{"id":107563,"date":"2026-03-25T15:01:52","date_gmt":"2026-03-25T15:01:52","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/ai-advertising-optimization-unlocking-efficiency-and-growth\/"},"modified":"2026-04-06T09:27:29","modified_gmt":"2026-04-06T09:27:29","slug":"ai-advertising-optimization-unlocking-efficiency-and-growth","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-reklam-optimizasiyasi-az\/ai-advertising-optimization-unlocking-efficiency-and-growth\/","title":{"rendered":"AI Reklam Optimizasiyas\u0131: R\u0259q\u0259msal Kampaniyalarda S\u0259m\u0259r\u0259lilik v\u0259 Art\u0131m\u0131 A\u00e7maq"},"content":{"rendered":"<p>R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 <a href=\"https:\/\/alienroad.com\/tr\/ai-optimization-2\/ai-reklam-optimizasyonunda-ustalik-kurumsal-aio-icin-onde-gelen-araclarin-karsilastirmasi\/\">AI reklam optimizasiyas\u0131<\/a> biznesl\u0259r \u00fc\u00e7\u00fcn reklam x\u0259rcl\u0259rind\u0259n maksimum g\u0259lir \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn \u0259sas strategiya kimi ortaya \u00e7\u0131x\u0131r, lakin h\u0259ddind\u0259n art\u0131q x\u0259rcl\u0259r olmadan. Bu yana\u015fma s\u00fcni intellekt vasit\u0259sil\u0259 reklam t\u0259\u015f\u0259bb\u00fcsl\u0259rini t\u0259kmill\u0259\u015fdirir, onlar\u0131 daha h\u0259d\u0259fli, s\u0259m\u0259r\u0259li v\u0259 effektiv edir. Pulsuz v\u0259 ya a\u015fa\u011f\u0131 qiym\u0259tli AI al\u0259tl\u0259rini inteqrasiya etm\u0259kl\u0259 marketinq\u00e7il\u0259r b\u00f6y\u00fck m\u00fc\u0259ssis\u0259l\u0259r \u00fc\u00e7\u00fcn \u0259n\u0259n\u0259vi olaraq saxlan\u0131lan m\u00fcr\u0259kk\u0259b imkanlara \u00e7\u0131x\u0131\u015f \u0259ld\u0259 ed\u0259 bil\u0259rl\u0259r. AI reklam optimizasiyas\u0131 reklam yerl\u0259\u015fdirm\u0259si, taklif verm\u0259 v\u0259 m\u0259zmun f\u0259rdil\u0259\u015fdirm\u0259 kimi prosesl\u0259ri sad\u0259l\u0259\u015fdirm\u0259y\u0259 fokuslan\u0131r, n\u0259tic\u0259d\u0259 daha y\u00fcks\u0259k qat\u0131lma v\u0259 \u00e7evirm\u0259l\u0259r\u0259 nail olur. M\u0259s\u0259l\u0259n, Google Ads v\u0259 Facebook Ads Manager kimi platformalar indi b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini real vaxtda t\u0259hlil ed\u0259n daxili AI x\u00fcsusiyy\u0259tl\u0259rini inteqrasiya edir, cari bazar dinamikas\u0131na uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir. Qabaqc\u0131l texnologiyan\u0131n bu demokratikl\u0259\u015fm\u0259si ki\u00e7ik v\u0259 orta \u00f6l\u00e7\u00fcl\u00fc biznesl\u0259rin b\u0259rab\u0259r \u015f\u0259rtl\u0259rd\u0259 r\u0259qab\u0259t aparmas\u0131na imkan verir, kampaniyalar\u0131 optimalla\u015fd\u0131raraq klik ke\u00e7id nisb\u0259tl\u0259rind\u0259 30%-\u0259 q\u0259d\u0259r yax\u015f\u0131la\u015fma \u0259ld\u0259 edir, Gartner kimi m\u0259nb\u0259l\u0259rd\u0259n s\u0259nay\u0259 standartlar\u0131na g\u00f6r\u0259. AI reklam optimizasiyas\u0131n\u0131n \u0259sas c\u0259lb edici t\u0259r\u0259fi onun insan analitikl\u0259rinin g\u00f6zd\u0259n qa\u00e7\u0131ra bil\u0259c\u0259yi m\u00fcr\u0259kk\u0259b veril\u0259nl\u0259r n\u00fcmun\u0259l\u0259rini emal etm\u0259 qabiliyy\u0259tind\u0259dir, istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 qeyri-adi d\u0259qiqlikl\u0259 proqnozla\u015fd\u0131r\u0131r. \u0130stifad\u0259\u00e7i \u00fcst\u00fcnl\u00fckl\u0259ri kanallar aras\u0131nda an\u0131nda d\u0259yi\u015fdikd\u0259, AI reklamlar\u0131n aktual qalmas\u0131n\u0131 t\u0259min edir, israf\u0131 azald\u0131r v\u0259 t\u0259sirini art\u0131r\u0131r. Bu \u00fcmumi bax\u0131\u015f bu al\u0259tl\u0259rin reklam strategiyalar\u0131n\u0131 miqyaslana bil\u0259n, veril\u0259nl\u0259r\u0259 \u0259saslanan \u0259m\u0259liyyatlara nec\u0259 \u00e7evir\u0259 bil\u0259c\u0259yini daha d\u0259rind\u0259n ara\u015fd\u0131rmaq \u00fc\u00e7\u00fcn z\u0259min yarad\u0131r.<\/p>\n<h2>AI Reklam Optimizasiyas\u0131n\u0131n \u018fsaslar\u0131<\/h2>\n<p>\u018fsasda, <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/ai-advertising-optimization-advanced-strategies-for-2025-success-3\/\">AI reklam optimizasiyas\u0131<\/a> reklam kampaniyalar\u0131n\u0131n performans\u0131n\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir. Bu sisteml\u0259r tarixi veril\u0259nl\u0259rd\u0259n \u00f6yr\u0259n\u0259r\u0259k g\u0259l\u0259c\u0259k n\u0259tic\u0259l\u0259ri proqnozla\u015fd\u0131r\u0131r, m\u00fc\u0259yy\u0259n m\u0259qs\u0259dl\u0259r\u0259, m\u0259s\u0259l\u0259n, artan trafik v\u0259 ya sat\u0131\u015flara nail olmaq \u00fc\u00e7\u00fcn strategiyalar\u0131 daim t\u0259kmill\u0259\u015fdirir. \u018fl il\u0259 d\u00fcz\u0259li\u015fl\u0259r\u0259 \u0259saslanan \u0259n\u0259n\u0259vi \u00fcsullardan f\u0259rqli olaraq, AI reklam optimizasiyas\u0131 q\u0259rar q\u0259bulunu avtomatla\u015fd\u0131r\u0131r, yeni fikirl\u0259r\u0259 \u0259saslanan s\u00fcr\u0259tli iterasiyalara imkan verir. Bu yana\u015fman\u0131 q\u0259bul ed\u0259n biznesl\u0259r tez-tez s\u0259m\u0259r\u0259lilikd\u0259 20-40% art\u0131m g\u00f6r\u00fcr, Forrester Ara\u015fd\u0131rmas\u0131na g\u00f6r\u0259, h\u0259d\u0259fl\u0259m\u0259 v\u0259 resurs b\u00f6lg\u0259sind\u0259 d\u0259qiqliy\u0259 g\u00f6r\u0259.<\/p>\n<h3>AI \u0130dar\u0259li Sisteml\u0259rin \u018fsas Komponentl\u0259ri<\/h3>\n<p><a href=\"https:\/\/alienroad.com\/ai-optimization-2\/mastering-ai-advertising-optimization-a-comparison-of-leading-tools-for-enterprise-aio\/\">AI reklam optimizasiya<\/a> sisteml\u0259rinin arxitekturas\u0131 ad\u0259t\u0259n veril\u0259nl\u0259r q\u0259bulu qatlar\u0131, proqnozla\u015fd\u0131rma modell\u0259ri v\u0259 icra m\u00fch\u0259rrikl\u0259rini \u0259hat\u0259 edir. Veril\u0259nl\u0259r q\u0259bulu \u00e7oxsayl\u0131 m\u0259nb\u0259l\u0259rd\u0259n g\u00f6st\u0259ricil\u0259r, klikl\u0259r v\u0259 \u00e7evirm\u0259l\u0259r kimi metrikalar\u0131 \u00e7\u0259kir. Proqnoz modell\u0259ri sonra performans\u0131 proqnozla\u015fd\u0131r\u0131r, icra m\u00fch\u0259rrikl\u0259ri is\u0259 taklifl\u0259ri v\u0259 ya kreativl\u0259ri uy\u011funla\u015fd\u0131r\u0131r. M\u0259s\u0259l\u0259n, Google-un Performance Max kampaniyalar\u0131nda AI ba\u015fl\u0131qlar v\u0259 \u015f\u0259kill\u0259rin kombinasiyalar\u0131n\u0131 avtomatik test edir ki, y\u00fcks\u0259k performansl\u0131lar\u0131 m\u00fc\u0259yy\u0259n etsin, optimal reklam \u00e7atd\u0131r\u0131lmas\u0131n\u0131 t\u0259min etsin.<\/p>\n<ul>\n<li>M\u00f6vcud reklam platformalar\u0131 il\u0259 inteqrasiya seamless \u0259m\u0259liyyat \u00fc\u00e7\u00fcn.<\/li>\n<li>Miqyaslana bil\u0259rlik kampaniya h\u0259cml\u0259rinin d\u0259yi\u015fikliyini proporsional x\u0259rc art\u0131m\u0131 olmadan idar\u0259 etm\u0259k \u00fc\u00e7\u00fcn.<\/li>\n<li>Anonimle\u015ftirilmi\u015f veril\u0259nl\u0259r emal\u0131 vasit\u0259sil\u0259 GDPR kimi m\u0259xfilik qaydalar\u0131na uy\u011funluq.<\/li>\n<\/ul>\n<h3>X\u0259rc\u0259 H\u0259ssas Marketinq\u00e7il\u0259r \u00dc\u00e7\u00fcn Faydalar<\/h3>\n<p>AI reklam pulsuz variantlar\u0131n\u0131 ara\u015fd\u0131ranlar \u00fc\u00e7\u00fcn TensorFlow kimi a\u00e7\u0131q m\u0259nb\u0259li al\u0259tl\u0259r v\u0259 ya Microsoft Advertising kimi platformalardan \u0259l\u00e7atan API-l\u0259r ilkin investisiya olmadan giri\u015f n\u00f6qt\u0259l\u0259ri t\u0259min edir. Bu resurslar AI reklam optimizasiyas\u0131 il\u0259 t\u0259cr\u00fcb\u0259 aparma\u011fa imkan verir, daim t\u0259kmill\u0259\u015fm\u0259 m\u0259d\u0259niyy\u0259tini formala\u015fd\u0131r\u0131r. Marketinq\u00e7il\u0259r ki\u00e7ik ba\u015flayaraq ke\u00e7mi\u015f kampaniyalar\u0131 t\u0259hlil ed\u0259r\u0259k optimizasiya t\u0259klif ed\u0259n modell\u0259r qura bil\u0259rl\u0259r, t\u0259dric\u0259n tam avtomatla\u015fd\u0131rmaya ke\u00e7\u0259 bil\u0259rl\u0259r.<\/p>\n<h2>Real Vaxt Performans T\u0259hlili \u018fm\u0259liyyatda<\/h2>\n<p>Real vaxt performans t\u0259hlili AI reklam optimizasiyas\u0131n\u0131n t\u0259m\u0259l da\u015f\u0131d\u0131r, marketinq\u00e7il\u0259r\u0259 kampaniyalar\u0131 ged\u0259rk\u0259n izl\u0259m\u0259k v\u0259 d\u00fcz\u0259ltm\u0259k imkan\u0131 verir. Bu qabiliyy\u0259t canl\u0131 veril\u0259nl\u0259r ax\u0131nlar\u0131n\u0131 emal ed\u0259r\u0259k anomaliyalar\u0131 v\u0259 ya f\u00fcrs\u0259tl\u0259ri d\u0259rhal a\u015fkar edir, topdan emal\u0131n gecikm\u0259l\u0259rind\u0259n xeyli \u00fcst\u00fcnd\u00fcr. AI alqoritml\u0259ri x\u0259rc\u0259 qazanma (CPA) v\u0259 qat\u0131lma nisb\u0259tl\u0259ri kimi \u0259sas performans g\u00f6st\u0259ricil\u0259rini (KPI) qiym\u0259tl\u0259ndirir, h\u0259r\u0259k\u0259t\u0259 ke\u00e7iril\u0259 bil\u0259n t\u00f6vsiy\u0259l\u0259r verir. McKinsey t\u0259dqiqatlar\u0131 g\u00f6st\u0259rir ki, real vaxt d\u00fcz\u0259li\u015fl\u0259ri reklam x\u0259rci israf\u0131n\u0131 25%-\u0259 q\u0259d\u0259r azalda bil\u0259r, birba\u015fa daha y\u00fcks\u0259k qazancl\u0131\u011fa t\u00f6hf\u0259 verir.<\/p>\n<h3>An\u0131nda Fikirl\u0259r T\u0259min Ed\u0259n Al\u0259tl\u0259r v\u0259 Texnologiyalar<\/h3>\n<p>Real vaxt performans t\u0259hlili \u00fc\u00e7\u00fcn apar\u0131c\u0131 al\u0259tl\u0259r Google Analytics 4-\u00fcn AI g\u00fccl\u00fc proqnoz metrikalar\u0131 v\u0259 anomaliya a\u015fkar etm\u0259 t\u0259klif ed\u0259n Adobe Sensei-d\u0131r. Bu platformalar t\u0259bii dil emal\u0131 vasit\u0259sil\u0259 sad\u0259 ingilis dilind\u0259 hesabatlar yarad\u0131r, fikirl\u0259ri texniki olmayan istifad\u0259\u00e7il\u0259r \u00fc\u00e7\u00fcn \u0259l\u00e7atan edir. M\u0259s\u0259l\u0259n, kampaniyan\u0131n s\u0131\u00e7rama nisb\u0259ti g\u00f6zl\u0259nilm\u0259z \u015f\u0259kild\u0259 pik ed\u0259rs\u0259, AI bunu hava v\u0259ziyy\u0259ti v\u0259 ya x\u0259b\u0259r hadis\u0259l\u0259ri kimi xarici faktorlarla \u0259laq\u0259l\u0259ndir\u0259 bil\u0259r, d\u0259rhal kreativ d\u00f6nm\u0259l\u0259r t\u0259klif edir.<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrik<\/th>\n<th>\u018fn\u0259n\u0259vi T\u0259hlil Vaxt\u0131<\/th>\n<th>AI Real Vaxt \u00dcst\u00fcnl\u00fcy\u00fc<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Klik Ke\u00e7id Nisb\u0259ti (CTR)<\/td>\n<td>G\u00fcnd\u0259lik Hesabatlar<\/td>\n<td>Saniy\u0259 il\u0259 \u0130zl\u0259m\u0259<\/td>\n<\/tr>\n<tr>\n<td>\u00c7evirm\u0259 Nisb\u0259ti<\/td>\n<td>H\u0259ft\u0259lik \u0130nzibatlar<\/td>\n<td>An\u0131nda X\u0259b\u0259rdarl\u0131qlar v\u0259 D\u00fcz\u0259li\u015fl\u0259r<\/td>\n<\/tr>\n<tr>\n<td>ROAS<\/td>\n<td>Ayl\u0131q Auditl\u0259r<\/td>\n<td>Daimi Optimizasiya<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Real Vaxt Paneli T\u0259tbiq Etm\u0259k<\/h3>\n<p>Real vaxt performans t\u0259hlilind\u0259n istifad\u0259 etm\u0259k \u00fc\u00e7\u00fcn biznesl\u0259r AI \u00e7\u0131x\u0131\u015flar\u0131n\u0131 vizualizasiya ed\u0259n panell\u0259ri inteqrasiya etm\u0259lidirl\u0259r. Tableau kimi al\u0259tl\u0259rd\u0259n AI uzant\u0131lar\u0131 il\u0259 x\u00fcsusi qura\u015fd\u0131rmalar d\u0259rinl\u0259\u015fm\u0259 qabiliyy\u0259tl\u0259rin\u0259 imkan verir, istifad\u0259\u00e7il\u0259r m\u00fc\u0259yy\u0259n reklamlar\u0131n niy\u0259 a\u015fa\u011f\u0131 performans g\u00f6st\u0259rdiyini ara\u015fd\u0131ra bil\u0259rl\u0259r. Bu q\u0259rar s\u00fcr\u0259tini art\u0131r\u0131r v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri \u00fc\u00e7\u00fcn r\u0259yl\u0259ndirm\u0259 d\u00f6vr\u00fc yarad\u0131r ki, vaxtla yax\u015f\u0131la\u015fs\u0131n.<\/p>\n<h2>AI il\u0259 G\u00fccl\u0259ndirilmi\u015f Auditoriya Seqmentasiyas\u0131<\/h2>\n<p>AI vasit\u0259sil\u0259 auditoriya seqmentasiyas\u0131 geni\u015f istifad\u0259\u00e7i bazalar\u0131n\u0131 davran\u0131\u015f, demografiya v\u0259 \u00fcst\u00fcnl\u00fckl\u0259r\u0259 \u0259sas\u0259n inc\u0259 qruplara b\u00f6l\u0259r\u0259k h\u0259d\u0259fl\u0259m\u0259ni t\u0259kmill\u0259\u015fdirir. Bu d\u0259qiqlik AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn vacibdir, \u00e7\u00fcnki reklamlar \u0259n q\u0259buledici izl\u0259yicil\u0259r\u0259 \u00e7at\u0131r, aktual\u0131ql\u0131\u011f\u0131 v\u0259 cavab nisb\u0259tl\u0259rini art\u0131r\u0131r. AI burada brauzinq tarix\u00e7\u0259si v\u0259 ya sosial qar\u015f\u0131l\u0131qlar kimi strukturu olmayan veril\u0259nl\u0259ri t\u0259hlil ed\u0259r\u0259k istifad\u0259\u00e7i h\u0259r\u0259k\u0259tl\u0259ri il\u0259 evolyusiya ed\u0259n dinamik seqmentl\u0259r yarad\u0131r.<\/p>\n<h3>Granullar H\u0259d\u0259fl\u0259m\u0259 \u00dc\u00e7\u00fcn Qabaqc\u0131l Texnikalar<\/h3>\n<p>AI idar\u0259li seqmentasiya n\u00fcmun\u0259l\u0259ri m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn klasterl\u0259\u015fdirm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir, m\u0259s\u0259l\u0259n, pik saatlarda s\u0259b\u0259t t\u0259rk ed\u0259n istifad\u0259\u00e7il\u0259r. Oracle-un AI paketi kimi platformalar bu fikirl\u0259rd\u0259n istifad\u0259 ed\u0259r\u0259k auditoriya veril\u0259nl\u0259rin\u0259 \u0259saslanan f\u0259rdi reklam t\u0259klifl\u0259ri yarad\u0131r, f\u0259rdi maraqlara uy\u011fun m\u0259hsullar t\u00f6vsiy\u0259 edir. M\u0259s\u0259l\u0259n, p\u0259rak\u0259nd\u0259 sat\u0131\u015f brendi istifad\u0259\u00e7il\u0259ri &#8216;y\u00fcks\u0259k d\u0259y\u0259rli t\u0259krar al\u0131c\u0131lar&#8217; seqmentin\u0259 b\u00f6l\u0259 bil\u0259r v\u0259 endiriml\u0259ri uy\u011funla\u015fd\u0131raraq, eMarketer t\u0259dqiqatlar\u0131na g\u00f6r\u0259 saxlama nisb\u0259tind\u0259 15% art\u0131m \u0259ld\u0259 ed\u0259 bil\u0259r.<\/p>\n<ul>\n<li>Real vaxt qar\u015f\u0131l\u0131qlara \u0259saslanan davran\u0131\u015f seqmentasiyas\u0131.<\/li>\n<li>Ox\u015far profill\u0259r\u0259 \u00e7atmaq \u00fc\u00e7\u00fcn lookalike modell\u0259\u015fdirm\u0259.<\/li>\n<li>A\u015fa\u011f\u0131 qat\u0131lma seqmentl\u0259rind\u0259n qa\u00e7maq \u00fc\u00e7\u00fcn istisna siyah\u0131lar\u0131.<\/li>\n<\/ul>\n<h3>Seqmentasiyada Etik N\u0259z\u0259r\u0259y\u0259 Almaq<\/h3>\n<p>G\u00fccl\u00fc olsa da, AI auditoriya seqmentasiyas\u0131 etibar saxlamaq \u00fc\u00e7\u00fcn etik veril\u0259nl\u0259r istifad\u0259sini prioritetl\u0259\u015fdirm\u0259lidir. \u015e\u0259ffaf t\u0259cr\u00fcb\u0259l\u0259r, m\u0259s\u0259l\u0259n, opt-in mexanizml\u0259ri uy\u011funlu\u011fu t\u0259min edir v\u0259 brend reputasiyas\u0131n\u0131 art\u0131r\u0131r. D\u0259y\u0259r\u0259 \u0259saslanan f\u0259rdil\u0259\u015fdirm\u0259y\u0259 fokuslanaraq, marketinq\u00e7il\u0259r k\u00f6m\u0259k\u00e7i deyil, invaziv hiss olunan seqmentasiya \u0259ld\u0259 ed\u0259 bil\u0259rl\u0259r.<\/p>\n<h2>\u00c7evirm\u0259 Nisb\u0259ti Yax\u015f\u0131la\u015fd\u0131rma Strategiyalar\u0131<\/h2>\n<p>\u00c7evirm\u0259 nisb\u0259ti yax\u015f\u0131la\u015fd\u0131rmas\u0131 effektiv <a href=\"https:\/\/alienroad.com\/ai-optimization-2\/ai-advertising-optimization-strategies-for-2025-success-3\/\">AI reklam optimizasiyas\u0131n\u0131n<\/a> birba\u015fa n\u0259tic\u0259sidir, AI istifad\u0259\u00e7i s\u0259yah\u0259tind\u0259 s\u00fcrtm\u0259 n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259n ed\u0259r\u0259k h\u0259ll\u0259r t\u0259klif edir. Reklam m\u0259tni, l\u0259ndinq s\u0259hif\u0259l\u0259ri v\u0259 izl\u0259m\u0259 ard\u0131c\u0131ll\u0131qlar\u0131 kimi elementl\u0259ri optimalla\u015fd\u0131raraq, AI \u00e7evirm\u0259 nisb\u0259tl\u0259rini s\u0259naye il\u0259 ba\u011fl\u0131 olaraq 10-50% art\u0131ra bil\u0259r, HubSpot analitikas\u0131na g\u00f6r\u0259.<\/p>\n<h3>F\u0259rdi Reklam T\u0259klifl\u0259ri v\u0259 A\/B Testl\u0259ri<\/h3>\n<p>AI auditoriya veril\u0259nl\u0259rin\u0259 \u0259saslanan f\u0259rdi reklam t\u0259klifl\u0259ri yarad\u0131r, n\u0259yin \u0259n yax\u015f\u0131 rezonans verdiyini m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn variantlar\u0131 test edir. M\u0259s\u0259l\u0259n, dinamik kreativ optimizasiya (DCO) al\u0259tl\u0259ri vizual v\u0259 mesajla\u015fd\u0131rman\u0131 real vaxtda d\u00fcz\u0259ldir, istifad\u0259\u00e7i konteksti il\u0259 uy\u011funla\u015fd\u0131r\u0131r. AI il\u0259 g\u00fccl\u0259ndirilmi\u015f A\/B testl\u0259ri bu prosesi s\u00fcr\u0259tl\u0259ndirir, minl\u0259rl\u0259 variant\u0131 eyni vaxtda i\u015fl\u0259d\u0259r\u0259k qalibl\u0259ri tez m\u00fc\u0259yy\u0259n edir.<\/p>\n<h3>Veril\u0259nl\u0259r\u0259 \u018fsaslanan Taktiqalarla ROAS Art\u0131rmaq<\/h3>\n<p>Reklam x\u0259rcl\u0259rind\u0259n qaytarma (ROAS) art\u0131rmaq \u00fc\u00e7\u00fcn \u00e7evirm\u0259 izl\u0259m\u0259sini \u00f6m\u00fcrl\u00fck d\u0259y\u0259ri proqnozla\u015fd\u0131ran AI modell\u0259ri il\u0259 inteqrasiya edin. Strategiyalar y\u00fcks\u0259k niyy\u0259tli istifad\u0259\u00e7il\u0259ri t\u0259cili kreativl\u0259rl\u0259 yenid\u0259n h\u0259d\u0259fl\u0259m\u0259yi \u0259hat\u0259 edir, bu 5:1-d\u0259n \u00e7ox ROAS r\u0259q\u0259ml\u0259ri ver\u0259 bil\u0259r. Kampaniyalardan konkret metrikalar g\u00f6st\u0259rir ki, AI optimalla\u015fd\u0131r\u0131lm\u0131\u015f yollar \u00e7evirm\u0259 vaxt\u0131n\u0131 20% azald\u0131r, \u00fcmumi s\u0259m\u0259r\u0259liliyi art\u0131r\u0131r.<\/p>\n<h2>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259si \u018fsaslar\u0131<\/h2>\n<p>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si AI reklam optimizasiyas\u0131nda oyun d\u0259yi\u015f\u0259n rol oynay\u0131r, v\u0259say\u0259ti y\u00fcks\u0259k performansl\u0131 kanallara dinamik b\u00f6l\u00fcr v\u0259 a\u015fa\u011f\u0131 performansl\u0131lar\u0131 dayand\u0131r\u0131r. Bu art\u0131q x\u0259rcl\u0259nm\u0259ni qar\u015f\u0131lad\u0131r v\u0259 t\u0259sirini maksimuma \u00e7atd\u0131r\u0131r, AI proqnoz analitikalar\u0131ndan istifad\u0259 ed\u0259r\u0259k trendl\u0259r v\u0259 m\u00f6vs\u00fcmiyy\u0259t\u0259 \u0259saslanan x\u0259rc ehtiyaclar\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r.<\/p>\n<h3>A\u011f\u0131ll\u0131 B\u00f6lm\u0259 Alqoritml\u0259ri<\/h3>\n<p>Amazon Advertising-d\u0259ki kimi taklif alqoritml\u0259ri pe\u015f\u0259kar \u00f6yr\u0259nm\u0259 vasit\u0259sil\u0259 b\u00fcdc\u0259l\u0259ri real vaxtda d\u00fcz\u0259ldir, taklifl\u0259rin \u00e7evirm\u0259 ehtimal\u0131 il\u0259 uy\u011funla\u015fmas\u0131n\u0131 t\u0259min edir. Marketinq\u00e7il\u0259r g\u00fcnd\u0259lik x\u0259rcl\u0259ri limitl\u0259m\u0259k kimi qaydalar qura bil\u0259rl\u0259r, AI is\u0259 inc\u0259likl\u0259ri idar\u0259 edir, tez-tez Deloitte fikirl\u0259rin\u0259 g\u00f6r\u0259 b\u00fcdc\u0259 istifad\u0259sind\u0259 30% yax\u015f\u0131la\u015fma \u0259ld\u0259 edir.<\/p>\n<table>\n<thead>\n<tr>\n<th>B\u00fcdc\u0259 Strategiyas\u0131<\/th>\n<th>AI T\u0259kmill\u0259\u015fdirm\u0259si<\/th>\n<th>N\u00fcmun\u0259 N\u0259tic\u0259<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u018fl il\u0259 B\u00f6lm\u0259<\/td>\n<td>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f Yenid\u0259n Balansla\u015fd\u0131rma<\/td>\n<td>15% X\u0259rc Q\u0259na\u0259ti<\/td>\n<\/tr>\n<tr>\n<td>Sabit Taklif<\/td>\n<td>A\u011f\u0131ll\u0131 Taklif<\/td>\n<td>25% ROAS Art\u0131m\u0131<\/td>\n<\/tr>\n<tr>\n<td>M\u00f6vs\u00fcmi D\u00fcz\u0259li\u015fl\u0259r<\/td>\n<td>Proqnozla\u015fd\u0131rma Miqyasla\u015fd\u0131rmas\u0131<\/td>\n<td>40% S\u0259m\u0259r\u0259lilik Qazanmas\u0131<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>Avtomatla\u015fd\u0131rman\u0131 \u0130zleme v\u0259 \u0130nc\u0259 T\u0259nziml\u0259m\u0259<\/h3>\n<p>Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f sisteml\u0259rin m\u00fcnt\u0259z\u0259m auditl\u0259ri biznes m\u0259qs\u0259dl\u0259ri il\u0259 uy\u011funlu\u011fu t\u0259min edir. AI al\u0259tl\u0259ri varyasiya hesabatlar\u0131 verir, sapmalar\u0131 vur\u011fulay\u0131r v\u0259 d\u00fcz\u0259li\u015fl\u0259r t\u0259klif edir, b\u00fcdc\u0259 n\u0259zar\u0259tin\u0259 balansl\u0131 yana\u015fma formala\u015fd\u0131r\u0131r.<\/p>\n<h2>AI Reklam Optimizasiyas\u0131nda Strategik \u0130r\u0259lil\u0259yi\u015f Yollar\u0131<\/h2>\n<p>G\u0259l\u0259c\u0259y\u0259 baxanda, AI reklam optimizasiyas\u0131n\u0131n strategik icras\u0131 ir\u0259li d\u00fc\u015f\u00fcn\u0259n fikirl\u0259\u015fm\u0259 t\u0259l\u0259b edir, m\u0259zmun yarad\u0131lmas\u0131 \u00fc\u00e7\u00fcn generativ AI v\u0259 \u015f\u0259ffaf izl\u0259m\u0259 \u00fc\u00e7\u00fcn blok\u00e7eyn kimi yeni texnologiyalar\u0131 inteqrasiya edir. Komandalar\u0131 bacar\u0131 art\u0131rmaq v\u0259 AI savadl\u0131l\u0131\u011f\u0131n\u0131 formala\u015fd\u0131rmaq investisiyas\u0131 ed\u0259n biznesl\u0259r s\u0259s axtar\u0131\u015f\u0131 optimalla\u015fd\u0131r\u0131lm\u0131\u015f reklamlar v\u0259 ya metaverse inteqrasiyalar\u0131 kimi yenilikl\u0259rd\u0259n faydalanma\u011fa haz\u0131rla\u015facaqlar. Miqyaslana bil\u0259n \u00e7\u0259r\u00e7iv\u0259l\u0259r\u0259 prioritet ver\u0259r\u0259k, t\u0259\u015fkilatlar qanuni d\u0259yi\u015fiklikl\u0259r\u0259 v\u0259 bazar d\u0259yi\u015fiklikl\u0259rin\u0259 uy\u011funla\u015fa bil\u0259r, AI idar\u0259li reklam ekosistemin\u0259 dayal\u0131 davaml\u0131 art\u0131m\u0131 t\u0259min ed\u0259r.<\/p>\n<p>Bu dinamik m\u00fchitd\u0259 Alien Road AI reklam optimizasiyas\u0131n\u0131n inc\u0259likl\u0259ri vasit\u0259sil\u0259 biznesl\u0259ri b\u0259l\u0259d\u00e7i ed\u0259n apar\u0131c\u0131 konsaltinq \u015firk\u0259ti kimi dayan\u0131r. M\u00fct\u0259x\u0259ssisl\u0259rimiz real vaxt performans t\u0259hlili, auditoriya seqmentasiyas\u0131 v\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k f\u0259rdi strategiyalar t\u0259qdim edir ki, \u00e7evirm\u0259 nisb\u0259ti yax\u015f\u0131la\u015fd\u0131rmalar\u0131 v\u0259 \u00fcst\u00fcn ROAS-a nail olsun. Alien Road il\u0259 birg\u0259lik edin, kampaniyalar\u0131n\u0131z\u0131n h\u0259rt\u0259r\u0259fli auditini al\u0131n v\u0259 reklam t\u0259\u015f\u0259bb\u00fcsl\u0259rinizd\u0259 AI-nin tam potensial\u0131n\u0131 a\u00e7\u0131n &#8211; r\u0259q\u0259msal m\u00f6vcudlu\u011funuzu y\u00fcks\u0259ltm\u0259k \u00fc\u00e7\u00fcn indi strategik konsaltasiya planla\u015fd\u0131r\u0131n.<\/p>\n<h2>AI Reklam Pulsuz 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 intellekt texnikalar\u0131n\u0131n r\u0259q\u0259msal reklam kampaniyalar\u0131n\u0131n s\u0259m\u0259r\u0259liliyini v\u0259 effektivliyini art\u0131rmaq \u00fc\u00e7\u00fcn t\u0259tbiqini n\u0259z\u0259rd\u0259 tutur. Bu, h\u0259d\u0259fl\u0259m\u0259, taklif verm\u0259 v\u0259 kreativ se\u00e7imi kimi v\u0259zif\u0259l\u0259ri minimum \u0259l m\u00fcdaxil\u0259si il\u0259 avtomatla\u015fd\u0131rmaqdan ibar\u0259tdir. Bu proses ma\u015f\u0131n \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k veril\u0259nl\u0259r n\u00fcmun\u0259l\u0259rini t\u0259hlil edir, istifad\u0259\u00e7i davran\u0131\u015f\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r v\u0259 strategiyalar\u0131 real vaxtda d\u00fcz\u0259ldir, b\u00fct\u00fcn \u00f6l\u00e7\u00fcl\u00fc biznesl\u0259r \u00fc\u00e7\u00fcn ROI-n\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n<h3>AI reklam optimizasiyas\u0131nda real vaxt performans t\u0259hlili nec\u0259 i\u015fl\u0259yir?<\/h3>\n<p>AI reklam optimizasiyas\u0131nda real vaxt performans t\u0259hlili reklam platformalar\u0131ndan canl\u0131 veril\u0259nl\u0259r ax\u0131nlar\u0131n\u0131 emal ed\u0259r\u0259k CTR v\u0259 \u00e7evirm\u0259l\u0259r kimi metrikalar\u0131 an\u0131nda izl\u0259yir. AI alqoritml\u0259ri trendl\u0259ri v\u0259 ya probleml\u0259ri ba\u015f ver\u0259rk\u0259n a\u015fkar edir, taklif d\u0259yi\u015fiklikl\u0259ri v\u0259 ya reklam dayand\u0131rmalar\u0131 kimi avtomatik d\u00fcz\u0259li\u015fl\u0259ri i\u015f\u0259 sal\u0131r. Bu kampaniyalar\u0131n \u00e7evik qalmas\u0131n\u0131 t\u0259min edir, tez-tez gecikmi\u015f hesabat \u00fcsullar\u0131na nisb\u0259t\u0259n x\u0259rcl\u0259ri azald\u0131r v\u0259 qat\u0131lman\u0131 art\u0131r\u0131r.<\/p>\n<h3>Niy\u0259 auditoriya seqmentasiyas\u0131 AI reklam pulsuz \u00fc\u00e7\u00fcn vacibdir?<\/h3>\n<p>Auditoriya seqmentasiyas\u0131 AI reklam pulsuz \u00fc\u00e7\u00fcn vacibdir, \u00e7\u00fcnki \u0259l\u00e7atan AI al\u0259tl\u0259rind\u0259n istifad\u0259 ed\u0259r\u0259k d\u0259qiq h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verir, y\u00fcks\u0259k x\u0259rcl\u0259r olmadan reklam aktual\u0131l\u0131\u011f\u0131n\u0131 maksimuma \u00e7atd\u0131r\u0131r. \u0130stifad\u0259\u00e7il\u0259ri \u00fcmumi x\u00fcsusiyy\u0259tl\u0259r\u0259 \u0259sas\u0259n qruplara b\u00f6l\u0259r\u0259k, AI rezonans ver\u0259n f\u0259rdi mesajlar \u00e7atd\u0131r\u0131r, \u00e7evirm\u0259 ehtimal\u0131n\u0131 art\u0131r\u0131r v\u0259 pulsuz v\u0259 ya a\u015fa\u011f\u0131 qiym\u0259tli platformalar\u0131 ki\u00e7ik biznesl\u0259r \u00fc\u00e7\u00fcn daha uy\u011fun edir.<\/p>\n<h3>AI kampaniyalar\u0131nda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259sinin faydalar\u0131 n\u0259l\u0259rdir?<\/h3>\n<p>AI kampaniyalar\u0131nda avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259si x\u0259rcl\u0259ri optimalla\u015fd\u0131r\u0131r, v\u0259say\u0259ti \u0259n yax\u015f\u0131 performansl\u0131 sah\u0259l\u0259r\u0259 dinamik b\u00f6l\u0259r\u0259k a\u015fa\u011f\u0131 g\u0259lirli s\u0259yl\u0259rd\u0259 israf\u0131 qar\u015f\u0131lad\u0131r. Ehtiyaclar\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn proqnoz modell\u0259rind\u0259n istifad\u0259 edir, b\u00fcdc\u0259l\u0259rin daha uzaq yay\u0131lmas\u0131n\u0131 v\u0259 d\u0259yi\u015fiklikl\u0259r\u0259 uy\u011funla\u015fmas\u0131n\u0131 t\u0259min edir, a\u011f\u0131ll\u0131, veril\u0259nl\u0259r\u0259 \u0259saslanan q\u0259rarlar vasit\u0259sil\u0259 ROAS-\u0131 20-30% yax\u015f\u0131la\u015fd\u0131ra bil\u0259r.<\/p>\n<h3>AI reklamda \u00e7evirm\u0259 nisb\u0259tl\u0259rini nec\u0259 yax\u015f\u0131la\u015fd\u0131ra bil\u0259r?<\/h3>\n<p>AI reklamda \u00e7evirm\u0259 nisb\u0259tl\u0259rini f\u0259rdi reklam t\u0259cr\u00fcb\u0259l\u0259ri v\u0259 istifad\u0259\u00e7i s\u0259yah\u0259tini optimalla\u015fd\u0131rma vasit\u0259sil\u0259 yax\u015f\u0131la\u015fd\u0131r\u0131r, m\u0259s\u0259l\u0259n, istifad\u0259\u00e7i niyy\u0259tin\u0259 uy\u011fun dinamik m\u0259zmunla. Analitika vasit\u0259sil\u0259 d\u00fc\u015fm\u0259 n\u00f6qt\u0259l\u0259rini m\u00fc\u0259yy\u0259n edir v\u0259 yollar\u0131 t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn variantlar\u0131 test edir, e-ticar\u0259t saytlar\u0131 \u00fc\u00e7\u00fcn tamamlama nisb\u0259tind\u0259 15% art\u0131m kimi \u00f6l\u00e7\u00fcl\u0259 bil\u0259n art\u0131mlar yarad\u0131r.<\/p>\n<h3>AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn pulsuz al\u0259tl\u0259r hans\u0131lard\u0131r?<\/h3>\n<p>AI reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn pulsuz al\u0259tl\u0259r Google Ads-in daxili Smart Bidding, Facebook-un Advantage+ kampaniyalar\u0131 v\u0259 x\u00fcsusi modell\u0259r \u00fc\u00e7\u00fcn scikit-learn kimi a\u00e7\u0131q m\u0259nb\u0259li kitabxanalar\u0131 \u0259hat\u0259 edir. Bunlar abun\u0259 haqq\u0131 olmadan avtomatla\u015fd\u0131r\u0131lm\u0131\u015f h\u0259d\u0259fl\u0259m\u0259 v\u0259 performans fikirl\u0259ri kimi \u0259sas x\u00fcsusiyy\u0259tl\u0259r t\u0259min edir, test v\u0259 miqyasla\u015fd\u0131rma \u00fc\u00e7\u00fcn ideal.<\/p>\n<h3>AI f\u0259rdi reklam t\u0259klifl\u0259rini nec\u0259 idar\u0259 edir?<\/h3>\n<p>AI f\u0259rdi reklam t\u0259klifl\u0259rini ke\u00e7mi\u015f qar\u015f\u0131l\u0131qlar v\u0259 \u00fcst\u00fcnl\u00fckl\u0259r kimi istifad\u0259\u00e7i veril\u0259nl\u0259rini t\u0259hlil ed\u0259r\u0259k kontekstual olaraq uy\u011fun kreativl\u0259r yaradaraq idar\u0259 edir. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri m\u00fc\u0259yy\u0259n \u015f\u0259xsl\u0259ri c\u0259lb ed\u0259c\u0259k m\u0259zmunu proqnozla\u015fd\u0131r\u0131r, prosesi avtomatla\u015fd\u0131raraq x\u00fcsusi haz\u0131rlanm\u0131\u015f kimi hiss olunan reklamlar \u00e7atd\u0131r\u0131r, klik v\u0259 \u00e7evirm\u0259 ehtimal\u0131n\u0131 art\u0131r\u0131r.<\/p>\n<h3>Reklamda ROAS art\u0131rmaq \u00fc\u00e7\u00fcn niy\u0259 AI se\u00e7m\u0259k?<\/h3>\n<p>AI reklamda ROAS-\u0131 h\u0259d\u0259fl\u0259m\u0259d\u0259n vaxta q\u0259d\u0259r kampaniyalar\u0131n h\u0259r aspektini optimalla\u015fd\u0131raraq art\u0131r\u0131r, reklam x\u0259rcl\u0259rinin maksimum qaytar\u0131lmas\u0131n\u0131 t\u0259min edir. B\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini emal ed\u0259r\u0259k insanl\u0259rin qa\u00e7\u0131ra bil\u0259c\u0259yi s\u0259m\u0259r\u0259l\u0259ri a\u015fkar edir, dollar ba\u015f\u0131na daha y\u00fcks\u0259k g\u0259lir n\u0259tic\u0259sind\u0259 \u0259n\u0259n\u0259vi \u00fcsullardan \u0259h\u0259miyy\u0259tli marjlarla \u00fcst\u00fcnd\u00fcr.<\/p>\n<h3>AI reklam optimizasiyas\u0131nda hans\u0131 metrikalar izl\u0259nm\u0259lidir?<\/h3>\n<p>AI reklam optimizasiyas\u0131nda \u0259sas metrikalar CTR, CPA, \u00e7evirm\u0259 nisb\u0259ti v\u0259 ROAS-d\u0131r. AI al\u0259tl\u0259ri bunlar\u0131 real vaxtda izl\u0259yir, 4:1 h\u0259d\u0259f ROAS kimi standartlar verir v\u0259 strategiyalar\u0131 t\u0259kmill\u0259\u015fdirm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 edir, kampaniya sa\u011flaml\u0131\u011f\u0131 v\u0259 yax\u015f\u0131la\u015fd\u0131rma sah\u0259l\u0259ri haqq\u0131nda ayd\u0131n g\u00f6r\u00fcn\u00fc\u015f t\u0259qdim edir.<\/p>\n<h3>AI reklam pulsuz il\u0259 nec\u0259 ba\u015flamaq olar?<\/h3>\n<p>Ba\u015flamaq \u00fc\u00e7\u00fcn<\/p>\n","protected":false},"excerpt":{"rendered":"<p>R\u0259q\u0259msal marketinqin s\u00fcr\u0259tl\u0259 inki\u015faf ed\u0259n m\u0259nz\u0259r\u0259sind\u0259 AI reklam optimizasiyas\u0131 biznesl\u0259r \u00fc\u00e7\u00fcn reklam x\u0259rcl\u0259rind\u0259n maksimum g\u0259lir \u0259ld\u0259 etm\u0259k \u00fc\u00e7\u00fcn \u0259sas strategiya kimi ortaya \u00e7\u0131x\u0131r, lakin h\u0259ddind\u0259n art\u0131q x\u0259rcl\u0259r olmadan. Bu yana\u015fma s\u00fcni intellekt vasit\u0259sil\u0259 reklam t\u0259\u015f\u0259bb\u00fcsl\u0259rini t\u0259kmill\u0259\u015fdirir, onlar\u0131 daha h\u0259d\u0259fli, s\u0259m\u0259r\u0259li v\u0259 effektiv edir. Pulsuz v\u0259 ya a\u015fa\u011f\u0131 qiym\u0259tli AI al\u0259tl\u0259rini inteqrasiya etm\u0259kl\u0259 marketinq\u00e7il\u0259r b\u00f6y\u00fck m\u00fc\u0259ssis\u0259l\u0259r [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[1929],"tags":[546],"class_list":["post-107563","post","type-post","status-publish","format-standard","hentry","category-ai-reklam-optimizasiyasi-az","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/107563","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=107563"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/107563\/revisions"}],"predecessor-version":[{"id":107564,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/107563\/revisions\/107564"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=107563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=107563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=107563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}