R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u00fchitind\u0259 AI reklam optimizasiyas\u0131 2025-ci ild\u0259 y\u00fcks\u0259k n\u0259tic\u0259 ver\u0259n m\u0259zmun yaratma\u011f\u0131 h\u0259d\u0259fl\u0259y\u0259n biznesl\u0259r \u00fc\u00e7\u00fcn t\u0259m\u0259l da\u015f\u0131d\u0131r. Reklam b\u00fcdc\u0259l\u0259ri m\u0259lumatlara \u0259saslanan strategiyalara do\u011fru d\u0259yi\u015fm\u0259y\u0259 davam etdikc\u0259, s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259n platformalar g\u00f6r\u00fcnm\u0259mi\u015f s\u0259m\u0259r\u0259lilik v\u0259 d\u0259qiqlik t\u0259klif edir. Bu al\u0259tl\u0259r reklam m\u0259tninin, vizual materiallar\u0131n v\u0259 h\u0259d\u0259fl\u0259m\u0259 parametrl\u0259rinin yarad\u0131lmas\u0131n\u0131 avtomatla\u015fd\u0131raraq marketoloqlara miqyasda f\u0259rdil\u0259\u015fdirilmi\u015f m\u0259zmun istehsal etm\u0259y\u0259 imkan verir. \u018fsas m\u00f6vzu b\u00f6y\u00fck m\u0259lumat d\u0259stl\u0259rini t\u0259hlil etm\u0259k v\u0259 kampaniyalar\u0131 real vaxt rejimind\u0259 t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn qabaqc\u0131l alqoritml\u0259ri birl\u0259\u015fdir\u0259n m\u0259zmun yaratmaq \u00fc\u00e7\u00fcn \u0259n yax\u015f\u0131 AI optimizasiya platformalar\u0131 \u0259traf\u0131nda f\u0131rlan\u0131r. Gartner-in s\u0259naye hesabatlar\u0131na g\u00f6r\u0259, 2025-ci il\u0259 q\u0259d\u0259r proqnozlar AI-nin reklam\u0131n f\u0259rdil\u0259\u015fdirilm\u0259si tap\u015f\u0131r\u0131qlar\u0131n\u0131n 80 faizind\u0259n \u00e7oxunu idar\u0259 ed\u0259c\u0259yini g\u00f6st\u0259rir. Bu ke\u00e7id t\u0259kc\u0259 \u0259l \u0259m\u0259yini azaltm\u0131r, h\u0259m d\u0259 prediktiv modell\u0259\u015fdirm\u0259 v\u0259 iterativ t\u0259kmill\u0259\u015fdirm\u0259l\u0259r vasit\u0259sil\u0259 reklama \u00e7\u0259kil\u0259n x\u0259rcl\u0259rin g\u0259lirliliyini (ROAS) art\u0131r\u0131r. Bu transformasiyan\u0131n a\u00e7ar\u0131 AI reklam optimizasiyas\u0131n\u0131n kampaniya metrikl\u0259ri \u00fczr\u0259 ani r\u0259y t\u0259min ed\u0259n real vaxt rejimind\u0259 performans t\u0259hlili v\u0259 hiper-h\u0259d\u0259fl\u0259nmi\u015f mesajla\u015fmaya imkan ver\u0259n auditoriya seqmentasiyas\u0131 kimi elementl\u0259rl\u0259 q\u00fcsursuz birl\u0259\u015fm\u0259sidir. Bu platformalar\u0131 q\u0259bul ed\u0259n m\u00fc\u0259ssis\u0259l\u0259r apar\u0131c\u0131 m\u00fc\u0259ssis\u0259l\u0259rin n\u00fcmun\u0259 ara\u015fd\u0131rmalar\u0131ndan g\u00f6r\u00fcnd\u00fcy\u00fc kimi, 25 faiz\u0259 q\u0259d\u0259r konversiya nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131n\u0131 g\u00f6zl\u0259y\u0259 bil\u0259rl\u0259r. \u00dcst\u0259lik, avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259\u00e7iliyi resurslar\u0131n dinamik \u015f\u0259kild\u0259 ayr\u0131\u0131lmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k, z\u0259if i\u015fl\u0259y\u0259n reklamlara h\u0259ddind\u0259n art\u0131q x\u0259rcl\u0259rin qar\u015f\u0131s\u0131n\u0131 al\u0131r. Bu m\u0259qal\u0259d\u0259 biz qar\u015f\u0131dak\u0131 il \u00fc\u00e7\u00fcn reklam strategiyalar\u0131n\u0131 y\u00fcks\u0259ltm\u0259kd\u0259 onlar\u0131n rolunu vur\u011fulayaraq bu platformalar\u0131n mexanikas\u0131n\u0131 n\u0259z\u0259rd\u0259n ke\u00e7iririk.<\/p>\n
AI qaydalara \u0259saslanan sisteml\u0259rd\u0259n davaml\u0131 olaraq uy\u011funla\u015fan ma\u015f\u0131n \u00f6yr\u0259nm\u0259si modell\u0259rin\u0259 ke\u00e7m\u0259kl\u0259 reklam\u0131 \u0259sasl\u0131 \u015f\u0259kild\u0259 yenid\u0259n formala\u015fd\u0131rd\u0131. 2025-ci ild\u0259 bu t\u0259kam\u00fcl platformalar\u0131n n\u0259tic\u0259l\u0259r\u0259 t\u0259sir etm\u0259zd\u0259n \u0259vv\u0259l performans eni\u015fl\u0259rini qabaqcadan t\u0259xmin etdiyi proaktiv optimalla\u015fd\u0131rman\u0131 vur\u011fulay\u0131r. \u018fn\u0259n\u0259vi \u00fcsullar insan intuisiyas\u0131na \u0259saslan\u0131rd\u0131 ki, bu da \u00e7ox vaxt d\u00fcz\u0259li\u015fl\u0259rd\u0259 gecikm\u0259l\u0259r\u0259 v\u0259 suboptimal ROAS-a s\u0259b\u0259b olurdu. Lakin AI reklam optimizasiya platformalar\u0131 strategiyalar\u0131 d\u0259rhal t\u0259nziml\u0259m\u0259k \u00fc\u00e7\u00fcn saniy\u0259d\u0259 milyonlarla m\u0259lumat n\u00f6qt\u0259sini emal edir.<\/p>\n
Tarix\u0259n reklam yarad\u0131lmas\u0131 m\u0259tnin haz\u0131rlanmas\u0131 v\u0259 \u015f\u0259kill\u0259rin se\u00e7ilm\u0259si kimi vaxt t\u0259l\u0259b ed\u0259n \u0259l il\u0259 tap\u015f\u0131r\u0131qlar\u0131 \u0259hat\u0259 edirdi. Bu g\u00fcn AI platformalar\u0131 tarixi m\u0259lumatlara \u0259saslanan m\u0259zmun variantlar\u0131 yaradaraq bu add\u0131mlar\u0131 avtomatla\u015fd\u0131r\u0131r. M\u0259s\u0259l\u0259n, ma\u015f\u0131n \u00f6yr\u0259nm\u0259si alqoritml\u0259ri m\u00fc\u0259yy\u0259n demoqrafik qruplarla s\u0259sl\u0259\u015f\u0259n reklam elementl\u0259rini t\u0259klif etm\u0259k \u00fc\u00e7\u00fcn ke\u00e7mi\u015f kampaniya n\u0259tic\u0259l\u0259rini t\u0259hlil edir. Bu avtomatla\u015fd\u0131rma t\u0259kc\u0259 istehsal\u0131 s\u00fcr\u0259tl\u0259ndirm\u0259kle kifay\u0259tl\u0259nmir, h\u0259m d\u0259 s\u0259hvl\u0259ri minimuma endirir, kanallar aras\u0131nda ard\u0131c\u0131ll\u0131\u011f\u0131 t\u0259min edir. G\u00f6rk\u0259mli n\u00fcmun\u0259 odur ki, AI 2024-c\u00fc il Forrester hesabat\u0131nda bildirildiyi kimi m\u0259zmunun yarad\u0131lmas\u0131 m\u00fcdd\u0259tini 70 faiz azald\u0131r v\u0259 2025-ci ild\u0259 miqyaslana bil\u0259n \u0259m\u0259liyyatlar \u00fc\u00e7\u00fcn z\u0259min yarad\u0131r.<\/p>\n
Marketoloqlar AI-nin istifad\u0259\u00e7i davran\u0131\u015f\u0131nda inc\u0259 d\u0259yi\u015fiklikl\u0259r kimi insan g\u00f6z\u00fcn\u0259 g\u00f6r\u00fcnm\u0259y\u0259n n\u00fcmun\u0259l\u0259ri i\u015f\u0131qland\u0131rmaq qabiliyy\u0259tind\u0259n faydalan\u0131rlar. Bu, daha m\u0259lumatl\u0131 q\u0259rarlar\u0131n q\u0259bul edilm\u0259sin\u0259 v\u0259 daha y\u00fcks\u0259k c\u0259lb olunma nisb\u0259tl\u0259rin\u0259 s\u0259b\u0259b olur. Platformalar indi klikl\u0259m\u0259 nisb\u0259tl\u0259rini orta hesabla 15 faiz art\u0131raraq, auditoriyan\u0131n \u00fcst\u00fcnl\u00fckl\u0259rin\u0259 uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f c\u0259lbedici hekay\u0259l\u0259r yaratmaq \u00fc\u00e7\u00fcn t\u0259bii dil emal\u0131n\u0131 \u00f6z\u00fcnd\u0259 birl\u0259\u015fdirir. 2025-ci il\u0259 yax\u0131nla\u015fd\u0131qca, AI-nin inteqrasiyas\u0131 Google v\u0259 Meta kimi platformalarda d\u0259yi\u015f\u0259n alqoritml\u0259r fonunda kampaniyalar\u0131n \u00e7evik qalmas\u0131n\u0131 t\u0259min edir.<\/p>\n
Effektiv AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn do\u011fru platforman\u0131n se\u00e7ilm\u0259si \u00e7ox vacibdir. 2025-ci ild\u0259 \u0259n yax\u015f\u0131 al\u0259tl\u0259r reklam m\u0259zmununu q\u00fcsursuz \u015f\u0259kild\u0259 yaratmaq v\u0259 t\u0259nziml\u0259m\u0259k \u00fc\u00e7\u00fcn generativ AI-ni optimalla\u015fd\u0131rma m\u00fch\u0259rrikl\u0259ri il\u0259 birl\u0259\u015fdirir. Bu platformalar g\u00fccl\u00fc analitika t\u0259qdim etm\u0259kl\u0259 yana\u015f\u0131, istifad\u0259\u00e7i dostu interfeysl\u0259r\u0259 \u00fcst\u00fcnl\u00fck verir v\u0259 onlar\u0131 m\u00fcxt\u0259lif s\u0259viyy\u0259li t\u0259cr\u00fcb\u0259y\u0259 malik komandalar \u00fc\u00e7\u00fcn \u0259l\u00e7atan edir.<\/p>\n
AdCreative.ai s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k y\u00fcks\u0259k konversiyal\u0131 reklam materiallar\u0131 istehsal etm\u0259kd\u0259 \u00fcst\u00fcnd\u00fcr. O, dinamik ba\u015fl\u0131qlar v\u0259 vizual g\u00f6r\u00fcnt\u00fcl\u0259r kimi f\u0259rdil\u0259\u015fdirilmi\u015f t\u0259klifl\u0259r yaratmaq \u00fc\u00e7\u00fcn r\u0259qibl\u0259rin reklamlar\u0131n\u0131 v\u0259 auditoriya m\u0259lumatlar\u0131n\u0131 skan edir. Real vaxt rejimind\u0259 performans t\u0259hlili \u00fc\u00e7\u00fcn platforma c\u0259lb olunma metrikl\u0259rini izl\u0259yir v\u0259 elementl\u0259ri avtomatik t\u0259nziml\u0259yir ki, bu da istifad\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn konversiyalarda 20 faiz art\u0131mla n\u0259tic\u0259l\u0259nir. Onun g\u00fcc\u00fc m\u0259zmunu m\u00fcvafiq olaraq uy\u011funla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn istifad\u0259\u00e7il\u0259ri davran\u0131\u015f v\u0259 niyy\u0259t\u0259 g\u00f6r\u0259 ay\u0131ran auditoriya seqmentasiyas\u0131ndad\u0131r.<\/p>\n
Smartly.io avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259\u00e7iliyin\u0259 v\u0259 \u00e7arpaz platforma optimalla\u015fd\u0131r\u0131lmas\u0131na diqq\u0259t yetirir. Maksimum s\u0259m\u0259r\u0259liliyi t\u0259min etm\u0259k \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131lan ROAS modell\u0259rin\u0259 \u0259sas\u0259n v\u0259sait ay\u0131rmaq \u00fc\u00e7\u00fcn AI-d\u0259n istifad\u0259 edir. \u0130stifad\u0259\u00e7il\u0259r real vaxtda tender t\u0259nziml\u0259m\u0259l\u0259ri vasit\u0259sil\u0259 30 faiz konversiya nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rd\u0131qlar\u0131n\u0131 g\u00f6rd\u00fcl\u0259r. Platforman\u0131n m\u0259zmun yaratma al\u0259tl\u0259ri ni\u015f qruplar\u0131 d\u0259qiqlikl\u0259 h\u0259d\u0259fl\u0259m\u0259k \u00fc\u00e7\u00fcn auditoriya seqmentasiyas\u0131n\u0131 \u00f6z\u00fcnd\u0259 birl\u0259\u015fdir\u0259r\u0259k mobil \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131lm\u0131\u015f video v\u0259 statik reklamlar yarad\u0131r.<\/p>\n
Pencil m\u0259zmun varyasyonlar\u0131 \u00fc\u00e7\u00fcn A\/B testini avtomatla\u015fd\u0131raraq AI reklam optimizasiyas\u0131n\u0131 birba\u015fa yarad\u0131c\u0131 i\u015f ax\u0131nlar\u0131na inteqrasiya edir. O, \u0259n yax\u015f\u0131 performersl\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn real vaxt rejimind\u0259 performans t\u0259hlilind\u0259n istifad\u0259 edir v\u0259 g\u0259l\u0259c\u0259k n\u0259sill\u0259ri t\u0259kmill\u0259\u015fdirir. M\u00fc\u0259ssis\u0259l\u0259r x\u0259rcl\u0259ri dinamik \u015f\u0259kild\u0259 y\u00fcks\u0259k \u0259laq\u0259li kanallara y\u00f6n\u0259ld\u0259n avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259 x\u00fcsusiyy\u0259tl\u0259ri say\u0259sind\u0259 ROAS-da 25 faiz art\u0131m oldu\u011funu bildirdil\u0259r.<\/p>\n
Pattern89 auditoriya m\u0259lumatlar\u0131na \u0259saslanan optimizasiyalar\u0131 t\u0259klif ed\u0259r\u0259k reklamlardak\u0131 vizual elementl\u0259ri t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn komp\u00fcter g\u00f6rm\u0259 qabiliyy\u0259tind\u0259n istifad\u0259 edir. Onun f\u0259rdil\u0259\u015fdirm\u0259 m\u00fch\u0259rriki seqmentasiya d\u0259qiqliyini art\u0131raraq istifad\u0259\u00e7i se\u00e7iml\u0259rin\u0259 uy\u011fun g\u0259l\u0259n reklam t\u0259klifl\u0259ri yarad\u0131r. Testl\u0259rd\u0259 o, real vaxt rejimind\u0259 r\u0259y d\u00f6ng\u0259l\u0259rin\u0259 diqq\u0259t yetirm\u0259kl\u0259 18 faiz daha y\u00fcks\u0259k konversiya nisb\u0259tl\u0259ri t\u0259min etmi\u015fdir.<\/p>\n
Celtra cavabdeh m\u0259zmun yaratmaq \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k interaktiv reklam formatlar\u0131nda ixtisasla\u015fm\u0131\u015fd\u0131r. O, tama\u015fa\u00e7\u0131 qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259l\u0259ri haqq\u0131nda qranulyar m\u0259lumatlar\u0131 t\u0259min ed\u0259n real vaxt t\u0259hlili il\u0259 u\u011furlu kreativl\u0259ri miqyasland\u0131rmaq \u00fc\u00e7\u00fcn avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259\u00e7iliyini \u00f6z\u00fcnd\u0259 birl\u0259\u015fdirir. Celtra-dan istifad\u0259 ed\u0259n marketoloqlar tez-tez h\u0259d\u0259fl\u0259nmi\u015f auditoriya seqmentasiyas\u0131 vasit\u0259sil\u0259 c\u0259lb olunmada 22 faiz ir\u0259lil\u0259yi\u015f \u0259ld\u0259 edirl\u0259r.<\/p>\n
Real vaxt rejimind\u0259 performans t\u0259hlili d\u0259rhal kurs d\u00fcz\u0259li\u015fl\u0259rin\u0259 imkan ver\u0259n AI reklam optimizasiyas\u0131n\u0131n m\u00fch\u00fcm x\u00fcsusiyy\u0259tidir. Bu platformalar tendensiyalar\u0131 proqnozla\u015fd\u0131rmaq v\u0259 d\u00fcz\u0259li\u015fl\u0259r t\u00f6vsiy\u0259 etm\u0259k \u00fc\u00e7\u00fcn AI-d\u0259n istifad\u0259 ed\u0259r\u0259k klik nisb\u0259tl\u0259ri v\u0259 imtina nisb\u0259tl\u0259ri kimi \u0259sas performans g\u00f6st\u0259ricil\u0259rini (KPI) izl\u0259yir. Bu imkan kampaniyalar\u0131n m\u0259qs\u0259dl\u0259r\u0259 uy\u011fun qalmas\u0131n\u0131 t\u0259min edir, israf olunan x\u0259rcl\u0259ri minimuma endirir.<\/p>\n
Effektiv t\u0259hlil \u0259ld\u0259 etm\u0259 d\u0259y\u0259ri (CPA) v\u0259 ROAS kimi izl\u0259m\u0259 metrikl\u0259ri il\u0259 ba\u015flay\u0131r. AI platformalar\u0131 anomaliyalar\u0131 vur\u011fulayan idar\u0259 panell\u0259rini t\u0259qdim ed\u0259r\u0259k bird\u0259n \u00e7ox m\u0259nb\u0259d\u0259n m\u0259lumatlar\u0131 birl\u0259\u015fdirir. M\u0259s\u0259l\u0259n, kampaniyan\u0131n ROAS-\u0131 4:1-d\u0259n a\u015fa\u011f\u0131 d\u00fc\u015f\u0259rs\u0259, sistem bunu i\u015far\u0259l\u0259yir v\u0259 \u0259lav\u0259 itkil\u0259rin qar\u015f\u0131s\u0131n\u0131 alaraq yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcrm\u0259yi t\u00f6vsiy\u0259 edir. 2025-ci ild\u0259 qabaqc\u0131l al\u0259tl\u0259r performans anlay\u0131\u015flar\u0131n\u0131 daha da t\u0259kmill\u0259\u015fdir\u0259r\u0259k reklam q\u0259bulunu \u00f6l\u00e7m\u0259k \u00fc\u00e7\u00fcn \u0259hval-ruhiyy\u0259 t\u0259hlilini \u00f6z\u00fcnd\u0259 birl\u0259\u015fdir\u0259c\u0259k.<\/p>\n
Monitorinqd\u0259n ba\u015fqa, prediktiv modell\u0259r tarixi n\u00fcmun\u0259l\u0259r\u0259 \u0259saslanan n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131r\u0131r. Bu, yaranan tendensiyalar \u00fc\u00e7\u00fcn reklam sur\u0259tinin d\u0259yi\u015fdirilm\u0259si kimi qabaqlay\u0131c\u0131 t\u0259kmill\u0259\u015fdirm\u0259l\u0259r\u0259 imkan verir. N\u00fcmun\u0259 ara\u015fd\u0131rmalar\u0131 g\u00f6st\u0259rir ki, g\u00fccl\u00fc prediktiv x\u00fcsusiyy\u0259tl\u0259r\u0259 malik platformalar h\u0259ddind\u0259n art\u0131q m\u0259ruz qalm\u0131\u015f seqmentl\u0259rd\u0259 istifad\u0259\u00e7i yor\u011funlu\u011funu qabaqcadan t\u0259xmin etm\u0259kl\u0259 konversiya nisb\u0259tl\u0259rini 28 faiz yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n
Auditoriya seqmentasiyas\u0131 geni\u015f bazarlar\u0131 h\u0259d\u0259f qruplara b\u00f6l\u00fcr, bu proses s\u00fcni intellekt t\u0259r\u0259find\u0259n inqilab edilmi\u015fdir. 2025-ci ild\u0259 AI platformalar\u0131 reklamlar\u0131n optimal vaxtda do\u011fru istifad\u0259\u00e7il\u0259r\u0259 \u00e7atmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k, real vaxt m\u0259lumatlar\u0131na \u0259saslanan dinamik seqmentl\u0259r yaratmaq \u00fc\u00e7\u00fcn klasterl\u0259\u015fdirm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir. Bu d\u0259qiqlik daha y\u00fcks\u0259k aktuall\u0131q v\u0259 \u0259laq\u0259 yarad\u0131r.<\/p>\n
AI \u015f\u0259xsiyy\u0259tl\u0259ri formala\u015fd\u0131rmaq \u00fc\u00e7\u00fcn davran\u0131\u015f, demoqrafik v\u0259 psixoqrafik m\u0259lumatlar\u0131 t\u0259hlil edir. M\u0259s\u0259l\u0259n, o, “b\u00fcdc\u0259y\u0259 diqq\u0259t yetir\u0259n minillikl\u0259r” kimi seqmentl\u0259ri m\u00fc\u0259yy\u0259n edir v\u0259 m\u00fcvafiq olaraq f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri yarad\u0131r. Son meyarlara g\u00f6r\u0259, bu yana\u015fma e-po\u00e7t inteqrasiya edilmi\u015f kampaniyalarda 35 faiz daha y\u00fcks\u0259k a\u00e7\u0131l\u0131\u015f nisb\u0259tl\u0259rin\u0259 s\u0259b\u0259b olmu\u015fdur.<\/p>\n
Dinamik seqmentasiya real vaxt rejimind\u0259 t\u0259nziml\u0259nir, m\u0259s\u0259l\u0259n, pik saatlarda diqq\u0259ti y\u00fcks\u0259k niyy\u0259tli istifad\u0259\u00e7il\u0259r\u0259 y\u00f6n\u0259ltm\u0259k. Platformalar bunu ma\u015f\u0131n \u00f6yr\u0259nm\u0259si vasit\u0259sil\u0259 avtomatla\u015fd\u0131r\u0131r, yerl\u0259\u015fdirm\u0259 \u0259sasl\u0131 uy\u011funla\u015fd\u0131rma kimi konversiya nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rma taktikalar\u0131n\u0131 \u00f6z\u00fcnd\u0259 birl\u0259\u015fdirir. N\u0259tic\u0259d\u0259 ROAS qazanclar\u0131 seqmentl\u0259\u015fdirilmi\u015f v\u0259 seqmentl\u0259\u015fdirilm\u0259mi\u015f kampaniyalar \u00fc\u00e7\u00fcn 40 faiz\u0259 \u00e7ata bil\u0259r.<\/p>\n
AI reklam optimizasiyas\u0131 b\u00fct\u00fcn q\u0131f\u0131 optimalla\u015fd\u0131rmaqla konversiya nisb\u0259tl\u0259rin\u0259 birba\u015fa t\u0259sir g\u00f6st\u0259rir. Platformalar h\u0259r bir toxunma n\u00f6qt\u0259sinin istifad\u0259\u00e7i h\u0259r\u0259k\u0259tini maksimum d\u0259r\u0259c\u0259d\u0259 art\u0131rmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k, reklam elementl\u0259rini s\u0131nayan v\u0259 t\u0259krarlayan strategiyalar t\u0259tbiq edir. Auditoriya m\u0259lumatlar\u0131na \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f t\u0259klifl\u0259r \u0259sasd\u0131r ki, bu da reklamlar\u0131 daha c\u0259lbedici v\u0259 aktual edir.<\/p>\n
AI istifad\u0259\u00e7i m\u0259lumatlar\u0131n\u0131 m\u0259zmun kitabxanalar\u0131 il\u0259 \u00e7arpaz istinad etm\u0259kl\u0259 t\u0259klifl\u0259r yarad\u0131r, m\u0259s\u0259l\u0259n, davaml\u0131l\u0131\u011fa y\u00f6n\u00fcml\u00fc seqmentl\u0259r \u00fc\u00e7\u00fcn ekoloji c\u0259h\u0259td\u0259n t\u0259miz mesajlar\u0131n t\u00f6vsiy\u0259 edilm\u0259si. Adobe analitika m\u0259lumatlar\u0131na g\u00f6r\u0259, bu f\u0259rdil\u0259\u015fdirm\u0259 konversiyalar\u0131 orta hesabla 24 faiz art\u0131r\u0131r. Strategiyalara uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f t\u0259cr\u00fcb\u0259 \u00fc\u00e7\u00fcn reklamlara istifad\u0259\u00e7iy\u0259 xas d\u0259yi\u015f\u0259nl\u0259rin daxil edilm\u0259si daxildir.<\/p>\n
Miqyasda A\/B testi qalib variantlar\u0131 tez m\u00fc\u0259yy\u0259n edir. AI h\u0259r\u0259k\u0259t\u0259 \u00e7a\u011f\u0131r\u0131\u015flar kimi elementl\u0259r\u0259 diqq\u0259t yetir\u0259r\u0259k eyni vaxtda minl\u0259rl\u0259 test h\u0259yata ke\u00e7irir. ROAS-\u0131n g\u00fccl\u0259ndirilm\u0259si \u00fc\u00e7\u00fcn o, y\u00fcks\u0259k performansl\u0131 kreativl\u0259r\u0259 \u00fcst\u00fcnl\u00fck verir, istifad\u0259\u00e7il\u0259r \u00fcmumi q\u0131f s\u0259m\u0259r\u0259liliyind\u0259 32 faiz\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fma oldu\u011funu bildirirl\u0259r.<\/p>\n
Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si v\u0259saitl\u0259ri a\u011f\u0131ll\u0131 \u015f\u0259kild\u0259 b\u00f6l\u00fc\u015fd\u00fcrm\u0259k v\u0259 kampaniyalar \u00fczr\u0259 ROAS-\u0131 optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn AI-dan istifad\u0259 edir. 2025-ci ild\u0259 bu sisteml\u0259r n\u0259tic\u0259l\u0259rd\u0259n \u00f6yr\u0259nm\u0259k v\u0259 x\u0259rcl\u0259ri m\u00fcst\u0259qil \u015f\u0259kild\u0259 t\u0259nziml\u0259m\u0259k \u00fc\u00e7\u00fcn g\u00fccl\u0259ndirilmi\u015f \u00f6yr\u0259nm\u0259d\u0259n istifad\u0259 ed\u0259c\u0259k.<\/p>\n
AI r\u0259qab\u0259t\u0259davaml\u0131, lakin s\u0259rf\u0259li yerl\u0259\u015fdirm\u0259l\u0259ri t\u0259min ed\u0259r\u0259k performans siqnallar\u0131na \u0259sas\u0259n t\u0259klifl\u0259ri real vaxt rejimind\u0259 t\u0259nziml\u0259yir. M\u0259s\u0259l\u0259n, e-ticar\u0259t ssenaril\u0259rind\u0259 27 faiz ROAS art\u0131m\u0131 t\u0259min ed\u0259r\u0259k, konversiya nisb\u0259ti 5 faizd\u0259n yuxar\u0131 olan seqmentl\u0259r \u00fc\u00e7\u00fcn t\u0259klifl\u0259ri art\u0131r\u0131r.<\/p>\n
Platformalar ROI-ni proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn prediktiv modell\u0259rd\u0259n istifad\u0259 ed\u0259r\u0259k axtar\u0131\u015f, sosial v\u0259 displey reklamlar\u0131 aras\u0131nda b\u00fcdc\u0259l\u0259ri balansla\u015fd\u0131r\u0131r. Bu b\u00fct\u00fcnsel yana\u015fma kanal t\u0259cridinin qar\u015f\u0131s\u0131n\u0131 al\u0131r, inteqrasiya olunmu\u015f al\u0259tl\u0259r is\u0259 vahid idar\u0259etm\u0259 vasit\u0259sil\u0259 19 faiz daha yax\u015f\u0131 \u00fcmumi s\u0259m\u0259r\u0259lilik n\u00fcmayi\u015f etdirir.<\/p>\n
AI platformalar\u0131 yetkinl\u0259\u015fdikc\u0259, diqq\u0259t etik t\u0259tbiq\u0259 v\u0259 art\u0131r\u0131lm\u0131\u015f reall\u0131q reklamlar\u0131 kimi yaranmaqda olan texnologiyalarla inteqrasiyaya y\u00f6n\u0259lir. Biznesl\u0259r etibar v\u0259 uy\u011funluq yaratmaq \u00fc\u00e7\u00fcn \u015f\u0259ffaf alqoritml\u0259r t\u0259klif ed\u0259n platformalara \u00fcst\u00fcnl\u00fck verm\u0259lidirl\u0259r. Strategiya bax\u0131m\u0131ndan u\u011fur AI-nin insan yarad\u0131c\u0131l\u0131\u011f\u0131n\u0131 g\u00fccl\u0259ndirdiyi, m\u0259zmun istehsal\u0131nda innovasiyalar\u0131 t\u0259\u015fviq etdiyi hibrid modell\u0259rd\u0259 yat\u0131r. Konversiyalar\u0131 v\u0259 ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn iterativ s\u0131naq v\u0259 m\u0259lumat gigiyenas\u0131 t\u0259cr\u00fcb\u0259l\u0259rini m\u0259nims\u0259yin. \u00d6nd\u0259 olmaq \u00fc\u00e7\u00fcn bu ir\u0259lil\u0259yi\u015fl\u0259ri q\u0259bul edin; biznesiniz \u00fc\u00e7\u00fcn uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f AI reklam optimalla\u015fd\u0131rma strategiyalar\u0131n\u0131 a\u00e7maq \u00fc\u00e7\u00fcn bu g\u00fcn Alien Road il\u0259 m\u0259sl\u0259h\u0259tl\u0259\u015fm\u0259 planla\u015fd\u0131r\u0131n.<\/p>\n
AI reklam optimalla\u015fd\u0131rmas\u0131 h\u0259d\u0259fl\u0259m\u0259, t\u0259klif verm\u0259 v\u0259 m\u0259zmun yarad\u0131lmas\u0131n\u0131 avtomatla\u015fd\u0131rmaqla reklam kampaniyalar\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt alqoritml\u0259rind\u0259n istifad\u0259ni n\u0259z\u0259rd\u0259 tutur. 2025-ci ild\u0259 o, platformalara real vaxt rejimind\u0259 d\u00fcz\u0259li\u015fl\u0259r etm\u0259k \u00fc\u00e7\u00fcn n\u0259h\u0259ng veril\u0259nl\u0259r bazalar\u0131n\u0131 t\u0259hlil etm\u0259y\u0259 imkan verir, proqnozla\u015fd\u0131r\u0131c\u0131 anlay\u0131\u015flar v\u0259 f\u0259rdil\u0259\u015fdirilmi\u015f \u00e7atd\u0131r\u0131lma vasit\u0259sil\u0259 s\u0259m\u0259r\u0259liliyi v\u0259 ROAS kimi n\u0259tic\u0259l\u0259ri 30 faiz\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n
AI platformalar\u0131 m\u0259tn v\u0259 \u015f\u0259kill\u0259r \u00fc\u00e7\u00fcn GPT variantlar\u0131 v\u0259 diffuziya modell\u0259ri kimi generativ modell\u0259rd\u0259n istifad\u0259 etm\u0259kl\u0259 reklam m\u0259zmunu yarad\u0131r. Onlar kampaniya m\u0259qs\u0259dl\u0259rini v\u0259 auditoriya m\u0259lumatlar\u0131n\u0131 daxil ed\u0259r\u0259k variantlar istehsal edir, sonra performans r\u0259yi vasit\u0259sil\u0259 optimalla\u015fd\u0131r\u0131r, yarad\u0131l\u0131\u015f vaxt\u0131n\u0131 60 faiz azald\u0131r v\u0259 brend s\u0259si il\u0259 uy\u011funlu\u011fu t\u0259min edirl\u0259r.<\/p>\n
Real vaxt rejimind\u0259 performans t\u0259hlili a\u015fa\u011f\u0131 \u0259laq\u0259 kimi probleml\u0259rin d\u0259rhal a\u015fkar edilm\u0259sin\u0259 imkan verir, kampaniya impulsunu qorumaq \u00fc\u00e7\u00fcn s\u00fcr\u0259tli d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir. O, b\u00fcdc\u0259nin israf edilm\u0259sinin qar\u015f\u0131s\u0131n\u0131 al\u0131r v\u0259 tendensiyalardan istifad\u0259 edir, t\u0259dqiqatlar dinamik bazarlarda bu x\u00fcsusiyy\u0259ti t\u0259klif ed\u0259n platformalar \u00fc\u00e7\u00fcn 25 faiz daha y\u00fcks\u0259k konversiya nisb\u0259tl\u0259ri g\u00f6st\u0259rir.<\/p>\n
Auditoriya seqmentasiyas\u0131 AI t\u0259r\u0259find\u0259n idar\u0259 olunan klasterl\u0259\u015fm\u0259d\u0259n istifad\u0259 ed\u0259r\u0259k istifad\u0259\u00e7il\u0259ri h\u0259d\u0259fl\u0259nmi\u015f qruplara b\u00f6l\u00fcr v\u0259 reklam uy\u011funlu\u011funu yax\u015f\u0131la\u015fd\u0131r\u0131r. Bu, f\u0259rdil\u0259\u015fdirilmi\u015f mesajlar daha yax\u015f\u0131 rezonans do\u011furdu\u011fu \u00fc\u00e7\u00fcn daha y\u00fcks\u0259k \u0259laq\u0259y\u0259 s\u0259b\u0259b olur v\u0259 \u00e7ox vaxt s\u0259yl\u0259ri y\u00fcks\u0259k d\u0259y\u0259rli seqmentl\u0259r\u0259 y\u00f6n\u0259ltm\u0259kl\u0259 40 faiz ROAS t\u0259kmill\u0259\u015fdirm\u0259l\u0259ri il\u0259 n\u0259tic\u0259l\u0259nir.<\/p>\n
AI reklamlar\u0131 f\u0259rdil\u0259\u015fdirm\u0259k v\u0259 effektiv elementl\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn A\/B testl\u0259rini avtomatla\u015fd\u0131rmaqla konversiya nisb\u0259tl\u0259rini yax\u015f\u0131la\u015fd\u0131r\u0131r. Strategiyalara h\u0259r bir q\u0131f m\u0259rh\u0259l\u0259sind\u0259 m\u0259zmunu istifad\u0259\u00e7i niyy\u0259ti il\u0259 uy\u011funla\u015fd\u0131rmaqla e-ticar\u0259td\u0259 28 faiz art\u0131m n\u00fcmayi\u015f etdir\u0259n dinamik qiym\u0259t t\u0259klifl\u0259ri v\u0259 yenid\u0259n h\u0259d\u0259fl\u0259m\u0259 daxildir.<\/p>\n
Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si real vaxt ROI m\u0259lumatlar\u0131na \u0259sas\u0259n b\u00f6lg\u00fcl\u0259ri t\u0259nziml\u0259m\u0259kl\u0259, ROAS-\u0131 maksimum d\u0259r\u0259c\u0259d\u0259 art\u0131rmaqla x\u0259rcl\u0259ri optimalla\u015fd\u0131r\u0131r. O, \u0259l il\u0259 s\u0259hvl\u0259ri aradan qald\u0131r\u0131r v\u0259 s\u0259m\u0259r\u0259li \u015f\u0259kild\u0259 miqyaslay\u0131r, istifad\u0259\u00e7il\u0259r \u00e7oxkanall\u0131 kampaniyalarda performans\u0131 qoruyark\u0259n v\u0259 ya art\u0131rark\u0259n 22 faiz x\u0259sr\u0259 q\u0259na\u0259t etdikl\u0259rini bildirirl\u0259r.<\/p>\n
Ki\u00e7ik biznesl\u0259r \u00fc\u00e7\u00fcn AdCreative.ai s\u00fcr\u0259tli m\u0259zmun yaratma\u011fa v\u0259 \u0259sas optimalla\u015fd\u0131rmaya diqq\u0259t yetir\u0259r\u0259k s\u0259rf\u0259li qiym\u0259t\u0259 v\u0259 istifad\u0259 rahatl\u0131\u011f\u0131na g\u00f6r\u0259 se\u00e7ilir. O, b\u00f6y\u00fck m\u0259lumat d\u0259stl\u0259ri t\u0259l\u0259b etm\u0259d\u0259n auditoriya seqmentasiyas\u0131n\u0131 d\u0259st\u0259kl\u0259yir, 15-20 faiz konversiya art\u0131m\u0131n\u0131 h\u0259d\u0259fl\u0259y\u0259n startaplar \u00fc\u00e7\u00fcn ideald\u0131r.<\/p>\n
AI uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f yarad\u0131c\u0131lar\u0131 t\u00f6vsiy\u0259 etm\u0259k \u00fc\u00e7\u00fcn istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 v\u0259 \u00fcst\u00fcnl\u00fckl\u0259rini t\u0259hlil ed\u0259r\u0259k f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rini idar\u0259 edir. Birg\u0259 filtrlm\u0259d\u0259n istifad\u0259 ed\u0259r\u0259k, o, m\u0259zmunu f\u0259rdl\u0259r\u0259 uy\u011funla\u015fd\u0131r\u0131r, f\u0259rdil\u0259\u015fdirilmi\u015f v\u0259 \u00fcmumi kampaniyalarda uy\u011funlu\u011fu art\u0131r\u0131r v\u0259 klikl\u0259m\u0259 nisb\u0259tl\u0259rini 18 faiz art\u0131r\u0131r.<\/p>\n
\u018fsas g\u00f6st\u0259ricil\u0259r\u0259 ROAS, CPA, CTR v\u0259 konversiya daxildir. AI platformalar\u0131 bunlardan \u00f6tr\u00fc idar\u0259 panell\u0259ri t\u0259qdim edir, 4:1 ROAS kimi meyarlar u\u011furu g\u00f6st\u0259rir. \u0130zl\u0259m\u0259 h\u0259m d\u0259 davaml\u0131 performans \u00fc\u00e7\u00fcn strategiyalar\u0131 t\u0259nziml\u0259m\u0259k \u00fc\u00e7\u00fcn ni\u015fan d\u0259rinliyini ehtiva edir.<\/p>\n
AI optimalla\u015fd\u0131rmas\u0131 gecikm\u0259l\u0259r\u0259 meyilli olan \u0259l il\u0259 yana\u015fmalardan f\u0259rqli olaraq, m\u0259lumatlar\u0131 miqyasda emal etm\u0259k v\u0259 d\u0259rhal uy\u011funla\u015fd\u0131rmaqla \u0259n\u0259n\u0259vi \u00fcsullar\u0131 \u00fcst\u0259l\u0259yir. O, r\u0259qab\u0259tli 2025 reklam m\u0259nz\u0259r\u0259l\u0259ri \u00fc\u00e7\u00fcn vacib olan 35 faiz daha yax\u015f\u0131 s\u0259m\u0259r\u0259lilik, miqyasl\u0131l\u0131q v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 d\u0259qiqlik t\u0259min edir.<\/p>\n
\u0130nteqrasiya AI platformalar\u0131n\u0131 Google Ads v\u0259 ya Meta Business Suite kimi al\u0259tl\u0259r\u0259 birl\u0259\u015fdir\u0259n API-l\u0259ri \u0259hat\u0259 edir. Q\u00fcsursuz real vaxt t\u0259hlili \u00fc\u00e7\u00fcn m\u0259lumatlar\u0131n sinxronizasiyas\u0131 il\u0259 ba\u015flay\u0131n, sonra minimal pozulman\u0131 v\u0259 s\u00fcr\u0259tli d\u0259y\u0259rin realiz\u0259sini t\u0259min ed\u0259r\u0259k b\u00fcdc\u0259 v\u0259 m\u0259zmun idar\u0259etm\u0259si \u00fc\u00e7\u00fcn avtomatla\u015fd\u0131r\u0131lm\u0131\u015f i\u015f ax\u0131nlar\u0131n\u0131 aktivl\u0259\u015fdirin.<\/p>\n
\u00c7\u0259tinlikl\u0259r\u0259 dublikat c\u0259rim\u0259l\u0259rind\u0259n qa\u00e7maq \u00fc\u00e7\u00fcn orijinall\u0131\u011f\u0131n t\u0259min edilm\u0259si v\u0259 avtomatla\u015fd\u0131rma zaman\u0131 brend ard\u0131c\u0131ll\u0131\u011f\u0131n\u0131n qorunmas\u0131 daxildir. H\u0259ll\u0259r insan n\u0259zar\u0259tini v\u0259 inc\u0259 t\u0259nziml\u0259m\u0259 modell\u0259rini \u0259hat\u0259 edir, 2025 platformalar\u0131 s\u0259hvl\u0259ri 50 faiz azaldan t\u0259minatlar\u0131 \u00f6z\u00fcnd\u0259 birl\u0259\u015fdirir.<\/p>\n
AI g\u0259lirli yollar\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn tarixi m\u0259lumatlardan istifad\u0259 ed\u0259r\u0259k t\u0259klifl\u0259ri optimalla\u015fd\u0131rmaqla v\u0259 y\u00fcks\u0259k d\u0259y\u0259rli auditoriyan\u0131 h\u0259d\u0259fl\u0259m\u0259kl\u0259 ROAS-\u0131 art\u0131r\u0131r. Z\u0259if performans g\u00f6st\u0259r\u0259nl\u0259rin avtomatla\u015fd\u0131r\u0131lm\u0131\u015f \u015f\u0259kild\u0259 dayand\u0131r\u0131lmas\u0131 kimi strategiyalar 30 faiz qazanc \u0259ld\u0259 ed\u0259r\u0259k, resurslar\u0131 s\u00fcbut edilmi\u015f g\u0259lirli kanallara y\u00f6n\u0259ldir.<\/p>\n
G\u0259l\u0259c\u0259k immersiv reklamlar \u00fc\u00e7\u00fcn VR\/AR il\u0259 daha d\u0259rind\u0259n inteqrasiyan\u0131 v\u0259 m\u0259xfiliy\u0259 uy\u011funluq \u00fc\u00e7\u00fcn etik AI-ni \u0259hat\u0259 edir. Platformalar qabaqc\u0131l proqnozla\u015fd\u0131rma imkanlar\u0131 vasit\u0259sil\u0259 multimodal generasiyan\u0131, 50 faiz q\u0259bul nisb\u0259tl\u0259rini v\u0259 davaml\u0131 ROAS t\u0259kmill\u0259\u015fdirm\u0259l\u0259rini vur\u011fulayacaqlar.<\/p>\n
U\u011fur 3:1-i \u00f6t\u0259n ROAS, 20 faiz konversiya art\u0131mlar\u0131 v\u0259 azald\u0131lm\u0131\u015f CPA kimi KPI-l\u0259rl\u0259 \u00f6l\u00e7\u00fcl\u00fcr. M\u00fcnt\u0259z\u0259m auditl\u0259r v\u0259 A\/B m\u00fcqayis\u0259l\u0259ri anlay\u0131\u015flar t\u0259qdim edir, AI idar\u0259 panell\u0259ri davaml\u0131 d\u00fcz\u0259li\u015fl\u0259r\u0259 r\u0259hb\u0259rlik etm\u0259k \u00fc\u00e7\u00fcn b\u00fct\u00fcnsel g\u00f6r\u00fcn\u00fc\u015fl\u0259r t\u0259klif edir.<\/p>\n","protected":false},"excerpt":{"rendered":"
2025-ci ild\u0259 M\u0259zmun Yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn AI Optimizasiya Platformalar\u0131n\u0131n Strateji \u0130cmal\u0131 R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u00fchitind\u0259 AI reklam optimizasiyas\u0131 2025-ci ild\u0259 y\u00fcks\u0259k n\u0259tic\u0259 ver\u0259n m\u0259zmun yaratma\u011f\u0131 h\u0259d\u0259fl\u0259y\u0259n biznesl\u0259r \u00fc\u00e7\u00fcn t\u0259m\u0259l da\u015f\u0131d\u0131r. Reklam b\u00fcdc\u0259l\u0259ri davaml\u0131 olaraq…<\/p>\n","protected":false},"author":0,"featured_media":17270,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[],"class_list":["post-2112","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\/2112","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=2112"}],"version-history":[{"count":0,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/posts\/2112\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media\/17270"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media?parent=2112"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/categories?post=2112"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/tags?post=2112"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}