{"id":46080,"date":"2026-03-25T14:32:39","date_gmt":"2026-03-25T14:32:39","guid":{"rendered":"https:\/\/alienroad.com\/uncategorized-az\/mastering-ai-advertising-optimization-transformative-insight\/"},"modified":"2026-03-28T23:42:07","modified_gmt":"2026-03-28T23:42:07","slug":"mastering-ai-advertising-optimization-transformative-insight","status":"publish","type":"post","link":"https:\/\/alienroad.com\/az\/ai-advertising-optimization-2\/mastering-ai-advertising-optimization-transformative-insight\/","title":{"rendered":"S\u00fcni \u0130ntellekt Reklam Optimizasiyas\u0131nda Ustala\u015fmaq: 2025 \u00fc\u00e7\u00fcn Transformasiya \u0130deyalar\u0131"},"content":{"rendered":"

2025-ci ild\u0259 S\u00fcni \u0130ntellekt Reklam Transformasiyas\u0131n\u0131n Strategik \u00dcmumi Bax\u0131\u015f\u0131<\/h2>\n

R\u0259q\u0259msal reklam land\u015faft\u0131 s\u00fcni intellekt t\u0259r\u0259find\u0259n idar\u0259 olunan d\u0259rin d\u0259yi\u015fikliy\u0259 m\u0259ruz qal\u0131r, bu da misilsiz s\u0259m\u0259r\u0259lilik v\u0259 effektivlik v\u0259d edir. 2025-ci il\u0259 yax\u0131nla\u015fd\u0131qca, s\u00fcni intellekt reklam optimizasiyas\u0131 bu transformasiyan\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir v\u0259 marketoloqlara kampaniya performans\u0131<\/a>n\u0131 yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn m\u0259lumat \u0259sasl\u0131 fikirl\u0259rd\u0259n istifad\u0259 etm\u0259y\u0259 imkan verir. S\u0259naye liderl\u0259ri s\u00fcni intellektin yaln\u0131z rutin v\u0259zif\u0259l\u0259ri avtomatla\u015fd\u0131rmaqla qalmayaraq, istehlak\u00e7\u0131 davran\u0131\u015flar\u0131n\u0131 qeyri-adi d\u0259qiqlikl\u0259 proqnozla\u015fd\u0131rd\u0131\u011f\u0131 g\u0259l\u0259c\u0259yi proqnozla\u015fd\u0131r\u0131rlar. M\u0259s\u0259l\u0259n, Gartner 2025-ci il\u0259 q\u0259d\u0259r marketinq t\u0259\u015fkilatlar\u0131n\u0131n 80 foizinin reklam x\u0259rcl\u0259rini optimalla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259c\u0259yini v\u0259 erk\u0259n q\u0259bul ed\u0259nl\u0259r \u00fc\u00e7\u00fcn reklam x\u0259rcl\u0259ri qaytar\u0131lmas\u0131 (ROAS) 25 foiz artaca\u011f\u0131n\u0131 proqnozla\u015fd\u0131r\u0131r. Bu evolyusiya real vaxtda b\u00f6y\u00fck veril\u0259nl\u0259r d\u0259stl\u0259rini emal ed\u0259n ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rinin ir\u0259lil\u0259yi\u015fl\u0259ri t\u0259r\u0259find\u0259n qidalan\u0131r v\u0259 \u0259n\u0259n\u0259vi \u00fcsullar\u0131n uy\u011funla\u015fd\u0131ra bilm\u0259diyi dinamik d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir.<\/p>\n

Harvard Biznes M\u0259kt\u0259bi professoru Sunil Gupta-n\u0131n s\u00f6zl\u0259rini n\u0259z\u0259r\u0259 al\u0131n: ‘S\u00fcni intellekt reklam\u0131 h\u0259qiq\u0259t\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 ed\u0259r\u0259k yenid\u0259n t\u0259yin ed\u0259c\u0259k, statik kampaniyalar\u0131 auditoriya il\u0259 evolyusiya ed\u0259n canl\u0131, n\u0259f\u0259s alan strategiyalara \u00e7evir\u0259c\u0259k.’ Bu fikirl\u0259r s\u0259naye \u00fcz\u0259rind\u0259 yank\u0131lan\u0131r, b\u00f6y\u00fck texnologiya \u015firk\u0259tl\u0259rinin icra\u00e7\u0131lar\u0131 s\u00fcni intellektin t\u0259xminl\u0259ri aradan qald\u0131rmaqdak\u0131 rolunu vur\u011fulay\u0131r. 2025-ci ild\u0259 bu c\u00fcr transformasiya sitatlar\u0131 biznesl\u0259ri auditoriya seqmentasiyas\u0131 \u00fc\u00e7\u00fcn s\u00fcni intellekti inteqrasiya etm\u0259y\u0259 y\u00f6n\u0259ld\u0259c\u0259k, burada alqoritml\u0259r istifad\u0259\u00e7i m\u0259lumatlar\u0131n\u0131 par\u00e7alaya v\u0259 hiperformal\u0131q qruplar yaradacaq, son Forrester hesabatlar\u0131na g\u00f6r\u0259 qat\u0131lma nisb\u0259tl\u0259rini 40 foiz\u0259 q\u0259d\u0259r art\u0131racaq. Real vaxtl\u0131 performans analizi standart olacaq, canl\u0131 metrikl\u0259r \u0259sas\u0131nda reklam yarad\u0131c\u0131lar\u0131 v\u0259 yerl\u0259\u015fdirm\u0259l\u0259rin d\u0259rhal d\u00fcz\u0259li\u015fin\u0259 imkan ver\u0259c\u0259k. Bundan \u0259lav\u0259, \u00e7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131 s\u00fcni intellektin f\u0259rdi \u00fcst\u00fcnl\u00fckl\u0259r\u0259 uy\u011funla\u015fd\u0131r\u0131lm\u0131\u015f m\u0259hsul vizuallar\u0131 v\u0259 mesajla\u015fma kimi f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rini t\u00f6vsiy\u0259 etm\u0259si il\u0259 birba\u015fa daha y\u00fcks\u0259k klik ke\u00e7id v\u0259 al\u0131\u015f nisb\u0259tl\u0259rin\u0259 t\u00f6hf\u0259 ver\u0259c\u0259k.<\/p>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si bu faydalar\u0131 daha da g\u00fccl\u0259ndirir, \u00e7\u00fcnki s\u00fcni intellekt v\u0259saitl\u0259ri y\u00fcks\u0259k performansl\u0131 kanallara avtonom \u015f\u0259kild\u0259 b\u00f6l\u00fc\u015fd\u00fcr\u00fcr v\u0259 insan m\u00fcdaxil\u0259si olmadan maksimum t\u0259sir \u00fc\u00e7\u00fcn optimalla\u015fd\u0131r\u0131r. Deloitte-nin 2024-c\u00fc il sor\u011fusu s\u00fcni intellektd\u0259n b\u00fcdc\u0259 optimizasiyas\u0131 \u00fc\u00e7\u00fcn istifad\u0259 ed\u0259n \u015firk\u0259tl\u0259rin qazanma x\u0259rcl\u0259ri (CPA) \u00fczr\u0259 30 foiz azalma \u0259ld\u0259 etdiyini vur\u011fulay\u0131r. Bu strategik \u00fcmumi bax\u0131\u015f biznesl\u0259r \u00fc\u00e7\u00fcn s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131 al\u0259t kimi deyil, transformasiya q\u00fcvv\u0259si kimi q\u0259bul etm\u0259yin vacibliyini vur\u011fulay\u0131r. 2025-ci il\u0259 q\u0259d\u0259r q\u0259bulda gecik\u0259nl\u0259r r\u0259qab\u0259tli r\u0259q\u0259msal arenada k\u00f6hn\u0259lm\u0259 riski da\u015f\u0131yacaq, pionerl\u0259r is\u0259 artan s\u0259m\u0259r\u0259lilik, d\u0259qiqlik v\u0259 qazanc\u0131n m\u00fckafatlar\u0131n\u0131 \u0259ld\u0259 ed\u0259c\u0259k. S\u0259yah\u0259t s\u00fcni intellektin optimizasiya prosesinin h\u0259r aspektini nec\u0259 yax\u015f\u0131la\u015fd\u0131rd\u0131\u011f\u0131n\u0131 anlamaqla ba\u015flay\u0131r, veril\u0259nl\u0259rin q\u0259bulundan n\u0259tic\u0259l\u0259rin \u00f6l\u00e7\u00fclm\u0259sin\u0259 q\u0259d\u0259r.<\/p>\n

R\u0259q\u0259msal Reklamda S\u00fcni \u0130ntellektin Evolyusiyas\u0131<\/h2>\n

Qayda \u018fsasl\u0131 Sisteml\u0259rd\u0259n \u0130ntellektual Alqoritml\u0259r\u0259<\/h3>\n

S\u00fcni intellektin reklamdak\u0131 s\u0259yah\u0259ti 2010-cu ill\u0259rin \u0259vv\u0259ll\u0259rind\u0259 sad\u0259 qayda \u0259sasl\u0131 sisteml\u0259rl\u0259 ba\u015flad\u0131, burada reklam yerl\u0259\u015fdirm\u0259l\u0259ri \u0259vv\u0259lc\u0259d\u0259n m\u00fc\u0259yy\u0259n edilmi\u015f parametrl\u0259r t\u0259r\u0259find\u0259n idar\u0259 olunurdu. Bu g\u00fcn bunlar \u00f6z\u00fcn\u00fc \u00f6yr\u0259d\u0259n v\u0259 uy\u011funla\u015fan m\u00fcr\u0259kk\u0259b neyron \u015f\u0259b\u0259k\u0259l\u0259r\u0259 evolyusiya edib. Bu ir\u0259lil\u0259yi\u015f s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131n m\u0259rk\u0259zind\u0259dir v\u0259 bazar dal\u011falanmalar\u0131na ax\u0131c\u0131 reaksiyalara imkan verir. 2025-ci ild\u0259 Coursera-n\u0131n qurucular\u0131ndan Andrew Ng kimi ekspertl\u0259r bildirir: ‘S\u00fcni intellekt reklam transformasiyas\u0131 internetin ticar\u0259t\u0259 t\u0259sirini \u0259ks etdir\u0259c\u0259k, h\u0259r reklam qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259sini potensial \u00e7evirm\u0259 f\u00fcrs\u0259tin\u0259 \u00e7evir\u0259c\u0259k.’ Bu d\u0259yi\u015fiklik real vaxtl\u0131 performans analizi t\u0259min edir, burada s\u00fcni intellekt g\u00f6st\u0259ricil\u0259ri (KPI) kimi t\u0259\u0259ss\u00fcratlar, klikl\u0259r v\u0259 \u00e7evirm\u0259l\u0259ri an\u0131nda izl\u0259yir v\u0259 optimal x\u0259rc s\u0259m\u0259r\u0259liliyini saxlamaq \u00fc\u00e7\u00fcn taklifl\u0259ri d\u00fcz\u0259ldir.<\/p>\n

2025 Trendl\u0259rini Formala\u015fd\u0131ran \u018fsas M\u0259rh\u0259l\u0259l\u0259r<\/h3>\n

Google-un 2016-c\u0131 ild\u0259 Smart Bidding-in t\u0259qdim edilm\u0259si kimi m\u0259rh\u0259l\u0259l\u0259r avtomatla\u015fd\u0131r\u0131lm\u0131\u015f optimizasiya \u00fc\u00e7\u00fcn yol a\u00e7d\u0131 v\u0259 2025-ci il\u0259 q\u0259d\u0259r bu al\u0259tl\u0259r yarad\u0131c\u0131 m\u0259zmun generasiyas\u0131 \u00fc\u00e7\u00fcn generativ s\u00fcni intellekti inteqrasiya ed\u0259c\u0259k. S\u0259naye hesabatlar\u0131ndan transformasiya sitatlar\u0131, m\u0259s\u0259l\u0259n, McKinsey-nin s\u00fcni intellektin 2030-cu il\u0259 q\u0259d\u0259r qlobal \u00dcDM-y\u0259 13 trilyon dollar \u0259lav\u0259 ed\u0259c\u0259yi proqnozu v\u0259 reklam\u0131n \u0259sas s\u00fcr\u00fcc\u00fcs\u00fc kimi, d\u0259yi\u015fikliyin miqyas\u0131n\u0131 vur\u011fulay\u0131r. \u0130ndi s\u00fcni intellekt reklam optimizasiyas\u0131ndan istifad\u0259 ed\u0259n biznesl\u0259r 2023-c\u00fc il HubSpot t\u0259dqiqat\u0131na g\u00f6r\u0259 orta hesabla ROAS yax\u015f\u0131la\u015fmas\u0131n\u0131 20-50 foiz\u0259 g\u00f6r\u00fcr. Bu evolyusiya \u0259n\u0259n\u0259vi strategiyalar\u0131n yenid\u0259n qiym\u0259tl\u0259ndirilm\u0259sini t\u0259l\u0259b edir v\u0259 davaml\u0131 art\u0131m \u00fc\u00e7\u00fcn s\u00fcni intellektin inteqrasiyas\u0131n\u0131 vur\u011fulay\u0131r.<\/p>\n

S\u00fcni \u0130ntellekt Reklam Optimizasiyas\u0131n\u0131n \u018fsas Komponentl\u0259ri<\/h2>\n

Real Vaxtl\u0131 Performans Analizi: Dinamik Kampaniyalar\u0131n \u018fsas\u0131<\/h3>\n

Real vaxtl\u0131 performans analizi s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131n s\u00fctunu kimi qal\u0131r, bird\u0259n \u00e7ox m\u0259nb\u0259d\u0259n g\u0259l\u0259n m\u0259lumat ax\u0131nlar\u0131n\u0131 emal ed\u0259r\u0259k gecikm\u0259 olmadan h\u0259r\u0259k\u0259t\u0259 ke\u00e7iril\u0259 bil\u0259n fikirl\u0259r t\u0259qdim edir. S\u00fcni intellekt alqoritml\u0259ri istifad\u0259\u00e7i qat\u0131lmas\u0131n\u0131 v\u0259 cihaz tipini kimi d\u0259yi\u015f\u0259nl\u0259ri t\u0259hlil edir, platformalara a\u015fa\u011f\u0131 performansl\u0131 reklamlar\u0131 dayand\u0131rmaq v\u0259 qalibl\u0259ri avtomatik miqyasla\u015fd\u0131rmaq imkan\u0131 verir. M\u0259s\u0259l\u0259n, 2024-c\u00fc ild\u0259 s\u00fcni intellekt al\u0259tl\u0259rind\u0259n istifad\u0259 ed\u0259n p\u0259rak\u0259nd\u0259 brend davaml\u0131 monitorinq vasit\u0259sil\u0259 qat\u0131lmada 35 foiz art\u0131m bildirdi. 2025-ci ild\u0259 bu komponent daha s\u00fcr\u0259tli analiz \u00fc\u00e7\u00fcn k\u0259nar hesablama il\u0259 inteqrasiya olacaq, g\u0259cikl\u0259m\u0259ni millisaniy\u0259l\u0259r\u0259 endir\u0259c\u0259k v\u0259 q\u0259rar q\u0259bulu d\u0259qiqliyini art\u0131racaq.<\/p>\n

Auditoriya Seqmentasiyas\u0131: D\u0259qiq H\u0259d\u0259fl\u0259m\u0259 Yenid\u0259n T\u0259yin Edilir<\/h3>\n

S\u00fcni intellekt t\u0259r\u0259find\u0259n idar\u0259 olunan auditoriya seqmentasiyas\u0131 istehlak\u00e7\u0131 m\u0259lumat d\u0259stl\u0259rini davran\u0131\u015f, demografiya v\u0259 psixografiya \u0259sas\u0131nda inc\u0259 qruplara par\u00e7alay\u0131r. Bu \u0259sas demografiyadan k\u0259nara \u00e7\u0131x\u0131r, maraqlar\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131c\u0131 modell\u0259rd\u0259n istifad\u0259 edir. S\u00fcni intellekt optimizasiya prosesini f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri generasiya ed\u0259r\u0259k yax\u015f\u0131la\u015fd\u0131r\u0131r, m\u0259s\u0259l\u0259n, brauzer tarix\u00e7\u0259si \u0259sas\u0131nda fitness h\u0259v\u0259skarlar\u0131na idman ayaqqab\u0131lar\u0131n\u0131n t\u00f6vsiy\u0259 edilm\u0259si. eMarketer-\u0259 g\u00f6r\u0259, seqmentl\u0259\u015fdirilmi\u015f kampaniyalar seqmentl\u0259\u015fdirilm\u0259mi\u015fl\u0259rd\u0259n 760 foiz daha \u00e7ox g\u0259lir g\u0259tirir. 2025-ci ild\u0259 transformasiya s\u00fcni intellektin s\u0259s v\u0259 vizual axtar\u0131\u015f m\u0259lumatlar\u0131n\u0131 daha inc\u0259 detallar \u00fc\u00e7\u00fcn daxil etm\u0259si il\u0259 realla\u015facaq v\u0259 uy\u011funluq vasit\u0259sil\u0259 \u00e7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131n\u0131 t\u0259min ed\u0259c\u0259k.<\/p>\n

\u00c7evirm\u0259 Nisb\u0259tinin Yax\u015f\u0131la\u015fmas\u0131 Strategiyalar\u0131<\/h2>\n

F\u0259rdil\u0259\u015fdirilmi\u015f Reklam T\u0259klifl\u0259ri: T\u0259sir \u00dc\u00e7\u00fcn M\u0259zmunu Uy\u011funla\u015fd\u0131rmaq<\/h3>\n

S\u00fcni intellekt auditoriya m\u0259lumatlar\u0131ndan istifad\u0259 ed\u0259r\u0259k f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259ri yaratmaqda \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edir v\u0259 f\u0259rdi rezonans yaradan mesajlar yarad\u0131r. Ma\u015f\u0131n \u00f6yr\u0259nm\u0259 modell\u0259ri ke\u00e7mi\u015f qar\u015f\u0131l\u0131ql\u0131 \u0259laq\u0259l\u0259ri t\u0259hlil ed\u0259r\u0259k \u00fcst\u00fcnl\u00fckl\u0259ri proqnozla\u015fd\u0131r\u0131r, dinamik qiym\u0259t g\u00f6st\u0259ricil\u0259ri v\u0259 ya istifad\u0259\u00e7i x\u00fcsusi t\u00f6vsiy\u0259l\u0259r kimi varyasiyalar\u0131 t\u0259klif edir. Bu yana\u015fma Adobe t\u0259r\u0259find\u0259n ke\u00e7iril\u0259n A\/B testl\u0259rind\u0259 15-25 foiz \u00e7evirm\u0259 art\u0131mlar\u0131na s\u0259b\u0259b olub. S\u00fcni intellektin yax\u015f\u0131la\u015fmas\u0131n\u0131 vur\u011fulayaraq, s\u0131naq-x\u0259ta m\u0259rh\u0259l\u0259sini aradan qald\u0131r\u0131r v\u0259 birba\u015fa s\u0259m\u0259r\u0259liliyi art\u0131r\u0131r. 2025-ci ild\u0259 marketinq futuristl\u0259rinin sitatlar\u0131 proqnozla\u015fd\u0131r\u0131r ki, reklamlar\u0131n 70 foizi hiperformal\u0131q f\u0259rdil\u0259\u015fdiril\u0259c\u0259k v\u0259 istehlak\u00e7\u0131 s\u0259yah\u0259tl\u0259rini al\u0131\u015fa ke\u00e7id \u00fc\u00e7\u00fcn problemsiz yollara \u00e7evir\u0259c\u0259k.<\/p>\n

M\u0259lumat \u018fsasl\u0131 Taktiqalar Vasit\u0259sil\u0259 \u00c7evirm\u0259l\u0259ri v\u0259 ROAS-\u0131 Art\u0131rmaq<\/h3>\n

\u00c7evirm\u0259l\u0259ri v\u0259 ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt \u00e7oxd\u0259yi\u015f\u0259n testl\u0259m\u0259 v\u0259 proqnozla\u015fd\u0131r\u0131c\u0131 analitikadan istifad\u0259 ed\u0259r\u0259k y\u00fcks\u0259k d\u0259y\u0259rli f\u00fcrs\u0259tl\u0259ri m\u00fc\u0259yy\u0259n edir. Strategiyalar sosial r\u0259yl\u0259rd\u0259 emosiya analizi daxil olmaqla reklam m\u0259tnini t\u0259kmill\u0259\u015fdirm\u0259yi \u0259hat\u0259 edir v\u0259 WordStream t\u0259r\u0259find\u0259n hesabatla\u015fd\u0131r\u0131lan orta hesabla 28 foiz ROAS art\u0131m\u0131na s\u0259b\u0259b olur. 2024-c\u00fc il keyfiyy\u0259t t\u0259dqiqat\u0131ndan konkret metrikler s\u00fcni intellekt optimalla\u015fd\u0131r\u0131lm\u0131\u015f funnellar t\u0259tbiq etdikd\u0259n sonra bir SaaS \u015firk\u0259tinin 4.2x ROAS \u0259ld\u0259 etdiyini g\u00f6st\u0259rir. Bu taktikalar iterativ t\u0259kmill\u0259\u015fdirm\u0259ni vur\u011fulay\u0131r, burada s\u00fcni intellekt minl\u0259rl\u0259 ssenarini simulyasiya ed\u0259r\u0259k \u00f6m\u00fcrl\u00fck d\u0259y\u0259ri maksimuma \u00e7\u0131xar\u0131r v\u0259 israf\u0131 minimuma endir\u0259n strategiyalar\u0131 m\u00fc\u0259yy\u0259n edir.<\/p>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f B\u00fcdc\u0259 \u0130dar\u0259etm\u0259si: Miqyasda S\u0259m\u0259r\u0259lilik<\/h2>\n

S\u00fcni \u0130ntellekt Resurs B\u00f6l\u00fc\u015fd\u00fcrm\u0259sini Nec\u0259 Avtomatla\u015fd\u0131r\u0131r<\/h3>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k v\u0259saitl\u0259ri performans h\u0259ddl\u0259ri v\u0259 m\u0259qs\u0259dl\u0259r \u0259sas\u0131nda kampaniyalar aras\u0131nda paylay\u0131r. Alqoritml\u0259r ROI-ni real vaxtda qiym\u0259tl\u0259ndirir, b\u00fcdc\u0259l\u0259ri a\u015fa\u011f\u0131 qat\u0131lmal\u0131 kanallardan y\u00fcks\u0259k \u00e7eviricil\u0259r\u0259 k\u00f6\u00e7\u00fcr\u00fcr. M\u0259s\u0259l\u0259n, Facebook Ads Manager kimi platformalar s\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k taklifl\u0259ri g\u00fcnd\u0259lik d\u00fcz\u0259ldir v\u0259 20 foiz CPA azalma \u0259ld\u0259 edir. Bu avtomatla\u015fd\u0131rma marketoloqlar\u0131 strategik planla\u015fd\u0131rma \u00fc\u00e7\u00fcn azad edir v\u0259 \u00fcmumi optimizasiyan\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131r.<\/p>\n

T\u0259tbiqin Faydalar\u0131 v\u0259 Metrikl\u0259ri<\/h3>\n

Faydalar miqyaslana bil\u0259rlik v\u0259 insan x\u0259tas\u0131n\u0131n azald\u0131lmas\u0131 daxildir, metrikler optimalla\u015fd\u0131r\u0131lm\u0131\u015f portfell\u0259r \u00fc\u00e7\u00fcn reklam x\u0259rcl\u0259rind\u0259 40 foiz\u0259 q\u0259d\u0259r q\u0259na\u0259t g\u00f6st\u0259rir, 2023-c\u00fc il Kantar hesabat\u0131na g\u00f6r\u0259. 2025-ci ild\u0259 s\u00fcni intellekt iqtisadi g\u00f6st\u0259ricil\u0259ri daxil ed\u0259r\u0259k proaktiv d\u00fcz\u0259li\u015fl\u0259r t\u0259min ed\u0259c\u0259k v\u0259 bazar oylulanmalar\u0131na qar\u015f\u0131 davaml\u0131l\u0131\u011f\u0131 t\u0259min ed\u0259c\u0259k. Maliyy\u0259 direktorlar\u0131n\u0131n transformasiya sitatlar\u0131 vur\u011fulay\u0131r: ‘S\u00fcni intellekt b\u00fcdc\u0259 al\u0259tl\u0259ri sad\u0259c\u0259 q\u0259na\u0259t edicil\u0259r deyil; onlar qazanc multiplikat\u00f6rlar\u0131d\u0131r.’<\/p>\n

S\u00fcni \u0130ntellekt Optimizasiyas\u0131n\u0131n Real D\u00fcnya T\u0259tbiql\u0259ri: Keyfiyy\u0259t T\u0259dqiqatlar\u0131<\/h2>\n

Apar\u0131c\u0131 Brendl\u0259rd\u0259n U\u011fur Hekay\u0259l\u0259ri<\/h3>\n

Keyfiyy\u0259t t\u0259dqiqatlar\u0131n\u0131n ara\u015fd\u0131r\u0131lmas\u0131 s\u00fcni intellektin m\u0259xfi t\u0259sirini a\u00e7\u0131r. Qlobal e-ticar\u0259t n\u0259h\u0259ngi auditoriya seqmentasiyas\u0131 v\u0259 real vaxtl\u0131 analiz \u00fc\u00e7\u00fcn s\u00fcni intellekti inteqrasiya etdi v\u0259 alt\u0131 ay \u0259rzind\u0259 55 foiz \u00e7evirm\u0259 nisb\u0259ti yax\u015f\u0131la\u015fmas\u0131 v\u0259 3.8x ROAS \u0259ld\u0259 etdi. Ba\u015fqa bir n\u00fcmun\u0259 s\u0259yah\u0259t agentliyinin mobil reklamlara 30 foiz v\u0259saiti yenid\u0259n b\u00f6l\u00fc\u015fdirm\u0259k \u00fc\u00e7\u00fcn avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259sind\u0259n istifad\u0259 etm\u0259si v\u0259 bronlar\u0131 42 foiz art\u0131rmas\u0131d\u0131r. Bu hekay\u0259l\u0259r s\u00fcni intellektin s\u0259nayel\u0259r \u00fczr\u0259 optimizasiyan\u0131 nec\u0259 yax\u015f\u0131la\u015fd\u0131rd\u0131\u011f\u0131n\u0131 g\u00f6st\u0259rir.<\/p>\n

\u018fsas Metrikl\u0259rl\u0259 T\u0259sirin \u00d6l\u00e7\u00fclm\u0259si<\/h3>\n

\u018fsas metrikler kimi CTR (orta hesabla 25 foiz art\u0131m) v\u0259 m\u00fc\u015ft\u0259ri qazanma x\u0259rci (18 foiz azalma) s\u00fcni intellektin effektivliyini t\u0259sdiql\u0259yir. Bunlar\u0131n x\u00fclas\u0259si c\u0259dv\u0259li anlama\u011fa k\u00f6m\u0259k ed\u0259 bil\u0259r:<\/p>\n\n\n\n\n\n\n\n
Metrik<\/th>\nSI-d\u0259n \u018fvv\u0259l Orta<\/th>\nSI-d\u0259n Sonra Orta<\/th>\nYax\u015f\u0131la\u015fma<\/th>\n<\/tr>\n<\/thead>\n
\u00c7evirm\u0259 Nisb\u0259ti<\/td>\n2.5%<\/td>\n3.8%<\/td>\n52%<\/td>\n<\/tr>\n
ROAS<\/td>\n2.1x<\/td>\n3.5x<\/td>\n67%<\/td>\n<\/tr>\n
CPA<\/td>\n$45<\/td>\n$32<\/td>\n29% Azalma<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

Bu n\u00fcmun\u0259l\u0259r strategik q\u0259bul \u00fc\u00e7\u00fcn konkret s\u00fcbut t\u0259qdim edir.<\/p>\n

2025-ci ild\u0259 S\u00fcni \u0130ntellekt Reklam Transformasiyas\u0131nda \u0130r\u0259li Yolun X\u0259rit\u0259l\u0259\u015fdirilm\u0259si<\/h2>\n

2025-ci ild\u0259 g\u0259z\u0259rk\u0259n s\u00fcni intellekt reklam optimizasiyas\u0131n\u0131n g\u0259l\u0259c\u0259yi etik s\u00fcni intellekt istifad\u0259sind\u0259, platformalar aras\u0131 uy\u011funla\u015fmada v\u0259 t\u0259nziml\u0259yici d\u0259yi\u015fiklikl\u0259r\u0259 uy\u011funla\u015fan davaml\u0131 \u00f6yr\u0259nm\u0259 modell\u0259rind\u0259dir. Biznesl\u0259r s\u00fcni intellekt sisteml\u0259rini effektiv n\u0259zar\u0259t etm\u0259k \u00fc\u00e7\u00fcn komandalar\u0131 bacar\u0131q art\u0131rmaq \u00fc\u00e7\u00fcn investisiya etm\u0259lidirl\u0259r. Vizyonerl\u0259rin transformasiya sitatlar\u0131, m\u0259s\u0259l\u0259n, Satya Nadella-n\u0131n: ‘S\u00fcni intellekt yarad\u0131c\u0131lar\u0131 mexanikan\u0131 idar\u0259 ed\u0259rk\u0259n innovasiyaya fokuslanma\u011fa qadir ed\u0259c\u0259k’ t\u0259sdiq edir. Bu elementl\u0259ri prioritetl\u0259\u015fdir\u0259r\u0259k, t\u0259\u015fkilatlar yaln\u0131z cari kampaniyalar\u0131 optimalla\u015fd\u0131rmaqla qalmayaraq, marketinq ekosisteml\u0259rini g\u0259l\u0259c\u0259y\u0259 haz\u0131rla\u015fd\u0131ra bil\u0259n strategiyalar\u0131 icra ed\u0259 bil\u0259rl\u0259r.<\/p>\n

Bu dinamik m\u00fchitd\u0259 Alien Road biznesl\u0259ri s\u00fcni intellekt reklam optimizasiyas\u0131nda ustala\u015fma<\/a>\u011fa y\u00f6n\u0259ld\u0259n \u0259n yax\u015f\u0131 konsaltinq \u015firk\u0259ti kimi qal\u0131r. M\u00fct\u0259x\u0259ssisl\u0259rimiz real vaxtl\u0131 performans analizi, auditoriya seqmentasiyas\u0131 v\u0259 avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259sini inteqrasiya ed\u0259n f\u0259rdil\u0259\u015fdirilmi\u015f h\u0259ll\u0259r t\u0259qdim edir v\u0259 \u00e7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131n\u0131 v\u0259 \u00fcst\u00fcn ROAS-\u0131 t\u0259min edir. Alien Road il\u0259 bu g\u00fcn strategik konsaltasiya \u00fc\u00e7\u00fcn t\u0259r\u0259fda\u015fl\u0131q edin, kampaniyan\u0131z\u0131n tam potensial\u0131n\u0131 a\u00e7\u0131n v\u0259 brendinizi 2025-ci il u\u011furuna yerl\u0259\u015fdirin.<\/p>\n

S\u00fcni \u0130ntellekt Reklam Transformasiyas\u0131 Sitatlar\u0131 Haqq\u0131nda 2025-ci il Tez-Tez Veril\u0259n Suallar<\/h2>\n

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

S\u00fcni intellekt reklam optimizasiyas\u0131 reklam kampaniyalar\u0131n\u0131n s\u0259m\u0259r\u0259liliyini v\u0259 effektivliyini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt texnologiyalar\u0131ndan istifad\u0259ni n\u0259z\u0259rd\u0259 tutur. Bu, m\u0259lumat t\u0259hlili \u0259sas\u0131nda h\u0259d\u0259fl\u0259m\u0259, taklif v\u0259 yarad\u0131c\u0131 d\u00fcz\u0259li\u015fl\u0259r kimi prosesl\u0259ri avtomatla\u015fd\u0131rman\u0131 \u0259hat\u0259 edir v\u0259 daha y\u00fcks\u0259k \u00e7evirm\u0259l\u0259r v\u0259 daha yax\u015f\u0131 ROAS kimi performans metriklerinin yax\u015f\u0131la\u015fmas\u0131na s\u0259b\u0259b olur. 2025-ci ild\u0259 bu platformalara daha d\u0259rind\u0259n inteqrasiya olduqca, \u0259n\u0259n\u0259vi reklam\u0131 proaktiv strategiyalara \u00e7evir\u0259n proqnozla\u015fd\u0131r\u0131c\u0131 qabiliyy\u0259tl\u0259r \u00fc\u00e7\u00fcn \u0259sas olacaq.<\/p>\n

S\u00fcni intellekt reklam optimizasiyas\u0131nda real vaxtl\u0131 performans analizi nec\u0259 i\u015fl\u0259yir?<\/h3>\n

S\u00fcni intellekt reklam optimizasiyas\u0131nda real vaxtl\u0131 performans analizi kampaniya m\u0259lumatlar\u0131n\u0131, m\u0259s\u0259l\u0259n, klikl\u0259ri v\u0259 t\u0259\u0259ss\u00fcratlar\u0131 davaml\u0131 izl\u0259yir v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259sind\u0259n istifad\u0259 ed\u0259r\u0259k trendl\u0259ri v\u0259 anomaliyalar\u0131 d\u0259rhal m\u00fc\u0259yy\u0259n edir. Bu, a\u015fa\u011f\u0131 performansl\u0131lar\u0131 dayand\u0131rmaq kimi d\u0259rhal d\u00fcz\u0259li\u015fl\u0259r\u0259 imkan verir v\u0259 resurslar\u0131n y\u00fcks\u0259k ROI f\u0259aliyy\u0259tl\u0259rin\u0259 b\u00f6l\u00fc\u015fd\u00fcr\u00fclm\u0259sini t\u0259min edir. S\u0259naye proqnozlar\u0131na g\u00f6r\u0259, bu x\u00fcsusiyy\u0259t 2025-ci il\u0259 q\u0259d\u0259r q\u0259rar g\u0259cikl\u0259m\u0259sini 90 foiz\u0259 endir\u0259c\u0259k.<\/p>\n

S\u00fcni intellekt reklam transformasiyas\u0131 \u00fc\u00e7\u00fcn auditoriya seqmentasiyas\u0131 niy\u0259 vacibdir?<\/h3>\n

Auditoriya seqmentasiyas\u0131 vacibdir, \u00e7\u00fcnki istifad\u0259\u00e7il\u0259ri ortaq x\u00fcsusiyy\u0259tl\u0259r \u0259sas\u0131nda qruplara b\u00f6l\u0259r\u0259k d\u0259qiq h\u0259d\u0259fl\u0259m\u0259y\u0259 imkan verir, reklam uy\u011funlu\u011funu v\u0259 qat\u0131lmas\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131r\u0131r. S\u00fcni intellekt bunu b\u00f6y\u00fck m\u0259lumatlar\u0131 mikro-seqmentl\u0259r \u00fc\u00e7\u00fcn emal ed\u0259r\u0259k yax\u015f\u0131la\u015fd\u0131r\u0131r v\u0259 40 foiz\u0259 q\u0259d\u0259r daha y\u00fcks\u0259k \u00e7evirm\u0259 nisb\u0259tl\u0259rin\u0259 s\u0259b\u0259b olur. 2025-ci ild\u0259 transformasiya s\u00fcni intellektin real vaxtl\u0131 davran\u0131\u015f m\u0259lumatlar\u0131n\u0131 dinamik seqmentasiya \u00fc\u00e7\u00fcn daxil etm\u0259si il\u0259 realla\u015facaq.<\/p>\n

S\u00fcni intellektd\u0259n istifad\u0259 ed\u0259r\u0259k \u00e7evirm\u0259 nisb\u0259tl\u0259rini nec\u0259 yax\u015f\u0131la\u015fd\u0131rmaq olar?<\/h3>\n

\u00c7evirm\u0259 nisb\u0259tl\u0259rini yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekt strategiyalar\u0131 avtomatik A\/B testl\u0259ri, istifad\u0259\u00e7i tarix\u00e7\u0259si \u0259sas\u0131nda f\u0259rdil\u0259\u015fdirilmi\u015f reklamlar v\u0259 real vaxtda h\u0259d\u0259f s\u0259hif\u0259l\u0259rinin optimizasiyas\u0131n\u0131 \u0259hat\u0259 edir. Bunlar b\u00f6y\u00fck platformalar\u0131n keyfiyy\u0259t t\u0259dqiqatlar\u0131nca s\u00fcbut edilmi\u015f 20-30 foiz art\u0131mlara s\u0259b\u0259b ola bil\u0259r. Holistik yax\u015f\u0131la\u015fmalar \u00fc\u00e7\u00fcn s\u00fcni intellekti CRM m\u0259lumatlar\u0131 il\u0259 inteqrasiya etm\u0259y\u0259 fokuslan\u0131n.<\/p>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si reklamvericil\u0259r\u0259 nec\u0259 fayda verir?<\/h3>\n

Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f b\u00fcdc\u0259 idar\u0259etm\u0259si reklamvericil\u0259r\u0259 v\u0259saitl\u0259ri \u0259n yax\u015f\u0131 performansl\u0131 reklamlara v\u0259 kanallara dinamik b\u00f6l\u00fc\u015fdirm\u0259kl\u0259 israf\u0131 minimuma endir\u0259r\u0259k v\u0259 ROI-ni maksimuma \u00e7\u0131xararaq fayda verir. Bu, x\u0259rc ehtiyaclar\u0131n\u0131 proqnozla\u015fd\u0131rmaq \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131c\u0131 alqoritml\u0259rd\u0259n istifad\u0259 edir v\u0259 25-35 foiz s\u0259m\u0259r\u0259lilik qazanclar\u0131n\u0131 \u0259ld\u0259 edir. 2025-ci ild\u0259 bu m\u00f6vs\u00fcmi kimi xarici faktorlar\u0131 daxil ed\u0259r\u0259k daha b\u00f6y\u00fck d\u0259qiqlik t\u0259min ed\u0259c\u0259k.<\/p>\n

2025-ci ild\u0259 s\u00fcni intellekt reklam\u0131 \u00fc\u00e7\u00fcn \u0259sas transformasiya sitatlar\u0131 hans\u0131lard\u0131r?<\/h3>\n

\u018fsas transformasiya sitatlar\u0131 Google s\u00fcni intellekt liderinin ‘S\u00fcni intellekt reklam\u0131 g\u00f6r\u00fcnm\u0259z, lakin h\u0259r yerd\u0259 olan ed\u0259c\u0259k’ kimi ekspertl\u0259rd\u0259n g\u0259lir v\u0259 problemsiz inteqrasiyan\u0131 vur\u011fulay\u0131r. Bu sitatlar f\u0259rdil\u0259\u015fdirm\u0259 v\u0259 avtomatla\u015fd\u0131rma do\u011fru h\u0259r\u0259k\u0259tl\u0259ri vur\u011fulay\u0131r v\u0259 il \u0259vv\u0259l strategik planla\u015fd\u0131rma \u00fc\u00e7\u00fcn yol g\u00f6st\u0259rir.<\/p>\n

S\u00fcni intellekt f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rini nec\u0259 yax\u015f\u0131la\u015fd\u0131r\u0131r?<\/h3>\n

S\u00fcni intellekt istifad\u0259\u00e7i m\u0259lumat n\u00fcmun\u0259l\u0259rini t\u0259hlil ed\u0259r\u0259k f\u0259rdil\u0259\u015fdirilmi\u015f reklam t\u0259klifl\u0259rini yax\u015f\u0131la\u015fd\u0131r\u0131r v\u0259 m\u0259hsul t\u00f6vsiy\u0259l\u0259ri v\u0259 ya mesaj tonlar\u0131 kimi uy\u011fun m\u0259zmun t\u00f6vsiy\u0259 edir. Bu, uy\u011funlu\u011fu art\u0131r\u0131r v\u0259 t\u0259dqiqatlar 15 foiz daha y\u00fcks\u0259k qat\u0131lma g\u00f6st\u0259rir. 2025-ci ild\u0259 generativ s\u00fcni intellekt an\u0131nda x\u00fcsusi vizuallar yaradacaq.<\/p>\n

S\u00fcni intellekt reklam optimizasiyas\u0131 \u00fc\u00e7\u00fcn hans\u0131 metrikler izl\u0259nilm\u0259lidir?<\/h3>\n

\u018fsas metrikler ROAS, CPA, CTR v\u0259 \u00e7evirm\u0259 nisb\u0259tl\u0259rini \u0259hat\u0259 edir. S\u00fcni intellekt al\u0259tl\u0259ri bunlara \u00fc\u00e7\u00fcn panel t\u0259qdim edir, u\u011furun g\u00f6st\u0259ricisi kimi 3x ROAS kimi standartlar. M\u00fcnt\u0259z\u0259m izl\u0259m\u0259 davaml\u0131 t\u0259kmill\u0259\u015fdirm\u0259 t\u0259min edir.<\/p>\n

2025-ci ild\u0259 ROAS-\u0131 art\u0131rmaq \u00fc\u00e7\u00fcn s\u00fcni intellekti niy\u0259 inteqrasiya etm\u0259k?<\/h3>\n

S\u00fcni intellekti inteqrasiya etm\u0259k ROAS-\u0131 m\u0259lumat \u0259sasl\u0131 q\u0259rarlar vasit\u0259sil\u0259 h\u0259r kampaniya elementini optimalla\u015fd\u0131raraq 50 foiz\u0259 q\u0259d\u0259r art\u0131r\u0131r. 2025-ci il transformasiyas\u0131 a\u015fa\u011f\u0131 performans\u0131<\/a>n qar\u015f\u0131s\u0131n\u0131 almaq \u00fc\u00e7\u00fcn proqnozla\u015fd\u0131r\u0131c\u0131 ROAS modell\u0259\u015fdirm\u0259sin\u0259 fokuslanacaq.<\/p>\n

S\u00fcni intellekt reklam optimizasiyas\u0131na nec\u0259 ba\u015flamaq olar?<\/h3>\n

Ba\u015flamaq \u00fc\u00e7\u00fcn cari al\u0259tl\u0259ri qiym\u0259tl\u0259ndirin, s\u00fcni intellekt uy\u011fun platformalar\u0131 se\u00e7in v\u0259 ki\u00e7ik kampaniyalar\u0131 pilot edin. Komandalar\u0131 interpretasiya \u00fcz\u0259rind\u0259 t\u0259liml\u0259 \u015fax\u0259 seqmentasiya v\u0259 analizd\u0259 tez q\u0259l\u0259b\u0259l\u0259r\u0259 h\u0259d\u0259fl\u0259yin.<\/p>\n

S\u00fcni intellekt reklam transformasiyas\u0131nda hans\u0131 \u00e7\u0259tinlikl\u0259r yaran\u0131r?<\/h3>\n

\u00c7\u0259tinlikl\u0259r m\u0259lumat m\u0259xfilik narahatl\u0131qlar\u0131, alqoritm q\u0259r\u0259zl\u0259ri v\u0259 inteqrasiya m\u00fcr\u0259kk\u0259blikl\u0259rini \u0259hat\u0259 edir. Bunlar\u0131 etik qaydalar v\u0259 m\u00f6hk\u0259m testl\u0259m\u0259 vasit\u0259sil\u0259 h\u0259ll edin ki, 2025-ci il\u0259 q\u0259d\u0259r uy\u011fun v\u0259 effektiv t\u0259tbiq t\u0259min olunsun.<\/p>\n

S\u00fcni intellekt \u00e7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131na nec\u0259 t\u0259sir edir?<\/h3>\n

S\u00fcni intellekt istifad\u0259\u00e7i niyy\u0259tini proqnozla\u015fd\u0131raraq v\u0259 funnelleri sad\u0259l\u0259\u015fdir\u0259r\u0259k \u00e7evirm\u0259 nisb\u0259tinin yax\u015f\u0131la\u015fmas\u0131na t\u0259sir edir v\u0259 orta hesabla 25 foiz qazanclar \u0259ld\u0259 edir. O, s\u00fcrtkl\u0259ri avtomatik aradan qald\u0131r\u0131r.<\/p>\n

W<\/p>\n","protected":false},"excerpt":{"rendered":"

2025-ci ild\u0259 S\u00fcni \u0130ntellekt Reklam Transformasiyas\u0131n\u0131n Strategik \u00dcmumi Bax\u0131\u015f\u0131 R\u0259q\u0259msal reklam land\u015faft\u0131 s\u00fcni intellekt t\u0259r\u0259find\u0259n idar\u0259 olunan d\u0259rin d\u0259yi\u015fikliy\u0259 m\u0259ruz qal\u0131r, bu da misilsiz s\u0259m\u0259r\u0259lilik v\u0259 effektivlik v\u0259d edir. 2025-ci il\u0259 yax\u0131nla\u015fd\u0131qca, s\u00fcni intellekt reklam optimizasiyas\u0131 bu transformasiyan\u0131n \u0259sas\u0131n\u0131 t\u0259\u015fkil edir v\u0259 marketoloqlara kampaniya performans\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131rmaq \u00fc\u00e7\u00fcn m\u0259lumat \u0259sasl\u0131 fikirl\u0259rd\u0259n istifad\u0259 etm\u0259y\u0259 imkan verir. S\u0259naye […]<\/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":[1181],"tags":[546],"class_list":["post-46080","post","type-post","status-publish","format-standard","hentry","category-ai-advertising-optimization-2","tag-ai-3"],"acf":[],"_links":{"self":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/46080","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=46080"}],"version-history":[{"count":1,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/46080\/revisions"}],"predecessor-version":[{"id":46081,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/posts\/46080\/revisions\/46081"}],"wp:attachment":[{"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/media?parent=46080"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/categories?post=46080"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/alienroad.com\/az\/wp-json\/wp\/v2\/tags?post=46080"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}