{"id":53889,"date":"2026-03-28T12:30:27","date_gmt":"2026-03-28T12:30:27","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/ai-advertising-optimization-top-platforms-for-rankbrain-enha\/"},"modified":"2026-03-30T12:19:53","modified_gmt":"2026-03-30T12:19:53","slug":"ai-advertising-optimization-top-platforms-for-rankbrain-enha","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-optimization-2\/ai-advertising-optimization-top-platforms-for-rankbrain-enha\/","title":{"rendered":"S\u00fcni intellekt reklam optimizasiyas\u0131: RankBrain t\u0259kmill\u0259\u015fdirm\u0259si \u00fc\u00e7\u00fcn \u0259n yax\u015f\u0131 platformalar"},"content":{"rendered":"

R\u0259q\u0259msal marketinqin inki\u015faf ed\u0259n land\u015faft\u0131nda s\u00fcni intellekt reklam optimizasiyas\u0131 axtar\u0131\u015f m\u00fch\u0259rriklerinin performans\u0131n\u0131 t\u0259kmill\u0259\u015fdirm\u0259kd\u0259 m\u00fch\u00fcm q\u00fcvv\u0259 kimi qal\u0131r, x\u00fcsusil\u0259 Google-\u0131n RankBrain alqoritmi il\u0259. RankBrain, Google-\u0131n axtar\u0131\u015f infrastrukturas\u0131n\u0131n s\u00fcni intellekt \u0259sasl\u0131 komponenti, sor\u011fular\u0131 emal ed\u0259r\u0259k daha uy\u011fun n\u0259tic\u0259l\u0259r t\u0259qdim edir v\u0259 onun t\u0259siri \u00f6d\u0259ni\u015fli axtar\u0131\u015f reklam\u0131na da yay\u0131l\u0131r. Bu m\u00fchitd\u0259 u\u011fur qazanmaq ist\u0259y\u0259n biznesl\u0259r istifad\u0259\u00e7i niyy\u0259tini \u015f\u0259rh etm\u0259k, taklifl\u0259ri dinamik \u015f\u0259kild\u0259 t\u0259nziml\u0259m\u0259k v\u0259 reklam t\u0259qdimatlar\u0131n\u0131 f\u0259rdil\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn<\/a> s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259n platformalardan istifad\u0259 etm\u0259lidirl\u0259r. Bu \u00fcmumi bax\u0131\u015f RankBrain \u00fc\u00e7\u00fcn x\u00fcsusi olaraq haz\u0131rlanm\u0131\u015f \u0259n yax\u015f\u0131 s\u00fcni intellekt optimizasiya platformalar\u0131n\u0131 ara\u015fd\u0131r\u0131r, onlar\u0131n \u0259n\u0259n\u0259vi reklam\u0131 alqoritmik \u00fcst\u00fcnl\u00fckl\u0259r\u0259 uy\u011fun m\u0259lumat \u0259sasl\u0131 strategiyalara nec\u0259 \u00e7evirdiyini vur\u011fulay\u0131r.<\/p>\n

\u018fsas\u0131nda, s\u00fcni intellekt reklam optimizasiyas\u0131 istifad\u0259\u00e7i qar\u015f\u0131l\u0131qlar\u0131, axtar\u0131\u015f davran\u0131\u015flar\u0131 v\u0259 performans m\u00e9tril\u0259rind\u0259n al\u0131nan b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini t\u0259hlil etm\u0259k \u00fc\u00e7\u00fcn ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259rind\u0259n istifad\u0259ni \u0259hat\u0259 edir. Bu platformalar a\u00e7ar s\u00f6z uy\u011funla\u015fd\u0131rmas\u0131, reklam uy\u011funlu\u011fu qiym\u0259tl\u0259ndirm\u0259si v\u0259 keyfiyy\u0259t t\u0259nziml\u0259m\u0259l\u0259ri kimi m\u00fcr\u0259kk\u0259b v\u0259zif\u0259l\u0259ri avtomatla\u015fd\u0131r\u0131r ki, bunlar RankBrain-in sad\u0259 a\u00e7ar s\u00f6z doldurulmas\u0131ndan semantik anlamaq \u00fcst\u00fcnl\u00fcy\u00fc \u00fc\u00e7\u00fcn vacibdir. M\u0259s\u0259l\u0259n, \u0259n yax\u015f\u0131 platformalar insan kimi sor\u011fu \u015f\u0259rhi t\u0259qlid etm\u0259k \u00fc\u00e7\u00fcn t\u0259bii dil emal\u0131 inteqrasiya edir, reklamlar\u0131n kontekstual olaraq uy\u011fun axtar\u0131\u015flarda g\u00f6r\u00fcnm\u0259sini t\u0259min edir. Bu, yaln\u0131z klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259l\u0259ri yax\u015f\u0131la\u015fd\u0131rmaqla qalm\u0131r, h\u0259m d\u0259 \u00fcmumi reklam x\u0259rcl\u0259ri qaytar\u0131lmas\u0131 (ROAS) art\u0131r. S\u0259naye standartlar\u0131na g\u00f6r\u0259, s\u00fcni intellekt al\u0259tl\u0259rind\u0259n istifad\u0259 ed\u0259n \u015firk\u0259tl\u0259r konversiya d\u0259r\u0259c\u0259l\u0259rind\u0259 30%-\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fma qeyd edirl\u0259r, bu bel\u0259 texnologiyalar\u0131n real faydalar\u0131n\u0131 vur\u011fulay\u0131r.<\/p>\n

Bu platformalar\u0131n strateji d\u0259y\u0259ri onlar\u0131n alqoritmik m\u00fcr\u0259kk\u0259blik il\u0259 praktiki icra aras\u0131nda k\u00f6rp\u00fc qurma qabiliyy\u0259tind\u0259dir. Marketinq\u00e7il\u0259r art\u0131q \u0259l il\u0259 t\u0259nziml\u0259m\u0259l\u0259r\u0259 g\u00fcv\u0259nmirl\u0259r; \u0259v\u0259zin\u0259, s\u00fcni intellekt sisteml\u0259ri RankBrain-in r\u0259yl\u0259ndirm\u0259 d\u00f6vr\u0259l\u0259rind\u0259n davaml\u0131 \u00f6yr\u0259nirl\u0259r, kampaniyalar\u0131 real vaxtda t\u0259kmill\u0259\u015fdirirl\u0259r. Bu \u00fcmumi bax\u0131\u015f apar\u0131c\u0131 h\u0259ll\u0259r\u0259, onlar\u0131n x\u00fcsusiyy\u0259tl\u0259rin\u0259 v\u0259 icra strategiyalar\u0131na d\u0259rinl\u0259\u015fir, biznesl\u0259r\u0259 s\u00fcni intellekt \u00fcst\u00fcnl\u00fcy\u00fcnd\u0259 axtar\u0131\u015f ekosistemin\u0259 reklam effektivliyini y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn yol x\u0259rit\u0259si t\u0259qdim edir.<\/p>\n

S\u00fcni intellektin RankBrain idar\u0259li reklamdak\u0131 rolunu anlamaq<\/h2>\n

RankBrain axtar\u0131\u015f\u0131 istifad\u0259\u00e7i niyy\u0259ti v\u0259 kontekstual uy\u011funlu\u011fu prioritetl\u0259\u015fdir\u0259r\u0259k inqilab etdi, reklam\u00e7\u0131lar \u00fc\u00e7\u00fcn s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131 vacib edir. \u018fn\u0259n\u0259vi \u00fcsullar bu m\u00fcr\u0259kk\u0259b sistem\u0259 qar\u015f\u0131 q\u00fcsurludur ki, o, m\u0259h\u0259fzal\u0131q vaxt\u0131 v\u0259 s\u0131\u00e7rama d\u0259r\u0259c\u0259l\u0259ri kimi inc\u0259 siqnallara \u0259sas\u0259n s\u0259hif\u0259l\u0259ri s\u0131ralamaq \u00fc\u00e7\u00fcn ma\u015f\u0131n \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 edir. S\u00fcni intellekt platformalar\u0131 proqnozla\u015fd\u0131rma analitikas\u0131 vasit\u0259sil\u0259 bu siqnallar\u0131 simulyasiya ed\u0259r\u0259k m\u00fcdaxil\u0259 edir, reklamlar\u0131n RankBrain m\u0259ntiqi il\u0259 sorunsuz uy\u011funla\u015fmas\u0131n\u0131 t\u0259min edir.<\/p>\n

S\u00fcni intellekt inteqrasiyas\u0131n\u0131n \u0259sas mexanizml\u0259ri<\/h3>\n

S\u00fcni intellekt optimizasiya prosesini d\u0259rin \u00f6yr\u0259nm\u0259 alqoritml\u0259ri t\u0259tbiq etm\u0259kl\u0259 g\u00fccl\u0259ndirir ki, onlar ke\u00e7mi\u015f m\u0259lumatlar\u0131 emal ed\u0259r\u0259k trendl\u0259ri proqnozla\u015fd\u0131r\u0131r. M\u0259s\u0259l\u0259n, platformalar ke\u00e7mi\u015f kampaniya performans\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k RankBrain-in semantik uy\u011funla\u015fd\u0131rmas\u0131 il\u0259 \u0259n rezonans yaradacaq reklam varyasiyalar\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r. Bu, auditoriya m\u0259lumatlar\u0131na \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rin\u0259 n\u0259tic\u0259 verir, m\u0259s\u0259l\u0259n, y\u00fcks\u0259k niyy\u0259t davran\u0131\u015flar\u0131 g\u00f6st\u0259r\u0259n istifad\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn kreativl\u0259ri uy\u011funla\u015fd\u0131rmaq. Konkret m\u00e9tril\u0259r bel\u0259 f\u0259rdil\u0259\u015fdirm\u0259nin qatq\u0131 25% art\u0131ra bil\u0259c\u0259yini g\u00f6st\u0259rir, apar\u0131c\u0131 reklam texnologiya firmalar\u0131n\u0131n v\u0259ziyy\u0259t t\u0259dqiqatlar\u0131 il\u0259 s\u00fcbut olunur.<\/p>\n

\u00dcmumi probleml\u0259rin aradan qald\u0131r\u0131lmas\u0131<\/h3>\n

\u018fsas probleml\u0259rd\u0259n biri RankBrain-in inki\u015faf ed\u0259n n\u00fcmun\u0259l\u0259rin\u0259 uy\u011funla\u015fmaqd\u0131r. S\u00fcni intellekt platformalar\u0131 bunu davaml\u0131 model yenid\u0259n \u00f6yr\u0259tm\u0259 vasit\u0259sil\u0259 aradan qald\u0131r\u0131r, google<\/a>-\u0131n yenil\u0259m\u0259l\u0259rind\u0259n t\u0259z\u0259 m\u0259lumatlar\u0131 daxil edir. Reklam\u00e7\u0131lar performans d\u00fc\u015f\u00fc\u015fl\u0259ri \u00fczr\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f x\u0259b\u0259rdarl\u0131qlardan faydalan\u0131r, reklam keyfiyy\u0259t qiym\u0259tl\u0259rini 10-dan 7-d\u0259n yuxar\u0131 saxlama\u011fa imkan ver\u0259n proaktiv t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir, bu, klik ba\u015f\u0131na x\u0259rcl\u0259rin azalmas\u0131 il\u0259 \u0259laq\u0259dard\u0131r.<\/p>\n

T\u0259kmill\u0259\u015fdirilmi\u015f performans \u00fc\u00e7\u00fcn \u0259n yax\u015f\u0131 s\u00fcni intellekt optimizasiya platformalar\u0131<\/h2>\n

Do\u011fru s\u00fcni intellekt reklam optimizasiya platformas\u0131n\u0131 se\u00e7m\u0259k RankBrain qabiliyy\u0259tl\u0259rind\u0259n istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn kritikdir. Apar\u0131c\u0131 variantlar Google Ads-in Smart Bidding x\u00fcsusiyy\u0259tl\u0259ri, Albert.ai \u00fcmumi kampaniya idar\u0259si v\u0259 Acquisio proqnozla\u015fd\u0131rma takifl\u0259ri daxildir. H\u0259r biri taklif avtomatla\u015fd\u0131rmas\u0131ndan kreativ optimizasiyaya q\u0259d\u0259r f\u0259rqli aspektl\u0259rd\u0259 \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edir, m\u00fcasir reklam\u00e7\u0131lar \u00fc\u00e7\u00fcn h\u0259rt\u0259r\u0259fli al\u0259tl\u0259r t\u0259qdim edir.<\/p>\n

Platforma qabiliyy\u0259tl\u0259rinin qiym\u0259tl\u0259ndirilm\u0259si<\/h3>\n

Bu platformalar s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131 qayda \u0259sasl\u0131 v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 yana\u015fmalar\u0131n\u0131 birl\u0259\u015fdir\u0259r\u0259k inteqrasiya edir. M\u0259s\u0259l\u0259n, Google Ads d\u0259yi\u015fiklikl\u0259rind\u0259 birba\u015fa RankBrain-d\u0259n istifad\u0259 edir, konversiyalar \u00fc\u00e7\u00fcn optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259 edir. \u0130stifad\u0259\u00e7il\u0259r icras\u0131n\u0131n ilk r\u00fcb\u00fcnd\u0259 orta ROAS art\u0131m\u0131n\u0131 20% qeyd edirl\u0259r, intuitivadan deyil, m\u0259lumat \u0259sasl\u0131 q\u0259rarlardan qaynaqlan\u0131r.<\/p>\n

M\u00fcqayis\u0259li t\u0259hlil<\/h3>\n\n\n\n\n\n\n\n
Platforma<\/th>\n\u018fsas s\u00fcni intellekt x\u00fcsusiyy\u0259ti<\/th>\nOrta ROAS yax\u015f\u0131la\u015fmas\u0131<\/th>\n\u018fn yax\u015f\u0131 oldu\u011fu<\/th>\n<\/tr>\n<\/thead>\n
Google Ads<\/td>\nSmart Bidding<\/td>\n20%<\/td>\nReal vaxt t\u0259nziml\u0259m\u0259l\u0259ri<\/td>\n<\/tr>\n
Albert.ai<\/td>\nKanallararas\u0131 optimizasiya<\/td>\n35%<\/td>\n\u00c7oxplatforma kampaniyalar\u0131<\/td>\n<\/tr>\n
Acquisio<\/td>\nProqnozla\u015fd\u0131rma analitikas\u0131<\/td>\n25%<\/td>\nB\u00fcdc\u0259 paylanmas\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Bu c\u0259dv\u0259l h\u0259r platforman\u0131n unikal g\u00fccl\u00fckl\u0259rini nec\u0259<\/a> t\u00f6hf\u0259 verdiyini g\u00f6st\u0259rir, reklam\u00e7\u0131lara miqyas v\u0259 ya inteqrasiya asanl\u0131\u011f\u0131 kimi x\u00fcsusi ehtiyaclara \u0259sas\u0259n se\u00e7m\u0259y\u0259 imkan verir.<\/p>\n

Real vaxt performans t\u0259hlilind\u0259n istifad\u0259<\/h2>\n

Real vaxt performans t\u0259hlili s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir, platformalara metrikalar\u0131 an\u0131nda izl\u0259m\u0259y\u0259 v\u0259 strategiyalar\u0131 uy\u011funla\u015fd\u0131rma\u011fa imkan verir. RankBrain d\u00f6vr\u00fcnd\u0259, istifad\u0259\u00e7i davran\u0131\u015f\u0131 s\u00fcr\u0259tl\u0259 d\u0259yi\u015fdikd\u0259, bu qabiliyy\u0259t reklamlar\u0131n uy\u011fun v\u0259 r\u0259qab\u0259tli qalmas\u0131n\u0131 t\u0259min edir.<\/p>\n

Daxil olan al\u0259tl\u0259r v\u0259 texnologiyalar<\/h3>\n

S\u00fcni intellekt platformalar\u0131 t\u0259sir pay\u0131 v\u0259 qazanma x\u0259rci kimi \u0259sas performans g\u00f6st\u0259ricil\u0259rini (KPI) vizualizasiya ed\u0259n paneldan istifad\u0259 edir. RankBrain qar\u015f\u0131l\u0131qlar\u0131ndan m\u0259lumat ax\u0131nlar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k, a\u015fa\u011f\u0131 uy\u011funluqlu a\u00e7ar s\u00f6zl\u0259r kimi z\u0259if elementl\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirir v\u0259 \u0259v\u0259z edilm\u0259l\u0259ri t\u0259klif edir. M\u0259s\u0259l\u0259n, platforma keyfiyy\u0259t qiym\u0259tind\u0259 15% d\u00fc\u015f\u00fc\u015f a\u015fkar ed\u0259 bil\u0259r v\u0259 b\u00fcdc\u0259 s\u0259m\u0259r\u0259liliyini qorumaq \u00fc\u00e7\u00fcn avtomatik olaraq takifl\u0259ri dayand\u0131r\u0131r.<\/p>\n

Kampaniya n\u0259tic\u0259l\u0259rin\u0259 t\u0259sir<\/h3>\n

Real vaxt t\u0259hlilind\u0259n istifad\u0259 ed\u0259n biznesl\u0259r konversiya d\u0259r\u0259c\u0259l\u0259rind\u0259 40%-\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fma g\u00f6r\u00fcrl\u0259r, s\u00fcni intellekt canl\u0131 m\u0259lumatlar\u0131 ke\u00e7mi\u015f n\u00fcmun\u0259l\u0259rl\u0259 korrelyasiya ed\u0259r\u0259k h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdirir. Bu proaktiv yana\u015fma israf\u0131 minimuma endirir, v\u0259saitl\u0259ri y\u00fcks\u0259k d\u0259y\u0259rli f\u00fcrs\u0259tl\u0259r\u0259 y\u00f6n\u0259ldir v\u0259 \u00fcmumi kampaniya ROI art\u0131r.<\/p>\n

S\u00fcni intellektl\u0259 qabaqc\u0131l auditoriya seqmentasiyas\u0131<\/h2>\n

Auditoriya seqmentasiyas\u0131 s\u00fcni intellekt reklam optimizasiyas\u0131 vasit\u0259sil\u0259 g\u00fccl\u0259ndirilir, RankBrain-in niyy\u0259t \u0259sasl\u0131 s\u0131ralamas\u0131na rezonans yaradan d\u0259qiq h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verir. Davran\u0131\u015f v\u0259 demografik m\u0259lumatlara \u0259sas\u0259n istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131raraq, platformalar hiper-f\u0259rdil\u0259\u015fdirilmi\u015f t\u0259cr\u00fcb\u0259l\u0259r t\u0259qdim edir.<\/p>\n

Effektiv seqmentasiya \u00fc\u00e7\u00fcn texnikalar<\/h3>\n

S\u00fcni intellekt alqoritml\u0259ri b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini emal ed\u0259r\u0259k dinamik seqmentl\u0259r yarad\u0131r, m\u0259s\u0259l\u0259n, axtar\u0131\u015f sor\u011fular\u0131 v\u0259 brauzla\u015fd\u0131rma tarixind\u0259n al\u0131nan ‘y\u00fcks\u0259k niyy\u0259tli al\u0131\u015f-vericil\u0259r’. Bu m\u0259lumatlara \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri, dinamik qiym\u0259t g\u00f6st\u0259ricil\u0259ri kimi, uy\u011funlu\u011fu art\u0131r\u0131r. Metril\u0259r seqmentl\u0259\u015fdirilmi\u015f kampaniyalar \u00fc\u00e7\u00fcn geni\u015f h\u0259d\u0259fl\u0259m\u0259y\u0259 qar\u015f\u0131 klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259l\u0259rd\u0259 28% art\u0131m\u0131 g\u00f6st\u0259rir.<\/p>\n

\u0130cra strategiyalar\u0131<\/h3>\n
    \n
  • M\u0259xfilik uy\u011fun seqmentasiya \u00fc\u00e7\u00fcn birinci t\u0259r\u0259f m\u0259lumatlar\u0131n\u0131 inteqrasiya edin.<\/li>\n
  • Uy\u011funla\u015fma modell\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k uy\u011funlu\u011fu azaldmadan \u0259hat\u0259ni geni\u015fl\u0259ndirin.<\/li>\n
  • S\u00fcni intellekt modell\u0259rini t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn seqment performans\u0131n\u0131 h\u0259ft\u0259lik izl\u0259yin.<\/li>\n<\/ul>\n

    Bu strategiyalar davaml\u0131 qatq\u0131 t\u0259min edir, reklamlar\u0131 RankBrain t\u0259r\u0259find\u0259n \u015f\u0259rh olunan istifad\u0259\u00e7i g\u00f6zl\u0259ntil\u0259ri il\u0259 s\u0131x uy\u011funla\u015fd\u0131r\u0131r.<\/p>\n

    S\u00fcni intellekt vasit\u0259sil\u0259 konversiya d\u0259r\u0259c\u0259si yax\u015f\u0131la\u015fd\u0131rmas\u0131n\u0131n s\u00fcr\u0259tl\u0259ndirilm\u0259si<\/h2>\n

    Konversiya d\u0259r\u0259c\u0259si yax\u015f\u0131la\u015fd\u0131rmas\u0131 s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131n \u0259sas m\u0259qs\u0259didir, platformalar y\u00fcks\u0259k potensial qurucular\u0131 m\u00fc\u0259yy\u0259nl\u0259\u015fdirm\u0259k v\u0259 qulluq etm\u0259k \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131rma modell\u0259rind\u0259n istifad\u0259 edir. Bu fokus birba\u015fa RankBrain-in d\u0259y\u0259r \u0259sasl\u0131 n\u0259tic\u0259l\u0259r t\u0259qdim etm\u0259k m\u0259qs\u0259dini d\u0259st\u0259kl\u0259yir.<\/p>\n

    Konversiyalar\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcbut olunmu\u015f strategiyalar<\/h3>\n

    S\u00fcni intellekt miqyasda A\/B testl\u0259\u015fm\u0259sini asanla\u015fd\u0131r\u0131r, minl\u0259rl\u0259 varyasiyan\u0131 t\u0259hlil ed\u0259r\u0259k qalib kreativl\u0259ri m\u00fc\u0259yy\u0259nl\u0259\u015fdirir. Strategiyalar istifad\u0259\u00e7i s\u0259yah\u0259t m\u0259lumatlar\u0131 il\u0259 m\u0259lumatland\u0131r\u0131lm\u0131\u015f yenid\u0259n h\u0259d\u0259fl\u0259m\u0259 ard\u0131c\u0131ll\u0131qlar\u0131n\u0131 \u0259hat\u0259 edir ki, bu konversiyalar\u0131 35% yax\u015f\u0131la\u015fd\u0131ra bil\u0259r. ROAS \u00fc\u00e7\u00fcn platformalar t\u0259sir\u0259 qar\u015f\u0131 konversiyalar\u0131 \u00fcst\u00fcn tutan taklif strategiyalar\u0131n\u0131 optimalla\u015fd\u0131r\u0131r, tez-tez e-ticar\u0259t m\u00fchitl\u0259rind\u0259 2.5x qaytarma multiplikat\u00f6r\u00fc verir.<\/p>\n

    U\u011furun \u00f6l\u00e7\u00fclm\u0259si<\/h3>\n

    S\u00fcni intellekt effektivliyini qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn klik ba\u015f\u0131na konversiya d\u0259y\u0259ri v\u0259 atribusiya p\u0259nc\u0259r\u0259l\u0259ri kimi metrikalar\u0131 izl\u0259yin. V\u0259ziyy\u0259t t\u0259dqiqatlar\u0131 platformalar\u0131n a\u011f\u0131ll\u0131 fonksiya optimizasiyas\u0131 vasit\u0259sil\u0259 qazanma x\u0259rcl\u0259rini 22% azald\u0131\u011f\u0131n\u0131 g\u00f6st\u0259rir.<\/p>\n

    S\u00fcni intellekt ekosisteml\u0259rind\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si<\/h2>\n

    Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131 sad\u0259l\u0259\u015fdirir, kampaniyalar aras\u0131nda resurslar\u0131 dinamik \u015f\u0259kild\u0259 paylay\u0131r. Bu, RankBrain-in performans siqnallar\u0131 il\u0259 uy\u011fun s\u0259m\u0259r\u0259li x\u0259rcl\u0259nm\u0259 t\u0259min edir.<\/p>\n

    Apar\u0131c\u0131 sisteml\u0259rin x\u00fcsusiyy\u0259tl\u0259ri<\/h3>\n

    Platformalar trafik proqnozlar\u0131na \u0259sas\u0259n x\u0259rcl\u0259ri proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259 edir, b\u00fcdc\u0259l\u0259ri saatl\u0131q t\u0259nziml\u0259yir. M\u0259s\u0259l\u0259n, kampaniya z\u0259if performans g\u00f6st\u0259rs\u0259, v\u0259saitl\u0259r \u0259n yax\u015f\u0131 performanlara k\u00f6\u00e7\u00fcr\u00fcl\u00fcr, balansl\u0131 portfel saxlan\u0131l\u0131r. Bu, s\u0259naye hesabatlar\u0131na g\u00f6r\u0259 b\u00fcdc\u0259 istifad\u0259sind\u0259 18% yax\u015f\u0131la\u015fmaya n\u0259tic\u0259 verir.<\/p>\n

    \u018fn yax\u015f\u0131 t\u0259cr\u00fcb\u0259l\u0259r<\/h3>\n

    G\u00fcnd\u0259lik limitl\u0259r \u00fc\u00e7\u00fcn m\u0259hdudiyy\u0259tl\u0259r qurun v\u0259 \u00fcmumi n\u0259zar\u0259t \u00fc\u00e7\u00fcn analitika al\u0259tl\u0259ri il\u0259 inteqrasiya edin. M\u00fcnt\u0259z\u0259m auditl\u0259r avtomatla\u015fd\u0131rmaya h\u0259ddind\u0259n art\u0131q g\u00fcv\u0259nm\u0259yi qar\u015f\u0131lad\u0131r, s\u00fcni intellekt m\u0259lumatlar\u0131n\u0131 insan strategiyas\u0131 il\u0259 qar\u0131\u015fd\u0131r\u0131r.<\/p>\n

    Strateji ufklar: RankBrain \u00fc\u00e7\u00fcn s\u00fcni intellekt optimizasiyas\u0131n\u0131 g\u0259l\u0259c\u0259y\u0259 uy\u011funla\u015fd\u0131rmaq<\/h2>\n

    S\u00fcni intellekt inki\u015faf etdikc\u0259, optimizasiya platformalar\u0131n\u0131n strateji icras\u0131 RankBrain land\u015faft\u0131nda reklam u\u011furunu m\u00fc\u0259yy\u0259n ed\u0259c\u0259k. \u0130r\u0259li d\u00fc\u015f\u00fcn\u0259n biznesl\u0259r s\u0259sli axtar\u0131\u015f v\u0259 s\u0131f\u0131r klik n\u0259tic\u0259l\u0259ri kimi yeni texnologiyalara uy\u011funla\u015fan miqyasl\u0131 s\u00fcni intellekt infrastrukturlar\u0131na investisiya etm\u0259lidirl\u0259r.<\/p>\n

    G\u0259l\u0259c\u0259y\u0259 baxanda, reklam yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn generativ s\u00fcni intellektin inteqrasiyas\u0131 m\u0259zmunu misilsiz s\u0259viyy\u0259d\u0259 f\u0259rdil\u0259\u015fdir\u0259c\u0259k, potensial olaraq g\u0259l\u0259c\u0259k bir ne\u00e7\u0259 il \u0259rzind\u0259 ROAS-\u0131 50% art\u0131racaq. Marketinq\u00e7il\u0259r m\u0259lumat ax\u0131n\u0131n\u0131 asanla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn m\u00f6hk\u0259m API-l\u0259ri olan platformalar\u0131 prioritetl\u0259\u015fdirm\u0259lidirl\u0259r, s\u00fcr\u0259tli d\u0259yi\u015f\u0259n m\u00fchitd\u0259 \u00e7eviklik t\u0259min edirl\u0259r. Konkret add\u0131mlar r\u00fcb-\u00fc r\u00fcb s\u00fcni intellekt auditl\u0259ri ke\u00e7irm\u0259k v\u0259 komandalar\u0131 alqoritmik yenil\u0259m\u0259l\u0259r \u00fczr\u0259 \u00f6yr\u0259tm\u0259k daxildir ki, r\u0259qab\u0259t \u00fcst\u00fcnl\u00fckl\u0259rini saxlas\u0131nlar.<\/p>\n

    Bu dinamik sah\u0259d\u0259 Alien Road biznesl\u0259ri s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131 m\u0259nims\u0259m\u0259y\u0259 y\u00f6n\u0259ld\u0259n \u0259n yax\u015f\u0131 konsaltinq \u015firk\u0259ti kimi yerl\u0259\u015fdirir. M\u00fct\u0259x\u0259ssisl\u0259rimiz RankBrain-in g\u00fcc\u00fcnd\u0259n istifad\u0259 ed\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f strategiyalar t\u0259qdim edir ki, \u00f6l\u00e7\u00fcl\u0259 bil\u0259n art\u0131ma s\u0259b\u0259b olsun. Kampaniyalar\u0131n\u0131z\u0131 y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn bu g\u00fcn Alien Road il\u0259 strateji konsaltasiya planla\u015fd\u0131r\u0131n v\u0259 s\u00fcni intellekt idar\u0259li reklam\u0131n tam potensial\u0131n\u0131 a\u00e7\u0131n.<\/p>\n

    RankBrain \u00fc\u00e7\u00fcn \u0259n yax\u015f\u0131 s\u00fcni intellekt optimizasiya platformalar\u0131 haqq\u0131nda tez-tez soru\u015fulan suallar<\/h2>\n

    S\u00fcni intellekt reklam optimizasiyas\u0131 n\u0259dir?<\/h3>\n

    S\u00fcni intellekt reklam optimizasiyas\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. Bu, taklif idar\u0259si, h\u0259d\u0259fl\u0259m\u0259 v\u0259 kreativ se\u00e7imi kimi v\u0259zif\u0259l\u0259ri avtomatla\u015fd\u0131rman\u0131 \u0259hat\u0259 edir ki, RankBrain kimi alqoritml\u0259r\u0259 uy\u011fun olsun, n\u0259tic\u0259d\u0259 daha y\u00fcks\u0259k uy\u011funluq v\u0259 daha yax\u015f\u0131 performans metrikas\u0131 \u0259ld\u0259 olunsun.<\/p>\n

    RankBrain s\u00fcni intellekt reklam optimizasiyas\u0131na nec\u0259 t\u0259sir edir?<\/h3>\n

    RankBrain, Google-\u0131n ma\u015f\u0131n \u00f6yr\u0259nm\u0259 sistemi, semantik axtar\u0131\u015f v\u0259 istifad\u0259\u00e7i niyy\u0259tini vur\u011fulayaraq s\u00fcni intellekt reklam optimizasiyas\u0131na t\u0259sir edir. Optimizasiya platformalar\u0131 bunu t\u0259bii dil emal\u0131 daxil etm\u0259kl\u0259 istifad\u0259 edir ki, reklamlar\u0131 sor\u011fulara daha d\u0259qiq uy\u011funla\u015fd\u0131rs\u0131n, keyfiyy\u0259t qiym\u0259tl\u0259rini yax\u015f\u0131la\u015fd\u0131rs\u0131n v\u0259 x\u0259rcl\u0259ri azald\u0131rs\u0131n.<\/p>\n

    RankBrain \u00fc\u00e7\u00fcn \u0259n yax\u015f\u0131 s\u00fcni intellekt optimizasiya platformalar\u0131 hans\u0131lard\u0131r?<\/h3>\n

    \u018fn yax\u015f\u0131 platformalar Google Ads-in Enhanced CPC, avtomatla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259lumatlar \u00fc\u00e7\u00fcn Adzooma v\u0259 m\u00fc\u0259ssis\u0259 miqyas\u0131nda optimizasiya \u00fc\u00e7\u00fcn Kenshoo daxildir. Bu al\u0259tl\u0259r RankBrain siqnallar\u0131n\u0131 proqnozla\u015fd\u0131rma takifl\u0259ri v\u0259 performans proqnozla\u015fd\u0131rmas\u0131 \u00fc\u00e7\u00fcn inteqrasiya etm\u0259kd\u0259 \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edir.<\/p>\n

    S\u00fcni intellekt reklam\u0131nda real vaxt performans t\u0259hlili niy\u0259 vacibdir?<\/h3>\n

    Real vaxt performans t\u0259hlili kampaniyalara d\u0259rhal t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir, z\u0259if reklamlardan itkil\u0259ri minimuma endirir. RankBrain kontekstind\u0259 bu, reklamlar\u0131n d\u0259yi\u015f\u0259n istifad\u0259\u00e7i davran\u0131\u015flar\u0131 il\u0259 uy\u011fun qalmas\u0131n\u0131 t\u0259min edir, tez-tez s\u0259m\u0259r\u0259liliyd\u0259 20-30% qazanc \u0259ld\u0259 edir.<\/p>\n

    S\u00fcni intellekt auditoriya seqmentasiyas\u0131n\u0131 nec\u0259 yax\u015f\u0131la\u015fd\u0131ra bil\u0259r?<\/h3>\n

    S\u00fcni intellekt davran\u0131\u015f m\u0259lumatlar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k dinamik qruplar yaradaraq auditoriya seqmentasiyas\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131r, f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rin\u0259 imkan verir. Bu d\u0259qiqlik qatq\u0131 d\u0259r\u0259c\u0259l\u0259rini 25%-\u0259 q\u0259d\u0259r art\u0131r\u0131r, kampaniyalar\u0131 RankBrain t\u0259r\u0259find\u0259n emal olunan x\u00fcsusi istifad\u0259\u00e7i niyy\u0259tl\u0259rin\u0259 daha uy\u011fun edir.<\/p>\n

    S\u00fcni intellekt platformalar\u0131ndan istifad\u0259 ed\u0259r\u0259k konversiyalar\u0131 nec\u0259 art\u0131rmaq olar?<\/h3>\n

    Strategiyalar s\u00fcni intellekt idar\u0259li A\/B testl\u0259\u015fm\u0259si, niyy\u0259t siqnallar\u0131na \u0259saslanan yenid\u0259n h\u0259d\u0259fl\u0259m\u0259 v\u0259 dinamik kreativ optimizasiyan\u0131 \u0259hat\u0259 edir. Bu yana\u015fmalar konversiya d\u0259r\u0259c\u0259l\u0259rini 35% y\u00fcks\u0259ld\u0259 bil\u0259r, m\u0259lumat \u0259sasl\u0131 t\u0259kmill\u0259\u015fdirm\u0259l\u0259r vasit\u0259sil\u0259 ROAS-\u0131 birba\u015fa art\u0131r\u0131r.<\/p>\n

    S\u00fcni intellekt al\u0259tl\u0259rind\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si nec\u0259 i\u015fl\u0259yir?<\/h3>\n

    Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si proqnozla\u015fd\u0131r\u0131lm\u0131\u015f ROI-y\u0259 \u0259sas\u0259n v\u0259saitl\u0259ri paylay\u0131r, resurslar\u0131 a\u015fa\u011f\u0131 performanl\u0131dan y\u00fcks\u0259k potensial sah\u0259l\u0259r\u0259 k\u00f6\u00e7\u00fcr\u00fcr. Bu, optimalla\u015fd\u0131r\u0131lm\u0131\u015f x\u0259rcl\u0259nm\u0259y\u0259 n\u0259tic\u0259 verir, RankBrain uy\u011fun kampaniyalar \u00fc\u00e7\u00fcn tipik olaraq b\u00fcdc\u0259 istifad\u0259sind\u0259 15-20% yax\u015f\u0131la\u015fma \u0259ld\u0259 edir.<\/p>\n

    S\u00fcni intellekt reklam optimizasiyas\u0131 u\u011furunu izl\u0259m\u0259k \u00fc\u00e7\u00fcn hans\u0131 metrikalar izl\u0259nm\u0259lidir?<\/h3>\n

    \u018fsas metrikalar ROAS, konversiya d\u0259r\u0259c\u0259si, klikl\u0259r \u00fczr\u0259 d\u0259r\u0259c\u0259 v\u0259 keyfiyy\u0259t qiym\u0259ti daxildir. Bunlar\u0131 izl\u0259m\u0259k s\u00fcni intellekt platformalar\u0131n\u0131n RankBrain performans\u0131n\u0131 nec\u0259 g\u00fccl\u0259ndirdiyin\u0259 dair m\u0259lumat verir, standartlar vaxtla davaml\u0131 qazanclar\u0131 g\u00f6st\u0259rir.<\/p>\n

    S\u00fcni intellekti \u0259l il\u0259 reklam optimizasiyas\u0131ndan niy\u0259 se\u00e7m\u0259k?<\/h3>\n

    S\u00fcni intellekt \u0259l \u00fcsullar\u0131n\u0131 real vaxtda b\u00f6y\u00fck h\u0259cmli m\u0259lumatlar\u0131 emal etm\u0259kl\u0259 \u00fcst\u0259l\u0259yir, insanlar\u0131n qa\u00e7\u0131ra bil\u0259c\u0259yi n\u00fcmun\u0259l\u0259ri a\u015fkar edir. RankBrain \u00fc\u00e7\u00fcn bu, daha d\u0259qiq niyy\u0259t uy\u011funla\u015fmas\u0131n\u0131 v\u0259 kampaniya s\u0259m\u0259r\u0259liliyind\u0259 40%-\u0259 q\u0259d\u0259r daha yax\u015f\u0131 n\u0259tic\u0259l\u0259ri dem\u0259kdir.<\/p>\n

    F\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri kampaniyalara nec\u0259 fayda verir?<\/h3>\n

    Auditoriya m\u0259lumatlar\u0131n\u0131n s\u00fcni intellekt t\u0259hlili il\u0259 q\u00fcvv\u0259l\u0259ndirilmi\u015f f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri uy\u011funlu\u011fu v\u0259 etibarl\u0131l\u0131\u011f\u0131 art\u0131r\u0131r, daha y\u00fcks\u0259k konversiya d\u0259r\u0259c\u0259l\u0259rin\u0259 s\u0259b\u0259b olur. RankBrain ekosisteml\u0259rind\u0259 onlar reklamlar\u0131 semantik sor\u011fularla uy\u011funla\u015fd\u0131r\u0131r, \u00fcmumi axtar\u0131\u015f g\u00f6r\u00fcn\u00fcrl\u00fcy\u00fcn\u00fc yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n

    RankBrain optimizasiyas\u0131nda ma\u015f\u0131n \u00f6yr\u0259nm\u0259sinin rolu n\u0259dir?<\/h3>\n

    RankBrain optimizasiyas\u0131nda ma\u015f\u0131n \u00f6yr\u0259nm\u0259si istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r v\u0259 reklam t\u0259qdimat\u0131n\u0131 davaml\u0131 t\u0259kmill\u0259\u015fdirir. Platformalar bunu t\u0259tbiq ed\u0259r\u0259k t\u0259nziml\u0259m\u0259l\u0259ri avtomatla\u015fd\u0131r\u0131r, sor\u011fu m\u0259lumatlar\u0131ndan \u00f6yr\u0259nilmi\u015f m\u0259lumatlar vasit\u0259sil\u0259 2x ROAS yax\u015f\u0131la\u015fmas\u0131 kimi metrikalara nail olur.<\/p>\n

    Ki\u00e7ik biznesl\u0259r \u00fc\u00e7\u00fcn s\u00fcni intellekt platformalar\u0131n\u0131 nec\u0259 icra etm\u0259k?<\/h3>\n

    Ki\u00e7ik biznesl\u0259r Google Ads Smart Bidding kimi istifad\u0259\u00e7i dostu platformalardan ba\u015flaya bil\u0259rl\u0259r, \u0259sas auditoriya m\u0259lumatlar\u0131n\u0131 inteqrasiya ed\u0259r\u0259k KPI-lar\u0131 h\u0259ft\u0259lik izl\u0259yirl\u0259r. Bu miqyasl\u0131 yana\u015fma geni\u015f resurslar olmadan RankBrain performans\u0131nda s\u00fcr\u0259tli q\u0259l\u0259b\u0259l\u0259r verir.<\/p>\n

    S\u00fcni intellekt reklam\u0131nda konversiya d\u0259r\u0259c\u0259si yax\u015f\u0131la\u015fd\u0131rmas\u0131na niy\u0259 fokuslanmal\u0131?<\/h3>\n

    Konversiya d\u0259r\u0259c\u0259si yax\u015f\u0131la\u015fd\u0131rmas\u0131na fokuslanmaq g\u0259lir yaradan h\u0259r\u0259k\u0259tl\u0259ri prioritetl\u0259\u015fdir\u0259r\u0259k ROI maksimuma \u00e7atd\u0131r\u0131r. S\u00fcni intellekt al\u0259tl\u0259ri fonksiyalar\u0131 t\u0259hlil ed\u0259r\u0259k t\u0131xanmalar\u0131 aradan qald\u0131r\u0131r, tez-tez 30% art\u0131ma s\u0259b\u0259b olur, RankBrain idar\u0259li trafiki saxlamaq \u00fc\u00e7\u00fcn vacibdir.<\/p>\n

    RankBrain \u00fc\u00e7\u00fcn s\u00fcni intellekt reklam optimizasiyas\u0131nda hans\u0131 probleml\u0259r yaran\u0131r?<\/h3>\n

    Probleml\u0259r m\u0259lumat m\u0259xfiliyy\u0259ti uy\u011funlu\u011fu v\u0259 alqoritm yenil\u0259m\u0259l\u0259rini \u0259hat\u0259 edir. Onlar\u0131 aradan qald\u0131rmaq daxili qoruyuculara malik m\u00f6hk\u0259m platformalar t\u0259l\u0259b edir, RankBrain-in inki\u015faf ed\u0259n meyarlar\u0131 aras\u0131nda davaml\u0131 performans\u0131 t\u0259min edir.<\/p>\n

    S\u00fcni intellekt reklam kampaniyalar\u0131nda ROAS-\u0131 nec\u0259 g\u00fccl\u0259ndirir?<\/h3>\n

    S\u00fcni intellekt y\u00fcks\u0259k d\u0259y\u0259rli konversiyalar \u00fc\u00e7\u00fcn takifl\u0259ri optimalla\u015fd\u0131raraq v\u0259 reklamlar\u0131 f\u0259rdil\u0259\u015fdir\u0259r\u0259k israf\u0131 azaldaraq ROAS-\u0131 g\u00fccl\u0259ndirir. Konkret<\/p>\n","protected":false},"excerpt":{"rendered":"

    R\u0259q\u0259msal marketinqin inki\u015faf ed\u0259n land\u015faft\u0131nda s\u00fcni intellekt reklam optimizasiyas\u0131 axtar\u0131\u015f m\u00fch\u0259rriklerinin performans\u0131n\u0131 t\u0259kmill\u0259\u015fdirm\u0259kd\u0259 m\u00fch\u00fcm q\u00fcvv\u0259 kimi qal\u0131r, x\u00fcsusil\u0259 Google-\u0131n RankBrain alqoritmi il\u0259. RankBrain, Google-\u0131n axtar\u0131\u015f infrastrukturas\u0131n\u0131n s\u00fcni intellekt \u0259sasl\u0131 komponenti, sor\u011fular\u0131 emal ed\u0259r\u0259k daha uy\u011fun n\u0259tic\u0259l\u0259r t\u0259qdim edir v\u0259 onun t\u0259siri \u00f6d\u0259ni\u015fli axtar\u0131\u015f reklam\u0131na da yay\u0131l\u0131r. Bu m\u00fchitd\u0259 u\u011fur qazanmaq ist\u0259y\u0259n biznesl\u0259r istifad\u0259\u00e7i niyy\u0259tini \u015f\u0259rh […]<\/p>\n","protected":false},"author":1,"featured_media":53768,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1204],"tags":[546],"class_list":["post-53889","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-optimization-2","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/53889","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=53889"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/53889\/revisions"}],"predecessor-version":[{"id":53890,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/53889\/revisions\/53890"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media\/53768"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=53889"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=53889"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=53889"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}