclm\u0259sini avtomatla\u015fd\u0131r\u0131r. M\u0259s\u0259l\u0259n, AI istifad\u0259 ed\u0259n p\u0259rak\u0259nd\u0259 brendi reklam uy\u011funlu\u011fu bal\u0131n\u0131 h\u0259ft\u0259l\u0259r i\u00e7ind\u0259 60 faizd\u0259n 85 faiz\u0259 qald\u0131ra bil\u0259r ki, bu, birba\u015fa y\u00fcks\u0259k qat\u0131lma metrikalar\u0131 il\u0259 korrelyasiya edir.<\/p>\n

Yarad\u0131c\u0131 \u0130\u015f Ax\u0131nlar\u0131na AI \u0130nteqrasiyas\u0131<\/h3>\n

Yarad\u0131c\u0131 komandalar AI-nin auditoriya veril\u0259nl\u0259rin\u0259 \u0259saslanan f\u0259rdi reklam varyasiyalar\u0131n\u0131 t\u0259klif etm\u0259 qabiliyy\u0259tind\u0259n b\u00f6y\u00fck fayda g\u00f6r\u00fcr. Generativ AI kimi al\u0259tl\u0259r \u015f\u0259h\u0259r milliarderl\u0259ri v\u0259 ya \u015f\u0259h\u0259r k\u0259nar ail\u0259l\u0259ri kimi seqmentl\u0259r\u0259 uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f ba\u015fl\u0131q variantlar\u0131 v\u0259 ya \u015f\u0259kil d\u0259yi\u015fiklikl\u0259ri yarada bil\u0259r. Bu f\u0259rdil\u0259\u015fdirm\u0259 dinamik m\u0259zmun daxil etm\u0259y\u0259 q\u0259d\u0259r uzan\u0131r ki, burada m\u0259hsul r\u0259ngl\u0259ri v\u0259 ya mesajla\u015fd\u0131rma kimi elementl\u0259r real vaxtda uy\u011funla\u015f\u0131r. Marketoloqlar bel\u0259 inteqrasiyalar\u0131n yarad\u0131c\u0131 istehsal vaxt\u0131n\u0131 40 faiz\u0259 q\u0259d\u0259r azald\u0131\u011f\u0131n\u0131 v\u0259 \u00fcmumi kampaniya s\u0259m\u0259r\u0259liliyini art\u0131rd\u0131\u011f\u0131n\u0131 qeyd edirl\u0259r.<\/p>\n

Real Vaxt Performans T\u0259hlilind\u0259n \u0130stifad\u0259<\/h2>\n

Real vaxt performans t\u0259hlili AI reklam optimizasiyas\u0131n\u0131n<\/a> t\u0259m\u0259l da\u015f\u0131d\u0131r v\u0259 kampaniyalar\u0131n davaml\u0131 monitorinqini v\u0259 d\u00fcz\u0259li\u015fini t\u0259min edir. AI reklam platformalar\u0131ndan axan veril\u0259nl\u0259ri emal ed\u0259r\u0259k t\u0259sirl\u0259r, klikl\u0259r v\u0259 \u00e7evirm\u0259l\u0259r kimi metrikalar\u0131 an\u0131nda qiym\u0259tl\u0259ndirir ki, bu, reaksion d\u00fcz\u0259li\u015fl\u0259r \u0259v\u0259zin\u0259 proaktiv d\u0259yi\u015fiklikl\u0259r\u0259 imkan verir.<\/p>\n

An\u0131nda M\u0259lumatlar \u00fc\u00e7\u00fcn Al\u0259tl\u0259r v\u0259 Texnologiyalar<\/h3>\n

\u0130r\u0259li platformalar t\u0259bii dil emal\u0131 v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 analitikadan istifad\u0259 ed\u0259r\u0259k performans panelini t\u0259hlil edir. M\u0259s\u0259l\u0259n, anomaliya a\u015fkarlama alqoritml\u0259ri m\u00f6vs\u00fcmi trendl\u0259r\u0259 g\u00f6r\u0259 qat\u0131lmada eni\u015f kimi a\u015fa\u011f\u0131 performans g\u00f6st\u0259r\u0259n reklamlar\u0131 erk\u0259n i\u015far\u0259l\u0259yir. Konkret n\u00fcmun\u0259l\u0259r istifad\u0259\u00e7i qar\u015f\u0131l\u0131qlar\u0131n\u0131n istilik x\u0259rit\u0259l\u0259rini vizualiz\u0259 ed\u0259n paneli \u0259hat\u0259 edir ki, bu, mobil bax\u0131\u015f vaxtlar\u0131 \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131lm\u0131\u015f video reklamlar\u0131n 20 faiz daha \u00e7ox tama\u015fa\u00e7\u0131 saxlad\u0131\u011f\u0131n\u0131 a\u015fkar edir. Bu real vaxt r\u0259yl\u0259ndirm\u0259 d\u00f6vr\u00fc kampaniyalar\u0131n d\u0259yi\u015f\u0259n bazar dinamikas\u0131na uy\u011fun qalmas\u0131n\u0131 t\u0259min edir.<\/p>\n

\u018fsas Metrikl\u0259rl\u0259 T\u0259sir \u00d6l\u00e7m\u0259k<\/h3>\n

U\u011furu miqdarla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn reklam x\u0259rci qaytar\u0131lmas\u0131 (ROAS) v\u0259 qat\u0131lma d\u0259r\u0259c\u0259l\u0259ri kimi g\u00f6st\u0259ricil\u0259r\u0259 fokuslan\u0131n. AI g\u00fccl\u0259ndirilmi\u015f t\u0259hlil orta \u00f6l\u00e7\u00fcl\u00fc e-ticar\u0259t sayt\u0131n\u0131n kampaniya ortas\u0131nda b\u00fcdc\u0259ni y\u00fcks\u0259k performansl\u0131 yarad\u0131c\u0131l\u0131qlara yenid\u0259n b\u00f6l\u00fc\u015fdirm\u0259kl\u0259 35 faiz ROAS art\u0131m\u0131na nail oldu\u011funu g\u00f6st\u0259r\u0259 bil\u0259r. 5 faiz h\u0259d\u0259f \u00e7evirm\u0259 d\u0259r\u0259c\u0259si kimi standartlar qoyaraq, komandalar AI-d\u0259n n\u0259tic\u0259l\u0259ri simulyasiya etm\u0259k v\u0259 strategiyalar\u0131 t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 ed\u0259 bil\u0259r.<\/p>\n

Auditoriya Seqmentasiyas\u0131nda \u0130r\u0259li Texnikalar<\/h2>\n

AI il\u0259 idar\u0259 olunan auditoriya seqmentasiyas\u0131 davran\u0131\u015fsal, psixoloqik v\u0259 kontekstual veril\u0259nl\u0259r\u0259 \u0259saslanaraq geni\u015f bazarlar\u0131 inc\u0259 qruplara b\u00f6l\u0259r\u0259k h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdirir. Bu d\u0259qiqlik tullant\u0131n\u0131 minimuma endirir v\u0259 yarad\u0131c\u0131 reklamda mesaj rezonans\u0131n\u0131 art\u0131r\u0131r.<\/p>\n

AI il\u0259 Dinamik Seqmentl\u0259r Qurmaq<\/h3>\n

AI alqoritml\u0259ri n\u0259zar\u0259tsiz \u00f6yr\u0259nm\u0259d\u0259n istifad\u0259 ed\u0259r\u0259k istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131r\u0131r v\u0259 “y\u00fcks\u0259k niyy\u0259tli al\u0131\u015f-veri\u015f\u00e7il\u0259r” v\u0259 ya “marka loyallar\u0131” kimi seqmentl\u0259r yarad\u0131r. Bu qruplardan f\u0259rdi reklam t\u0259klifl\u0259ri yaran\u0131r; m\u0259s\u0259l\u0259n, AI ekoloji \u015f\u00fcurlu seqmentl\u0259r \u00fc\u00e7\u00fcn ekoloji t\u0259miz mesajla\u015fd\u0131rman\u0131 t\u00f6vsiy\u0259 ed\u0259 bil\u0259r. Veril\u0259nl\u0259r g\u00f6st\u0259rir ki, seqmentl\u0259\u015fdirilmi\u015f kampaniyalar \u00fcmumi paylamalara nisb\u0259t\u0259n 15-20 faiz daha y\u00fcksek \u00e7evirm\u0259 d\u0259r\u0259c\u0259l\u0259ri verir.<\/p>\n

Seqmentasiyada Etik N\u0259z\u0259riyy\u0259l\u0259r<\/h3>\n

G\u00fccl\u00fc olsa da, AI seqmentasiyas\u0131 GDPR kimi m\u0259xfilik qaydalar\u0131na diqq\u0259t t\u0259l\u0259b edir. \u015e\u0259ffaf veril\u0259nl\u0259r t\u0259cr\u00fcb\u0259l\u0259ri uy\u011funlu\u011fu t\u0259min edir v\u0259 etibar yarad\u0131r. Etik AI-y\u0259 \u00fcst\u00fcnl\u00fck ver\u0259n biznesl\u0259r uzunm\u00fcdd\u0259tli m\u00fc\u015ft\u0259ri m\u00fcnasib\u0259tl\u0259rinin g\u00fccl\u0259ndiyini v\u0259 saxlama d\u0259r\u0259c\u0259l\u0259rinin 10 faiz yax\u015f\u0131la\u015fd\u0131\u011f\u0131n\u0131 qeyd edirl\u0259r.<\/p>\n

\u00c7evirm\u0259 D\u0259r\u0259c\u0259sini Yax\u015f\u0131la\u015fd\u0131rma Strategiyalar\u0131<\/h2>\n

AI vasit\u0259sil\u0259 \u00e7evirm\u0259 d\u0259r\u0259c\u0259sini yax\u015f\u0131la\u015fd\u0131rma b\u00fct\u00fcn funneli, m\u0259lumatland\u0131rmadan al\u0131\u015fa q\u0259d\u0259r optimalla\u015fd\u0131rma\u011f\u0131 \u0259hat\u0259 edir. AI s\u00fcrtm\u0259 n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259nl\u0259\u015fdirir v\u0259 istifad\u0259\u00e7il\u0259ri ist\u0259nil\u0259n h\u0259r\u0259k\u0259tl\u0259r\u0259 y\u00f6n\u0259ltm\u0259k \u00fc\u00e7\u00fcn m\u00fcdaxil\u0259l\u0259ri test edir.<\/p>\n

Qat\u0131lman\u0131 Art\u0131rmaq \u00fc\u00e7\u00fcn F\u0259rdil\u0259\u015fdirm\u0259 Taktil\u0259ri<\/h3>\n

AI ke\u00e7mi\u015f bax\u0131\u015flara \u0259saslanan m\u0259hsul t\u00f6vsiy\u0259l\u0259ri kimi f\u0259rdi reklam t\u0259klifl\u0259rind\u0259 \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edir. Strategiyalar m\u0259hdud vaxt t\u0259klifl\u0259ri kimi t\u0259cili siqnallarla yenid\u0259n h\u0259d\u0259fl\u0259m\u0259ni \u0259hat\u0259 edir ki, bu, \u00e7evirm\u0259l\u0259ri 30 faiz art\u0131ra bil\u0259r. \u00d6l\u00e7\u00fcl\u00fc A\/B testl\u0259r optimal h\u0259r\u0259k\u0259t\u0259 \u00e7a\u011f\u0131r\u0131\u015flar\u0131 a\u015fkar edir v\u0259 yarad\u0131c\u0131l\u0131qlar\u0131n istifad\u0259\u00e7i niyy\u0259ti il\u0259 uy\u011funla\u015fmas\u0131n\u0131 t\u0259min edir.<\/p>\n

Optimizasiya Vasit\u0259sil\u0259 ROAS G\u00fccl\u0259ndirm\u0259k<\/h3>\n

ROAS-\u0131 maksimuma \u00e7atd\u0131rmaq \u00fc\u00e7\u00fcn AI pik saatlarda mobil optimalla\u015fd\u0131r\u0131lm\u0131\u015f reklamlara \u00fcst\u00fcnl\u00fck ver\u0259r\u0259k b\u00fcdc\u0259 d\u00fcz\u0259li\u015fl\u0259rini v\u0259 yarad\u0131c\u0131 rotasiyalar\u0131 avtomatla\u015fd\u0131r\u0131r. Vaka t\u0259dqiqatlar\u0131 moda p\u0259rak\u0259nd\u0259\u00e7isinin ROAS-\u0131 28 faiz art\u0131\u011f\u0131n\u0131 g\u00f6st\u0259rir. \u0130stifad\u0259\u00e7i r\u0259yl\u0259ndirm\u0259 d\u00f6vrlerinin daxil edilm\u0259si bu s\u0259yl\u0259ri daha da t\u0259kmill\u0259\u015fdirir v\u0259 yax\u015f\u0131la\u015fma d\u00f6vr\u00fc yarad\u0131r.<\/p>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259etm\u0259sini T\u0259tbiq Etm\u0259k<\/h2>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si AI-d\u0259n istifad\u0259 ed\u0259r\u0259k resurslar\u0131 dinamik b\u00f6l\u00fc\u015fd\u00fcr\u00fcr ki, bu, \u0259l il\u0259 n\u0259zar\u0259tsiz \u0259n effektiv kanallar v\u0259 yarad\u0131c\u0131l\u0131qlara v\u0259sait ax\u0131n\u0131n\u0131 t\u0259min edir.<\/p>\n

S\u0259m\u0259r\u0259li B\u00f6l\u00fc\u015fd\u00fcrm\u0259 \u00fc\u00e7\u00fcn Alqoritml\u0259r<\/h3>\n

Proqnozla\u015fd\u0131r\u0131c\u0131 modell\u0259r x\u0259rcl\u0259nm\u0259 s\u0259m\u0259r\u0259liliyini proqnozla\u015fd\u0131r\u0131r v\u0259 proqnozla\u015fd\u0131r\u0131lan ROI-y\u0259 \u0259saslanaraq b\u00fcdc\u0259l\u0259ri d\u00fcz\u0259ldir. M\u0259s\u0259l\u0259n, axtar\u0131\u015f reklamlar\u0131 4:1 ROAS ver\u0259rk\u0259n displey 2:1-d\u0259 qalsa, AI b\u00fcdc\u0259l\u0259ri uy\u011funla\u015fd\u0131r\u0131r. Bu, m\u00fc\u0259ssis\u0259 s\u0259viyy\u0259li yerin\u0259 yetirm\u0259l\u0259rd\u0259 25 faiz x\u0259rc q\u0259na\u0259ti n\u0259tic\u0259sind\u0259 yaran\u0131r.<\/p>\n

Performans Veril\u0259nl\u0259ri il\u0259 B\u00fcdc\u0259l\u0259ri Miqyasla\u015fd\u0131rmaq<\/h3>\n

Kampaniyalar b\u00f6y\u00fcd\u00fckc\u0259, AI b\u00fcdc\u0259l\u0259ri a\u011f\u0131ll\u0131 \u015f\u0259kild\u0259 miqyasla\u015fd\u0131r\u0131r v\u0259 art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lad\u0131r. Real vaxt t\u0259hlili il\u0259 inteqrasiya cari trendl\u0259ri \u0259ks etdir\u0259n d\u00fcz\u0259li\u015fl\u0259ri t\u0259min edir v\u0259 qazanma v\u0259 saxlama x\u0259rcl\u0259ri aras\u0131nda tarazl\u0131\u011f\u0131 saxlay\u0131r.<\/p>\n

AI Yarad\u0131c\u0131 Reklam\u0131n G\u0259l\u0259c\u0259yini Naviqasiya Etm\u0259k<\/h2>\n

G\u0259l\u0259c\u0259y\u0259 baxanda, AI yarad\u0131c\u0131 reklam art\u0131r\u0131lm\u0131\u015f reall\u0131q v\u0259 s\u0259s axtar\u0131\u015f\u0131 kimi yeni texnologiyalar\u0131 inteqrasiya ed\u0259c\u0259k v\u0259 optimizasiya qabiliyy\u0259tl\u0259rini daha da y\u00fcks\u0259ld\u0259c\u0259k. Marketoloqlar bu ir\u0259lil\u0259yi\u015fl\u0259rd\u0259n faydalanmaq \u00fc\u00e7\u00fcn bacar\u0131q art\u0131rmaq v\u0259 m\u00f6hk\u0259m veril\u0259nl\u0259r infrastrukturuna investisiya etm\u0259lidirl\u0259r. AI inki\u015faf etdikc\u0259, reklamlar v\u0259 m\u0259zmun aras\u0131ndak\u0131 s\u0259rh\u0259dl\u0259ri buland\u0131ran hiper-f\u0259rdi t\u0259cr\u00fcb\u0259l\u0259r g\u00f6zl\u0259nilir ki, bu, misilsiz qat\u0131lma s\u0259viyy\u0259l\u0259rini t\u0259min ed\u0259c\u0259k. Bu strategiyalar\u0131 indi q\u0259bul ed\u0259n biznesl\u0259r m\u0259lumat m\u0259rk\u0259zli d\u00f6vrd\u0259 liderl\u0259r kimi m\u00f6vqel\u0259n\u0259c\u0259kl\u0259r.<\/p>\n

Bu dinamik sah\u0259d\u0259 Alien Road m\u00fc\u0259ssis\u0259l\u0259ri AI reklam optimizasiyas\u0131 vasit\u0259sil\u0259 b\u0259rpa ed\u0259n \u0259n yax\u015f\u0131 konsaltinq \u015firk\u0259ti kimi ortaya \u00e7\u0131x\u0131r. M\u00fct\u0259x\u0259ssisl\u0259r komandam\u0131z AI reklam optimizasiyas\u0131, real vaxt performans t\u0259hlili, auditoriya seqmentasiyas\u0131, \u00e7evirm\u0259 d\u0259r\u0259c\u0259sini yax\u015f\u0131la\u015fd\u0131rma v\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k f\u0259rdi h\u0259ll\u0259r t\u0259qdim edir ki, bu, \u00fcst\u00fcn n\u0259tic\u0259l\u0259ri a\u00e7\u0131r. Kampaniyalar\u0131n\u0131z\u0131 d\u0259yi\u015fdirm\u0259k \u00fc\u00e7\u00fcn bu g\u00fcn Alien Road il\u0259 \u0259m\u0259kda\u015fl\u0131q edin: strateji konsultasiya planla\u015fd\u0131r\u0131n v\u0259 reklam performans\u0131n\u0131z\u0131 yeni h\u00fcnd\u00fcrl\u00fck\u0259 qald\u0131r\u0131n.<\/p>\n

AI Yarad\u0131c\u0131 Reklam Haqq\u0131nda Tez-Tez Veril\u0259n Suallar<\/h2>\n

AI yarad\u0131c\u0131 reklam n\u0259dir?<\/h3>\n

AI yarad\u0131c\u0131 reklam s\u00fcni intellektin istifad\u0259\u00e7i davran\u0131\u015flar\u0131 v\u0259 \u00fcst\u00fcnl\u00fckl\u0259rin\u0259 uy\u011funla\u015fan reklam m\u0259zmununu inki\u015faf etdirm\u0259k, test etm\u0259k v\u0259 yerin\u0259 yetirm\u0259k \u00fc\u00e7\u00fcn istifad\u0259sini n\u0259z\u0259rd\u0259 tutur. \u018fn\u0259n\u0259vi \u00fcsullardan f\u0259rqli olaraq, ma\u015f\u0131n \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k vizual, m\u0259tn v\u0259 formatlar\u0131n varyasiyalar\u0131n\u0131 yarad\u0131r ki, bu, reklamlar\u0131n t\u0259z\u0259 v\u0259 uy\u011fun qalmas\u0131n\u0131 t\u0259min edir. Bu yana\u015fma \u00fcmumi kampaniya effektivliyini art\u0131r\u0131r, Google Ads v\u0259 Facebook kimi platformalar performans veril\u0259nl\u0259rin\u0259 \u0259saslanaraq yarad\u0131c\u0131 qura\u015fd\u0131rman\u0131 avtomatla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn AI-d\u0259n istifad\u0259 edir.<\/p>\n

AI reklam optimizasiyas\u0131n\u0131 nec\u0259 g\u00fccl\u0259ndirir?<\/h3>\n

AI reklam optimizasiyas\u0131n\u0131 b\u00f6y\u00fck veril\u0259nl\u0259r siyah\u0131lar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131rma v\u0259 d\u00fcz\u0259li\u015fl\u0259ri avtomatla\u015fd\u0131rmaql\u0259 g\u00fccl\u0259ndirir. Vaxtlama, yerl\u0259\u015fdirm\u0259 v\u0259 m\u0259zmun rezonans\u0131 kimi d\u0259yi\u015f\u0259nl\u0259ri real vaxtda emal edir ki, bu, resurs istifad\u0259sini daha s\u0259m\u0259r\u0259li edir. M\u0259s\u0259l\u0259n, AI reklam \u00f6t\u00fcr\u00fclm\u0259sini optimalla\u015fd\u0131raraq 20-30 faiz daha yax\u015f\u0131 h\u0259d\u0259fl\u0259m\u0259 d\u0259qiqliyin\u0259 nail ola bil\u0259r ki, bu, klik ba\u015f\u0131na x\u0259rc v\u0259 \u00fcmumi ROI kimi metrikalara birba\u015fa t\u0259sir edir.<\/p>\n

AI reklam optimizasiyas\u0131nda real vaxt performans t\u0259hlilinin rolu n\u0259dir?<\/h3>\n

AI reklam optimizasiyas\u0131nda real vaxt performans t\u0259hlili kampaniya metrikalar\u0131n\u0131n davaml\u0131 monitorinqini \u0259hat\u0259 edir ki, bu, an\u0131nda t\u0259kmill\u0259\u015fdirm\u0259l\u0259r\u0259 imkan verir. AI al\u0259tl\u0259ri m\u00fc\u0259yy\u0259n yarad\u0131c\u0131l\u0131qlarda artan qat\u0131lma kimi trendl\u0259ri a\u015fkar edir v\u0259 strategiyalar\u0131 uy\u011funla\u015fd\u0131r\u0131r. Bu qabiliyy\u0259t reklam tullant\u0131s\u0131n\u0131 15 faiz azalda bil\u0259r v\u0259 bazar d\u0259yi\u015fiklikl\u0259rin\u0259 reaksiya vaxtlar\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131r, kampaniyalar\u0131 \u00e7evik saxlay\u0131r.<\/p>\n

AI reklamda auditoriya seqmentasiyas\u0131 niy\u0259 vacibdir?<\/h3>\n

AI reklamda auditoriya seqmentasiyas\u0131 x\u00fcsusi qruplarla rezonans yaradan f\u0259rdi mesajla\u015fd\u0131rma \u00fc\u00e7\u00fcn vacibdir ki, bu, uy\u011funlu\u011fu v\u0259 qat\u0131lman\u0131 art\u0131r\u0131r. AI davran\u0131\u015fsal veril\u0259nl\u0259rd\u0259n seqmentl\u0259ri t\u0259kmill\u0259\u015fdirir v\u0259 daha y\u00fcksek \u00e7evirm\u0259 potensial\u0131 yarad\u0131r. Onsuz kampaniyalar m\u00fcxt\u0259lif auditoriyalarda t\u0259sirini z\u0259ifl\u0259d\u0259 bil\u0259r, halbuki seqmentl\u0259\u015fdirilmi\u015f s\u0259yl\u0259r orta hesabla klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259l\u0259ri 18 faiz art\u0131r\u0131r.<\/p>\n

AI reklam kampaniyalar\u0131nda \u00e7evirm\u0259 d\u0259r\u0259c\u0259l\u0259rini nec\u0259 yax\u015f\u0131la\u015fd\u0131ra bil\u0259r?<\/h3>\n

AI \u00e7evirm\u0259 d\u0259r\u0259c\u0259l\u0259rini istifad\u0259\u00e7i s\u0259yah\u0259tl\u0259rini f\u0259rdil\u0259\u015fdir\u0259r\u0259k v\u0259 funneld\u0259 mane\u0259l\u0259ri aradan qald\u0131raraq yax\u015f\u0131la\u015fd\u0131r\u0131r. Proqnozla\u015fd\u0131r\u0131c\u0131 modell\u0259\u015fdirm\u0259 vasit\u0259sil\u0259 y\u00fcks\u0259k potensiall\u0131 liderl\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirir v\u0259 dinamik qiym\u0259t g\u00f6st\u0259ricil\u0259ri kimi f\u0259rdi reklamlar t\u0259qdim edir. Bu taktikalar\u0131 istifad\u0259 ed\u0259n kampaniyalar tez-tez 25 faiz \u00e7evirm\u0259 art\u0131m\u0131 g\u00f6r\u00fcr, \u00e7\u00fcnki AI tarixi n\u00fcmun\u0259l\u0259r\u0259 \u0259saslanaraq qeydiyyat v\u0259 ya al\u0131\u015f kimi h\u0259r\u0259k\u0259tl\u0259r \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131r.<\/p>\n

AI reklamlarda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259sinin faydalar\u0131 n\u0259l\u0259rdir?<\/h3>\n

AI reklamlarda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si v\u0259saitl\u0259rin \u0259n yax\u015f\u0131 performansl\u0131 elementl\u0259r\u0259 b\u00f6l\u00fc\u015fd\u00fcr\u00fclm\u0259sini t\u0259min edir v\u0259 ROI-\u0131 maksimuma \u00e7atd\u0131r\u0131r. AI alqoritml\u0259ri x\u0259rcl\u0259nm\u0259 s\u0259m\u0259r\u0259liliyini proqnozla\u015fd\u0131r\u0131r v\u0259 real vaxtda yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u00fcr, a\u015fa\u011f\u0131 m\u0259hsuldar sah\u0259l\u0259rd\u0259 art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lad\u0131r. Biznesl\u0259r b\u00fcdc\u0259 istifad\u0259sind\u0259 20-40 faiz yax\u015f\u0131la\u015fma qeyd edirl\u0259r ki, bu, proporsional x\u0259rc art\u0131m\u0131 olmadan miqyaslanm\u0131\u015f kampaniyalara imkan verir.<\/p>\n

M\u00f6vcud kampaniyalarda AI reklam optimizasiyas\u0131n\u0131 nec\u0259 t\u0259tbiq etm\u0259k olar?<\/h3>\n

M\u00f6vcud kampaniyalarda AI reklam optimizasiyas\u0131n\u0131 t\u0259tbiq etm\u0259k \u00fc\u00e7\u00fcn Adobe Sensei v\u0259 ya Optimizely kimi uy\u011fun platformalar\u0131 inteqrasiya etm\u0259kl\u0259 ba\u015flay\u0131n. Cari veril\u0259nl\u0259r m\u0259nb\u0259l\u0259rini audit edin, modell\u0259ri performans tarix\u00e7\u0259sind\u0259 t\u0259liml\u0259\u015fdirin v\u0259 ROAS h\u0259d\u0259fl\u0259ri kimi optimizasiya m\u0259qs\u0259dl\u0259ri qoyun. A\/B testl\u0259ri il\u0259 t\u0259dric\u0259n yerin\u0259 yetirm\u0259 pozulman\u0131 minimuma endirir v\u0259 yerin\u0259 yetirm\u0259nin ilk ay\u0131nda ilkin qazanclar verir.<\/p>\n

AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn hans\u0131 metrikl\u0259r izl\u0259nm\u0259lidir?<\/h3>\n

AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn \u0259sas metrikl\u0259r ROAS, \u00e7evirm\u0259 d\u0259r\u0259c\u0259si, klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259 v\u0259 t\u0259sir pay\u0131n\u0131 \u0259hat\u0259 edir. AI paneli bunlar\u0131 \u00fcmumi bax\u0131\u015f \u00fc\u00e7\u00fcn c\u0259ml\u0259\u015fdirir ki, 3:1 ROAS kimi standartlar g\u00fccl\u00fc performans\u0131 g\u00f6st\u0259rir. \u0130zl\u0259m\u0259 h\u0259m\u00e7inin reklamda vaxt kimi qat\u0131lma d\u0259rinliyini \u0259hat\u0259 edir ki, bu, yarad\u0131c\u0131 elementl\u0259ri iterativ \u015f\u0259kild\u0259 t\u0259kmill\u0259\u015fdirm\u0259y\u0259 imkan verir.<\/p>\n

F\u0259rdi reklam t\u0259klifl\u0259ri \u00fc\u00e7\u00fcn niy\u0259 AI se\u00e7m\u0259k?<\/h3>\n

AI f\u0259rdi reklam t\u0259klifl\u0259rind\u0259 istifad\u0259\u00e7i veril\u0259nl\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k kontekstual uy\u011fun m\u0259zmun yarad\u0131r ki, bu, etibar v\u0259 h\u0259r\u0259k\u0259ti t\u0259\u015fviq edir. \u018fl \u00fcsullar\u0131ndan f\u0259rqli olaraq, miqyasla m\u00fcnasib\u0259t qurur v\u0259 minl\u0259rl\u0259 varyasiya yarad\u0131r. Bu, q\u0259bul ed\u0259nl\u0259r \u00fc\u00e7\u00fcn reklamlar intuitiv hiss olundu\u011fundan 35 faiz daha y\u00fcksek qat\u0131lma d\u0259r\u0259c\u0259l\u0259ri n\u0259tic\u0259sind\u0259 yaran\u0131r.<\/p>\n

AI yarad\u0131c\u0131 reklamda ROAS-\u0131 nec\u0259 art\u0131r\u0131r?<\/h3>\n

AI yarad\u0131c\u0131 reklamda ROAS-\u0131 y\u00fcks\u0259k d\u0259y\u0259rli n\u0259tic\u0259l\u0259r\u0259 y\u00f6n\u0259lmi\u015f b\u00fcdc\u0259, h\u0259d\u0259fl\u0259m\u0259 v\u0259 yarad\u0131c\u0131l\u0131q optimizasiyas\u0131 il\u0259 art\u0131r\u0131r. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si pik \u00e7evirm\u0259 p\u0259nc\u0259r\u0259l\u0259ri kimi qazan\u00e7l\u0131 n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirir v\u0259 uy\u011funla\u015fd\u0131r\u0131r. Real d\u00fcnya n\u00fcmun\u0259l\u0259ri a\u015fa\u011f\u0131 performansl\u0131lardan qalibl\u0259r\u0259 b\u00fcdc\u0259 yenid\u0259n b\u00f6l\u00fc\u015fdirm\u0259 zaman\u0131 ROAS art\u0131m\u0131n\u0131 40 faiz g\u00f6st\u0259rir.<\/p>\n

AI reklam optimizasiyas\u0131nda hans\u0131 \u00e7\u0259tinlikl\u0259r yaran\u0131r?<\/h3>\n

AI reklam optimizasiyas\u0131nda \u00e7\u0259tinlikl\u0259r veril\u0259nl\u0259r keyfiyy\u0259ti probleml\u0259ri, alqoritm q\u0259r\u0259zl\u0259ri v\u0259 inteqrasiya m\u00fcr\u0259kk\u0259blikl\u0259rini \u0259hat\u0259 edir. Z\u0259if veril\u0259nl\u0259r n\u0259tic\u0259l\u0259ri t\u0259hrif ed\u0259 bil\u0259r, q\u0259r\u0259zl\u0259r is\u0259 qeyri-\u0259dal\u0259tli h\u0259d\u0259fl\u0259m\u0259y\u0259 s\u0259b\u0259b ola bil\u0259r. Bunlar\u0131 a\u015fmaq t\u0259miz veril\u0259nl\u0259r siyah\u0131lar\u0131n\u0131, m\u00fcnt\u0259z\u0259m auditl\u0259ri v\u0259 m\u00fct\u0259x\u0259ssis n\u0259zar\u0259tini t\u0259l\u0259b edir ki, bu, \u0259dal\u0259tli v\u0259 effektiv kampaniyalar\u0131 t\u0259min edir.<\/p>\n

Real vaxt t\u0259hlili \u0259n\u0259n\u0259vi hesabatdan nec\u0259 f\u0259rql\u0259nir?<\/h3>\n

Real vaxt t\u0259hlili \u0259n\u0259n\u0259vi hesabatdan an\u0131nda m\u0259lumatlar t\u0259qdim etm\u0259kl\u0259 f\u0259rql\u0259nir, davri x\u00fclas\u0259l\u0259r \u0259v\u0259zin\u0259, q\u0259rarlar\u0131 an\u0131nda q\u0259bul etm\u0259y\u0259 imkan verir. AI canl\u0131 veril\u0259nl\u0259r ax\u0131nlar\u0131n\u0131 emal ed\u0259r\u0259k proaktiv d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir ki, bu, cavab gecikm\u0259l\u0259ri yaradan topdan hesabatlarla ziddiyy\u0259t t\u0259\u015fkil edir. Bu d\u0259yi\u015fiklik kampaniya optimizasiya d\u00f6vrlerini g\u00fcnl\u0259rd\u0259n d\u0259qiq\u0259l\u0259r\u0259 q\u0259d\u0259r q\u0131salda bil\u0259r.<\/p>\n

Auditoriya seqmentasiyas\u0131 \u00fc\u00e7\u00fcn niy\u0259 AI inteqrasiya etm\u0259k?<\/h3>\n

Auditoriya seqmentasiyas\u0131 \u00fc\u00e7\u00fcn AI inteqrasiya m\u00fcr\u0259kk\u0259b veril\u0259nl\u0259r siyah\u0131lar\u0131nda gizli m\u0259lumatlar\u0131 a\u015fkar edir v\u0259 \u0259l \u00fcsullar\u0131ndan daha d\u0259qiq qruplar yarad\u0131r. D\u0259yi\u015fiklikl\u0259r\u0259 dinamik uy\u011funla\u015f\u0131r v\u0259 reklam uy\u011funlu\u011funu yax\u015f\u0131la\u015fd\u0131r\u0131r. Seqmentl\u0259\u015fdirilmi\u015f AI kampaniyalar\u0131 tipik olaraq resurs b\u00f6l\u00fc\u015fd\u00fcrm\u0259sind\u0259 v\u0259 h\u0259d\u0259fl\u0259m\u0259 d\u0259qiqliyind\u0259 22 faiz daha y\u00fcksek s\u0259m\u0259r\u0259lilik \u0259ld\u0259 edir.<\/p>\n

\u00c7evirm\u0259 d\u0259r\u0259c\u0259sini yax\u015f\u0131la\u015fd\u0131rma \u00fc\u00e7\u00fcn AI istifad\u0259 ed\u0259n hans\u0131 strategiyalar var?<\/h3>\n

\u00c7evirm\u0259 d\u0259r\u0259c\u0259sini yax\u015f\u0131la\u015fd\u0131rma \u00fc\u00e7\u00fcn AI istifad\u0259 ed\u0259n strategiyalar dinamik yenid\u0259n h\u0259d\u0259fl\u0259m\u0259, proqnozla\u015fd\u0131r\u0131c\u0131 lider qiym\u0259tl\u0259ndirm\u0259 v\u0259 l\u0259ndinq s\u0259hif\u0259l\u0259rinin avtomatla\u015fd\u0131r\u0131lm\u0131\u015f A\/B testl\u0259rini \u0259hat\u0259 edir. Bunlar istifad\u0259\u00e7i niyy\u0259t siqnallar\u0131na fokuslan\u0131r v\u0259 vaxt\u0131nda m\u00fcdaxil\u0259l\u0259r t\u0259qdim edir. T\u0259tbiqi s\u0259nay\u0259 standartlar\u0131na g\u00f6r\u0259 d\u0259r\u0259c\u0259l\u0259ri 2 faizd\u0259n 5 faiz\u0259 qald\u0131ra bil\u0259r.<\/p>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si nec\u0259 i\u015fl\u0259yir<\/p>\n","protected":false},"excerpt":{"rendered":"

R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 AI reklam optimizasiyas\u0131, x\u00fcsusil\u0259 yarad\u0131c\u0131 reklam sah\u0259sind\u0259 transformasiya q\u00fcvv\u0259si kimi qal\u0131r. S\u00fcni intellektin reklam kampaniyalar\u0131na inteqrasiyas\u0131 marketoloqlara h\u0259d\u0259f auditoriyalarla d\u0259rin rezonans yaradan daha dinamik, reaksion v\u0259 effektiv strategiyalar yaratma\u011fa imkan verir. \u018fsasda AI yarad\u0131c\u0131 reklam\u0131 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k reklam m\u0259zmununu yaratmaq, t\u0259kmill\u0259\u015fdirm\u0259k v\u0259 paylamaq \u00fc\u00e7\u00fcn istifad\u0259 edir […]<\/p>\n","protected":false},"author":1,"featured_media":45135,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1929],"tags":[546],"class_list":["post-106619","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-reklam-optimizasiyasi-az","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106619","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/comments?post=106619"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106619\/revisions"}],"predecessor-version":[{"id":106626,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106619\/revisions\/106626"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media\/45135"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=106619"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=106619"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=106619"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}