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Morganstanley
RESEARCHAsiAPAciFicINsigHt
September14,202609:33PMGMT
China'sAIPath
ConsumerAI:Beyondthe
ChatbotRace
Chinaleadsglobal2CAIadoptionthankstostrongdistributionandclearusecases.WhilestandaloneAI-nativeappscaptureearlymindshare,in-appAIoffersbetterROI.WeseeAI
acceleratingexistingmobile-internetmonetizationandestimateaRmb300bnChina2CAImonetizableTAMby2030.
Alphawise回
Chinaisaheadattheconsumer-adoptionlayer,drivenbydistributionanduse-casefit.OurAlphaWisesurveyshows80%weeklypersonalAIusageinChinavs.
54%intheUS.Basicaccessisfreeinbothmarkets,butChina'sadvantageisthat
freeaccessiscoupledwithecosystemdistribution,CNYcampaignsandabroader
rangeofeverydayusecases.AIisridinganalreadymaturemobile-internetlayerandisincreasinglyembeddedintoexistingapps.
AI-nativeappswinearlyconsumermindshare,butin-appAIhasbetterROI.
ByteDance'sDoubaoremainstheclearAI-nativeappleader,at~400mnMAU,butourAlphaWisesurveyalsoshowsthatmulti-homingisdeepeningratherthanfading.Wecontinuetopreferin-appassistantsoverAI-nativeapps,fromaneconomic
perspective,becausein-appassistantscanmonetizeexistingtraffic,proprietarydata,permissions,merchantsupplyandpayment/fulfillmentwithoutrebuildinguser
habitsfromscratch.ThenextcompetitivemetricshouldincreasinglymovefromMAUtotaskcompletion,AI-attributedconversion,andGMV.
Weestimate~Rmb300bnofChina2CAImonetizableTAMby2030.Unlike
traditionalinternetplatforms,whichbenefitfromhighfixedcostsandlowmarginalcosts,AIproductsfaceastructurallydifferentcostcurve–everyadditionalqueryconsumesinferencecompute.WeviewconsumerAIprimarilyasanaccelerantforexistingmobile-internetrevenueratherthanastandalonerevenuepool.Wesize
China's2CAImonetizableTAMof~Rmb300bnby2030,with99%comingfrommerchant-sideintentmonetization.
Stockimplications–favordistributionandverticalexecution;staydisciplinedonstandalone-appspend.WefavorTencent(WeChatmoatlooksmorelikelytobe
enhancedthandisplacedbyDoubao)andverticalleaders(Meituan,Taobao,OTA,etc.)whoseexistingproductsalreadyowndemand,dataandexecution,where
incrementalacquisitioncostislowandconversioncanbemeasured.BABAremainsourtoppickgivenitsfull-stackAIcapabilities,butourviewspecificallyonits
consumerAIinitiativesismorebalanced:Taobao/QwenShoppingAssistantandthebroadercommercestackarestrategicallyattractive,whiletheeconomicsofheavystandaloneQwen-appinvestmentwarrantcontinueddiscipline.Wearemore
cautiousonBaidu,TMEandiQIYIbecauseAIcandisrupttheircorebusiness–search,musicandvideocontentcreation.
MoRGANSTANLEyAsiALimiTED+
GaryYu
EquityAnalyst
Gary.Yu@
+8522848-6918
KathyZhu
ResearchAssociate
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+8523963-2618
EddyWang,CFA
EquityAnalyst
Eddy.Wang@
+8522239-7339
RebeccaXu
EquityAnalyst
Rebecca.Xu@
+8522848-7359
JoanneLau
ResearchAssociate
Joanne.CY.Lau@
+8523963-1592
AndyMeng,CFA
EquityAnalyst
Andy.Meng@
+8522239-7689
YangLiu
EquityAnalyst
Yang.Liu@
+8522239-1911
TomTang
EquityAnalyst
Tom.Tang@
+8523963-1860
LydiaLin
EquityAnalyst
Lydia.Lin@
+8522239-1572
CHiNAINTERNETANDOTHERSERvicEs
AsiaPacific
IndustryViewAttracti∨e
MorganStanleydoesandseekstodobusinesswith
companiescoveredinMorganStanleyResearch.Asaresult,investorsshouldbeawarethatthefirmmayhaveaconflictofinterestthatcouldaffecttheobjectivityofMorganStanley
Research.InvestorsshouldconsiderMorganStanley
Researchasonlyasinglefactorinmakingtheirinvestmentdecision.
Foranalystcertificationandotherimportantdisclosures,refertotheDisclosureSection,locatedattheendofthisreport.
+=Analystsemployedbynon-U.S.affiliatesarenotregisteredwithFINRA,maynotbeassociatedpersonsofthememberandmaynotbesubjecttoFINRArestrictionson
communicationswithasubjectcompany,publicappearancesandtradingsecuritiesheldbyaresearchanalystaccount.
2
Morganstanley
RESEARCH
AslAPAclFlclNslGHT
OurThesisinCharts
Exhibit1:OurThesisinCharts
Source:MorganStanleyResearchEstimates.
Exhibit2:Tencent/WeChatecosystem
Source:MorganStanleyResearch.Tencent.1.Since4Q19,2.In2024,3.In4Q25.
Morganstanley
RESEARCH
AsiAPAciFicINsiGHt
MoRGANSTANLEyREsEARcH3
ExecutiveSummary
Whatthemarkethadassumed…
•AI-nativeappswillbecomethedominantconsumerAIentrypoint.
•ConsumerAImonetizationwillmainlyresembleUSfreemiumsoftware:paidsubscriptionsfirst,withadvertisingaddedlater.
•Thebestfoundationmodelshoulddeterminetheconsumerwinner.
•AI-nativeappsarethemaindisruptionthreattoincumbentsapps.
Whatouranalysisrevealsinstead…
•Distributionanduse-casefitexplainmoreofChina’sconsumer-adoptionleadthanfrontier-modelsuperiority.BasicaccessisfreeinbothChinaandtheUS;
Chinahascombineditwithstrongerecosystemdistribution,CNYpromotionsandabroadersetofdaily-usescenarios.OurAlphaWisesurveyshowsweeklypersonalAIuseat80%inChinavs.54%intheUS.ChinapersonalAIdaily-usescenarios
remainconcentratedininformation,creation,decisionsupportand,increasingly,commerce-relatedtasks.
•AIhasalsodiffusedfasterthanmobileinternetdidatacomparablestage.
China’sgenerative-AIuserbaserosefrom~249mninDec-2024to~602mninDec-2025,consistentwithAIscalingasasoftwarelayerontopofanalreadymaturemobileinfrastructure.
•AI-nativeappsareefficientatusereducationandtop-of-funnelintentcapture,butmulti-homingisacceleratingratherthanfading.QuestMobileJulydatashowDoubaoat~399mnmonthlyaverageusers(MAU),Qwen~161mn,DeepSeek
~124mnandYuanbao~51mn;64%ofourAlphaWisesurveyrespondentsusedfiveormoretools,whichkeepsswitchingcostslowandlimitswinner-take-all
economics.
•In-appAIassistantshavetheclearestnear-termROIbecausetheystartwithexistingtraffic,dataandexecutionrights.Tencentillustratesthedistinction.OurAlphaWisesurveyshows83%past-monthusageofin-appAI;75%of
respondentsfindAIsearch/chatbotfeaturesinshoppingappsuseful,and57%saythesefeatureswouldmakethempurchasemoreoften.Tencentillustratesthe
distinction:Yuanbaoremainssubscaleasastandaloneapp,whileWeChat’ssocialgraph,MiniProgramsandpaymentsgiveAIamuchstrongerpathtotask
completionandmonetizationinsidethecoreapp.
•WeviewconsumerAIasanacceleratortoexistinginternetmonetization.Weestimate~Rmb300bnofChina2CAImonetizablerevenueTAMby2030E,with~99%comingfrommerchant-fundedintentmonetizationthroughadvertisingandAI-attributedtransactioncommissions.Becausemuchofthatrevenuealready
existstoday,theincrementalupsidecomesfrombetterconversion,monetizationandsharegains.In-appAIcanstillearnattractivereturnsbecauseitleveragesanexistinguserbaseanddistribution.
•Theread-throughisthereforemorefavorableforcompaniesthatcanembedAI
Morganstanley
RESEARCH
AsiAPAciFicINsiGHt
4
intoexistingcommerceandworkflowsratherthanrelyonheavyinvestmentin
standaloneAI-nativeapps.
•META'sMuselaunchprovidesaliveUStestofourthesis.Museisafree
standaloneagentspanningshopping,travel,tickets,calendarandemail,butits
potentialadvantagedependsonintegratingMeta'sdistribution/dataandbroaderserviceecosystem.Atlaunch,itisseparatefromMeta'scoreappsanddoesnot
sharedatawiththeadsystem,sothekeyproofpointsaretaskcompletion,
conversion,monetizablebehaviorandecosystemintegrationratherthanMAU
alone(seemorein
MetaPlatformsInc:MuseHasArrived;WhatMattersNext?[9
Sep2026])
.
1.ChinahasmovedfromusereducationtomassadoptionfasterthantheUSbecauseAIisasoftwarelayerontopofmaturemobileinfrastructure.
China'sconsumerAIpenetrationisalreadymainstream.OurlatestAlphaWisesurvey
showsChina'sweeklypersonalAIusagerisingto80%from75%intwomonths,and
weeklywork-relatedusageto77%from74%inthreemonths.ThelatestUSwaveis~54%forworkandpersonalAIusage.Thecomparisonisnotperfectlylike-for-likeacrossmarketstructureandsurveytiming,butthedirectionisclear:ChinahasdiffusedconsumerAI
fasterdespitetheUSretaininganadvantageinfrontiercomputeandseveralfrontiermodels.
Webelievefivefactorscontinuetoexplainthegap:
•ChinahasstrongerconsumerdistributionchannelsbecauseAIisbeinginsertedintosuperappsandverticalappsratherthanrequiringanewdownload.
•FreeaccesslowerstrialfrictioninbothChinaandtheUS.ChinagainsmorefromitbecausefreeAIispushedthroughlargeecosystems,reinforcedbyCNYcampaignsandattachedtoawidersetofeverydayusecases.
•Manymainstreamusecasesarelow-to-midtokenintensity.
•China'splatformshavestrongercommercialclosedloops.
•Dailyconsumerusecasesoftenrequireamodelthatisgoodenough,fastandaccessible,ratherthantheabsolutefrontiermodel.
MoRGANSTANLEyREsEARcH5
Exhibit3:China'sAIadoptionsremainwellaheadoftheUS
China’sAIadoptionremainswellaheadoftheUS
US–Aug-26China–Jun-26
80%
54%54%
Personaluse–atleastweeklyWork-relateduse–atleastweekly
100%
90%
80%
70%
60%
50%
40%
30%
20%
10%
0%
77%
Source:AlphaWise,MorganStanleyResearch.ChinafieldworkJun30–Jul2,2026;USAug2026wave.
2.Theentry-pointraceisbroadening;AI-nativeappswinmindshare,butin-appAIwinseconomics
AI-nativeappshadbeenefficientatusereducation...
QuestMobilecontinuestoshowDoubaoastheclearAI-nativescaleleader.InJuly,Doubaoreached399mnMAUand168mndailyaverageusers(DAU),vs.Qwenat161mn/28mn,
DeepSeekat124mn/31mnandYuanbaoat51mn/9mn.DoubaoalsoledonDAU/MAUat42%,whileDeepSeekalsoremainedrelativelysticky,at25%.
Exhibit4:MAU(mn)
DoubaoremainstheclearAI-nativescaleleader
DeepSeekDoubaoYuanbaoQwen
450
400
350
300
250
200
150
100
50
0
Source:Questmobile,MorganStanleyResearch
Exhibit5:DAU(mn)
Doubao’sDAUcontinuedtoclimbafterCNY
DeepSeekDoubaoYuanbaoQwen
200
180
160
140
120
100
80
60
40
20
0
Source:Questmobile,MorganStanleyResearch
6
Exhibit7:Monthlysessionsperuser
Exhibit6:DAU/MAUratio
DoubaoandDeepSeekleadengagementintensity
DeepSeekDoubaoYuanbaoQwen
90
80
70
60
50
40
30
20
10
0
DoubaoleadsonDAU/MAU;DeepSeekremainssticky
DeepSeekDoubaoYuanbaoQwen
50%
45%
40%
35%
30%
25%
20%
15%
10%
5%
0%
Source:Questmobile,MorganStanleyResearch
Source:Questmobile,MorganStanleyResearch
...buttheentry-pointraceisbroadening
OurAlphaWisesurveystrengthensthemulti-entry-pointthesis.Past-monthusage
penetrationreached~94%forAI-nativeapps,~83%forin-appAI,and~80%foron-deviceAI,whileagentictoolsroseto~44%.TheaverageconsumeristhereforenotchoosingasingleAIgateway.Themoreimportantquestionis:whichsurfacecanconvertintentintoacompletedtaskwithacceptablecustomer-acquisitionandinferencecosts?
Exhibit8:Multi-homingdeepenedmaterially:NumberofAItoolsusedinthepastmonth,amongtotalrespondents
W38W37
64%32%
24%
30%40%50%60%70%
≥5tools
4tools
3tools
2tools
1tool
None
0%
9%
8%5%
10%20%
Multi-homingdeepenedmaterially
13%
11%
8%
5%
10%
12%
Source:AlphaWise,MorganStanleyResearch.W38isconductedinJune2026,W37isconductedinMarch2026
Exhibit9:AIadoptionisbroadeningacrossentrypoints:Past-monthuseamongtotalrespondents
AIadoptionisbroadeningacrossentrypoints
W38W37
44%Agentictools
11%
80%On-device/smartphoneAI
52%
83%In-appAItools
59%
94%AI-nativeapps/websites/PCapps
72%
0%20%40%60%80%100%
Source:AlphaWise,MorganStanleyResearch.W38isconductedinJune2026,W37isconductedinMarch2026
...andwebelievein-appAIhasbetterROI
OurAlphaWisesurveyaskedwhetherAIinsideaverticalappchangescommercial
behavior–75%ofrespondentsfindAIsearch/chatbotfeaturesinshoppingappsveryorsomewhatuseful,and57%saysuchfeatureswouldmakethempurchasemuchoralittlemoreoften.Thatsaid,AIcreatesmoreeconomicvaluewhenitimprovesanexistinghigh-frequencyworkflow,thanwhenitcreatesastandalonefunnelthatmustbeacquiredandmonetizedfromscratch.
MoRGANSTANLEyREsEARcH7
Exhibit10:Mostconsumersfindshopping-appAIuseful-
amongtotalrespondents
74.5%findAIsearch/chatbotfeaturesinshoppingappsuseful
Havenotused8%
Notusefulatall1%
Notveryuseful2%
Neutral15%
Somewhatuseful58%
Veryuseful17%
0%10%20%30%40%50%60%
Source:AlphaWise,MorganStanleyResearch
Exhibit11:In-appAIcanincreasepurchasefrequency57.4%sayin-appAIwouldincreasepurchasefrequency
Notsure
Muchlessoften
Alittlelessoften
Noimpact
Alittlemoreoften
Muchmoreoften
0%
2%
1%
2%
10%10%
38%
20%30%40%
48%
50%
Source:AlphaWise,MorganStanleyResearch
Recentcompanydevelopmentsvalidatethein-appthesismorethanthestandalone-appthesis.
•Tencent:Tencentdisclosedasmall-scaleXiaoweiprototypeinsideWeChat,
poweredbyacustomizedWeLMmodelforprivacy,WeChat-specificusecases,andinferenceefficiency.TheagentcanuseWeChatcontent,MiniPrograms,merchantreachandpayments;managementexplicitlydescribedafutureagent-to-agent
transactionloop.WeviewthisasastrongerstrategicpathwaythantryingtomakeYuanbaoastandalonesuper-app.
•Alibaba:QwenShoppingAssistantlaunchedinsideTaobaoinMayandwas
describedasprovidingend-to-endassistancefrominspirationthroughafter-sales.ManagementsaidlossesnarrowedsequentiallyasQwenmarketingexpensesfell.ThismakestheROIdistinctionbetweenecosystemAIandstandalone-appspendunusuallyvisible.
•Meituan:2Q26earningscallemphasizedmovingXiaotuanfrom'answering'to
'gettingthingsdone,'withorderplacement,ride-hailingandreservations,whileLongCat2.0andmerchant/operationalagentsprovidemodelandworkflow
support.Thedirectionisconsistentwithourthesisthatverticalplatformsshouldfocusonrealworkflowsratherthantokenvolumeasanendinitself.
3.Monetization–FreemiumattheUserLayer,IntentMonetizationattheCommercialLayer
Doubao'sintroducedprofessionaltierformalizedathree-steppaidstructureat
Rmb68/200/500permonthwhilemaintainingafreebasetier.Qwenintroducedpaid
office-assistanttiersatRmb19/49/128permonthinAugust.Inbothcases,thepaid
propositioncentersonheavierproductivityorgenerationworkloadsratherthanbasic
chat.Thisisconsistentwithouroriginalunit-economicsframework:chargetheusersandtasksthatconsumemoreinference,whilekeepingbroadconsumerentrypointsfree
enoughtopreservescale.
About64%ofourrespondentseitherdonotmindadsinafreeAIserviceorcantoleratesomeadsifanad-freeoptionexists;only~17%saytheywouldrefuseAIappsthatshowads.Adtolerancehassoftenedslightlyinthepastthreemonths,butremainshighin
8
Morganstanley
RESEARCH
AslAPAclFlclNslGHT
absoluteterms.
WethereforeexpectbasicAItostayfreeformass-marketusers,withsubscriptions
reservedforhigh-computefeaturesandthelargermonetizationopportunitycomingfromsponsoredrecommendations,merchantadvertising/leadgenerationandtransaction
commissionstiedtocommercialintent.
By2030E,thisframeworkimplies~Rmb294bn(~Rmb300bn)ofChina2CAImonetizablerevenueTAM,withmerchant-fundedintentmonetization,includingadvertisingandAI-
attributedtransactioncommissions,contributing~99%.AsAIpenetratesmoreconsumerworkflows,thesameframeworkexpandsto~Rmb1.6tnby2040E.Incrementalvalue
continuestocomefromfasterconversion,highermonetization,andsharegainsversusano-AIbaseline.
Exhibit12:AIrecommendationsremainadecisionlayerfor
~halfofconsumers–FrequencyofusingAIrecommendationsforpurchases
AIrecommendationsremainadecisionlayerfor~halfofconsumers
W38W37
7%Never
10%Rarely
35%Sometimes
41%Often
8%Always
0%10%20%30%40%50%
41%
31%
12%
9%
7%
Source:AlphaWise,MorganStanleyResearch.W38isconductedinJune2026,W37isconductedinMarch2026
Exhibit13:FooddeliveryandtravelremaintheleadingAI-assistedtransactioncategories–Amongrespondents
completinganAI-assistedpurchase
FooddeliveryandtravelremaintheleadingAI-assistedtransactioncategories
W38W37
Ride-hailing Consumerelectronics Beauty&cosmeticsHousehold&personalcare Apparel/footwearGroceries
Travel&hotels
Fooddelivery
0%10%20%30%40%
Source:AlphaWise,MorganStanleyResearch.W38isconductedinJune2026,W37isconductedinMarch2026
Exhibit14:AttitudestowardadsorsponsoredresultsinAItools–Majoritytolerateads
Notsure
RefuseAIappsthatshowads
Dislikeads;maypayad-free
Tolerateads;preferremoveoption
Donotmindadsifserviceisfree
Majoritytolerateads
□W38□W37
__」5%_」3%
I1
10%
7%
%
43%
50%
14%
I16
21%
21%
0%10%20%30%40%50%60%
Source:AlphaWise,MorganStanleyResearch.W38isconductedinJune2026,W37isconductedinMarch2026
4.Stockimplications–favormoatsthatAIcandeepen,not
Morganstanley
RESEARCH
AsiAPAciFicINsiGHt
MoRGANSTANLEyREsEARcH9
justtrafficthatAIcanaggregate.
Tencentistheclearestpositiveread-throughinourconsumer-AIframework.WedonotexpectDoubaotodisplacetheWeChatsocialoperatinglayer;socialgraph,messaging,MiniPrograms,paymentsandmerchantservicescreatehighswitchingcostsanda
proprietaryexecutionenvironment.AIcaninsteadmakethatenvironmentmoreusefulandmoremonetizable.Importantly,thisdoesnotmeaneveryTencentAIinvestmenthasequalROI:standaloneYuanbaospendingshouldstillbeevaluatedagainstengagementandcommercialconversion.
Forverticalleaders,theimplicationisbroadlyconstructive.ThebestROIshouldsitwhereAIcanbeembeddedintoanexistingdecisionandtransactionflow–Meituan/local
services,Taobao/e-commerce,WeChat/socialcommerce,OTA/travel,BossZhipin/
recruitmentandotherverticalmarketplaces.BABAremainsourtoppickgivenitsfull-
stackAIcapabilities,butourviewspeciallyonitsconsumerAIinitiativesismorebalanced:
weviewQwenShoppingAssistant'sintegrationintoTaobaopositively,whilethe
economicsofheavystandaloneQwen-appinvestmentwarrantcontinueddiscipline.
Baidu,TMEandiQIYIcarrylessfavorableread-throughsbecauseAIdirectlychallengestheircoreconsumercategories:answerenginescanpressureBaidusearch-query/adshare;AImusiccreationcanfragmentTMElistening/discoveryshare;andAIvideogeneration
lowersproductionbarriersandexpandscompetingsupply,pressuringiQIYIviewingshare.Thecommonriskismarket-shareerosionasAIcommoditizesthecoreproduct.
AlphaWiseSurveyMethodology
ThereportisbasedontwoonlinesurveysconductedduringJune30th–July3rd,2026(Wave38)andMarch17th-20th,2026(Wave37),eachcovering~2,000
consumersaged18-59residinginTier1-4citiesinChinaacross19provinces.Thesurveysamplerepresentsurban,moreaffluentandactiveInternetconsumers
relativetothenationalpopulation.Themarginoferrorforfindingsbasedontotalsampleis±1.7%at90%confidencelevel;higherforsubgroups.
Inparallel,thisreportincludesdatafromourmonthlyUSConsumerPulseSurveyof~2,000U.S.consumers,whichtracksconsumerbehavior,attitudes,and
outlook.FulldetailstothelatesteditionconductedfromAugust20th–24th,
2026canbefoundin
ThematicAlpha:USConsumerPulseSurvey:ConsumerAI
AdoptionContinuestoClimb(31Aug2026).
10
ConsumerAlAdoption:ChinaaGlobalLeader
WhyisAIdiffusingfasterthanmobileinternet?
China’smobile-internetadoptionrequiredalonginfrastructureanddevicecycle:mobileinternetusersnumbered~50mnin2007andreached~557mnby2014.ConsumerAIhasscaledmuchfaster,withAIusersrisingfrom~249mninDec-2024to~602mninDec-2025.
Thecomparisonisnotperfectlylike-for-like,butitshowswhyAIcandiffusefaster:itisasoftwareandinterfacelayerbuiltontopofanalreadymaturemobileinternetecosystem.
Exhibit15:ChinaconsumerAIscaledmateriallyfasterthanmobileinternetfromYear0
700
600
Users(mn)
500
400
300
200
100
0
ChinaconsumerAIscaledmateriallyfasterthanmobileinternetfromYear0
Chinamobileinternetusers(mn)ChinagenerativeAIusers(mn)
602
557
500
356
420
249
303
233
50
118
01234567
YearssinceYear0
Source:MobileinternetYear0=2007;ConsumerAIYear0=Dec-2024.ThecomparisonisdirectionalbecauseAIisasoftwarelayerdistributedoveranalreadymaturemobile-internetbase.ChinaInternetNetworkInformationCenter(CNNIC).MorganStanleyResearch
WhyisChina’sconsumerAIpenetrationhigherthanthatintheUS?
OurAlphaWisesurveyshows80%weeklypersonalAIusageinChina(vs.54%intheUS),and77%weeklywork-relatedAIusage(vs.54%intheUS).
MoRGANSTANLEyREsEARcH11
Exhibit16:China'sAIadoptionremainswellaheadoftheUS
China’sAIadoptionremainswellaheadoftheUS
US–Aug-26China–Jun-26
80%
54%54%
Personaluse–atleastweeklyWork-relateduse–atleastweekly
100%
90%
80%
70%
60%
50%
40%
30%
20%
10%
0%
77%
Source:AlphaWise,MorganStanleyResearch.ChinafieldworkJun30–Jul2,2026;USAug2026wave.
China’shigher2CAIpenetrationisdrivenmorebydistributionanduse-casefitthanbyfrontier-modelcapability.AlthoughtheUSstillleadsinfrontiermodelsandcompute,
ChinahasbeenfasterinpushingAIintomass-marketconsumerscenariosthroughsuper-appecosystems,lowtrialfriction,low-costusecasesandstrongercommercialclosed
loops.
•1)Chinahasstrongerconsumerdistributionchannels.AIadoptionisnotlimitedtostandalonechatbotdownloads.Itisincreasinglyembeddedintohigh-frequencyappssuchasWeChat,Douyin,Taobao,Alipay,Amap,Meituan,andCtrip,etc.Webelievethenextphaseofadoptionislikelytohappeninsideexistingapps,whereusersalreadysearch,consumecontent,shop,pay,booktravelandorderlocal
services.
•2)FreeaccesslowerstrialfrictionbutisnotuniquetoChina.Whatismore
distinctiveishowChineseplatformscombinefreeusagewithecosystemtraffic,
CNYpromotionsandawiderrangeofdaily-lifefunctions.DuringtheCNYperiod,Doubao,YuanbaoandQwentogetheracquiredaround130mnnewusers,while
Qwendownloadsreached170mninFebruary2026.ThishelpedconvertAIfromanoveltyproductintoabroaderconsumerhabit(seemorein
ChinaInternet:China
ConsumerAI–2026CNYCampaignReview(2Mar2026))
.
•3)Mostcurrent2CAIusecasesarenotverytoken-intensive.Search,Q&A,
short-formwriting,shoppingcomparisonandtravelplanningusuallyrequireonlyshortpromptsandrelativelyshortoutputs(seemoreforconsumerAIusecaseshere:
2.CompetitiveLandscapeandusecases
).Theseusecasesaremuch
cheaperthanlong-documentanalysis,deepresearch,codingagentsormulti-stepautonomousagents.Asaresult,platformscantheoreticallysupportfreeorlow-costusageandmonetizeindirectlythroughads,trafficroutingortransaction
conversion(
Exhibit17
).
•4)China’splatformshavestrongercommercialclosedloops.Chinesesuperappscombinecontent,search,merchants,payment,fulfillment,customerserviceand
advertisinginoneecosystem.ThisallowsAItomovedirectlyfromanswering
questionstorecommendingproducts,bookingservices,placingordersorhandlingafter-sales.IntheUS,individual
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