{"id":106617,"date":"2026-03-25T08:00:54","date_gmt":"2026-03-25T08:00:54","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/ai-advertising-optimization-leveraging-googles-ai-to-transfo-2\/"},"modified":"2026-04-06T03:07:11","modified_gmt":"2026-04-06T03:07:11","slug":"ai-advertising-optimization-leveraging-googles-ai-to-transfo-2","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-reklam-optimizasiyasi-az\/ai-advertising-optimization-leveraging-googles-ai-to-transfo-2\/","title":{"rendered":"AI Reklam Optimizasiyas\u0131: Google-\u0131n S\u00fcni \u0130ntellektind\u0259n \u0130stifad\u0259 Ed\u0259r\u0259k Reklam Kampaniyalar\u0131n\u0131 Transformasiya Etm\u0259k"},"content":{"rendered":"<p>R\u0259q\u0259msal marketinqin r\u0259qab\u0259tli land\u015faft\u0131nda reklamvericil\u0259r investisiya qaytar\u0131\u015f\u0131n\u0131 maksimuma \u00e7atd\u0131rmaq v\u0259 b\u00f6y\u00fck h\u0259cmli m\u0259lumatlar\u0131 idar\u0259 etm\u0259k kimi daimi \u00e7a\u011f\u0131r\u0131\u015flarla \u00fczl\u0259\u015firl\u0259r. Google-\u0131n s\u00fcni intellekt qabiliyy\u0259tl\u0259ri AI reklam optimizasiyas\u0131 vasit\u0259sil\u0259 transformasiya edici h\u0259ll t\u0259klif edir, d\u0259qiq h\u0259d\u0259fl\u0259m\u0259, s\u0259m\u0259r\u0259li resurs b\u00f6lg\u00fcs\u00fc v\u0259 \u00f6l\u00e7\u00fcl\u0259 bil\u0259n performans qazanclar\u0131n\u0131 t\u0259min edir. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini Google Ads kimi platformalara inteqrasiya etm\u0259kl\u0259 biznesl\u0259r \u0259vv\u0259lki geni\u015f \u0259l \u0259m\u0259yi m\u00fcdaxil\u0259 t\u0259l\u0259b ed\u0259n m\u00fcr\u0259kk\u0259b q\u0259rarlar\u0131 avtomatla\u015fd\u0131ra bil\u0259rl\u0259r. AI-nin bu strateji istifad\u0259si yaln\u0131z \u0259m\u0259liyyatlar\u0131 sad\u0259l\u0259\u015fdirmir, h\u0259m d\u0259 davaml\u0131 art\u0131m\u0131 t\u0259min ed\u0259n fikirl\u0259ri a\u015fkar edir.<\/p>\n<p>\u018fsasda AI reklam optimizasiyas\u0131 istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 proqnozla\u015fd\u0131rmaq, taklifl\u0259ri dinamik \u015f\u0259kild\u0259 t\u0259nziml\u0259m\u0259k v\u0259 yarad\u0131c\u0131 elementl\u0259ri real vaxtda t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131c\u0131 analitikadan istifad\u0259 edir. M\u0259s\u0259l\u0259n, Google-\u0131n Performance Max kampaniyalar\u0131 AI-d\u0259n istifad\u0259 ed\u0259r\u0259k reklamlar\u0131 bird\u0259n \u00e7ox kanal \u00fcz\u0259rind\u0259 paylay\u0131r, tarixi m\u0259lumatlara v\u0259 cari trendl\u0259r\u0259 \u0259saslanaraq konversiyalar \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131r. Reklamvericil\u0259r kampaniya <a href=\"https:\/\/alienroad.com\/tr\/ai-optimization-2\/ai-reklam-optimizasyonunda-ustalik-brightedge-ile-ustun-kampanya-performansi\/\">performans\u0131<\/a>na g\u00fccl\u00fc g\u00f6r\u00fcn\u00fc\u015f \u0259ld\u0259 edirl\u0259r, bu da s\u0259m\u0259r\u0259liliyi art\u0131ran m\u0259lumat \u0259sasl\u0131 t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir. Ara\u015fd\u0131rmalar g\u00f6st\u0259rir ki, AI-optimalla\u015fd\u0131r\u0131lm\u0131\u015f kampaniyalar konversiya nisb\u0259tl\u0259rini 20 faiz\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fd\u0131ra bil\u0259r, bu da Google-\u0131n son hal-qabiliyy\u0259t analizl\u0259rind\u0259 qeyd olunub. Bu \u00fcmumi bax\u0131\u015f bu al\u0259tl\u0259rin reklamvericil\u0259ri \u00fcst\u00fcn n\u0259tic\u0259l\u0259r\u0259 nail olmaq \u00fc\u00e7\u00fcn nec\u0259 g\u00fccl\u0259ndirdiyini daha d\u0259rind\u0259n ara\u015fd\u0131rmaq \u00fc\u00e7\u00fcn z\u0259min yarad\u0131r.<\/p>\n<p>\u018fn\u0259n\u0259vi \u00fcsullardan AI idar\u0259li strategiyalara ke\u00e7id \u0259sas elementl\u0259ri ba\u015fa d\u00fc\u015fm\u0259yi t\u0259l\u0259b edir. Google-\u0131n AI g\u00fcnd\u0259 milyardlarla siqnal\u0131 emal edir, axtar\u0131\u015f sor\u011fular\u0131ndan istifad\u0259\u00e7i qar\u015f\u0131l\u0131qlar\u0131na q\u0259d\u0259r, hiper-relevant reklamlar t\u0259qdim etm\u0259k \u00fc\u00e7\u00fcn. Bu qabiliyy\u0259t reklam yor\u011funlu\u011fu v\u0259 b\u00fcdc\u0259 israf\u0131 kimi \u0259sas problem n\u00f6qt\u0259l\u0259rini h\u0259ll edir, marketinq\u0259 daha \u00e7evik yana\u015fma formala\u015fd\u0131r\u0131r. X\u00fcsusi t\u0259tbiql\u0259r\u0259 d\u0259rinl\u0259\u015fdikc\u0259, AI reklam optimizasiyas\u0131n\u0131n sad\u0259c\u0259 texnoloji t\u0259kmill\u0259\u015fdirm\u0259 deyil, reklamvericil\u0259rin r\u0259qab\u0259t apararaq u\u011fur qazand\u0131\u011f\u0131 \u00fcsuldak\u0131 \u0259sas d\u0259yi\u015fiklik oldu\u011fu ayd\u0131n olur.<\/p>\n<h2>AI Reklam Optimizasiyas\u0131n\u0131n \u018fsaslar\u0131n\u0131 Anlamaq<\/h2>\n<p>AI reklam optimizasiyas\u0131 Google-\u0131n qabaqc\u0131l ma\u015f\u0131n \u00f6yr\u0259nm\u0259 \u00e7\u0259r\u00e7iv\u0259l\u0259rin\u0259 \u0259saslanan \u0259sas prinsipl\u0259rinin m\u00f6hk\u0259m tutu\u015fu il\u0259 ba\u015flay\u0131r. Bu sisteml\u0259r b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini analiz ed\u0259r\u0259k reklam t\u0259qdimat\u0131 v\u0259 <a href=\"https:\/\/alienroad.com\/tr\/ai-optimization-2\/yapay-zeka-reklam-optimizasyonu-ustun-kampanya-performansi-icin-stratejiler-4\/\">performans\u0131<\/a> m\u0259lumatland\u0131ran n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n edir. Qayda \u0259sasl\u0131 avtomatla\u015fd\u0131rmadan f\u0259rqli olaraq, AI daim uy\u011funla\u015f\u0131r, n\u0259tic\u0259l\u0259rd\u0259n \u00f6yr\u0259n\u0259r\u0259k strategiyalar\u0131 avtonom \u015f\u0259kild\u0259 t\u0259kmill\u0259\u015fdirir.<\/p>\n<h3>Google-\u0131n AI Ekosisteminin \u018fsas Komponentl\u0259ri<\/h3>\n<p>Google-\u0131n AI ekosistemi Smart Bidding v\u0259 Responsive Search Ads kimi al\u0259tl\u0259ri \u0259hat\u0259 edir ki, bunlar AI reklam optimizasiyas\u0131n\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. Smart Bidding real vaxtda takifl\u0259ri t\u0259nziml\u0259m\u0259k \u00fc\u00e7\u00fcn g\u00fccl\u0259ndirm\u0259 \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 edir, klikl\u0259r v\u0259 ya konversiyalar kimi x\u00fcsusi n\u0259tic\u0259l\u0259ri h\u0259d\u0259fl\u0259yir. M\u0259s\u0259l\u0259n, Target ROAS takifl\u0259m\u0259si ist\u0259nil\u0259n reklam x\u0259rci qaytar\u0131\u015f\u0131n\u0131 saxlayaraq g\u0259liri maksimuma \u00e7atd\u0131rma\u011fa \u00e7al\u0131\u015f\u0131r, tez-tez Google-\u0131n daxili standartlar\u0131na \u0259sas\u0259n s\u0259m\u0259r\u0259liliqd\u0259 15-30 faiz yax\u015f\u0131la\u015fma \u0259ld\u0259 edir.<\/p>\n<p>AI il\u0259 i\u015fl\u0259y\u0259n Responsive Search Ads ba\u015fl\u0131qlar v\u0259 t\u0259svirl\u0259rin kombinasiyalar\u0131n\u0131 s\u0131naqdan ke\u00e7ir\u0259r\u0259k \u0259n effektiv variantlar\u0131 m\u00fc\u0259yy\u0259n edir. Bu proses AI-nin optimizasiya prosesini nec\u0259 g\u00fccl\u0259ndirdiyini vur\u011fulay\u0131r, yarad\u0131c\u0131 inki\u015fafda t\u0259xminl\u0259ri azaldaraq m\u0259lumat \u0259sasl\u0131 varyasiyalar yarad\u0131r.<\/p>\n<h3>M\u0259lumat \u0130dar\u0259li D\u00f6vr\u00fcnd\u0259 Reklamvericil\u0259r \u00dc\u00e7\u00fcn Faydalar<\/h3>\n<p>AI reklam optimizasiyas\u0131n\u0131 q\u0259bul ed\u0259n reklamvericil\u0259r \u0259h\u0259miyy\u0259tli vaxt q\u0259na\u0259ti qeyd edirl\u0259r, avtomatla\u015fd\u0131rma rutin tap\u015f\u0131r\u0131qlar\u0131n 80 faizini idar\u0259 edir. Bu d\u0259yi\u015fiklik komandalar\u0131n \u0259m\u0259liyyat detallar\u0131ndan daha \u00e7ox strateji planla\u015fd\u0131rmaya fokuslanmas\u0131na imkan verir. Bundan \u0259lav\u0259, AI-nin strukturu olmayan m\u0259lumatlar\u0131, m\u0259s\u0259l\u0259n r\u0259yl\u0259rd\u0259n istifad\u0259\u00e7i hissl\u0259rini emal etm\u0259 qabiliyy\u0259ti kampaniya fikirl\u0259rini z\u0259nginl\u0259\u015fdirir, daha inc\u0259 h\u0259d\u0259fl\u0259m\u0259y\u0259 apar\u0131r.<\/p>\n<h2>Real Vaxt Performans Analizinin T\u0259tbiqi<\/h2>\n<p>Real vaxt performans analizi AI reklam optimizasiyas\u0131n\u0131n da\u015f \u0633\u062aonu kimi qal\u0131r, reklamvericil\u0259r\u0259 kampaniya effektivliyi haqq\u0131nda an\u0131nda r\u0259y t\u0259qdim edir. Google-\u0131n AI klik vasit\u0259sil\u0259 ke\u00e7m\u0259 nisb\u0259tl\u0259ri v\u0259 qat\u0131lma s\u0259viyy\u0259l\u0259ri kimi metrikalar\u0131 izl\u0259yir, performans\u0131 a\u015fa\u011f\u0131 salma\u011f\u0131 qar\u015f\u0131layaan proaktiv t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir.<\/p>\n<h3>Kampaniyalar\u0131 \u0130zl\u0259m\u0259k \u00dc\u00e7\u00fcn Al\u0259tl\u0259r v\u0259 Texnikalar<\/h3>\n<p>Google Ads-\u0131n Insights s\u0259hif\u0259si real vaxt performans analizind\u0259n istifad\u0259 ed\u0259r\u0259k AI yarad\u0131lm\u0131\u015f t\u00f6vsiy\u0259l\u0259r t\u0259klif edir. M\u0259s\u0259l\u0259n, platforma g\u00f6st\u0259ricil\u0259rd\u0259ki q\u0259fil d\u00fc\u015f\u00fc\u015f kimi anomaliyalar\u0131 a\u015fkar ed\u0259 bil\u0259r v\u0259 onlar\u0131 takif t\u0259nziml\u0259m\u0259l\u0259ri v\u0259 ya auditoriya d\u0259yi\u015fiklikl\u0259ri kimi faktorlara aid ed\u0259 bil\u0259r. Bu al\u0259tl\u0259rd\u0259n istifad\u0259 ed\u0259n reklamvericil\u0259r Google Analytics m\u0259lumatlar\u0131na g\u00f6r\u0259 reklam uy\u011funluq bal\u0131 s\u0259sl\u0259rind\u0259 25 faiz art\u0131m m\u00fc\u015fahid\u0259 edibl\u0259r.<\/p>\n<p>Google Analytics 4 il\u0259 inteqrasiya bu qabiliyy\u0259ti daha da g\u00fccl\u0259ndirir, cihazlar \u00fcz\u0259rind\u0259 istifad\u0259\u00e7i s\u0259yah\u0259tl\u0259rini korrelyasiya ed\u0259r\u0259k \u00fcmumi bax\u0131\u015f t\u0259qdim edir ki, bu da d\u0259rhal taktik d\u0259yi\u015fiklikl\u0259ri m\u0259lumatland\u0131r\u0131r.<\/p>\n<h3>T\u0259sirini N\u00fcmayi\u015f Etir\u0259n Hal-Qabiliyy\u0259t Ara\u015fd\u0131rmalar\u0131<\/h3>\n<p>Bir p\u0259rak\u0259nd\u0259 reklamvericisini n\u0259z\u0259rd\u0259n ke\u00e7irin ki, real vaxt analizi t\u0259tbiq edib; ilk ay \u0259rzind\u0259 AI a\u015fa\u011f\u0131 performansl\u0131 a\u00e7ar s\u00f6zl\u0259ri m\u00fc\u0259yy\u0259n edib, b\u00fcdc\u0259ni y\u00fcks\u0259k d\u0259y\u0259rli terminl\u0259r\u0259 yenid\u0259n b\u00f6l\u00fcb v\u0259 konversiyalar\u0131 18 faiz art\u0131r\u0131b. Bel\u0259 n\u00fcmun\u0259l\u0259r AI-nin kampaniya momentumunu saxlamaqdak\u0131 praktiki d\u0259y\u0259rini vur\u011fulay\u0131r.<\/p>\n<h2>AI il\u0259 Auditoriya Seqmentasiyas\u0131n\u0131 Ustala\u015fd\u0131rmaq<\/h2>\n<p>Auditoriya seqmentasiyas\u0131 AI reklam optimizasiyas\u0131n\u0131n \u0259sas t\u0259tbiqi kimi ortaya \u00e7\u0131x\u0131r, Google-\u0131n al\u0259tl\u0259ri istifad\u0259\u00e7i populyasiyalar\u0131n\u0131 davran\u0131\u015f v\u0259 niyy\u0259t \u0259sas\u0131nda d\u0259qiq qruplara b\u00f6l\u00fcr. Bu inc\u0259lik reklamlar\u0131n \u0259n q\u0259buledici izl\u0259yicil\u0259r\u0259 \u00e7atmas\u0131n\u0131 t\u0259min edir, israf\u0131 minimuma endirir.<\/p>\n<h3>AI \u0130dar\u0259li Seqmentasiya Strategiyalar\u0131<\/h3>\n<p>Google-\u0131n AI seqmentl\u0259\u015fdirm\u0259 \u00fc\u00e7\u00fcn klasterl\u0259\u015fdirm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir, brauzer tarix\u00e7\u0259si v\u0259 demografik m\u0259lumatlar kimi siqnallar\u0131 daxil edir. Axtar\u0131\u015f reklamlar\u0131 \u00fc\u00e7\u00fcn remarketing siyah\u0131lar\u0131 (RLSA) bunu n\u00fcmun\u0259 edir, \u0259vv\u0259lki sayt ziyar\u0259t\u00e7il\u0259ri \u00fc\u00e7\u00fcn takifl\u0259ri AI il\u0259 uy\u011funla\u015fd\u0131r\u0131r, tez-tez klik vasit\u0259sil\u0259 ke\u00e7m\u0259 nisb\u0259tl\u0259rini 35 faiz art\u0131r\u0131r.<\/p>\n<p>Auditoriya m\u0259lumatlar\u0131na \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259ri bu prosesi daha da yax\u015f\u0131la\u015fd\u0131r\u0131r. AI ke\u00e7mi\u015f qar\u015f\u0131l\u0131qlar\u0131 analiz ed\u0259r\u0259k m\u0259zmun varyasiyalar\u0131n\u0131 t\u00f6vsiy\u0259 edir, m\u0259s\u0259l\u0259n istifad\u0259\u00e7i \u00fcst\u00fcnl\u00fckl\u0259rin\u0259 uy\u011fun dinamik m\u0259hsul ax\u0131nlar\u0131, n\u0259tic\u0259d\u0259 daha y\u00fcks\u0259k qat\u0131lma \u0259ld\u0259 edilir.<\/p>\n<h3>\u00dcmumi Seqmentasiya \u00c7\u0259tinlikl\u0259rinin \u00dczr\u0259 \u00c7\u0131xmas\u0131<\/h3>\n<p>\u018fn\u0259n\u0259vi seqmentasiya tez-tez miqyasla m\u00fcbariz\u0259 apar\u0131r, lakin AI milyonlarla m\u0259lumat n\u00f6qt\u0259sini asanl\u0131qla idar\u0259 edir. Reklamvericil\u0259r seqmentl\u0259ri iterativ \u015f\u0259kild\u0259 t\u0259kmill\u0259\u015fdir\u0259 bil\u0259rl\u0259r, AI il\u0259 q\u00fcvv\u0259l\u0259ndirilmi\u015f A\/B testl\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k f\u0259rziyy\u0259l\u0259ri t\u0259sdiql\u0259yir v\u0259 auditoriya reaksiyalar\u0131n\u0131n m\u00fcxt\u0259lifliyi \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131r.<\/p>\n<h2>Konversiya Nisb\u0259tini Yax\u015f\u0131la\u015fd\u0131rmaq Strategiyalar\u0131<\/h2>\n<p>Konversiya nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rma AI reklam optimizasiyas\u0131n\u0131n birba\u015fa n\u0259tic\u0259sini t\u0259msil edir, Google-\u0131n alqoritml\u0259ri ist\u0259nil\u0259n n\u0259tic\u0259l\u0259r\u0259 aparan h\u0259r\u0259k\u0259tl\u0259ri prioritetl\u0259\u015fdirir. Proqnozla\u015fd\u0131r\u0131c\u0131 modell\u0259\u015fdirm\u0259y\u0259 fokuslanaraq, AI konversiya ehtimal\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r, s\u0259yl\u0259ri y\u00fcks\u0259k potensial f\u00fcrs\u0259tl\u0259r\u0259 y\u00f6n\u0259ldir.<\/p>\n<h3>Konversiyalar \u00dc\u00e7\u00fcn Proqnozla\u015fd\u0131r\u0131c\u0131 Analitikadan \u0130stifad\u0259<\/h3>\n<p>Google Ads-d\u0259 d\u0259y\u0259r \u0259sasl\u0131 takifl\u0259m\u0259 AI-d\u0259n istifad\u0259 ed\u0259r\u0259k konversiyalara d\u0259y\u0259rl\u0259r t\u0259yin edir, sad\u0259c\u0259 miqdardan daha \u00e7ox g\u0259lir \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131r. Bu strategiyadan istifad\u0259 ed\u0259n kampaniyalar ROAS art\u0131m\u0131n\u0131 50 faiz\u0259 q\u0259d\u0259r qeyd edibl\u0259r, AI tam konversiyalar\u0131 siqnal ed\u0259n mikro-konversiyalar\u0131 m\u00fc\u0259yy\u0259n edir.<\/p>\n<p>Konversiyalar\u0131 v\u0259 ROAS-\u0131 art\u0131rmaq strategiyalar\u0131 AI g\u00fccl\u0259ndirilmi\u015f l\u0259ndinq s\u0259hif\u0259si t\u00f6vsiy\u0259l\u0259rini daxil edir, al\u0259tl\u0259r 20 faiz daha y\u00fcks\u0259k tamamlama nisb\u0259tl\u0259ri il\u0259 korrelyasiya ed\u0259n s\u00fcr\u0259tli y\u00fckl\u0259nm\u0259 vaxtlar\u0131 kimi optimizasiyalar\u0131 t\u00f6vsiy\u0259 edir.<\/p>\n<h3>Konversiya Metrikalar\u0131n\u0131n \u00d6l\u00e7\u00fclm\u0259si v\u0259 \u0130terativ T\u0259kmill\u0259\u015fdirilm\u0259si<\/h3>\n<p>Qazanc ba\u015f\u0131na x\u0259rc kimi \u0259sas metrikalar ir\u0259lil\u0259yi\u015fi izl\u0259yir, AI paneli asan \u015f\u0259rh \u00fc\u00e7\u00fcn vizualizasiyalar t\u0259qdim edir. M\u00fcnt\u0259z\u0259m auditl\u0259r biznes h\u0259d\u0259fl\u0259ri il\u0259 uy\u011funlu\u011fu t\u0259min edir, m\u00f6vs\u00fcmi d\u0259yi\u015fiklikl\u0259r\u0259 uy\u011funla\u015faraq davaml\u0131 yax\u015f\u0131la\u015fma \u0259ld\u0259 edir.<\/p>\n<h2>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259etm\u0259si Vasit\u0259sil\u0259 \u018fm\u0259liyyatlar\u0131n Sad\u0259l\u0259\u015fdirilm\u0259si<\/h2>\n<p>AI reklam optimizasiyas\u0131 vasit\u0259sil\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si resurslar\u0131n \u0259n y\u00fcks\u0259k qaytar\u0131\u015f verdiyi yerl\u0259r\u0259 b\u00f6lg\u00fcs\u00fcn\u00fc t\u0259min edir, sabit n\u0259zar\u0259tsiz bazar dinamikas\u0131na uy\u011funla\u015f\u0131r. Google-\u0131n payla\u015f\u0131lm\u0131\u015f b\u00fcdc\u0259 x\u00fcsusiyy\u0259ti v\u0259saitl\u0259ri kampaniyalar \u00fcz\u0259rind\u0259 a\u011f\u0131ll\u0131 \u015f\u0259kild\u0259 paylay\u0131r.<\/p>\n<h3>Dinamik B\u00fcdc\u0259 B\u00f6lg\u00fcs\u00fc Texnikalar\u0131<\/h3>\n<p>AI alqoritml\u0259ri x\u0259rcl\u0259nm\u0259 n\u00fcmun\u0259l\u0259rini proqnozla\u015fd\u0131r\u0131r, a\u015fa\u011f\u0131 performansl\u0131larda art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lar. M\u0259s\u0259l\u0259n, Portfolio Bidding bird\u0259n \u00e7ox kampaniya \u00fcz\u0259rind\u0259 t\u0259nziml\u0259yir, Google t\u0259r\u0259fda\u015flar\u0131 t\u0259r\u0259find\u0259n ke\u00e7iril\u0259n testl\u0259rd\u0259 b\u00fcdc\u0259 istifad\u0259sini 15 faiz yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n<p>Bu avtomatla\u015fd\u0131rma g\u00fcnd\u0259lik x\u0259rc limitl\u0259ri kimi qoruyucular\u0131 daxil edir, real vaxt m\u0259lumatlar\u0131ndan x\u0259b\u0259rdar olaraq aqressivliyi n\u0259zar\u0259tl\u0259 balansla\u015fd\u0131r\u0131r.<\/p>\n<h3>B\u00fcdc\u0259 \u0130dar\u0259etm\u0259sini Daha Geni\u015f H\u0259d\u0259fl\u0259rl\u0259 \u0130nteqrasiya Etm\u0259k<\/h3>\n<p>B\u00fcdc\u0259l\u0259ri \u00f6m\u00fcrl\u00fck d\u0259y\u0259r kimi KPI-larla uy\u011funla\u015fd\u0131rmaq uzunm\u00fcdd\u0259tli qazancg\u0259lirini art\u0131r\u0131r. AI-nin proqnozla\u015fd\u0131r\u0131c\u0131 qabiliyy\u0259tl\u0259ri reklamvericil\u0259r\u0259 u\u011furlu elementl\u0259ri miqyasla\u015fd\u0131rma\u011fa imkan verir, miqyaslana bil\u0259n art\u0131m\u0131 t\u0259\u015fviq edir.<\/p>\n<h2>\u0130r\u0259lil\u0259yi\u015f Yolunun X\u0259rit\u0259l\u0259\u015fdirilm\u0259si: Reklamda Google-\u0131n AI-sinin Strateji \u0130nteqrasiyas\u0131<\/h2>\n<p>G\u0259l\u0259c\u0259y\u0259 baxd\u0131qda, AI reklam optimizasiyas\u0131n\u0131n strateji icras\u0131 reklamvericil\u0259rd\u0259n Google-\u0131n AI-sini h\u0259rt\u0259r\u0259fli yol x\u0259rit\u0259l\u0259rin\u0259 inteqrasiya etm\u0259yi t\u0259l\u0259b edir. Bu komandalar \u00fc\u00e7\u00fcn davaml\u0131 t\u0259liml\u0259ri, etik m\u0259lumat istifad\u0259sini v\u0259 reklam yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn generativ AI kimi yeni x\u00fcsusiyy\u0259tl\u0259rl\u0259 t\u0259cr\u00fcb\u0259l\u0259ri \u0259hat\u0259 edir. AI-ni \u0259m\u0259liyyatlara d\u0259rind\u0259n yerl\u0259\u015fdir\u0259r\u0259k, biznesl\u0259r inki\u015faf ed\u0259n texnologiyalardan faydalanma\u011fa haz\u0131rla\u015f\u0131rlar, s\u00fcr\u0259tl\u0259 d\u0259yi\u015f\u0259n r\u0259q\u0259msal ekosistemd\u0259 davaml\u0131l\u0131q t\u0259min edirl\u0259r.<\/p>\n<p>Son hesabatda, AI reklam optimizasiyas\u0131n\u0131 ustala\u015fd\u0131rmaq misilsiz s\u0259m\u0259r\u0259lilik v\u0259 effektivlik a\u00e7\u0131r. Alien Road-da biz bu qabiliyy\u0259tl\u0259ri biznesl\u0259r\u0259 xidm\u0259t\u0259 salmaq \u00fc\u00e7\u00fcn ekspert konsaltinq \u015firk\u0259ti kimi ixtisasla\u015f\u0131b. F\u0259rdil\u0259\u015fdirilmi\u015f strategiyalar\u0131m\u0131z m\u00fc\u015ft\u0259ril\u0259ri AI reklam optimizasiyas\u0131 vasit\u0259sil\u0259 \u00fcst\u00fcn ROI \u0259ld\u0259 etm\u0259y\u0259 g\u00fccl\u0259ndirir. Reklam performans\u0131n\u0131z\u0131 y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn bu g\u00fcn strateji konsaltasiya \u00fc\u00e7\u00fcn biziml\u0259 \u0259laq\u0259 saxlay\u0131n.<\/p>\n<h2>Google-\u0131n AI-sinin Reklamvericil\u0259r\u0259 Nec\u0259 K\u00f6m\u0259k Ed\u0259 Bil\u0259c\u0259yi Haqq\u0131nda Tez-Tez Veril\u0259n Suallar<\/h2>\n<h3>AI reklam optimizasiyas\u0131 n\u0259dir?<\/h3>\n<p>AI reklam optimizasiyas\u0131 s\u00fcni intellektin, x\u00fcsusil\u0259 Google-\u0131n ma\u015f\u0131n \u00f6yr\u0259nm\u0259 al\u0259tl\u0259rinin reklam <a href=\"https:\/\/alienroad.com\/ai-reklam-optimizasiyasi-az\/ai-advertising-optimization-leveraging-googles-ai-to-transfo\/\">kampaniyalar\u0131n\u0131<\/a>n idar\u0259sini avtomatla\u015fd\u0131rmaq v\u0259 yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn istifad\u0259sini n\u0259z\u0259rd\u0259 tutur. Bu real vaxtda m\u0259lumatlar\u0131 analiz etm\u0259yi, takifl\u0259ri, h\u0259d\u0259f auditoriyalar\u0131 v\u0259 yarad\u0131c\u0131 elementl\u0259ri maksimum s\u0259m\u0259r\u0259lilik v\u0259 ROI \u00fc\u00e7\u00fcn t\u0259nziml\u0259m\u0259yi \u0259hat\u0259 edir. Bu proses \u0259l \u0259m\u0259yi qeyri-s\u0259m\u0259r\u0259liliyi aradan qald\u0131r\u0131r, reklamvericil\u0259r\u0259 y\u00fcks\u0259k s\u0259viyy\u0259li strategiyaya fokuslanma\u011fa imkan verir, AI taktik icraya bax\u0131r.<\/p>\n<h3>Google-\u0131n AI-s\u0131 real vaxt performans analizini nec\u0259 yax\u015f\u0131la\u015fd\u0131r\u0131r?<\/h3>\n<p>Google-\u0131n AI-s\u0131 istifad\u0259\u00e7i qar\u015f\u0131l\u0131qlar\u0131, axtar\u0131\u015f trendl\u0259ri v\u0259 reklam yerl\u0259\u015fdirm\u0259l\u0259rind\u0259n canl\u0131 m\u0259lumat ax\u0131nlar\u0131n\u0131 emal ed\u0259r\u0259k real vaxt performans analizini g\u00fccl\u0259ndirir. Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f qaydalar v\u0259 fikirl\u0259r kimi al\u0259tl\u0259r an\u0131nda x\u0259b\u0259rdarl\u0131qlar v\u0259 t\u00f6vsiy\u0259l\u0259r t\u0259qdim edir, reklamvericil\u0259r\u0259 tez pivot etm\u0259y\u0259 imkan verir. M\u0259s\u0259l\u0259n, qat\u0131lma d\u00fc\u015f\u0259rs\u0259, AI takif azald\u0131lmas\u0131 v\u0259 ya yarad\u0131c\u0131 d\u0259yi\u015fiklikl\u0259ri t\u00f6vsiy\u0259 ed\u0259 bil\u0259r, tez-tez saatlar \u0259rzind\u0259 performans metrikalar\u0131n\u0131 10-20 faiz yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n<h3>AI reklam optimizasiyas\u0131nda auditoriya seqmentasiyas\u0131 niy\u0259 vacibdir?<\/h3>\n<p>Auditoriya seqmentasiyas\u0131 AI reklam optimizasiyas\u0131nda x\u00fcsusi istifad\u0259\u00e7i qruplar\u0131 il\u0259 rezonans yaradan f\u0259rdil\u0259\u015fdirilmi\u015f mesajla\u015fd\u0131rma \u00fc\u00e7\u00fcn vacibdir, uy\u011funlu\u011fu v\u0259 konversiyalar\u0131 art\u0131r\u0131r. Google-\u0131n AI davran\u0131\u015f v\u0259 demografik m\u0259lumatlardan istifad\u0259 ed\u0259r\u0259k dinamik seqmentl\u0259r yarad\u0131r, m\u0259s\u0259l\u0259n y\u00fcks\u0259k niyy\u0259tli al\u0131\u015f-vericil\u0259r, n\u0259tic\u0259d\u0259 geni\u015f h\u0259d\u0259fl\u0259m\u0259 yana\u015fmalar\u0131na nisb\u0259t\u0259n klik vasit\u0259sil\u0259 ke\u00e7m\u0259 nisb\u0259tl\u0259ri ikiqat art\u0131ra bil\u0259r.<\/p>\n<h3>AI konversiya nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn hans\u0131 strategiyalar t\u0259klif edir?<\/h3>\n<p>AI proqnozla\u015fd\u0131r\u0131c\u0131 takifl\u0259m\u0259 v\u0259 f\u0259rdil\u0259\u015fdirilmi\u015f reklam varyasiyalar\u0131 kimi strategiyalar t\u0259klif edir konversiya nisb\u0259tini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn. \u0130stifad\u0259\u00e7i h\u0259r\u0259k\u0259tl\u0259rini proqnozla\u015fd\u0131raraq, Google-\u0131n al\u0259tl\u0259ri y\u00fcks\u0259k d\u0259y\u0259rli trafiki prioritetl\u0259\u015fdirir, nisb\u0259tl\u0259rd\u0259 15-30 faiz art\u0131ma apar\u0131r. Reklamvericil\u0259r h\u0259m\u00e7inin AI-d\u0259n istifad\u0259 ed\u0259r\u0259k l\u0259ndinq s\u0259hif\u0259l\u0259rini s\u0131naqdan ke\u00e7ir\u0259 bil\u0259rl\u0259r, reklamlar v\u0259 klik sonras\u0131 t\u0259cr\u00fcb\u0259l\u0259r aras\u0131nda uy\u011funlu\u011fu t\u0259min ed\u0259r\u0259k problemsiz s\u0259yah\u0259tl\u0259r yarad\u0131r.<\/p>\n<h3>Google-\u0131n AI il\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si nec\u0259 i\u015fl\u0259yir?<\/h3>\n<p>Google-\u0131n AI il\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si performans proqnozlar\u0131na v\u0259 real vaxt m\u0259lumatlar\u0131na \u0259sas\u0259n v\u0259saitl\u0259ri dinamik \u015f\u0259kild\u0259 b\u00f6lg\u00fcr. Target Spend kimi x\u00fcsusiyy\u0259tl\u0259r b\u00fcdc\u0259l\u0259rin art\u0131q x\u0259rcl\u0259nm\u0259d\u0259n qar\u015f\u0131lanmas\u0131n\u0131 t\u0259min edir, AI is\u0259 \u00fcst\u00fcn performansl\u0131lara yenid\u0259n b\u00f6lg\u00fcr. Bu art\u0131q x\u0259rcl\u0259nm\u0259d\u0259 25 faiz q\u0259na\u0259t ed\u0259 bil\u0259r, u\u011furlu sah\u0259l\u0259rd\u0259 daha aqressiv miqyasla\u015fd\u0131rmaya imkan verir.<\/p>\n<h3>Auditoriya m\u0259lumatlar\u0131na \u0259saslanan f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259rinin faydalar\u0131 n\u0259l\u0259rdir?<\/h3>\n<p>F\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259ri auditoriya m\u0259lumatlar\u0131ndan istifad\u0259 ed\u0259r\u0259k uy\u011fun yarad\u0131c\u0131lar yarad\u0131r, qat\u0131lman\u0131 v\u0259 etibarl\u0131l\u0131\u011f\u0131 art\u0131r\u0131r. Google-\u0131n AI ke\u00e7mi\u015f davran\u0131\u015flar\u0131 analiz ed\u0259r\u0259k m\u0259hsul \u015f\u0259kill\u0259ri v\u0259 ya m\u0259tn kimi elementl\u0259ri t\u00f6vsiy\u0259 edir, bu da konversiya nisb\u0259tl\u0259rini 20 faiz art\u0131ra bil\u0259r. Bu yana\u015fma f\u0259rdi \u00fcst\u00fcnl\u00fckl\u0259rl\u0259 uy\u011fun d\u0259y\u0259r t\u0259qdim ed\u0259r\u0259k brend loyall\u0131\u011f\u0131n\u0131 g\u00fccl\u0259ndirir.<\/p>\n<h3>AI reklam kampaniyalar\u0131nda ROAS-\u0131 nec\u0259 art\u0131r\u0131r?<\/h3>\n<p>AI ROAS-\u0131 d\u0259y\u0259r \u0259sasl\u0131 n\u0259tic\u0259l\u0259r \u00fc\u00e7\u00fcn optimalla\u015fd\u0131raraq art\u0131r\u0131r, m\u0259s\u0259l\u0259n g\u0259lir potensial\u0131 \u00fc\u00e7\u00fcn t\u0259nziml\u0259y\u0259n Enhanced CPC takifl\u0259m\u0259si vasit\u0259sil\u0259. Konkret strategiyalar reklam elementl\u0259rinin AI idar\u0259li A\/B testl\u0259rini daxil edir, bu da e-ticar\u0259t ssenaril\u0259rind\u0259 ROAS yax\u015f\u0131la\u015fmas\u0131n\u0131 40 faiz g\u00f6st\u0259rib. M\u00fcnt\u0259z\u0259m performans yoxlamalar\u0131 vaxtla davaml\u0131 qazanclar\u0131 t\u0259min edir.<\/p>\n<h3>AI-optimalla\u015fd\u0131r\u0131lm\u0131\u015f kampaniyalarda reklamvericil\u0259r hans\u0131 metrikalar\u0131 izl\u0259m\u0259lidirl\u0259r?<\/h3>\n<p>AI-optimalla\u015fd\u0131r\u0131lm\u0131\u015f kampaniyalarda \u0259sas metrikalar ROAS, konversiya nisb\u0259ti v\u0259 keyfiyy\u0259t bal\u0131n\u0131 \u0259hat\u0259 edir. Google-\u0131n AI paneli bunlar\u0131 vur\u011fulay\u0131r, 7-d\u0259n yuxar\u0131 keyfiyy\u0259t bal\u0131 50 faiz a\u015fa\u011f\u0131 x\u0259rcl\u0259r\u0259 apar\u0131r kimi standartlar t\u0259qdim edir. \u0130zl\u0259m\u0259 h\u0259m\u00e7inin h\u0259d\u0259fl\u0259m\u0259ni daim t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn qat\u0131lma metrikalar\u0131n\u0131 \u0259hat\u0259 edir.<\/p>\n<h3>AI reklam optimizasiyas\u0131 ki\u00e7ik biznesl\u0259r \u00fc\u00e7\u00fcn uy\u011fundurmu?<\/h3>\n<p>B\u0259li, AI reklam optimizasiyas\u0131 ki\u00e7ik biznesl\u0259r \u00fc\u00e7\u00fcn \u00e7ox uy\u011fundur, \u00e7\u00fcnki Google-\u0131n al\u0259tl\u0259ri b\u00fcdc\u0259 \u00f6l\u00e7\u00fcs\u00fcn\u0259 uy\u011funla\u015f\u0131r. Smart Campaigns kimi giri\u015f s\u0259viyy\u0259li x\u00fcsusiyy\u0259tl\u0259r qur\u011fular\u0131 avtomatla\u015fd\u0131r\u0131r, \u0259l \u00fcsullar\u0131na nisb\u0259t\u0259n 2x daha \u00e7ox konversiya \u0259ld\u0259 etm\u0259y\u0259 k\u00f6m\u0259k edir, b\u00f6y\u00fck komandalar v\u0259 ya ekspertiza t\u0259l\u0259b etmir.<\/p>\n<h3>Google-\u0131n AI-s\u0131 reklam optimizasiyas\u0131nda m\u0259lumat m\u0259xfiyy\u0259tini nec\u0259 idar\u0259 edir?<\/h3>\n<p>Google-\u0131n AI-s\u0131 reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn anoniml\u0259\u015fdirilmi\u015f m\u0259lumatlar v\u0259 raz\u0131l\u0131q \u0259sasl\u0131 siqnallardan istifad\u0259 ed\u0259r\u0259k s\u0259rt m\u0259xfiyy\u0259t standartlar\u0131na uy\u011fun g\u0259lir. Privacy Sandbox kimi x\u00fcsusiyy\u0259tl\u0259r uy\u011funlu\u011fu t\u0259min ed\u0259r\u0259k effektivliyi saxlay\u0131r, reklamvericil\u0259r\u0259 istifad\u0259\u00e7i etibar\u0131n\u0131 v\u0259 ya GDPR kimi qaydalar\u0131 kompromis etm\u0259d\u0259n h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verir.<\/p>\n<h3>Real vaxt takifl\u0259m\u0259 AI reklam optimizasiyas\u0131nda hans\u0131 rol oynay\u0131r?<\/h3>\n<p>Real vaxt takifl\u0259m\u0259 AI reklam optimizasiyas\u0131n\u0131n ayr\u0131lmaz hiss\u0259sidir, Google-\u0131n AI-si auktsion f\u00fcrs\u0259tl\u0259rini millisaniy\u0259l\u0259rd\u0259 qiym\u0259tl\u0259ndir\u0259r\u0259k takifl\u0259r yerl\u0259\u015fdirir. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259si il\u0259 q\u00fcvv\u0259l\u0259ndirilmi\u015f bu proses optimal qiym\u0259tl\u0259rd\u0259 yerl\u0259\u015fdirm\u0259l\u0259ri t\u0259min edir, tez-tez d\u0259qiq qiym\u0259tl\u0259ndirm\u0259 vasit\u0259sil\u0259 klik ba\u015f\u0131na x\u0259rci 15 faiz azald\u0131r.<\/p>\n<h3>AI g\u0259l\u0259c\u0259k reklam performans trendl\u0259rini proqnozla\u015fd\u0131ra bil\u0259rmi?<\/h3>\n<p>AI tarixi m\u0259lumatlar v\u0259 bazar d\u0259yi\u015fiklikl\u0259ri kimi xarici siqnallardan istifad\u0259 ed\u0259r\u0259k g\u0259l\u0259c\u0259k reklam performans trendl\u0259rini proqnozla\u015fd\u0131ra bil\u0259r. Google-\u0131n proqnoz modell\u0259ri g\u00f6st\u0259ricil\u0259r kimi metrikalar \u00fc\u00e7\u00fcn t\u0259xminl\u0259r t\u0259qdim edir, b\u00fcdc\u0259 planla\u015fd\u0131rmas\u0131na v\u0259 strateji t\u0259nziml\u0259m\u0259l\u0259r\u0259 k\u00f6m\u0259k edir proaktiv optimizasiya \u00fc\u00e7\u00fcn.<\/p>\n<h3>AI al\u0259tl\u0259rini m\u00f6vcud reklam strategiyalar\u0131na nec\u0259 inteqrasiya etm\u0259k olar?<\/h3>\n<p>AI al\u0259tl\u0259rini Google Ads-d\u0259 pilot kampaniyalarla ba\u015flayaraq inteqrasiya edin, n\u0259tic\u0259l\u0259r\u0259 \u0259sas\u0259n t\u0259dric\u0259n geni\u015fl\u0259ndirin. Komandalar\u0131 <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/bear-ai-vs-semrush-mastering-ai-advertising-optimization-for-enhanced-campaign-performance\/\">performance<\/a> Planner kimi x\u00fcsusiyy\u0259tl\u0259rd\u0259 t\u0259liml\u0259ndirin, bu ssenaril\u0259ri simulyasiya edir, problemsiz q\u0259bulu v\u0259 konversiyalar kimi \u0259sas sah\u0259l\u0259rd\u0259 \u00f6l\u00e7\u00fcl\u0259 bil\u0259n yax\u015f\u0131la\u015fmalar\u0131 t\u0259min edir.<\/p>\n<h3>AI reklam optimizasiyas\u0131n\u0131 t\u0259tbiq etdikd\u0259 hans\u0131 \u00e7\u0259tinlikl\u0259r yaran\u0131r?<\/h3>\n<p>\u00c7\u0259tinlikl\u0259r m\u0259lumat keyfiyy\u0259ti probleml\u0259ri v\u0259 ilkin \u00f6yr\u0259nm\u0259 \u0259yrilikl\u0259rini \u0259hat\u0259 edir, lakin Google-\u0131n AI avtomatla\u015fd\u0131r\u0131lm\u0131\u015f t\u0259mizl\u0259m\u0259l\u0259r v\u0259 b\u0259l\u0259d\u00e7i qur\u011fularla bunlar\u0131 y\u00fcng\u00fcll\u0259\u015fdirir. \u00dczr\u0259 \u00e7\u0131xmaq<\/p>\n","protected":false},"excerpt":{"rendered":"<p>R\u0259q\u0259msal marketinqin r\u0259qab\u0259tli land\u015faft\u0131nda reklamvericil\u0259r investisiya qaytar\u0131\u015f\u0131n\u0131 maksimuma \u00e7atd\u0131rmaq v\u0259 b\u00f6y\u00fck h\u0259cmli m\u0259lumatlar\u0131 idar\u0259 etm\u0259k kimi daimi \u00e7a\u011f\u0131r\u0131\u015flarla \u00fczl\u0259\u015firl\u0259r. Google-\u0131n s\u00fcni intellekt qabiliyy\u0259tl\u0259ri AI reklam optimizasiyas\u0131 vasit\u0259sil\u0259 transformasiya edici h\u0259ll t\u0259klif edir, d\u0259qiq h\u0259d\u0259fl\u0259m\u0259, s\u0259m\u0259r\u0259li resurs b\u00f6lg\u00fcs\u00fc v\u0259 \u00f6l\u00e7\u00fcl\u0259 bil\u0259n performans qazanclar\u0131n\u0131 t\u0259min edir. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini Google Ads kimi platformalara inteqrasiya etm\u0259kl\u0259 biznesl\u0259r \u0259vv\u0259lki [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":45282,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1929],"tags":[546],"class_list":["post-106617","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-reklam-optimizasiyasi-az","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106617","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=106617"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106617\/revisions"}],"predecessor-version":[{"id":106624,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/106617\/revisions\/106624"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media\/45282"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=106617"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=106617"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=106617"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}