Kutsatsa kwadongosolo kwakhala injini yomwe imagwiritsa ntchito ndalama zambiri za digito masiku ano. M'malo mokambirana pawokha zotsatsa malonda, ogulitsa tsopano amadalira makina odzipangira okha omwe amagula ndikugulitsa zinthu mu milliseconds kufananiza malonda oyenera ndi omvera oyenera pa nthawi yoyenera.
Apa ndi pamene zinthu zimakhala zosangalatsa: nzeru zopanga (AI) yatengera makinawo kupita kumlingo winanso. Sikulinso za kuyitanitsa mwachangu; ndi za kulosera zolinga, kusanthula khalidwe, ndi optimizing kulenga pa ntchentche. Zida za AI tsopano zimapangitsa kutsatsa kwamadongosolo kukhala kwanzeru, kowonda, komanso kopindulitsa.
M'mawu osavuta, zida izi zimagwiritsa ntchito ma algorithms ophunzirira pamakina kukonza mamiliyoni a mfundo kuchokera pakusakatula kupita kumitundu yazida ndikusintha makampeni mwamphamvu. Chotsatira? Zotsatsa zomwe zimafika kwa anthu omwe ali okonzeka kuchita nawo kapena kugula, m'malo mowononga malingaliro pa anthu omwe sangasinthe.
Ndipo manambala amatsimikizira izo. Malingana ndi Statista, pafupifupi 88% ya ndalama zonse zowonetsera zowonetsera digito zidzakhala zadongosolo pofika 2026, makamaka chifukwa AI ikupanga machitidwewa bwino kuposa kale lonse.
Mu bukhuli, tiwona zida zabwino kwambiri za AI zotsatsira mwadongosolo mapulatifomu omwe amayendetsa ROI yabwinoko, kulunjika mwanzeru, komanso kukhathamiritsa kampeni munthawi yeniyeni. Mudzawona momwe chilichonse chimagwirira ntchito, komwe chikukwanira pamalingaliro anu otsatsa, komanso momwe ma brand akugwiritsira ntchito kale kuti akhale patsogolo pamapindikira.
Tiyeni tiwononge.
TL;DR 🖋
Kutsatsa kwamapulogalamu kwapitilira kukhathamiritsa motsogozedwa ndi anthu. Masiku ano, AI imayendetsa kuyitanitsa mwanzeru, kulunjika kwambiri, ndi ROI yapamwamba - zonse ndi kuyeserera pang'ono. Koma ndi zida zambiri zomwe zimati zili ndi mphamvu za "AI-powered", ndi ziti zomwe zimapereka?
Zida Zapamwamba za AI Zotsatsa Mwadongosolo:
- Malo Odyera -Zidziwitso zenizeni zenizeni komanso kulunjika kolondola
- Adobe Advertising Advertising - Makina opangira ma cross-channel ndi ma analytics olosera
- Google DV360 - Kuphatikiza kwakuya kwa data komanso kukhathamiritsa kwapamwamba
- Albert - Pulatifomu yodziyimira yokha yotsatsa malonda
- Quantcast - Mawonekedwe a omvera oyendetsedwa ndi AI ndi kulosera
- Choyipa - DSP Yosavuta yokhala ndi makina anzeru a SMB
- AdRoll - Kusintha kwaumwini kwa AI ndikubwezeretsanso
Zomwe Zimapangitsa AI Kukhala Yovuta Pakugula kwa Programmatic Media?
Pachimake, kutsatsa kwadongosolo kumakhudza zokha - koma AI imapereka zokhazo luntha. M'malo mongopereka ndalama mwachangu kuposa momwe munthu angachitire, AI imaphunzira amene mawonetseredwe oyenera kuperekedwa, pamene kuyitanitsa, ndi zingati kuwononga kuti mupeze zotsatira zabwino kwambiri.
Makina ophunzirira amasanthula zomwe amachita - kudina, nthawi yokhalamo, mbiri yogulira, ngakhalenso zizindikiro monga nthawi yatsiku kapena mtundu wa chipangizo - kulosera zomwe munthu akufuna. Izi zimathandiza otsatsa kuti afikire anthu oyenera omwe akupikisana nawo asanazindikire mwayiwo.
Malinga ndi McKinsey, makampani omwe amagwiritsa ntchito zolinga zoyendetsedwa ndi AI pamakampeni otsatsa amatha kuwona mpaka 30% kusintha kwa ROI poyerekeza ndi njira zachikhalidwe. Ndiko kusiyana pakati pa kuyendetsa malonda ndi kuyendetsa malonda anzeru.
AI imathandizanso kukhathamiritsa kosalekeza. Ma algorithms amasintha mabidi ndi kuyika mu nthawi yeniyeni, kuphunzira kuchokera ku data yomwe imachitika ikabwera. Chiwonetsero chilichonse chimadyetsa chitsanzocho, kukonza zolosera zam'tsogolo komanso kukulitsa luso pakapita nthawi.
Ubwino waukulu wogwiritsa ntchito AI kwa Otsatsa
- Precision Targeting: AI imazindikiritsa zigawo zazing'ono kutengera zolinga ndi machitidwe, osati kuchuluka kwa anthu. Zimamvetsetsa chifukwa ogwiritsa ntchito, osati chabe amene ali.
- Kutsatsa Mwanzeru: Deta yanthawi yeniyeni imalola ma algorithms kusintha mabidi nthawi yomweyo, kuchepetsa ndalama zomwe zawonongeka komanso kuyang'ana bajeti pa malo ochita bwino kwambiri.
- Kukhathamiritsa Kwamphamvu: AI imadziyesa yokha ndikusintha opanga, kutumiza mauthenga, ndi kuyitanira kuchitapo kanthu pagulu lililonse la omvera.
- Liwiro ndi Sikelo: Zomwe zidatenga maola ambiri pakusanthula pamanja tsopano zikuchitika m'masekondi - pazithunzi mamiliyoni ambiri.
- Kuneneratu Bwino: Ma analytics olosera amathandiza otsatsa kuneneratu zotsatira za kampeni asanayambe, kupulumutsa nthawi ndi bajeti.
Chitsanzo: Momwe AI Inasinthira Njira Yotsatsa Yamtundu Wapakati
Tengani mtundu wa DTC skincare womwe unasintha kuchoka ku kukhathamiritsa kwamanja kupita ku nsanja ya AI-powered demand-side platform (DSP). Kusintha kusanachitike, mtengo wawo pakugula (CPA) udazungulira $42. Pambuyo pa miyezi itatu yogwiritsa ntchito kuyitanitsa molosera komanso kutsanzira omvera, CPA idatsika mpaka $28 - kutsika kwa 33% - pomwe kutembenuka konse kudalumpha ndi 40%.
Kodi chinasintha n’chiyani? AI idaphunzira kuti ndi machitidwe ati a ogwiritsa ntchito omwe nthawi zambiri amagula asanagule ndikuyikanso bajeti kwa anthu omwewo. Ndiko kukhathamiritsa palibe gulu la anthu lomwe lingathe kuchita pamlingo waukulu.
Zida Zapamwamba za AI Powering Programmatic Advertising mu 2025
Mawonekedwe adongosolo oyendetsedwa ndi AI asintha mwachangu. Zomwe kale zinali ma DSP apadera owerengeka tsopano ndi msika wodzaza ndi nsanja pogwiritsa ntchito ma aligorivimu otsogola, kulosera zam'tsogolo, ndi kuphunzira pamakina kuti mupambane mpikisano.
M'munsimu muli ena mwa othandiza kwambiri Zida za AI zotsatsa mwadongosolo - Iliyonse ili ndi mphamvu zapadera kutengera kukula kwa bizinesi yanu, bajeti ya zotsatsa, komanso momwe mumaonera mayendedwe.
1. The Trade Desk - Advanced Data ndi Predictive Optimization
The Trade Desk ikadali imodzi mwazinthu zazikulu kwambiri padziko lonse lapansi. Injini yake ya AI, Choncho, imasanthula ma data ochuluka pamatchanelo - zowonetsera, makanema, zomvera, ndi ma TV olumikizidwa - kuti ziwongolere zisankho zanzeru zotsatsa.
- Core mphamvu: Zolosera zam'tsogolo komanso kulosera koyendetsedwa ndi data komwe kumasintha munthawi yeniyeni.
- Ubwino wa Koa: Imaphunzira kuchokera ku mabiliyoni a zowonera tsiku lililonse, kudzizindikiritsa okha kuphatikiza kothandiza kwambiri kwa omvera, zida, ndi zochitika.
- Okonzeka bizinesi: Zimaphatikizana mosagwirizana ndi mtundu waukulu komanso agency ntchito, kuzipangitsa kukhala zabwino kwa otsatsa padziko lonse lapansi.
Malinga ndi eMarketer, The Trade Desk imayang'anira 10% ya ndalama zomwe zimagwiritsidwa ntchito potsatsa padziko lonse lapansi, kutsindika kutengedwa kwake kofala.
Chitsanzo:
Malonda akuluakulu adagwiritsa ntchito kukhathamiritsa kwa Koa kuti akonzenso makampeni ake osiyanasiyana. Mkati mwa masiku 60, kutembenuka kwasintha ndi 27%, pamene mtengo uliwonse wogula unatsika 22% - popanda kuwonjezeka kwa bajeti.
2. Google Display & Video 360 (DV360)
Monga gawo la Google Marketing Platform, DV360 imapatsa otsatsa kuwongolera kogwirizana pakukonzekera kampeni, kupanga, ndi kusanthula. Injini yake ya AI imapatsa mphamvu kuyitanitsa, kuyesa mwaluso, komanso kulunjika kwa omvera munthawi yeniyeni.
- Chifukwa chiyani zikuwonekera: Kuphatikizana kolimba ndi Google Analytics 4 (GA4) ndi Woyang'anira kampeni 360, kupangitsa kuti pakhale mawonekedwe ozama panjira.
- Kutsatsa Mwanzeru: Amagwiritsa ntchito Google mitundu yophunzirira makina kuti muwongolere mawonekedwe pazida ndi mitundu.
- Transparency: Amapereka zidziwitso zatsatanetsatane pamawonekedwe owoneka bwino komanso mawonekedwe.
Stat: Njira za Google zatha 70% ya zowonera padziko lonse lapansi, kupanga DV360 kukhala nsanja yofunika kwambiri yotsatsira yoyendetsedwa ndi AI kuti ifike.
Zoyenera: Mabizinesi akuluakulu, mabungwe, ndi mtundu omwe adayika kale ndalama mu Google ecosystem.
3. Adobe Advertising Cloud - Unified AI ndi Cross-Channel Intelligence
Kumangidwa Adobe Sensei, dongosolo la kampani la AI, Adobe Advertising Advertising imalumikiza kutsatsa kwadongosolo, kusaka, kucheza, ndi kutsatsa pa TV pansi pa denga limodzi.
- Mphamvu ya AI: Sensei amazindikiritsa omvera omwe akuchita bwino kwambiri ndipo amalosera zotsatsa zabwino pamakanema onse.
- Kuyesa Mwaluso: Kuyesera kwa A / B kwa mauthenga ndi zowoneka.
- Kuneneratu: Mitundu yolosera za ROAS, kufikira, ndi kutembenuka mtima.
Kafukufuku waposachedwa wa Adobe wapezeka Makampeni okongoletsedwa ndi AI adafika mpaka 25% apamwamba ROI poyerekeza ndi kukhathamiritsa kozikidwa pa malamulo.
Chitsanzo: Kampani yazachuma idagwiritsa ntchito kulosera kwamphamvu kwa Adobe kwa AI kuyembekezera kukwera kwanyengo, kupititsa patsogolo malonda ndi 18%.
4. StackAdapt - Contextual and Native Ad Intelligence
StackAdapt ndi DSP yodzipangira yokha yopangidwira otsatsa kukula ndi mabizinesi apakati omwe amafuna AI yapamwamba popanda zovuta zamabizinesi.
- Zofunikira za AI: Kulunjika kwa Contextual, Contextual Modelling, ndi dynamic Creative optimization (DCO).
- Cross-Channel Reach: Imathandizira mbadwa, zowonetsera, makanema, ndi zotsatsa zolumikizidwa pa TV.
- Kugwiritsa Ntchito Mosavuta: Dashboard yowoneka bwino yokhala ndi malipoti owonekera komanso kuwongolera bajeti.
Zithunzi za StackAdapt makina ophunzirira makina amasanthula mosalekeza zomwe zikuchitika, osati kuchuluka kwa anthu omvera, kuthandiza ma brand kuti afike kwa ogwiritsa ntchito m'malingaliro oyenera.
Chitsanzo: Kampani ya SaaS idagwiritsa ntchito mawonekedwe a StackAdapt a AI kulunjika ogwiritsa ntchito powerenga za zida zodzipangira okha - kudula mitengo yogulira ndi 20% kwinaku akuwirikiza kawiri voliyumu yotsogolera.
5. Quantcast - Predictive Audience Modeling at Scale
Quantcast Ara AI Engine imapangidwa kuti imvetsetse nthawi yeniyeni ya omvera. Imasanthula mabiliyoni a ma siginecha a pa intaneti tsiku lililonse kuti adziwe zolinga, kuyeza kukweza kokwezeka, ndi zotsatira zolosera.
- Mphamvu Za data: Imagwiritsa ntchito deta yachipani choyamba kuti iwonetsere omvera.
- Malingaliro Olosera: Imayembekezera omvera omwe angatembenuke asanalowe m'mafano.
- Chitetezo cha Brand: Njira zomangidwira kuti zizindikire zachinyengo ndikutsata.
Stat: Zambiri za Quantcast 100 miliyoni pa intaneti, ndikupangitsa kuti ikhale imodzi mwa zida za AI zolemera kwambiri pazachilengedwe.
Chitsanzo:
Mtundu wapakatikati wa eCommerce umagwiritsa ntchito zidziwitso zowonera za Quantcast kuti awonjezere kampeni ku North America, zomwe zidapangitsa kuti pakhale chiwongola dzanja chambiri. 38% yowonjezera ROAS ndi kutsika kwa 25% pazowonera zomwe zidawonongeka.
Momwe AI Imakulitsira Gawo Lililonse la Pulogalamu Yotsatsa Malonda
AI sikuti imangopangitsa kuyitanitsa mwanzeru - imasintha fupa lonse. Kuchokera pakupeza omvera mpaka kusanthula zotsatira, gawo lililonse la kutsatsa kwamapulogalamu tsopano likuyenda ndi makina anzeru. Tiyeni tiwone momwe AI imakulitsira gawo lililonse.
Kupeza Omvera ndi Kugawa
AI isanachitike, magawo a omvera anali ambiri - zaka, jenda, malo. Tsopano izo zoyendetsedwa ndi cholinga.
Zida za AI zimasanthula zidziwitso zamakhalidwe (zomwe ogwiritsa ntchito amasakatula, kusaka, kapena kugula), data yanthawi zonse (zinthu zomwe amadya), ndi mbiri ya zomwe ogwiritsa ntchito amalosera amene angathe kuchitapo kanthu.
- Kuphunzira kwa makina kumasonkhanitsa omvera kukhala magawo ang'onoang'ono kutengera kufanana kwamakhalidwe.
- Zolosera zolosera zamagulu azisintha kwambiri.
- AI imaphatikiza deta ya chipani choyamba ndi yachitatu kuti ikonzenso omvera omwe amafanana.
Chitsanzo:
Mtundu wina wapaulendo umagwiritsa ntchito mawonekedwe a The Trade Desk's AI pogawa "ofunafuna ulendo" - ogwiritsa ntchito omwe amawerenga mabulogu oyendayenda, amawona zida zamapiri, komanso kufufuza maulendo apaulendo. Kutembenuka kunakwera 31% mkati mwa milungu itatu.
Stat: Kafukufuku wa Salesforce akuwonetsa Gawo lokhazikitsidwa ndi AI litha kukulitsa kuchita nawo kampeni mpaka 40%.
Kutsatsa Kwanthawi Yeniyeni ndi Kukhathamiritsa
AI yafotokozanso momwe kuyitanitsa kumachitika. Sichimatsatiranso malamulo osasunthika - chimaphunzira ndikusintha munthawi yeniyeni.
- Ma aligorivimu amawunika zomwe zimachitika mumasekondi, kuyeza zinthu monga mtengo, nthawi, ndi chipangizo.
- Mitundu yolosera zamabizinesi imasintha ndalama zokha kutengera kuthekera kwa kutembenuka.
- Kuyankha mosalekeza kumapangitsa kuti kampeni ipite patsogolo.
Stat: Malinga ndi Deloitte, Kutsatsa koyendetsedwa ndi AI kumatha kuchepetsa mtengo pakudina kulikonse (CPC) ndi 20-25% poyerekeza ndi njira zamanja.
Kuthamanga ndi kulondola kwa AI kumatanthauza kuti mumawononga ndalama zochepa pazowoneka zosafunikira komanso zambiri zomwe zimafunikira.
Kupanga Mwamakonda
Kukhathamiritsa kwachilengedwe ndipamene AI imawonjezera kukhudza kofanana ndi munthu - pamlingo.
kugwiritsa Dynamic Creative Optimization (DCO), Zida za AI yesani masauzande ambiri otsatsa nthawi imodzi. Amazindikira kuti ndi zithunzi ziti, mitu, ndi ma CTA omwe amagwirizana ndi magawo osiyanasiyana omvera.
- Amakonza mauthenga potengera kuchuluka kwa anthu, zokonda, kapena nkhani (monga nthawi kapena nyengo).
- Amaphunzira kuchokera ku data yokhudzana kuti apititse patsogolo magwiridwe antchito pakapita nthawi.
- Imathandizira hyper-personalization popanda kuyesa pamanja.
Chitsanzo:
Mtundu wobweretsera zakudya umagwiritsa ntchito StackAdapt's AI popereka zotsatsa makonda malinga ndi malo ndi nthawi - kuwonetsa "zolakalaka zausiku?" mauthenga pambuyo pa 10 PM. CTR idalumpha 47% m'milungu iwiri.
Kusanthula Kwakampeni ndi Kuphunzira Molosera
Kampeni ikatha, AI siyisiya kugwira ntchito. Imatembenuza zidziwitso zamachitidwe kukhala zolosera zam'tsogolo zamakampeni.
- Imazindikiritsa zomwe zidagwira ntchito (ndi zomwe sizinachite).
- Imazindikira kuyika kosachita bwino koyambirira kothamanga kwamtsogolo.
- Kuneneratu momwe kupanga, tchanelo, kapena kusintha kwa omvera kungakhudzire ROI.
Zolosera zolosera izi zikutanthauza kuti kampeni iliyonse imakhala yanzeru kuposa yomaliza - kutembenuza malonda kukhala a njira yophunzirira mosalekeza.
Stat: Gartner akuti otsatsa omwe amagwiritsa ntchito ma analytics oyendetsedwa ndi AI amakwaniritsa kufika ku 35% kubweza kwapamwamba pazogulitsa zapa media chaka ndi chaka.
Kutsiliza
Tiyeni tikhale oona mtima mzere pakati pa "kukhathamiritsa pamanja" ndi "kulondola koyendetsedwa ndi makina" sulinso wovuta. Zapita. AI tsopano ili pachimake chotsatsa mwadongosolo, ndikuyendetsa chilichonse kuchokera pakuyitanitsa mwanzeru kupita kumagulu akuthwa a omvera. Zida zomwe takambirana Albert ndi Malo Odyera ku Google DV360 ndi Adobe Advertising Advertising - Osamangopanga ntchito zokha. Amasintha ndi kampeni iliyonse, kuphunzira kuchokera ku zochitika zenizeni, kukonza njira zopangira, ndikuthandizira ma brand kuti amvenso ngati anthu.
Kusintha sikungokhudza magwiridwe antchito. Ndi pafupi luntha pamlingo - kugwiritsa ntchito ma aligorivimu kuti musalowe m'malo mwaukadaulo, koma kuti muwonjezere. Otsatsa omwe amakumbatira AI koyambirira akuwona kale phindu lake: kulondola kulunjika bwino, kuchepetsedwa kuwononga zotsatsa, ndi makampeni omwe amalumikizana.
Apa pali chinthu - tsogolo la zotsatsa silikhala la owononga ndalama zambiri. Idzakhala ya otengera anzeru kwambiri. Iwo omwe amaphatikiza zidziwitso ndi nthano, zodziwikiratu ndi njira, ndi kuzindikira kwa AI ndi chidziwitso chamunthu adzakhala nawo zaka khumi zikubwerazi zakukula kwa digito.














