{"id":103531,"date":"2026-03-25T15:28:37","date_gmt":"2026-03-25T15:28:37","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/mastering-ai-advertising-optimization-strategies-for-google\/"},"modified":"2026-04-06T00:37:35","modified_gmt":"2026-04-06T00:37:35","slug":"mastering-ai-advertising-optimization-strategies-for-google","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-reklam-optimizasiyasi-az\/mastering-ai-advertising-optimization-strategies-for-google\/","title":{"rendered":"AI Reklam Optimizasiyas\u0131n\u0131 Ustala\u015fd\u0131rmaq: Google Ads U\u011furu Strategiyalar\u0131"},"content":{"rendered":"<p>R\u0259q\u0259msal marketinqin inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 Google AI reklam\u0131 transformasiya q\u00fcvv\u0259si kimi qal\u0131r, reklamverl\u0259r\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini istifad\u0259 ed\u0259r\u0259k kampaniyalar\u0131n s\u0259m\u0259r\u0259liliyini \u0259n y\u00fcks\u0259k s\u0259viyy\u0259y\u0259 \u00e7atd\u0131rma\u011fa imkan verir. \u00d6z mahiyy\u0259tind\u0259 Google AI reklam\u0131 qabaqc\u0131l s\u00fcni intellekt qabiliyy\u0259tl\u0259rini birba\u015fa Google Ads platformas\u0131na inteqrasiya edir, \u0259vv\u0259ll\u0259r geni\u015f \u0259l \u0259m\u0259li m\u00fcdaxil\u0259 t\u0259l\u0259b ed\u0259n m\u00fcr\u0259kk\u0259b tap\u015f\u0131r\u0131qlar\u0131 avtomatla\u015fd\u0131r\u0131r. Bu texnologiya biznesl\u0259r\u0259 reklam yerl\u0259\u015fdirm\u0259l\u0259rini optimalla\u015fd\u0131rma\u011fa, istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 proqnozla\u015fd\u0131rma\u011fa v\u0259 resurslar\u0131 dinamik \u015f\u0259kild\u0259 b\u00f6l\u00fc\u015fdirm\u0259y\u0259 imkan verir, n\u0259tic\u0259d\u0259 daha h\u0259d\u0259fli v\u0259 effektiv reklam t\u0259\u015f\u0259bb\u00fcsl\u0259ri yaran\u0131r.<\/p>\n<p>AI reklam optimizasiyas\u0131, bu m\u00fczakir\u0259nin \u0259sas diqq\u0259t m\u0259rk\u0259zi, bu AI al\u0259tl\u0259rinin kampaniya parametrl\u0259rini real vaxtda t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn sistemli t\u0259tbiqini t\u0259msil edir. \u0130stifad\u0259\u00e7i qar\u015f\u0131l\u0131qlar\u0131, axtar\u0131\u015f sor\u011fular\u0131 v\u0259 konversiya siqnallar\u0131 il\u0259 ba\u011fl\u0131 b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini t\u0259hlil ed\u0259r\u0259k, AI insan analitikl\u0259rinin g\u00f6zd\u0259n qa\u00e7\u0131ra bil\u0259c\u0259yi n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n edir. M\u0259s\u0259l\u0259n, Google-un <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/bear-ai-vs-semrush-mastering-ai-advertising-optimization-for-enhanced-campaign-performance\/\">performance<\/a> Max kampaniyalar\u0131 AI-dan istifad\u0259 ed\u0259r\u0259k kanallar \u00fczr\u0259 reklam variantlar\u0131n\u0131 avtomatik test edir v\u0259 yerin\u0259 yetirir, y\u00fcks\u0259k niyy\u0259tli auditoriyalara maksimum g\u00f6r\u00fcnm\u0259 t\u0259min edir. Bu, yaln\u0131z \u0259m\u0259liyyatlar\u0131 sad\u0259l\u0259\u015fdirmir, h\u0259m d\u0259 y\u00fcks\u0259k d\u0259y\u0259rli f\u00fcrs\u0259tl\u0259ri prioritetl\u0259\u015fdir\u0259r\u0259k reklam x\u0259rcl\u0259ri qaytar\u0131lmas\u0131n\u0131 (ROAS) art\u0131r\u0131r.<\/p>\n<p>\u0130\u015fl\u0259r \u00fc\u00e7\u00fcn n\u0259tic\u0259l\u0259r d\u0259rin m\u0259nal\u0131d\u0131r. Ki\u00e7ik m\u00fc\u0259ssis\u0259l\u0259r AI idar\u0259li f\u0259rdil\u0259\u015fdirm\u0259 vasit\u0259sil\u0259 daha b\u00f6y\u00fck oyun\u00e7ularla r\u0259qab\u0259t apara bil\u0259r, qurulmu\u015f brendl\u0259r is\u0259 x\u0259rcl\u0259rd\u0259 proporsional art\u0131m olmadan t\u0259\u015f\u0259bb\u00fcsl\u0259rini miqyaslana bil\u0259r. AI reklam optimizasiyas\u0131n\u0131n \u0259sas komponenti olan real vaxtl\u0131 performans t\u0259hlili, pisl\u0259y\u0259n reklamlarda b\u00fcdc\u0259 itkil\u0259rini qar\u015f\u0131lamaq \u00fc\u00e7\u00fcn taklif strategiyalar\u0131na d\u0259rhal t\u0259nziml\u0259m\u0259l\u0259r\u0259 imkan verir. AI il\u0259 g\u00fccl\u0259ndirilmi\u015f auditoriya seqmentasiyas\u0131 davran\u0131\u015f veril\u0259nl\u0259rin\u0259 \u0259sas\u0259n istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131raraq h\u0259d\u0259fl\u0259m\u0259ni daha da t\u0259kmill\u0259\u015fdirir, Google-un s\u0259naye standartlar\u0131na g\u00f6r\u0259 bir \u00e7ox hallarda konversiya d\u0259r\u0259c\u0259sini 20 faiz\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fd\u0131r\u0131r. D\u0259rinl\u0259\u015fdikc\u0259, Google ekosistemin\u0259 inteqrasiya olub inki\u015faf etm\u0259k ist\u0259y\u0259n h\u0259r hans\u0131 reklamver \u00fc\u00e7\u00fcn AI reklam optimizasiyas\u0131n\u0131 ustala\u015fd\u0131rmaq vacib 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 Ads daxilind\u0259ki \u0259sas elementl\u0259rinin m\u00f6hk\u0259m anlay\u0131\u015f\u0131ndan ba\u015flay\u0131r. \u00d6z mahiyy\u0259tind\u0259, bu proses Google-un Smart Bidding v\u0259 Responsive Search Ads kimi x\u00fcsusi AI modell\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k q\u0259rar q\u0259bulunu avtomatla\u015fd\u0131rma\u011f\u0131 \u0259hat\u0259 edir. Bu al\u0259tl\u0259r g\u00fcnd\u0259 milyonlarla siqnal\u0131 emal edir, o c\u00fcml\u0259d\u0259n cihaz n\u00f6v\u00fc, yer, g\u00fcn\u00fcn vaxt\u0131 v\u0259 tarixi performans m\u0259lumatlar\u0131, konversiyalar\u0131n ehtimal\u0131n\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn.<\/p>\n<h3>Kampaniya Qurulmas\u0131nda Ma\u015f\u0131n \u00d6yr\u0259nm\u0259sinin Rolu<\/h3>\n<p>Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259ri kampaniya m\u0259lumatlar\u0131ndan daim \u00f6yr\u0259n\u0259r\u0259k AI reklam optimizasiyas\u0131n\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir. \u0130lkin qurulma zaman\u0131 reklamverl\u0259r konversiya izl\u0259m\u0259sini t\u0259min edir ki, AI modell\u0259ri \u00f6yr\u0259dilsin. M\u0259s\u0259l\u0259n, Enhanced CPC taklifi AI-dan istifad\u0259 ed\u0259r\u0259k taklifl\u0259ri real vaxtda t\u0259nziml\u0259yir, daha y\u00fcks\u0259k konversiya ehtimal\u0131 olan m\u00fczayirl\u0259rd\u0259 onlar\u0131 art\u0131r\u0131r. Bu, Google-un \u00f6z case study-l\u0259rind\u0259 qeyd olundu\u011fu kimi, konversiyalarda orta hesabla 15 faizlik art\u0131ma s\u0259b\u0259b olur.<\/p>\n<h3>AI-n\u0131 M\u00f6vcud Google Ads \u0130\u015f ax\u0131nlar\u0131 il\u0259 \u0130nteqrasiya Etm\u0259k<\/h3>\n<p>AI-n\u0131 problemsiz inteqrasiya etm\u0259k \u00fc\u00e7\u00fcn onu cari i\u015f ax\u0131nlar\u0131 il\u0259 uy\u011funla\u015fd\u0131rmaq laz\u0131md\u0131r. Reklamverl\u0259r avtomatla\u015fd\u0131r\u0131lm\u0131\u015f qaydalar v\u0259 skriptl\u0259r kimi AI x\u00fcsusiyy\u0259tl\u0259rini aktivl\u0259\u015fdirm\u0259kl\u0259 ba\u015flamaqdad\u0131rlar ki, bunlar performans metrikalar\u0131n\u0131 izl\u0259yir v\u0259 h\u0259r\u0259k\u0259tl\u0259ri tetikl\u0259yir. Bu inteqrasiya AI-n\u0131n \u0259l strategiyalar\u0131n\u0131 pozmadan, avtomatla\u015fd\u0131rma il\u0259 insan n\u0259zar\u0259tini balansla\u015fd\u0131ran hibrid yana\u015fman\u0131 t\u0259min edir.<\/p>\n<h2>Ak\u0131ll\u0131 Q\u0259rarlar \u00fc\u00e7\u00fcn Real Vaxtl\u0131 Performans T\u0259hlilind\u0259n \u0130stifad\u0259 Etm\u0259k<\/h2>\n<p>Real vaxtl\u0131 performans t\u0259hlili effektiv AI reklam optimizasiyas\u0131n\u0131n da\u015f k\u00f6\u015f\u0259sidir, reklamverl\u0259r\u0259 kampaniya dinamikas\u0131 haqq\u0131nda d\u0259rhal m\u0259lumatlar verir. Google-un AI al\u0259tl\u0259ri, m\u0259s\u0259l\u0259n Google Ads-d\u0259 T\u00f6vsiy\u0259l\u0259r s\u0259hif\u0259si, davaml\u0131 veril\u0259nl\u0259r t\u0259hlilin\u0259 \u0259sas\u0259n h\u0259r\u0259k\u0259t\u0259 ke\u00e7iril\u0259 bil\u0259n t\u0259klifl\u0259r verir, kampaniyalar\u0131 \u00e7evik saxlayan s\u00fcr\u0259tli optimizasiyalara imkan verir.<\/p>\n<h3>AI-n\u0131n Real Vaxtda \u0130zl\u0259diyi \u018fsas Metrikalar<\/h3>\n<p>AI klikl\u0259r vasit\u0259sil\u0259 ke\u00e7id d\u0259r\u0259c\u0259l\u0259ri (CTR), klik ba\u015f\u0131na x\u0259rc (CPC) v\u0259 t\u0259sir pay\u0131 kimi kritik metrikalara fokuslan\u0131r. M\u0259s\u0259l\u0259n, \u0259g\u0259r CTR 2 faizd\u0259n a\u015fa\u011f\u0131 d\u00fc\u015f\u0259rs\u0259, AI bunu qeyd ed\u0259 bil\u0259r v\u0259 reklam m\u0259tninin yenid\u0259n i\u015fl\u0259nm\u0259sini t\u0259klif ed\u0259 bil\u0259r. Konkret n\u00fcmun\u0259l\u0259r pik saatlarda taklif t\u0259nziml\u0259m\u0259l\u0259ri vasit\u0259sil\u0259 CPC-ni 25 faiz\u0259 endir\u0259n kampaniyalar\u0131 \u0259hat\u0259 edir, bu da x\u0259zan\u0259 s\u0259m\u0259r\u0259lilik qazanclar\u0131n\u0131 n\u00fcmayi\u015f etdirir.<\/p>\n<h3>X\u0259b\u0259rdarl\u0131qlar v\u0259 Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f Cavablar\u0131 T\u0259tbiq Etm\u0259k<\/h3>\n<p>Real vaxtl\u0131 m\u0259lumatlardan faydalanmaq \u00fc\u00e7\u00fcn q\u0259fil trafik art\u0131mlar\u0131ndan kimi anomaliyalar \u00fc\u00e7\u00fcn x\u00fcsusi x\u0259b\u0259rdarl\u0131qlar qurun. AI idar\u0259li avtomatla\u015fd\u0131r\u0131lm\u0131\u015f cavablar a\u015fa\u011f\u0131 performansl\u0131lar\u0131 dayand\u0131ra v\u0259 b\u00fcdc\u0259l\u0259ri miqyaslana bil\u0259r, resurslar\u0131n y\u00fcks\u0259k-ROI sah\u0259l\u0259r\u0259 ax\u0131n\u0131n\u0131 t\u0259min edir. Bu proaktiv m\u00f6vqe itkil\u0259ri minimuma endirir v\u0259 d\u0259yi\u015fk\u0259n bazarlarda f\u00fcrs\u0259tl\u0259ri maksimuma \u00e7atd\u0131r\u0131r.<\/p>\n<h2>AI \u0130stifad\u0259 Ed\u0259r\u0259k Qabaqc\u0131l Auditoriya Seqmentasiya Texnikalar\u0131<\/h2>\n<p>AI il\u0259 y\u00fcks\u0259ldil\u0259n auditoriya seqmentasiyas\u0131 x\u00fcsusi istifad\u0259\u00e7i qruplar\u0131 il\u0259 rezonans yaradan hiper-h\u0259d\u0259fli reklamlara imkan verir. Google AI reklam\u0131nda Similar Audiences v\u0259 Customer Match kimi al\u0259tl\u0259r ma\u015f\u0131n \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k b\u00f6y\u00fck davran\u0131\u015f veril\u0259nl\u0259r d\u0259stl\u0259rind\u0259n \u00e7\u0131xar\u0131lan \u00fcmumi x\u00fcsusiyy\u0259tl\u0259r\u0259 \u0259sas\u0259n istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131raraq \u0259h\u0259miyy\u0259ti saxlayaraq \u0259hat\u0259ni geni\u015fl\u0259ndirir.<\/p>\n<h3>Proqnozla\u015fd\u0131r\u0131c\u0131 Analitika il\u0259 X\u00fcsusi Seqmentl\u0259r Qurmaq<\/h3>\n<p>AI seqmentasiyan\u0131 proqnozla\u015fd\u0131r\u0131c\u0131 analitika vasit\u0259sil\u0259 istifad\u0259\u00e7i niyy\u0259tini proqnozla\u015fd\u0131raraq t\u0259kmill\u0259\u015fdirir. M\u0259s\u0259l\u0259n, birinci t\u0259r\u0259f m\u0259lumatlar\u0131n\u0131 Google siqnallar\u0131 il\u0259 birl\u0259\u015fdirm\u0259k &#8216;y\u00fcks\u0259k d\u0259y\u0259rli al\u0131\u015f-veri\u015f ed\u0259nl\u0259r&#8217; \u00fc\u00e7\u00fcn seqmentl\u0259r yarada bil\u0259r ki, bunlar t\u0259krar sayt ziyar\u0259tl\u0259ri kimi n\u00fcmun\u0259l\u0259r g\u00f6st\u0259rir. Bu yana\u015fma seqmentl\u0259\u015fdirilmi\u015f kampaniyalarda geni\u015f h\u0259d\u0259fl\u0259m\u0259y\u0259 nisb\u0259t\u0259n 30 faizlik daha y\u00fcks\u0259k qat\u0131lma d\u0259r\u0259c\u0259l\u0259rin\u0259 s\u0259b\u0259b olub.<\/p>\n<h3>Auditoriya M\u0259lumatlar\u0131na \u018fsaslanan F\u0259rdil\u0259\u015fdirilmi\u015f Reklam T\u00f6vsiy\u0259l\u0259ri<\/h3>\n<p>AI-n\u0131n f\u0259rql\u0259n\u0259n x\u00fcsusiyy\u0259tl\u0259rind\u0259n biri auditoriya seqmentl\u0259rin\u0259 uy\u011fun f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259ri yaratmaqd\u0131r. Ke\u00e7mi\u015f qar\u015f\u0131l\u0131qlar\u0131 t\u0259hlil ed\u0259r\u0259k, AI dinamik reklam elementl\u0259rini t\u00f6vsiy\u0259 edir, m\u0259s\u0259l\u0259n yer\u0259 xas mesajla\u015fd\u0131rma yerli biznesl\u0259r \u00fc\u00e7\u00fcn. Bu f\u0259rdil\u0259\u015fdirm\u0259 \u0259h\u0259miyy\u0259ti art\u0131r\u0131r, t\u0259dqiqatlar AI t\u00f6vsiy\u0259li kreativl\u0259r \u00fc\u00e7\u00fcn CTR-d\u0259 12 faizlik art\u0131m\u0131 g\u00f6st\u0259rir.<\/p>\n<h2>AI Vasit\u0259sil\u0259 Konversiya D\u0259r\u0259c\u0259sini Yax\u015f\u0131la\u015fd\u0131rma Strategiyalar\u0131<\/h2>\n<p>Konversiya d\u0259r\u0259c\u0259sinin yax\u015f\u0131la\u015fmas\u0131 AI reklam optimizasiyas\u0131n\u0131n birba\u015fa n\u0259tic\u0259sidir, \u00e7\u00fcnki AI t\u0259sir etm\u0259d\u0259n h\u0259r\u0259k\u0259t\u0259 ke\u00e7id yolunu t\u0259kmill\u0259\u015fdirir. H\u0259d\u0259f s\u0259hif\u0259l\u0259rini, reklam \u0259h\u0259miyy\u0259tini v\u0259 izl\u0259m\u0259 ard\u0131c\u0131ll\u0131qlar\u0131n\u0131 optimalla\u015fd\u0131raraq, AI trafikin daha y\u00fcks\u0259k d\u0259r\u0259c\u0259l\u0259rd\u0259 konversiya olmas\u0131n\u0131 t\u0259min edir, birba\u015fa g\u0259lirl\u0259r\u0259 t\u0259sir edir.<\/p>\n<h3>AI M\u0259lumatlar\u0131 il\u0259 Fonksiyalar\u0131 Optimalla\u015fd\u0131rmaq<\/h3>\n<p>AI b\u00fct\u00fcn konversiya fonksiyas\u0131n\u0131 t\u0259hlil edir, d\u00fc\u015f\u00fc\u015f n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259n edir v\u0259 h\u0259ll\u0259r t\u00f6vsiy\u0259 edir. M\u0259s\u0259l\u0259n, \u0259g\u0259r mobil istifad\u0259\u00e7il\u0259r \u00f6d\u0259ni\u015fd\u0259 s\u0259b\u0259t t\u0259rk ed\u0259rs\u0259, AI responsiv h\u0259d\u0259f s\u0259hif\u0259l\u0259rini t\u00f6vsiy\u0259 ed\u0259 bil\u0259r. E-ticar\u0259t kampaniyalar\u0131ndan real d\u00fcnya m\u0259lumatlar\u0131 bel\u0259 AI idar\u0259li d\u00fcz\u0259li\u015fl\u0259rd\u0259n sonra 18 faizlik konversiya art\u0131m\u0131n\u0131 g\u00f6st\u0259rir.<\/p>\n<h3>H\u0259d\u0259fli AI M\u00fcdaxil\u0259l\u0259ri il\u0259 ROAS-\u0131 Art\u0131rmaq<\/h3>\n<p>ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn d\u0259y\u0259r\u0259 \u0259saslanan taklif \u00fc\u00e7\u00fcn AI-dan istifad\u0259 edin, burada taklifl\u0259r daha y\u00fcks\u0259k pul d\u0259y\u0259ri olan konversiyalara prioritet verir. Strategiyalar AI yarad\u0131lm\u0131\u015f reklam variantlar\u0131n\u0131n A\/B testini \u0259hat\u0259 edir ki, bu 22 faizlik ROAS yax\u015f\u0131la\u015fmas\u0131na s\u0259b\u0259b ola bil\u0259r. P\u0259rak\u0259nd\u0259 m\u00fc\u015ft\u0259ri il\u0259 ba\u011fl\u0131 konkret metrikalar Target ROAS taklifin\u0259 ke\u00e7id etm\u0259kl\u0259 s\u0259m\u0259r\u0259liliyi \u00fc\u00e7 ay \u0259rzind\u0259 300 faizd\u0259n 450 faiz\u0259 \u00e7atd\u0131rma\u011f\u0131 n\u00fcmayi\u015f etdirir.<\/p>\n<h2>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259si: AI \u00dcst\u00fcnl\u00fcy\u00fc<\/h2>\n<p>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si maliyy\u0259 b\u00f6l\u00fc\u015fdirm\u0259sini sad\u0259l\u0259\u015fdirir, art\u0131q x\u0259rcl\u0259nm\u0259 v\u0259 az istifad\u0259ni qar\u015f\u0131lamaq \u00fc\u00e7\u00fcn. Google-un AI burada performans proqnozlar\u0131na \u0259sas\u0259n kampaniyalar \u00fczr\u0259 v\u0259s\u0259it\u0259l\u0259ri dinamik \u015f\u0259kild\u0259 k\u00f6\u00e7\u00fcr\u0259r\u0259k h\u0259r dollar\u0131n inki\u015fafa t\u00f6hf\u0259 verm\u0259sini t\u0259min edir.<\/p>\n<h3>AI G\u00fccl\u00fc B\u00fcdc\u0259 Qaydalar\u0131n\u0131 Qurmaq<\/h3>\n<p>G\u00fcnd\u0259lik b\u00fcdc\u0259l\u0259ri m\u00fc\u0259yy\u0259n ed\u0259r\u0259k v\u0259 AI-n\u0131n portfel taklif vasit\u0259sil\u0259 paylanmas\u0131n\u0131 t\u0259min ed\u0259r\u0259k ba\u015flay\u0131n. Bu \u00fcsul x\u0259rcl\u0259ri real vaxtda t\u0259nziml\u0259yir; m\u0259s\u0259l\u0259n, \u0259g\u0259r Axtar\u0131\u015f kampaniyalar\u0131 z\u0259if performansa malikdirs\u0259, AI Display-\u0259 yenid\u0259n b\u00f6l\u00fc\u015fd\u00fcr\u00fcr, \u00fcmumi x\u0259rc limitl\u0259rini saxlay\u0131r. Case study-l\u0259r bu avtomatla\u015fd\u0131rmalar vasit\u0259sil\u0259 israf olunan reklam x\u0259rcl\u0259rind\u0259 20 faizlik q\u0259na\u0259ti qeyd edir.<\/p>\n<h3>AI Proqnozlar\u0131 il\u0259 Proqnozla\u015fd\u0131rma v\u0259 Miqyaslama<\/h3>\n<p>AI-n\u0131n proqnozla\u015fd\u0131r\u0131c\u0131 qabiliyy\u0259tl\u0259ri d\u0259qiq proqnozla\u015fd\u0131rma\u011fa imkan verir, reklamverl\u0259r\u0259 inamla miqyaslama\u011fa k\u00f6m\u0259k edir. Budget Simulator kimi al\u0259tl\u0259r ssenaril\u0259r t\u0259qdim edir, m\u00f6vs\u00fcmi pikl\u0259r \u00fc\u00e7\u00fcn planla\u015fd\u0131rma\u011fa k\u00f6m\u0259k edir. Bunlardan istifad\u0259 ed\u0259n biznesl\u0259r 15 faizlik daha s\u0259m\u0259r\u0259li miqyaslama nail olub, m\u0259lumatlar\u0131 strateji qabaqc\u0131ll\u0131\u011fa \u00e7evirir.<\/p>\n<h2>Google Reklam Strategiyalar\u0131nda AI-n\u0131n G\u0259l\u0259c\u0259yini X\u0259rit\u0259l\u0259m\u0259k<\/h2>\n<p>\u0130nc\u0259 baxanda, Google AI reklam\u0131n\u0131n g\u0259l\u0259c\u0259yi reklam yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn generativ AI v\u0259 m\u0259xfiliyi qoruyan modell\u0259rin daha d\u0259rin inteqrasiyas\u0131n\u0131 v\u0259d edir. Bu g\u00fcn AI reklam optimizasiyas\u0131n\u0131 strateji icra ed\u0259n reklamverl\u0259r s\u0259h\u0259r s\u0259h\u0259r innovasiyalar \u00fc\u00e7\u00fcn \u00f6zl\u0259rini m\u00f6vqel\u0259\u015fdir\u0259c\u0259kl\u0259r, m\u0259s\u0259l\u0259n m\u0259tn, \u015f\u0259kil v\u0259 videoyu problemsiz qar\u0131\u015fd\u0131ran multimodal reklamlar.<\/p>\n<p>Son t\u0259hlild\u0259, AI reklam optimizasiyas\u0131n\u0131 q\u0259bul etm\u0259k sad\u0259c\u0259 t\u0259kmill\u0259\u015fdirm\u0259 deyil, m\u0259lumat m\u0259rk\u0259zli reklamaya fundamental ke\u00e7iddir. Bu al\u0259tl\u0259ri anlama\u011fa v\u0259 t\u0259tbiq etm\u0259y\u0259 investisiya ed\u0259n biznesl\u0259r davaml\u0131 r\u0259qab\u0259t \u00fcst\u00fcnl\u00fckl\u0259ri g\u00f6r\u0259c\u0259kl\u0259r. Alien Road-da biz AI reklam optimizasiyas\u0131n\u0131n m\u00fcr\u0259kk\u0259bliyi vasit\u0259sil\u0259 m\u00fc\u0259ssis\u0259l\u0259ri b\u0259l\u0259d\u00e7i ed\u0259n \u0259n yax\u015f\u0131 konsaltinq \u015firk\u0259ti olaraq ixtisasla\u015f\u0131b. M\u00fct\u0259x\u0259ssisl\u0259rimiz Google Ads-in tam potensial\u0131n\u0131 a\u00e7an f\u0259rdil\u0259\u015fdirilmi\u015f strategiyalar t\u0259qdim edir, konversiya d\u0259r\u0259c\u0259sinin yax\u015f\u0131la\u015fmas\u0131 v\u0259 ROAS-da \u00f6l\u00e7\u00fcl\u0259 bil\u0259n n\u0259tic\u0259l\u0259r \u0259ld\u0259 edir. Kampaniyalar\u0131n\u0131z\u0131 y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn bu g\u00fcn pulsuz strateji konsaltasiya \u00fc\u00e7\u00fcn biziml\u0259 \u0259m\u0259kda\u015fl\u0131\u011fa ba\u015flay\u0131n.<\/p>\n<h2>Google AI Reklam\u0131 Haqq\u0131nda Tez-Tez Veril\u0259n Suallar<\/h2>\n<h3>Google Ads-d\u0259 AI reklam optimizasiyas\u0131 n\u0259dir?<\/h3>\n<p>AI reklam optimizasiyas\u0131 Google Ads daxilind\u0259 s\u00fcni intellektin istifad\u0259sini t\u0259msil edir ki, bu kampaniya <a href=\"https:\/\/alienroad.com\/tr\/ai-optimization-2\/ai-reklam-optimizasyonunda-ustalik-brightedge-ile-ustun-kampanya-performansi\/\">performans\u0131<\/a>n\u0131 avtomatik t\u0259kmill\u0259\u015fdirir. O, real vaxtda m\u0259lumatlar\u0131 t\u0259hlil ed\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini \u0259hat\u0259 edir ki, taklifl\u0259ri, h\u0259d\u0259f auditoriyalar\u0131 v\u0259 reklam kreativl\u0259rini t\u0259nziml\u0259yir, s\u0259m\u0259r\u0259liliyi yax\u015f\u0131la\u015fd\u0131r\u0131r v\u0259 daha y\u00fcks\u0259k qaytar\u0131lmalar\u0131 t\u0259min edir. Bu proses \u0259l t\u0259xminl\u0259rini aradan qald\u0131r\u0131r, reklamverl\u0259r\u0259 strategiyaya fokuslanma\u011fa imkan verir, AI taktik icralar\u0131 idar\u0259 edir.<\/p>\n<h3>AI reklam optimizasiyas\u0131nda real vaxtl\u0131 performans t\u0259hlili nec\u0259 i\u015fl\u0259yir?<\/h3>\n<p>AI reklam optimizasiyas\u0131nda real vaxtl\u0131 performans t\u0259hlili Google-un AI-sind\u0259n istifad\u0259 ed\u0259r\u0259k CTR v\u0259 konversiyalar kimi \u0259sas metrikalar\u0131 an\u0131nda izl\u0259yir. M\u0259lumat ax\u0131n\u0131 g\u0259ldikc\u0259, AI trendl\u0259ri v\u0259 anomaliyalar\u0131 m\u00fc\u0259yy\u0259n edir, t\u00f6vsiy\u0259l\u0259r v\u0259 ya avtomatik t\u0259nziml\u0259m\u0259l\u0259r verir. M\u0259s\u0259l\u0259n, \u0259g\u0259r qat\u0131lma d\u00fc\u015f\u0259rs\u0259, AI taklifl\u0259ri a\u015fa\u011f\u0131 sal\u0131b v\u0259 ya reklamlar\u0131 dayand\u0131ra bil\u0259r, kampaniyalar\u0131n daim optimalla\u015fd\u0131r\u0131lmas\u0131n\u0131 t\u0259min edir, daimi insan izl\u0259m\u0259si olmadan.<\/p>\n<h3>AI reklam\u0131nda auditoriya seqmentasiyas\u0131 niy\u0259 vacibdir?<\/h3>\n<p>Auditoriya seqmentasiyas\u0131 AI reklam\u0131nda d\u0259qiq h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verdiyi \u00fc\u00e7\u00fcn vacibdir, reklam \u0259h\u0259miyy\u0259tini v\u0259 qat\u0131lman\u0131 art\u0131r\u0131r. AI davran\u0131\u015f v\u0259 demografiyaya \u0259sas\u0259n istifad\u0259\u00e7il\u0259ri qrupla\u015fd\u0131r\u0131r, konversiya d\u0259r\u0259c\u0259l\u0259rini yax\u015f\u0131la\u015fd\u0131ran f\u0259rdil\u0259\u015fdirilmi\u015f seqmentl\u0259r yarad\u0131r. Bu h\u0259d\u0259fli yana\u015fma israf\u0131 azald\u0131r v\u0259 \u0259n q\u0259buledici qruplara mesajlar\u0131 \u00e7atd\u0131raraq ROAS-\u0131 art\u0131r\u0131r.<\/p>\n<h3>Google Ads-d\u0259 AI istifad\u0259 ed\u0259r\u0259k konversiya d\u0259r\u0259c\u0259l\u0259rini nec\u0259 art\u0131rmaq olar?<\/h3>\n<p>Konversiya d\u0259r\u0259c\u0259l\u0259rini art\u0131rmaq strategiyalar\u0131 Smart Bidding-i avtomatik t\u0259nziml\u0259m\u0259l\u0259r \u00fc\u00e7\u00fcn t\u0259tbiq etm\u0259yi v\u0259 dinamik f\u0259rdil\u0259\u015fdirm\u0259 \u00fc\u00e7\u00fcn Responsive Ads-d\u0259n istifad\u0259 etm\u0259yi \u0259hat\u0259 edir. \u018flav\u0259 olaraq, h\u0259d\u0259f s\u0259hif\u0259 optimizasiyas\u0131 \u00fc\u00e7\u00fcn AI m\u0259lumatlar\u0131ndan v\u0259 seqmentl\u0259\u015fdirilmi\u015f auditoriyalara remarketingd\u0259n istifad\u0259 \u0259h\u0259miyy\u0259tli art\u0131mlar ver\u0259 bil\u0259r. Reklamverl\u0259r bu AI b\u0259l\u0259d\u00e7i taktikalar\u0131 izl\u0259y\u0259r\u0259k tez-tez 15 il\u0259 25 faizlik yax\u015f\u0131la\u015fmalar g\u00f6r\u00fcr.<\/p>\n<h3>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si Google AI kampaniyalar\u0131na nec\u0259 fayda verir?<\/h3>\n<p>Google AI kampaniyalar\u0131nda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si proqnozla\u015fd\u0131r\u0131lm\u0131\u015f performansa \u0259sas\u0259n reklam qruplar\u0131 \u00fczr\u0259 v\u0259s\u0259it\u0259l\u0259ri s\u0259m\u0259r\u0259li b\u00f6l\u00fc\u015fd\u00fcr\u00fcr. O, a\u015fa\u011f\u0131-ROI elementl\u0259rd\u0259 art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lamaq v\u0259 u\u011furlu olanlar\u0131 avtomatik miqyaslamaq \u00fc\u00e7\u00fcn. Bu, daha yax\u015f\u0131 resurs b\u00f6l\u00fc\u015fdirm\u0259sin\u0259 s\u0259b\u0259b olur, bir \u00e7ox istifad\u0259\u00e7i AI idar\u0259li b\u00fcdc\u0259l\u0259\u015fdirm\u0259 vasit\u0259sil\u0259 qazanma x\u0259rci 20 faiz azalma\u011f\u0131 qeyd edir.<\/p>\n<h3>F\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259rind\u0259 AI-n\u0131n rolu n\u0259dir?<\/h3>\n<p>AI f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u00f6vsiy\u0259l\u0259rind\u0259 istifad\u0259\u00e7i m\u0259lumatlar\u0131n\u0131 t\u0259hlil ed\u0259r\u0259k uy\u011fun m\u0259zmun yaratmaqla m\u00fch\u00fcm rol oynay\u0131r. Google Ads-d\u0259 Dynamic Search Ads kimi al\u0259tl\u0259r AI-dan istifad\u0259 ed\u0259r\u0259k axtar\u0131\u015f niyy\u0259tin\u0259 uy\u011fun a\u00e7ar s\u00f6zl\u0259ri v\u0259 kreativl\u0259ri yerin\u0259 yetirir. Bu f\u0259rdil\u0259\u015fdirm\u0259 \u0259h\u0259miyy\u0259ti art\u0131r\u0131r, CTR-ni 10 faiz\u0259 q\u0259d\u0259r art\u0131r\u0131r v\u0259 m\u00fc\u015ft\u0259ri ba\u011flant\u0131lar\u0131n\u0131 g\u00fccl\u0259ndirir.<\/p>\n<h3>AI reklamda ROAS-\u0131 nec\u0259 yax\u015f\u0131la\u015fd\u0131r\u0131r?<\/h3>\n<p>AI ROAS-\u0131 y\u00fcks\u0259k d\u0259y\u0259rli konversiyalara do\u011fru taklifl\u0259ri optimalla\u015fd\u0131raraq v\u0259 h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdir\u0259r\u0259k s\u0259m\u0259r\u0259siz x\u0259rcl\u0259ri minimuma endir\u0259r\u0259k yax\u015f\u0131la\u015fd\u0131r\u0131r. Target ROAS taklifi kimi x\u00fcsusiyy\u0259tl\u0259r tarixi m\u0259lumatlardan istifad\u0259 ed\u0259r\u0259k n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131r\u0131r, strategiyalar\u0131 uy\u011funla\u015fd\u0131r\u0131r. Bunlardan istifad\u0259 ed\u0259n kampaniyalar orta hesabla 30 faizlik ROAS art\u0131m\u0131n\u0131 g\u00f6r\u00fcr, \u00e7\u00fcnki AI qazanc\u0131 olan f\u00fcrs\u0259tl\u0259r\u0259 fokuslan\u0131r.<\/p>\n<h3>Google AI-dan reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn istifad\u0259 etm\u0259yin \u0259sas faydalar\u0131 n\u0259l\u0259rdir?<\/h3>\n<p>\u018fsas faydalar effektivliyin art\u0131r\u0131lmas\u0131, miqyaslanabilirlik v\u0259 \u0259l \u00fcsullar\u0131n\u0131 \u00fcst\u0259l\u0259y\u0259n m\u0259lumat \u0259sasl\u0131 q\u0259rarlard\u0131r. AI m\u00fcr\u0259kk\u0259b t\u0259hlill\u0259ri s\u00fcr\u0259tl\u0259 idar\u0259 edir, gizli m\u0259lumatlar\u0131 a\u00e7\u0131r v\u0259 bazar d\u0259yi\u015fiklikl\u0259rin\u0259 real vaxtda uy\u011funla\u015f\u0131r. Biznesl\u0259r bu avtomatla\u015fd\u0131r\u0131lm\u0131\u015f t\u0259kmill\u0259\u015fdirm\u0259l\u0259r vasit\u0259sil\u0259 daha y\u00fcks\u0259k konversiyalar, a\u015fa\u011f\u0131 x\u0259rcl\u0259r v\u0259 r\u0259qab\u0259t \u00fcst\u00fcnl\u00fckl\u0259ri \u0259ld\u0259 edir.<\/p>\n<h3>M\u00f6vcud kampaniyalara AI reklam optimizasiyas\u0131n\u0131 nec\u0259 inteqrasiya etm\u0259k olar?<\/h3>\n<p>AI reklam optimizasiyas\u0131n\u0131 inteqrasiya etm\u0259k \u00fc\u00e7\u00fcn Google Ads-d\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f taklif v\u0259 t\u00f6vsiy\u0259l\u0259r kimi x\u00fcsusiyy\u0259tl\u0259ri aktivl\u0259\u015fdirm\u0259kl\u0259 ba\u015flay\u0131n. Performans m\u0259lumatlar\u0131n\u0131 n\u0259z\u0259rd\u0259n ke\u00e7ir\u0259r\u0259k AI modell\u0259rini \u00f6yr\u0259din, sonra t\u0259tbiq \u00fc\u00e7\u00fcn t\u00f6vsiy\u0259l\u0259ri izl\u0259yin. T\u0259dric\u0259n yerin\u0259 yetirm\u0259, A\/B testl\u0259ri il\u0259 birl\u0259\u015fdirilm\u0259si \u0259sas metrikalar \u00fczr\u0259 t\u0259sirl\u0259ri \u00f6l\u00e7\u0259r\u0259k hamar q\u0259bulu t\u0259min edir.<\/p>\n<h3>Niy\u0259 \u0259n\u0259n\u0259vi \u0259l reklam \u00fcsullar\u0131na g\u00f6r\u0259 AI se\u00e7m\u0259k laz\u0131md\u0131r?<\/h3>\n<p>AI \u0259n\u0259n\u0259vi \u00fcsullar\u0131 b\u00f6y\u00fck veril\u0259nl\u0259r h\u0259cml\u0259rini emal ed\u0259r\u0259k d\u0259qiq optimizasiyalarla \u00fcst\u0259l\u0259yir ki, insanlar s\u00fcr\u0259t v\u0259 miqyasda uy\u011fun g\u0259l\u0259 bilm\u0259z. O, s\u0259hvl\u0259ri azald\u0131r, trendl\u0259r\u0259 an\u0131nda uy\u011funla\u015f\u0131r v\u0259 b\u00fcdc\u0259 s\u0259m\u0259r\u0259liliyini maksimuma \u00e7atd\u0131r\u0131r. \u018fl n\u0259zar\u0259ti d\u0259y\u0259r \u0259lav\u0259 ed\u0259rk\u0259n, AI-n\u0131n proqnozla\u015fd\u0131r\u0131c\u0131 g\u00fcc\u00fc dinamik r\u0259q\u0259msal m\u00fchitl\u0259rd\u0259 \u00fcst\u00fcn n\u0259tic\u0259l\u0259r \u0259ld\u0259 edir.<\/p>\n<h3>AI optimalla\u015fd\u0131r\u0131lm\u0131\u015f Google Ads-d\u0259 hans\u0131 metrikalar izl\u0259nm\u0259lidir?<\/h3>\n<p>\u018fsas metrikalar CTR, CPC, konversiya d\u0259r\u0259c\u0259si, ROAS v\u0259 t\u0259sir pay\u0131n\u0131 \u0259hat\u0259 edir. AI al\u0259tl\u0259ri bunlar\u0131 real vaxtda izl\u0259yir, g\u00fccl\u00fc kampaniyalar \u00fc\u00e7\u00fcn 2 il\u0259 5 faizlik CTR kimi standartlar verir. Bunlar\u0131n m\u00fcnt\u0259z\u0259m n\u0259z\u0259rd\u0259n ke\u00e7irilm\u0259si strategiyalar\u0131 t\u0259kmill\u0259\u015fdirm\u0259y\u0259 v\u0259 AI m\u00fcdaxil\u0259l\u0259rinin effektivliyini t\u0259sdiql\u0259m\u0259y\u0259 k\u00f6m\u0259k edir.<\/p>\n<h3>AI auditoriya seqmentasiyas\u0131nda m\u0259xfiliyi nec\u0259 idar\u0259 edir?<\/h3>\n<p>Auditoriya seqmentasiyas\u0131nda AI m\u0259xfiliyi standartlar\u0131na riay\u0259t edir, c\u0259ml\u0259\u015fdirilmi\u015f, anonimli m\u0259lumatlardan istifad\u0259 edir v\u0259 GDPR kimi qaydalara uy\u011fun g\u0259lir. Google-un AI m\u0259rk\u0259zi saxlama olmadan m\u0259lumatlar\u0131 emal etm\u0259k \u00fc\u00e7\u00fcn federativ \u00f6yr\u0259nm\u0259ni istifad\u0259 edir, istifad\u0259\u00e7i m\u0259xfiliyini t\u0259min ed\u0259r\u0259k h\u0259d\u0259fli reklam \u00fc\u00e7\u00fcn seqmentasiya d\u0259qiqliyini saxlay\u0131r.<\/p>\n<h3>Ki\u00e7ik biznesl\u0259r AI reklam optimizasiyas\u0131ndan faydalanaraq?<\/h3>\n<p>B\u0259li, ki\u00e7ik biznesl\u0259r AI reklam optimizasiyas\u0131ndan b\u00f6y\u00fck fayda g\u00f6r\u00fcr, \u00e7\u00fcnki o, minimal ekspertiza t\u0259l\u0259b ed\u0259n avtomatla\u015fd\u0131rma al\u0259tl\u0259ri il\u0259 oyun meydan\u0131n\u0131 b\u0259rab\u0259r edir. Smart Campaigns kimi x\u00fcsusiyy\u0259tl\u0259r qurulman\u0131 sad\u0259l\u0259\u015fdirir, daha b\u00f6y\u00fck b\u00fcdc\u0259l\u0259r\u0259 b\u0259rab\u0259r n\u0259tic\u0259l\u0259r verir. Bir \u00e7ox ki\u00e7ik firma \u0259l\u00e7atan AI t\u0259kmill\u0259\u015fdirm\u0259l\u0259ri vasit\u0259sil\u0259 25 faizlik g\u0259lir art\u0131m\u0131n\u0131 qeyd edir.<\/p>\n<h3>Google AI reklam\u0131nda hans\u0131 g\u0259l\u0259c\u0259k trendl\u0259r yaran\u0131r?<\/h3>\n<p>Yaranan trendl\u0259r reklam yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn generativ AI, birinci t\u0259r\u0259f m\u0259lumatlar\u0131 il\u0259 daha d\u0259rin inteqrasiya v\u0259 m\u0259xfiliy\u0259 fokuslanm\u0131\u015f h\u0259d\u0259fl\u0259m\u0259ni \u0259hat\u0259 edir. Kanal \u00fczr\u0259 optimizasiya v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 analitikada ir\u0259lil\u0259yi\u015fl\u0259r g\u00f6zl\u0259nilir<\/p>\n","protected":false},"excerpt":{"rendered":"<p>R\u0259q\u0259msal marketinqin inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 Google AI reklam\u0131 transformasiya q\u00fcvv\u0259si kimi qal\u0131r, reklamverl\u0259r\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rini istifad\u0259 ed\u0259r\u0259k kampaniyalar\u0131n s\u0259m\u0259r\u0259liliyini \u0259n y\u00fcks\u0259k s\u0259viyy\u0259y\u0259 \u00e7atd\u0131rma\u011fa imkan verir. \u00d6z mahiyy\u0259tind\u0259 Google AI reklam\u0131 qabaqc\u0131l s\u00fcni intellekt qabiliyy\u0259tl\u0259rini birba\u015fa Google Ads platformas\u0131na inteqrasiya edir, \u0259vv\u0259ll\u0259r geni\u015f \u0259l \u0259m\u0259li m\u00fcdaxil\u0259 t\u0259l\u0259b ed\u0259n m\u00fcr\u0259kk\u0259b tap\u015f\u0131r\u0131qlar\u0131 avtomatla\u015fd\u0131r\u0131r. Bu texnologiya biznesl\u0259r\u0259 reklam [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":45037,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1929],"tags":[546],"class_list":["post-103531","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\/103531","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=103531"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/103531\/revisions"}],"predecessor-version":[{"id":103537,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/103531\/revisions\/103537"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media\/45037"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=103531"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=103531"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=103531"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}