S\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n r\u0259q\u0259msal marketinq m\u00fchitind\u0259 s\u00fcni intellekt \u0259sasl\u0131 reklam optimalla\u015fd\u0131rmas\u0131 reklam x\u0259rcl\u0259rinin g\u0259lirliliyini (ROAS) maksimuma \u00e7atd\u0131rmaq v\u0259 dayan\u0131ql\u0131 b\u00fcy\u00fcmeni t\u0259min etm\u0259k ist\u0259y\u0259n m\u00fc\u0259ssis\u0259l\u0259r \u00fc\u00e7\u00fcn t\u0259m\u0259l da\u015f\u0131d\u0131r. Bu yana\u015fma s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k reklam kampaniyalar\u0131n\u0131 dinamik \u015f\u0259kild\u0259 t\u0259kmill\u0259\u015fdirir v\u0259 h\u0259r yat\u0131r\u0131lan dollar\u0131n \u00f6l\u00e7\u00fcl\u0259 bil\u0259n n\u0259tic\u0259l\u0259r verm\u0259sini t\u0259min edir. \u018fsas\u0131nda s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131, insan analitikl\u0259rin g\u00f6z\u00fcnd\u0259n qa\u00e7\u0131la bil\u0259c\u0259k n\u00fcmun\u0259l\u0259ri v\u0259 imkanlar\u0131 m\u00fc\u0259yy\u0259n ed\u0259r\u0259k n\u0259h\u0259ng m\u0259lumat d\u0259stl\u0259rini real vaxt rejimind\u0259 t\u0259hlil ed\u0259n alqoritml\u0259ri \u0259hat\u0259 edir. Bu m\u0259qs\u0259d \u00fc\u00e7\u00fcn haz\u0131rlanm\u0131\u015f platformalar marketoloqlara strategiyalar\u0131 auditoriya segmente edilm\u0259si v\u0259 ya konversiya nisb\u0259tinin art\u0131r\u0131lmas\u0131 kimi x\u00fcsusi h\u0259d\u0259fl\u0259r\u0259 uy\u011funla\u015fd\u0131rma\u011fa imkan ver\u0259n f\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259ri t\u0259klif edir.<\/p>\n
S\u00fcni intellekt optimalla\u015fd\u0131rma platformalar\u0131 aras\u0131nda f\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259rinin m\u00fcqayis\u0259si funksionall\u0131qda v\u0259 istifad\u0259 rahatl\u0131\u011f\u0131nda \u0259h\u0259miyy\u0259tli f\u0259rql\u0259r oldu\u011funu g\u00f6st\u0259rir. M\u0259s\u0259l\u0259n, b\u0259zi platformalar avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259\u00e7iliyind\u0259 \u00fcst\u00fcnl\u00fck t\u0259\u015fkil ed\u0259rk\u0259n, dig\u0259rl\u0259ri auditoriya m\u0259lumatlar\u0131na \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rin\u0259 \u00fcst\u00fcnl\u00fck verirl\u0259r. Bu m\u00fcqayis\u0259 \u0259m\u0259liyyat miqyas\u0131na v\u0259 kampaniya h\u0259d\u0259fl\u0259rin\u0259 uy\u011fun al\u0259tl\u0259r se\u00e7m\u0259yi h\u0259d\u0259fl\u0259y\u0259n m\u00fc\u0259ssis\u0259l\u0259r \u00fc\u00e7\u00fcn vacibdir. Real vaxt rejimind\u0259 performans t\u0259hlili, \u0259sas ikinci d\u0259r\u0259c\u0259li aspekt olaraq, t\u0259klif strategiyalar\u0131nda v\u0259 ya yarad\u0131c\u0131 elementl\u0259rd\u0259 d\u0259rhal d\u00fcz\u0259li\u015fl\u0259r etm\u0259y\u0259 imkan verir v\u0259 Gartner kimi m\u0259nb\u0259l\u0259rd\u0259n al\u0131nan s\u0259naye meyarlar\u0131na \u0259sas\u0259n tez-tez konversiya nisb\u0259tl\u0259rind\u0259 20-30% art\u0131mla n\u0259tic\u0259l\u0259nir. Bu elementl\u0259ri birl\u0259\u015fdirm\u0259kl\u0259 m\u00fc\u0259ssis\u0259l\u0259r t\u0259kc\u0259 s\u0259m\u0259r\u0259liliyi art\u0131rmaqla yana\u015f\u0131, reklam s\u0259yl\u0259rind\u0259 d\u0259 innovasiyalar\u0131 t\u0259\u015fviq ed\u0259 bil\u0259rl\u0259r. Daha d\u0259rind\u0259n ara\u015fd\u0131rd\u0131qca, bu icmal bu platformalar\u0131n a\u011f\u0131ll\u0131 avtomatla\u015fd\u0131rma v\u0259 m\u0259lumatlara \u0259saslanan q\u0259rarlar vasit\u0259sil\u0259 marketoloqlara \u00fcst\u00fcn n\u0259tic\u0259l\u0259r \u0259ld\u0259 etm\u0259y\u0259 nec\u0259 imkan verdiyinin \u0259trafl\u0131 ara\u015fd\u0131r\u0131lmas\u0131 \u00fc\u00e7\u00fcn z\u0259min yarad\u0131r.<\/p>\n
S\u00fcni intellekt reklam optimalla\u015fd\u0131rma platformalar\u0131 reklam m\u0259lumatlar\u0131n\u0131 miqyasda emal etm\u0259k \u00fc\u00e7\u00fcn m\u00fcr\u0259kk\u0259b ma\u015f\u0131n \u00f6yr\u0259nm\u0259si modell\u0259rin\u0259 \u0259saslan\u0131r. Bu alqoritml\u0259r g\u0259l\u0259c\u0259k davran\u0131\u015flar\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn klikl\u0259m\u0259 d\u0259r\u0259c\u0259l\u0259ri (CTR) v\u0259 \u0259laq\u0259 s\u0259viyy\u0259l\u0259ri kimi tarixi performans \u00f6l\u00e7\u00fcl\u0259rind\u0259n \u00f6yr\u0259nirl\u0259r. F\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259rin\u0259 tez-tez m\u00f6vcud m\u00fc\u015ft\u0259ri m\u00fcnasib\u0259tl\u0259rinin idar\u0259 edilm\u0259si (CRM) sisteml\u0259ri v\u0259 ya e-ticar\u0259t platformalar\u0131 il\u0259 inteqrasiya etm\u0259k qabiliyy\u0259ti daxildir ki, bu da q\u00fcsursuz m\u0259lumat ax\u0131n\u0131na imkan verir. M\u0259s\u0259l\u0259n, Google Ads kimi platformalar Google-un daxili t\u0259dqiqatlar\u0131na \u0259saslanaraq CTR-i 15%-\u0259 q\u0259d\u0259r art\u0131ra bil\u0259n, uy\u011funlu\u011fu optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn ba\u015fl\u0131q v\u0259 t\u0259svir birl\u0259\u015fm\u0259l\u0259rini avtomatik s\u0131nayan s\u00fcni intellektl\u0259 i\u015fl\u0259y\u0259n cavab ver\u0259n axtar\u0131\u015f reklamlar\u0131ndan istifad\u0259 edir.<\/p>\n
Effektiv s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131n\u0131n \u0259lam\u0259tdar x\u00fcsusiyy\u0259ti avtomatla\u015fd\u0131rma v\u0259 insan n\u0259zar\u0259ti aras\u0131ndak\u0131 balansd\u0131r. Apar\u0131c\u0131 platformalar istifad\u0259\u00e7il\u0259rin t\u0259klif d\u00fcz\u0259li\u015fl\u0259ri v\u0259 ya h\u0259d\u0259fl\u0259m\u0259 parametrl\u0259ri \u00fc\u00e7\u00fcn qaydalar\u0131 f\u0259rdil\u0259\u015fdir\u0259 bil\u0259c\u0259yi intuitiv idar\u0259etm\u0259 panell\u0259ri t\u0259qdim edir. Bu d\u0259n\u0259v\u0259rlik s\u00fcni intellekt t\u0259kmill\u0259\u015fdirm\u0259l\u0259rinin brend qaydalar\u0131na uy\u011fun olmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k, h\u0259d\u0259f auditoriya il\u0259 \u0259ks-s\u0259da do\u011furmayan \u00fcmumi n\u0259tic\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131 al\u0131r. Bu interfeysl\u0259r daxilind\u0259 real vaxt performans t\u0259hlili al\u0259tl\u0259ri \u0259ld\u0259etm\u0259 d\u0259rc\u0259si (CPA) kimi \u0259sas performans g\u00f6st\u0259ricil\u0259rini (KPI) g\u00f6st\u0259rir v\u0259 marketoloqlara bazar d\u0259yi\u015fiklikl\u0259ri kimi xarici amill\u0259r s\u0259b\u0259bind\u0259n konversiyalarda q\u0259fil eni\u015f kimi anomaliyalar ba\u015f verdikd\u0259 m\u00fcdaxil\u0259 etm\u0259y\u0259 imkan verir.<\/p>\n
Google Ads Google ekosistemind\u0259 avtomatla\u015fd\u0131rma \u00fc\u00e7\u00fcn geni\u015f f\u0259rdil\u0259\u015fdirm\u0259 se\u00e7iml\u0259rind\u0259n istifad\u0259 ed\u0259n Performance Max kampaniyalar\u0131 il\u0259 s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131na r\u0259hb\u0259rlik edir. Marketoloqlar b\u00fcdc\u0259 daxilind\u0259 konversiyalar\u0131 maksimuma \u00e7atd\u0131rmaq kimi x\u00fcsusi h\u0259d\u0259fl\u0259r t\u0259yin ed\u0259 bil\u0259rl\u0259r v\u0259 platforman\u0131n s\u00fcni intellekti axtar\u0131\u015f tarix\u00e7\u0259si v\u0259 demoqrafik g\u00f6st\u0259ricil\u0259rd\u0259n \u0259ld\u0259 edil\u0259n auditoriya m\u0259lumatlar\u0131na \u0259sas\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri yarad\u0131r. Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si kimi x\u00fcsusiyy\u0259tl\u0259r x\u0259rcl\u0259ri real vaxt rejimind\u0259 t\u0259nziml\u0259yir, v\u0259saitl\u0259ri y\u00fcks\u0259k performansl\u0131 kanallara yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u00fcr. M\u00fcqayis\u0259li m\u0259lumatlar g\u00f6st\u0259rir ki, Google-un 2023-c\u00fc il reklam meyarlar\u0131nda bildirildiyi kimi, bu al\u0259tl\u0259rd\u0259n istifad\u0259 ed\u0259n m\u00fc\u0259ssis\u0259l\u0259r ROAS-da orta hesabla 18% yax\u015f\u0131la\u015fma \u0259ld\u0259 edirl\u0259r.<\/p>\n
Meta-n\u0131n Reklam Meneceri ox\u015far davran\u0131\u015flara malik istifad\u0259\u00e7il\u0259ri mikro h\u0259d\u0259fl\u0259m\u0259k \u00fc\u00e7\u00fcn kampaniyalar\u0131 f\u0259rdil\u0259\u015fdir\u0259r\u0259k s\u00fcni intellektl\u0259 idar\u0259 olunan ox\u015far auditoriyalar vasit\u0259sil\u0259 auditoriyan\u0131n segmente edilm\u0259sini vur\u011fulay\u0131r. Platforman\u0131n \u00fcst\u00fcnl\u00fck t\u0259klif sistemi konversiyalar v\u0259 ya \u0259laq\u0259 \u00fc\u00e7\u00fcn \u00e7atd\u0131r\u0131lman\u0131 optimalla\u015fd\u0131rmaqla t\u0259nziml\u0259n\u0259n real vaxt performans t\u0259hlili t\u0259klif edir. F\u0259rdil\u0259\u015fdirm\u0259 kreativ optimalla\u015fd\u0131rmaya da \u015famil edilir, burada s\u00fcni intellekt \u0259n yax\u015f\u0131 n\u0259tic\u0259 g\u00f6st\u0259r\u0259nl\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn reklam variantlar\u0131n\u0131 s\u0131nay\u0131r v\u0259 sosial kampaniyalarda tez-tez konversiya nisb\u0259tl\u0259rini 25% art\u0131r\u0131r. Google il\u0259 m\u00fcqayis\u0259d\u0259 Meta vizual reklam f\u0259rdil\u0259\u015fdirm\u0259sind\u0259 \u00fcst\u00fcnd\u00fcr v\u0259 Facebook v\u0259 Instagram kimi platformalardak\u0131 istifad\u0259\u00e7i qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259l\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f kreativl\u0259r t\u0259klif edir.<\/p>\n
AdRoll \u00e7arpaz cihaz davran\u0131\u015flar\u0131n\u0131 izl\u0259m\u0259k \u00fc\u00e7\u00fcn real vaxt rejimind\u0259 performans t\u0259hlilini inteqrasiya ed\u0259r\u0259k, dinamik m\u0259hsul reklamlar\u0131 \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdiril\u0259 bil\u0259n s\u00fcni intellekt qaydalar\u0131 il\u0259 yenid\u0259n h\u0259d\u0259fl\u0259m\u0259y\u0259 diqq\u0259t yetirir. Onun avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si a\u015fa\u011f\u0131 konversiya d\u00f6vrl\u0259rind\u0259 t\u0259klifl\u0259ri m\u0259hdudla\u015fd\u0131rmaqla art\u0131q x\u0259rcl\u0259m\u0259nin qar\u015f\u0131s\u0131n\u0131 al\u0131r. T\u0259l\u0259b t\u0259r\u0259fi platformas\u0131 olan The Trade Desk bir \u00e7ox birjalar \u00fczr\u0259 auditoriyan\u0131n segmente edilm\u0259sin\u0259 imkan ver\u0259n proqramla\u015fd\u0131r\u0131la bil\u0259n f\u0259rdil\u0259\u015fdirm\u0259 t\u0259klif edir. O, s\u00fcni intellektl\u0259 optimalla\u015fd\u0131r\u0131lm\u0131\u015f \u00f6z\u0259l bazar yeri s\u00f6vd\u0259l\u0259\u015fm\u0259l\u0259ri vasit\u0259sil\u0259 22% ROAS art\u0131m\u0131 kimi \u0259trafl\u0131 g\u00f6st\u0259ricil\u0259r t\u0259qdim edir ki, bu da onu miqyaslana bil\u0259n h\u0259ll\u0259r axtaran daha b\u00f6y\u00fck m\u00fc\u0259ssis\u0259l\u0259r \u00fc\u00e7\u00fcn ideal edir.<\/p>\n
Real vaxt rejimind\u0259 performans t\u0259hlili kampaniyan\u0131n sa\u011flaml\u0131\u011f\u0131 haqq\u0131nda ani m\u0259lumat verm\u0259kl\u0259 s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131nda \u0259h\u0259miyy\u0259tli rol oynay\u0131r. Platformalar t\u0259\u0259ss\u00fcrat pay\u0131 v\u0259 keyfiyy\u0259t ballar\u0131 kimi g\u00f6st\u0259ricil\u0259ri izl\u0259yir, tendensiyalar\u0131 proqnozla\u015fd\u0131rmaq v\u0259 istifad\u0259\u00e7il\u0259r\u0259 a\u015fa\u011f\u0131 performans bar\u0259d\u0259 x\u0259b\u0259rdarl\u0131q etm\u0259k \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259 edir. Konversiya nisb\u0259tinin yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131 \u00fc\u00e7\u00fcn bu t\u0259hlil mobil cihazlarda z\u0259if performans g\u00f6st\u0259r\u0259n reklam m\u0259tni kimi s\u00fcrt\u00fcnm\u0259 n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259n edir v\u0259 s\u00fcr\u0259tli optimizasiyalara imkan verir. Konkret n\u00fcmun\u0259l\u0259r\u0259 Forrester Research-\u00fcn n\u00fcmun\u0259 ara\u015fd\u0131rmalar\u0131ndan g\u00f6r\u00fcnd\u00fcy\u00fc kimi, s\u00fcni intellekt x\u0259b\u0259rdarl\u0131qlar\u0131n\u0131 t\u0259tbiq ed\u0259n e-ticar\u0259t brendl\u0259ri \u00fc\u00e7\u00fcn CPA-da 35% azalma daxildir.<\/p>\n
Effektiv platformalar real vaxt m\u0259lumatlar\u0131n\u0131 Google Analytics kimi al\u0259tl\u0259rl\u0259 inteqrasiya ed\u0259r\u0259k t\u0259hlilin d\u0259rinliyini art\u0131r\u0131r. Bu f\u0259rdil\u0259\u015fdirm\u0259 s\u00fcni intellektin reklam performans\u0131n\u0131 vebsayt davran\u0131\u015f\u0131 il\u0259 \u0259laq\u0259l\u0259ndirdiyi, daha yax\u015f\u0131 uy\u011funla\u015fma \u00fc\u00e7\u00fcn d\u00fcz\u0259li\u015fl\u0259r t\u0259klif etdiyi b\u00fct\u00f6v bax\u0131\u015flara imkan verir. Buradak\u0131 strategiyalara a\u015fa\u011f\u0131 ROI a\u00e7ar s\u00f6zl\u0259rind\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f fasil\u0259l\u0259r \u00fc\u00e7\u00fcn x\u00fcsusi h\u0259dl\u0259rin t\u0259yin edilm\u0259si daxildir ki, bu da \u00fcmumi s\u0259m\u0259r\u0259liliy\u0259 v\u0259 ROAS art\u0131m\u0131na birba\u015fa t\u00f6hf\u0259 verir.<\/p>\n
Auditoriyan\u0131n segmente edilm\u0259si s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131ndan \u00e7ox faydalan\u0131r, \u00e7\u00fcnki platformalar istifad\u0259\u00e7il\u0259ri davran\u0131\u015flar\u0131na, maraqlar\u0131na v\u0259 al\u0131\u015f niyy\u0259tl\u0259rin\u0259 g\u00f6r\u0259 qrupla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn qrupla\u015fd\u0131rma alqoritml\u0259rind\u0259n istifad\u0259 edir. F\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259ri reklamlar\u0131n uy\u011fun qalmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k yeni m\u0259lumatlarla inki\u015faf ed\u0259n dinamik segmetl\u0259rin yarad\u0131lmas\u0131na imkan verir. Adobe-nin r\u0259q\u0259msal marketinq hesabatlar\u0131na g\u00f6r\u0259, bu m\u0259lumatlara \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri, m\u0259s\u0259l\u0259n, bu yax\u0131nlarda bax\u0131lan m\u0259hsullar\u0131n t\u00f6vsiy\u0259 edilm\u0259si klik nisb\u0259tl\u0259rini 40% art\u0131ra bil\u0259r.<\/p>\n
Konversiyalar\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt platformalar\u0131 \u00f6m\u00fcrl\u00fck d\u0259y\u0259r potensial\u0131na \u0259sas\u0259n segmetl\u0259r\u0259 d\u0259y\u0259rl\u0259r t\u0259yin ed\u0259r\u0259k proqnozla\u015fd\u0131r\u0131c\u0131 skorinq kimi strategiyalardan istifad\u0259 edir. Bu f\u0259rdil\u0259\u015fdirm\u0259 h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdirir, israf\u0131 azald\u0131r v\u0259 b\u00fcdc\u0259l\u0259ri y\u00fcks\u0259k d\u0259y\u0259rli qruplara y\u00f6n\u0259ldir. M\u0259s\u0259l\u0259n, cihaz n\u00f6v\u00fcn\u0259 v\u0259 ya yerl\u0259\u015fdirm\u0259y\u0259 g\u00f6r\u0259 segmente etm\u0259k B2B kampaniyalar\u0131 \u00fc\u00e7\u00fcn \u0259laq\u0259d\u0259 28% art\u0131mla n\u0259tic\u0259l\u0259nib v\u0259 s\u00fcni intellektin d\u0259qiq marketinqd\u0259ki rolunu vur\u011fulay\u0131r.<\/p>\n
S\u00fcni intellekt reklam optimalla\u015fd\u0131rma platformalar\u0131nda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si kampaniyalar \u00fczr\u0259 v\u0259saitl\u0259ri optimal \u015f\u0259kild\u0259 paylamaq \u00fc\u00e7\u00fcn g\u00fccl\u0259ndirici \u00f6yr\u0259nm\u0259d\u0259n istifad\u0259 edir. F\u0259rdil\u0259\u015fdirm\u0259 se\u00e7iml\u0259rin\u0259 templ\u0259rin t\u0259nziml\u0259nm\u0259si qaydalar\u0131 v\u0259 ya ROI h\u0259d\u0259fl\u0259rinin t\u0259yin edilm\u0259si daxildir, s\u00fcni intellekt t\u0259klifl\u0259ri bunlara cavab verm\u0259k \u00fc\u00e7\u00fcn t\u0259nziml\u0259yir. eMarketer-in s\u0259naye analitika hesabat\u0131na g\u00f6r\u0259, bu x\u00fcsusiyy\u0259t Smart Bidding kimi al\u0259tl\u0259rd\u0259n istifad\u0259 ed\u0259n brendl\u0259r \u00fc\u00e7\u00fcn konversiya nisb\u0259tl\u0259rind\u0259 25% yax\u015f\u0131la\u015fma n\u00fcmayi\u015f etdirib.<\/p>\n
Konversiya nisb\u0259tinin yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131 strategiyalar\u0131na s\u00fcni intellekt t\u0259r\u0259find\u0259n avtomatla\u015fd\u0131r\u0131lm\u0131\u015f A\/B testi, s\u0259hif\u0259l\u0259r v\u0259 ya h\u0259r\u0259k\u0259t\u0259 \u00e7a\u011f\u0131r\u0131\u015flar kimi elementl\u0259rin t\u0259krar\u0131 daxildir. F\u0259rdil\u0259\u015fdirilmi\u015f t\u0259klifl\u0259rin daxil edilm\u0259si reklamlar\u0131n segmente edilmi\u015f auditoriya il\u0259 birba\u015fa dan\u0131\u015fmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k, daha y\u00fcks\u0259k \u0259laq\u0259ni t\u0259min edir. U\u011furlu t\u0259tbiql\u0259rd\u0259n \u0259ld\u0259 edil\u0259n g\u00f6st\u0259ricil\u0259r bunlar\u0131n real vaxt rejimind\u0259 t\u0259hlil il\u0259 birl\u0259\u015fdirildiyi zaman ROAS-\u0131n ikiqat artd\u0131\u011f\u0131n\u0131 g\u00f6st\u0259rir v\u0259 s\u00fcni intellektin transformasiyaedici g\u00fcc\u00fcn\u00fc vur\u011fulay\u0131r.<\/p>\n
S\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131 inki\u015faf etdikc\u0259, strateji icra platforma se\u00e7imi v\u0259 f\u0259rdil\u0259\u015fdirm\u0259y\u0259 g\u0259l\u0259c\u0259y\u0259 y\u00f6n\u0259lmi\u015f yana\u015fma t\u0259l\u0259b edir. M\u00fc\u0259ssis\u0259l\u0259r miqyasl\u0131l\u0131\u011f\u0131 qiym\u0259tl\u0259ndirm\u0259li, se\u00e7ilmi\u015f x\u00fcsusiyy\u0259tl\u0259rin GDPR kimi t\u0259nziml\u0259m\u0259l\u0259r fonunda m\u0259xfiliy\u0259 \u00fcst\u00fcnl\u00fck ver\u0259n reklam kimi yaranan tendensiyalar\u0131 d\u0259st\u0259kl\u0259m\u0259sini t\u0259min etm\u0259lidirl\u0259r. G\u00fccl\u00fc real vaxt performans t\u0259hlili v\u0259 \u00e7evik auditoriya segmente edilm\u0259si olan platformalara \u00fcst\u00fcnl\u00fck verm\u0259kl\u0259, marketoloqlar texnologiya n\u0259h\u0259ngl\u0259rinin alqoritmik d\u0259yi\u015fiklikl\u0259rin\u0259 uy\u011funla\u015fa bil\u0259rl\u0259r. Komandalar\u0131 bu al\u0259tl\u0259r \u00fczr\u0259 \u00f6yr\u0259tm\u0259y\u0259 investisiya qoymaq faydalar\u0131 art\u0131racaq v\u0259 kampaniyalar\u0131 uzunm\u00fcdd\u0259tli u\u011fur \u00fc\u00e7\u00fcn m\u00f6vqel\u0259ndir\u0259c\u0259k. Bu m\u00fcr\u0259kk\u0259bliyi idar\u0259 ed\u0259nl\u0259r \u00fc\u00e7\u00fcn Alien Road uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f strategiyalar v\u0259 ekspert t\u0259tbiqi vasit\u0259sil\u0259 m\u00fc\u0259ssis\u0259l\u0259r\u0259 s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131n\u0131 m\u0259nims\u0259m\u0259y\u0259 r\u0259hb\u0259rlik ed\u0259n apar\u0131c\u0131 m\u0259sl\u0259h\u0259t\u00e7i kimi ortaya \u00e7\u0131x\u0131r. Reklam performans\u0131n\u0131z\u0131 y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn bu g\u00fcn komandam\u0131zla strateji m\u0259sl\u0259h\u0259tl\u0259\u015fm\u0259 planla\u015fd\u0131r\u0131n v\u0259 a\u011f\u0131ll\u0131 marketinqin b\u00fct\u00fcn potensial\u0131n\u0131 a\u00e7\u0131n.<\/p>\n
S\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131 r\u0259q\u0259msal reklam kampaniyalar\u0131n\u0131n s\u0259m\u0259r\u0259liliyini v\u0259 effektivliyini art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt texnologiyalar\u0131ndan istifad\u0259ni n\u0259z\u0259rd\u0259 tutur. O, performans m\u0259lumatlar\u0131n\u0131 real vaxt rejimind\u0259 t\u0259hlil ed\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259ri vasit\u0259sil\u0259 t\u0259klif, h\u0259d\u0259fl\u0259m\u0259 v\u0259 kreativ se\u00e7imi kimi tap\u015f\u0131r\u0131qlar\u0131n avtomatla\u015fd\u0131r\u0131lmas\u0131n\u0131 \u0259hat\u0259 edir. Bu yana\u015fma klikl\u0259m\u0259 d\u0259r\u0259c\u0259l\u0259ri v\u0259 reklam x\u0259rcl\u0259rinin g\u0259lirliliyi kimi g\u00f6st\u0259ricil\u0259ri yax\u015f\u0131la\u015fd\u0131ran dinamik t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir ki, bu da onu miqyaslana bil\u0259n h\u0259ll\u0259r axtaran m\u00fcasir marketoloqlar \u00fc\u00e7\u00fcn \u0259v\u0259zedilm\u0259z edir.<\/p>\n
S\u00fcni intellekt reklam platformalar\u0131nda real vaxt performans t\u0259hlili t\u0259\u0259ss\u00fcratlar, klikl\u0259r v\u0259 konversiyalar kimi canl\u0131 g\u00f6st\u0259ricil\u0259ri g\u00f6st\u0259rm\u0259k \u00fc\u00e7\u00fcn idar\u0259etm\u0259 panell\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k g\u0259l\u0259n m\u0259lumat ax\u0131nlar\u0131n\u0131 davaml\u0131 olaraq emal edir. S\u00fcni intellekt alqoritml\u0259ri anomaliyalar\u0131 a\u015fkar edir v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 i\u00e7g\u00f6r\u00fcl\u0259r t\u0259qdim ed\u0259r\u0259k d\u0259rhal kampaniya d\u0259yi\u015fiklikl\u0259rin\u0259 imkan verir. Bu x\u00fcsusiyy\u0259t t\u0259kan saxlamaq \u00fc\u00e7\u00fcn \u00e7ox vacibdir, ad\u0259t\u0259n \u0259yani monitorinql\u0259 m\u00fcqayis\u0259d\u0259 bazar dal\u011falanmalar\u0131na daha s\u00fcr\u0259tli cavab verm\u0259kl\u0259 n\u0259tic\u0259l\u0259nir.<\/p>\n
Auditoriyan\u0131n segmente edilm\u0259si \u00e7ox vacibdir, \u00e7\u00fcnki o, s\u00fcni intellekt platformalar\u0131na reklamlar\u0131 demoqrafik g\u00f6st\u0259ricil\u0259r\u0259, davran\u0131\u015flara v\u0259 ya \u00fcst\u00fcnl\u00fckl\u0259r\u0259 \u0259sas\u0259n m\u00fc\u0259yy\u0259n istifad\u0259\u00e7i qruplar\u0131na uy\u011funla\u015fd\u0131rma\u011fa, uy\u011funlu\u011fu v\u0259 \u0259laq\u0259ni art\u0131rma\u011fa imkan verir. Seqmentl\u0259ri dinamik \u015f\u0259kild\u0259 f\u0259rdil\u0259\u015fdirm\u0259kl\u0259 m\u00fc\u0259ssis\u0259l\u0259r b\u00fcdc\u0259l\u0259ri daha effektiv \u015f\u0259kild\u0259 ay\u0131ra bil\u0259r ki, bu da daha y\u00fcks\u0259k konversiya nisb\u0259tl\u0259rin\u0259 v\u0259 reklam israf\u0131n\u0131n azalmas\u0131na s\u0259b\u0259b olur. T\u0259dqiqatlar g\u00f6st\u0259rir ki, segmente edilmi\u015f kampaniyalar b\u0259zi hallarda geni\u015f h\u0259d\u0259fl\u0259m\u0259d\u0259n 760% daha yax\u015f\u0131 n\u0259tic\u0259 g\u00f6st\u0259rir.<\/p>\n
S\u00fcni intellekt al\u0259tl\u0259ri vasit\u0259sil\u0259 konversiya nisb\u0259tinin yax\u015f\u0131la\u015fd\u0131r\u0131lmas\u0131 potensial m\u00fc\u015ft\u0259ril\u0259ri al\u0131\u015f-veri\u015f kimi h\u0259r\u0259k\u0259tl\u0259r\u0259 y\u00f6n\u0259ld\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f t\u00f6vsiy\u0259l\u0259rd\u0259n v\u0259 optimalla\u015fd\u0131r\u0131lm\u0131\u015f istifad\u0259\u00e7i s\u0259yah\u0259tl\u0259rind\u0259n qaynaqlan\u0131r. Platformalar d\u0259r\u0259c\u0259l\u0259ri 20-50% art\u0131rmaq potensial\u0131 il\u0259 t\u0259kmill\u0259\u015fdirm\u0259l\u0259r t\u0259klif etm\u0259k \u00fc\u00e7\u00fcn q\u0131f\u0131l d\u00fc\u015fm\u0259l\u0259rini t\u0259hlil edir. Bu, t\u0259kc\u0259 g\u0259liri art\u0131rm\u0131r, h\u0259m d\u0259 s\u0259yl\u0259ri y\u00fcks\u0259k niyy\u0259tli auditoriyaya y\u00f6n\u0259ltm\u0259kl\u0259 \u00fcmumi marketinq ROI-sini t\u0259kmill\u0259\u015fdirir.<\/p>\n
Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si real vaxt performans\u0131na \u0259sas\u0259n v\u0259saitl\u0259ri a\u011f\u0131ll\u0131 \u015f\u0259kild\u0259 paylamaqla, z\u0259if performans g\u00f6st\u0259r\u0259n elementl\u0259r\u0259 h\u0259ddind\u0259n art\u0131q x\u0259rcl\u0259m\u0259nin qar\u015f\u0131s\u0131n\u0131 alaraq reklam kampaniyalar\u0131n\u0131 g\u00fccl\u0259ndirir. S\u00fcni intellekt m\u00fc\u0259yy\u0259n edilmi\u015f h\u00fcdudlar daxilind\u0259 n\u0259tic\u0259l\u0259ri maksimuma \u00e7atd\u0131rmaq \u00fc\u00e7\u00fcn t\u0259klifl\u0259ri v\u0259 b\u00f6lg\u00fcl\u0259ri t\u0259nziml\u0259yir v\u0259 tez-tez 15-30% daha yax\u015f\u0131 s\u0259m\u0259r\u0259lilik \u0259ld\u0259 edir. Bu, marketoloqlara \u0259l il\u0259 d\u00fcz\u0259li\u015fl\u0259r etm\u0259kd\u0259ns\u0259, strategiyaya diqq\u0259t yetirm\u0259y\u0259 imkan verir.<\/p>\n
S\u00fcni intellekt optimalla\u015fd\u0131rma platformalar\u0131n\u0131 se\u00e7\u0259rk\u0259n qaydalara \u0259saslanan avtomatla\u015fd\u0131rma, inteqrasiya API-l\u0259ri v\u0259 auditoriyan\u0131n segmente edilm\u0259si v\u0259 t\u0259klifl\u0259ri \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdiril\u0259 bil\u0259n idar\u0259etm\u0259 panell\u0259ri kimi x\u00fcsusiyy\u0259tl\u0259r\u0259 \u00fcst\u00fcnl\u00fck verin. A\/B testi avtomatla\u015fd\u0131rmas\u0131 v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 analitika t\u0259klif ed\u0259n platformalar unikal biznes h\u0259d\u0259fl\u0259ri il\u0259 uy\u011funla\u015fman\u0131 t\u0259min ed\u0259n uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f strategiyalar \u00fc\u00e7\u00fcn laz\u0131mi \u00e7evikliyi t\u0259min edir.<\/p>\n
S\u00fcni intellekt platformalar\u0131 f\u0259rdil\u0259\u015fdirm\u0259 d\u0259rinliyin\u0259 g\u00f6r\u0259 qiym\u0259td\u0259 f\u0259rql\u0259nir; Google Ads kimi ba\u015flan\u011f\u0131c s\u0259viyy\u0259li se\u00e7iml\u0259r qabaqc\u0131l x\u00fcsusiyy\u0259tl\u0259r \u00fc\u00e7\u00fcn \u0259lav\u0259 \u00f6d\u0259ni\u015fl\u0259rl\u0259 h\u0259r klik\u0259 g\u00f6r\u0259 \u00f6d\u0259ni\u015f edir, The Trade Desk kimi m\u00fc\u0259ssis\u0259 al\u0259tl\u0259ri is\u0259 ayl\u0131q minl\u0259rl\u0259 dollardan ba\u015flayan abun\u0259 modell\u0259rind\u0259n istifad\u0259 edir. M\u00fcqayis\u0259l\u0259r miqyasl\u0131l\u0131qda d\u0259y\u0259ri \u00fcz\u0259 \u00e7\u0131xar\u0131r, burada daha y\u00fcks\u0259k x\u0259rcl\u0259r \u00fcst\u00fcn real vaxt performans t\u0259hlili imkanlar\u0131 il\u0259 \u0259laq\u0259lidir.<\/p>\n
B\u0259li, s\u00fcni intellekt reklam optimalla\u015fd\u0131rmas\u0131 m\u00fcvafiq kreativl\u0259r v\u0259 ya t\u0259klifl\u0259r yaratmaq \u00fc\u00e7\u00fcn ke\u00e7mi\u015f qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259l\u0259r v\u0259 \u00fcst\u00fcnl\u00fckl\u0259r kimi auditoriya m\u0259lumatlar\u0131ndan istifad\u0259 etm\u0259kl\u0259 t\u0259klifl\u0259rin f\u0259rdil\u0259\u015fdirilm\u0259sind\u0259 \u00fcst\u00fcnd\u00fcr. Bu m\u0259lumatlara \u0259saslanan yana\u015fma istifad\u0259\u00e7i t\u0259cr\u00fcb\u0259sini art\u0131r\u0131r, Meta kimi platformalar reklam uy\u011funlu\u011fu ballar\u0131n\u0131 40% art\u0131rmaq \u00fc\u00e7\u00fcn ondan istifad\u0259 edir v\u0259 kampaniyan\u0131n u\u011furuna birba\u015fa t\u0259sir g\u00f6st\u0259rir.<\/p>\n
ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn strategiyalara s\u00fcni intellektl\u0259 idar\u0259 olunan ox\u015far auditoriyalar\u0131n t\u0259tbiqi, y\u00fcks\u0259k d\u0259y\u0259rli konversiyalar \u00fc\u00e7\u00fcn t\u0259klif strategiyalar\u0131n\u0131n avtomatla\u015fd\u0131r\u0131lmas\u0131 v\u0259 ma\u015f\u0131n testi vasit\u0259sil\u0259 kreativl\u0259rin davaml\u0131 olaraq t\u0259kmill\u0259\u015fdirilm\u0259si daxildir. Real vaxt rejimind\u0259 performans r\u0259yinin inteqrasiyas\u0131 davaml\u0131 optimalla\u015fd\u0131rman\u0131 t\u0259min edir v\u0259 bir \u00e7ox istifad\u0259\u00e7i q\u0259bul etdikd\u0259n sonra 2-3x ROAS yax\u015f\u0131la\u015fmalar\u0131 bildirir.<\/p>\n
S\u00fcni intellekt platformalar\u0131 anoniml\u0259\u015fdirilmi\u015f m\u0259lumatlar\u0131n emal\u0131n\u0131 v\u0259 CCPA kimi t\u0259nziml\u0259m\u0259l\u0259r\u0259 uy\u011funlu\u011fu birl\u0259\u015fdirm\u0259kl\u0259 m\u0259xfiliyi h\u0259ll edir, istifad\u0259\u00e7i m\u0259lumatlar\u0131n\u0131 m\u0259rk\u0259zl\u0259\u015fdirm\u0259d\u0259n modell\u0259ri \u00f6yr\u0259tm\u0259k \u00fc\u00e7\u00fcn federativ \u00f6yr\u0259nm\u0259d\u0259n istifad\u0259 edir. F\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259ri inam yaratmaq v\u0259 c\u0259zalardan qa\u00e7maq \u00fc\u00e7\u00fcn f\u0259rdil\u0259\u015fdirm\u0259ni etik standartlarla balansla\u015fd\u0131raraq daxil olmaqla h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verir.<\/p>\n
\u018fsas g\u00f6st\u0259ricil\u0259r\u0259 CTR, CPA, ROAS v\u0259 konversiya nisb\u0259tl\u0259ri, h\u0259m\u00e7inin keyfiyy\u0259t bal\u0131 v\u0259 ya auditoriyan\u0131n \u00fcst-\u00fcst\u0259 d\u00fc\u015fm\u0259si kimi platformaya xas olanlar daxildir. Real vaxt performans al\u0259tl\u0259rind\u0259 bunlar\u0131n m\u00fcqayis\u0259li t\u0259hlili m\u0259lumatl\u0131 platforma se\u00e7iml\u0259rin\u0259 r\u0259hb\u0259rlik ed\u0259r\u0259k f\u0259rdil\u0259\u015fdirm\u0259 effektivliyini qiym\u0259tl\u0259ndirm\u0259y\u0259 k\u00f6m\u0259k edir.<\/p>\n
F\u0259rdil\u0259\u015fdirm\u0259 x\u00fcsusiyy\u0259tl\u0259rinin m\u00fcqayis\u0259si qabaqc\u0131l segmente etm\u0259 v\u0259 b\u00fcdc\u0259nin avtomatla\u015fd\u0131r\u0131lmas\u0131 kimi x\u00fcsusi ehtiyaclara \u0259n uy\u011fun g\u0259l\u0259n platformalar\u0131 m\u00fc\u0259yy\u0259n etm\u0259y\u0259 k\u00f6m\u0259k edir. Bu qiym\u0259tl\u0259ndirm\u0259 Google-un ekosistem inteqrasiyas\u0131 il\u0259 Meta-n\u0131n sosial d\u0259qiqliyi kimi g\u00fccl\u00fc t\u0259r\u0259fl\u0259ri \u00fcz\u0259 \u00e7\u0131xar\u0131r v\u0259 \u00fcst\u00fcn reklam n\u0259tic\u0259l\u0259rini t\u0259min ed\u0259n optimalla\u015fd\u0131r\u0131lm\u0131\u015f se\u00e7iml\u0259r\u0259 imkan verir.<\/p>\n
M\u00fc\u0259ssis\u0259l\u0259r cari kampaniyalar\u0131 audit etm\u0259kl\u0259, g\u00fccl\u00fc f\u0259rdil\u0259\u015fdirm\u0259y\u0259 malik platforma se\u00e7m\u0259kl\u0259 v\u0259 ki\u00e7ik b\u00fcdc\u0259 il\u0259 s\u00fcni intellekt x\u00fcsusiyy\u0259tl\u0259rini s\u0131naqdan ke\u00e7irm\u0259kl\u0259 ba\u015flaya bil\u0259rl\u0259r. Komandalar\u0131 al\u0259tl\u0259r \u00fczr\u0259 \u00f6yr\u0259tm\u0259k v\u0259 ilkin g\u00f6st\u0259ricil\u0259r\u0259 n\u0259zar\u0259t etm\u0259k r\u0259van q\u0259bulu t\u0259min edir, bu da t\u0259dric\u0259n miqyaslama v\u0259 s\u0259m\u0259r\u0259lilikd\u0259 \u00f6l\u00e7\u00fcl\u0259 bil\u0259n yax\u015f\u0131la\u015fmalara g\u0259tirib \u00e7\u0131xar\u0131r.<\/p>\n
Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259sind\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259si tarixi m\u0259lumat n\u00fcmun\u0259l\u0259rind\u0259n \u00f6yr\u0259nm\u0259kl\u0259, performans d\u0259yi\u015fiklikl\u0259rin\u0259 real vaxt rejimind\u0259 uy\u011funla\u015faraq optimal x\u0259rc b\u00f6lg\u00fcl\u0259rini proqnozla\u015fd\u0131r\u0131r. Bu, statik b\u00fcdc\u0259l\u0259\u015fdirm\u0259 \u00fcsullar\u0131 il\u0259 m\u00fcqayis\u0259d\u0259 israf\u0131 minimuma endir\u0259n v\u0259 konversiyalar\u0131 maksimuma \u00e7atd\u0131ran daha d\u0259qiq b\u00f6lg\u00fcl\u0259rl\u0259 n\u0259tic\u0259l\u0259nir.<\/p>\n
M\u0259hdudiyy\u0259tl\u0259r\u0259 m\u0259lumat keyfiyy\u0259tind\u0259n as\u0131l\u0131l\u0131q, n\u0259zar\u0259t edilm\u0259dikd\u0259 alqoritmik q\u0259r\u0259zl\u0259r potensial\u0131 v\u0259 f\u0259rdil\u0259\u015fdirm\u0259 \u00fc\u00e7\u00fcn daha y\u00fcks\u0259k \u00f6yr\u0259nm\u0259 \u0259yril\u0259ri daxildir. Bununla bel\u0259, davaml\u0131 platforma yenil\u0259m\u0259l\u0259ri v\u0259 istifad\u0259\u00e7i n\u0259zar\u0259ti bunlar\u0131 azald\u0131r v\u0259 zamanla m\u00f6hk\u0259m, uy\u011funla\u015fa bil\u0259n reklam strategiyalar\u0131na imkan verir.<\/p>\n","protected":false},"excerpt":{"rendered":"
S\u00fcni \u0130ntellekt Reklam Optimalla\u015fd\u0131rmas\u0131n\u0131n Strateji \u0130cmal\u0131 S\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n r\u0259q\u0259msal marketinq m\u00fchitind\u0259 s\u00fcni intellekt \u0259sasl\u0131 reklam optimalla\u015fd\u0131rmas\u0131 reklam x\u0259rcl\u0259rinin g\u0259lirliliyini (ROAS) maksimuma \u00e7atd\u0131rmaq v\u0259 dayan\u0131ql\u0131 b\u00fcy\u00fcmeni t\u0259min etm\u0259k ist\u0259y\u0259n m\u00fc\u0259ssis\u0259l\u0259r \u00fc\u00e7\u00fcn t\u0259m\u0259l da\u015f\u0131d\u0131r. Bu yana\u015fma s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k…<\/p>\n","protected":false},"author":0,"featured_media":17346,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[32],"tags":[],"class_list":["post-2188","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\/2188","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=2188"}],"version-history":[{"count":0,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/posts\/2188\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media\/17346"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/media?parent=2188"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/categories?post=2188"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/wp-json\/wp\/v2\/tags?post=2188"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}