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投资组合策略研究
2026年10月11日|9:20PMHKT
中国策略
AI改写格局:中国崛起(摘要)
刘劲津,CFA|
慕天辉,CFA|
付思,Ph.D.|
AI已改写中国股市格局
自2025年初的“DeepSeek时刻”以来,中国AI相关上市公司通过股价上涨和IPO已创
王主丰,CFA|
造市值近5万亿美元。目前,AI股票在A股和港股总市值中的占比达42%,在总成交额
中的占比达57%。
AI双头垄断格局正在形成
中国一直是全球AI供应链的关键出口国,在部分AI电力和基础设施领域占据约50%的
全球市场份额。但随着国内AI技术的进步,中国已逐步建立起一条内循环的AI价值
链,该价值链同样涵盖先进半导体、(开放权重)大语言模型和应用层,并可能与以
美国为核心的AI生态体系展开竞争。
中国的两条AI投资主线
我们研究范围内的中国AI股票包含1,700多家上市公司,其中360多家公司的海外收入
占比超过40%,它们是海外AI资本支出热潮的代表。另一方面,逾880家公司主要面向
国内市场,合计总市值达3.2万亿美元。中国国内AI资本开支和应用需求快速增长,政
策层面对推动科技自主自强的支持力度也较大。
把握中国股票中的AI投资机会
(1)尽管地缘政治和贸易政策风险仍需关注,我们依然看好中国AI出口龙头,其增长
前景与估值之间具有较好的性价比,筛选名单包含20家公司;(2)精选中国本土AI领
军企业。随着本土AI生态体系不断建设,这些公司具有稀缺性价值,并可提供分散化
投资收益,筛选名单包含20家公司;(3)分散化策略:我们更新后的中国精选AI投资
组合包含50只股票,覆盖整个AI供应链的五大关键层级。
*全文翻译随后提供
投资者不应视本报告为作出投资决策的唯一因素。有关分析师的申明和其他重要信息,见信息披露附录,或参阅
/research/hedge.html。
GoldmanSachs
中国策略
AnAIduopolyinthemaking
ThenarrativeofaglobalAIduopolyisgainingtractionamonginvestors—two
dominantandself-sustainedAIecosystemsintheworld,onesponsoredbythe
USandbyitskeytradingpartners,andtheotherbyChina—forgeopolitical,
geo-strategic,nationalsecurity,andgrowthreasons.
InPart2ofthisAIChangesTheGameseries,weintroducedaglobalAIequity
universewhichcomprises6000+listedcompaniesthatarefundamentallylinked
toAIdemandoradjacenttothebroaderAIthemebasedonthedefinitionof
RBICS(seeexplanationbelow).Thesecompaniescanbeorganizedintofour
broadgeographicregionsandfivekeyAI-relatedcohorts.Inaggregate,theyadd
uptoUS$75tninmarketcapitalization(US$63tnscaledbytheirAIrevenues),
around50%oftheworld’stotal.
Inthisuniverse,ChineseAIcompaniesamounttoUS$7.6tnofmarketvalue
acrosstheonshoreandoffshoremarketsperourestimate(weightedbytheirAI
businessexposures;US$10tnonfullmarketcap),accountingforabout10%in
termsofmarketcapandearningsglobally,14%bycapitalexpenditures,and
24%byrevenues.
Leveragingitsstrongmanufacturingcapabilityandcostcompetitiveness,China
hasbeenapivotalexportertoselectglobalAIsupplychains,notablyrareearth
production/refining,powerequipment,PCB,opticaltransceiver,and
mature-nodesemiconductor,allrepresentingover50%ofglobalmarketsharein
theirrespectivesegments.
ButasAItechnologydevelopsandevolvesdomestically,Chinahasgradually
builtaninternally-circulated,increasinglyself-sufficientAIecosystemthatspans
acrosscertain“chokepoints”inthevaluechainthatwerehistorically
dominatedbytheWest,inparticularadvancedsemiandmemorychips,semi
packagingtechniques,open-weight/sourceLLMs,tokenproductionand
consumption,andphysicalAIusecases.
Theso-calledDeepSeekandKimimomentsforChineseLLMsare
well-telegraphed,butbreakthroughshavebeenalsomadeinotherfoundational
technologydomains,namelyadvancedsemipackagingandcomputing(e.g.Tau
ScalingLawandpotentialcommercializationofDUV),biologicalengineering,
andaerospace(See图表4).
Acrossthe29AI-relatedsegmentsperourcategorizationmethodology,Chinese
companies’presencecanbefoundinall,withtheir2026revenueshares
worldwidebasedonFactSetconsensusrangingfrom10%fortheSemicohortto
over50%forselectPowerandInfrasub-industries.
Importantly,thetechnologygapsbetweenChinaandtheWestseemtobe
narrowing.WhileChinacouldbeafewgenerationsbehindfrontiertechnologies
insemiconductorsaccordingtopublicsources,Chinaisprobablyonparwith,or
evenleading,itsglobalcompetitorsincertainPower,Infra,Model,and(physical)
AIapplicationsegments.
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2026年10月11日
GoldmanSachs
中国策略
But,achievingfullAIself-sufficiencystillappearsalongandchallengingjourney
forChina,inourview,consideringthat:(1)thesignificantmarketcap,
profitability,andproductpricingdifferentials,andtheresultingfinancingand
investmentcapacityforfuturegrowth,betweenthelistedUSandChineseAI
firms;(2)specificbottlenecksinthelocalsupplychaincouldhinderthe
expansionofthetechnologicalfrontieroftheChineseecosystem;and,(3)AI
technologyismultiplicativeinnature—onegenerationgapinseveral
componentsofthesupplychaincouldresultinmorethanonegenerationlagin
aggregatecomputepoweroutput/efficiency.
图表1:ChinaisapivotalsuppliertotheglobalAIvaluechain,representing+50%ofglobalmarketshareincertain
AI-relatedsegments
China'sglobalmarketshare(intermsofrevenue/productionoutput)
Solarpanelproduction88%
Batteryproduction80%
Transformerproductioncapacity60%
Batterystoragecapacity50%
Electricityoutput30%
Nuclearpowergeneration5%
Rareearthrefining90%
Newcapacityoffoundries77%
SPEsales37%
Foundrycapacity(mainlymature-node)25%
ICdesignsales13%
Memory12%
PCB/CCLproduction60%
Opticalmodulesales60%
Datacentercapacity25%
Datacentercooling9%
Tokenusage77%
Tokenspending22%
Humanoidrobotsshipments(1H26)97%
Smartphoneproduction82%
EVproduction75%
Innovativedrugs(clinicaltrials)50%
E-commercerevenue45%
Autonomousdrivingcarsandtrucks31%
Gamingrevenue25%
AutoADASrevenue14%
LEOsatelliteinstallation6%Note:Basedonavailabledataasof2025or1H2026.
0%20%40%60%80%100%
资料来源:GrandViewResearch,SCMP,ChinaDaily,BBC,NYTimes,GlobalTimes,高盛全球投资研究部
3
2026年10月11日
GoldmanSachs
中国策略
图表2:ThenarrativeofaglobalAIduopolyisgainingtractionamonginvestors
资料来源:FactSet,DatacompiledbyGoldmanSachsGlobalInvestmentResearch
4
2026年10月11日
GoldmanSachs
中国策略
图表3:TheUSandNorthAsiantechcompaniesareleadingintheSemiandModelcohorts,butChinaAIopportunitiesseembetterpopulatedinPower,
Infrastructure,andPhysicalAI
资料来源:FactSet,DatacompiledbyGoldmanSachsGlobalInvestmentResearch
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2026年10月11日
GoldmanSachs
中国策略
图表4:TechnologybreakthroughshavebeenmadeinmanyfoundationaltechnologydomainsinChina
资料来源:公司数据,DatacompiledbyGoldmanSachsGlobalInvestmentResearch
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2026年10月11日
GoldmanSachs
中国策略
图表5:Chinaisstilllagginggloballeading-edgetechnologiesinmanypartsoftheAIsupplychain,buthasexcelledin
certainareas,suchaspowertransmission,PCBproduction,andphysicalAI
资料来源:百度,Google,路透,DatacompiledbyGoldmanSachsGlobalInvestmentResearch
7
2026年10月11日
GoldmanSachs
中国策略
图表6:ThemarketcapandprofitabilitydifferentialsbetweentheChineseandUSAIvaluechainsremainsignificant
MAINLANDCHINARESTOFWORLD
26ENet26Capex/26R&D/26ENet26Capex/26R&D/
MktCap26EROEMktCap26EROE
MarginSalesSalesMarginSalesSales
(USDtn)(%)(%)(%)(%)(USDtn)(%)(%)(%)(%)
Power1.47121533.71015123
Semiconductors2.6162416721.036391310
Infrastructure1.1821832.91424146
AIModels0.3<0<023871.9<0<011146
AIApplications2.410139927.626251310
Aggregate7.6121612555.124291510
MetricsareweighedbyAI-adjustedmktcap.
资料来源:FactSet,DatacompiledbyGoldmanSachsGlobalInvestmentResearch
图表7:AIcapexandR&DspendingarerisinginChina,butatmuchsmallerscalecomparedwithitsglobalcompetitors
ChinavsRoWAIInvestment,2026E–2028E
Note:^HyperscalercapexisbasedonGS
2,500ChinaRoW+8%estimates.ChinahyperscalersareAlibaba,
+28%Tencent,ByteDanceandBaidu.RoW
hyperscalersincludeAmazon(AWS),
2,149Microsoft,Alphabet(Google),Metaand
1,993Oracle.AIuniversecapexandAIR&Dare
2,000basedonconsensusestimatesandwere
adjustedbasedoncompanyAIexposure.
+12%Onlycompanieswithall26-28Econsensus
1,561estimatesareincluded.RoWisthesumofUS
1,500+52%1,397andOthers.%numbersinboxesindicate
yoygrowth.
1,2421,220
1,070
1,000898+14%
818+12%
+3%_4%
+14%+19%
500+24%+16%
251
243240188
119147167143167
0
26E27E28E26E27E28E26E27E28E
HyperscalerCapex^AIuniverseCapexAIuniverseR&D
资料来源:FactSet,IBES,高盛全球投资研究部
8
2026年10月11日
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中国策略
FactSetRevereBusinessIndustryClassificationSystem(RBICS)andGSsectoralAIexposure
estimates
RBICSisamulti-sectorclassificationframeworkdesignedtorevealacompany’struesector
exposuresbyanalyzingitsprimaryandancillaryrevenuestreams.
Inessence,itnormalizesnon-standardizedbusinesssegmentreports,mappingcompanies’segment
revenuestogranularsectors.TheRBICSmatrixstructureconsistsof12anchorsectors,6levelsof
depth,andover1,800individualsectorgroupsatthemostgranularsectorlevel.Thisresultsina
quantifiedmulti-sectorparticipationtreeforeachcompany,enablingeasycomparison,screening,
andgrouping.
Thisrevenue-basedapproachmakesRBICSaneffectivetoolinprovidinghighvisibilityintoa
company’sbusinessoperations,andenablinginvestorstoscreenforfirmswithspecificrevenue
exposuretospecificAI-relatedactivities.
WeapplytheRBICSframeworkonallChineselistedcompanies(~7,000),amongwhich,weidentify
3,170namesthatspreadacross249RBICSsub-industriesthataredirectlyrelatedoradjacenttothe
extendedAIvaluechainperGStop-downandbottom-upassumptions.
图表8:Ourtop-downandbottom-upassumptionsonsectoralAIrevenueexposures
MajorAIindustriesAIadjustedratiobyRBICSLevel6Sub-industry
(ratio=100%)0%10%20%30%40%50%60%70%80%90%100%
VolatileMemoryChips
ElectronicMaterials
Front-EndProcessingEquip
SemiconductorFoundries
ServerComputerSystems
…
AssemblySvcs
MobileGames
OnlineAdsSvcs
MobileAppSoftware
Internet&OnlineSvcs
OperatingSystemSoftware
AlternativeEnergyVehicles
Business&PersonalSystems
EnterpriseTechConsulting
Industry-SpecificITSvcs
OnlineDepartmentStores
OnlineGamingPlatforms
ElectronicPayments
EntertainmentContent
…
MinorAIindustries(ratio<100%)
资料来源:FactSet,高盛全球投资研究部
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2026年10月11日
GoldmanSachs
中国策略
图表9:TherevenueexposurestoAIvarysignificantly图表10:Forinstance,perRBICS’definition,AI
acrosssectorsinChinabusinessesrepresent~30%ofAlibaba’stotalrevenue
100%AIRevenueExposure25A(AllChinaUniverse)
Alibaba.sRevenueSplitbyRBlCSSub.lndustry
90%87%
100%
80%Note:BasedonRBICSAI-relatedrevenue
exposureofourAllChinaUniverseasof90%
70%23%AIProductivity
61%57%2025.Numbersinbracketsdenotethe80%Software
60%numberofcompaniesineachsector.
47%70%
50%43%14%
40%60%
24%50%
30%22%Internetand
16%
20%16%13%40%OnlineServices
11%11%
--8%30%63%
10%5%5%5%4%3%
0%20%23%
10%
1%Internet
0%6%DepartmentStores
lAggregateAIadjusted
Note:BasedonRBICSsub-industryrevenueexposure;inter-segmenteliminationsarenot
accountedfor.InternetDepartmentStores&InternetandOnlineServices(e.g.,e-commerce,
delivery,etc.)areclassifiedasminorAI-related,soonly10%oftheirrevenueiscountedasAI-
related.
资料来源:FactSet,高盛全球投资研究部资料来源:FactSet,高盛全球投资研究部
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2026年10月11日
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中国策略
TwoAIstoriesinChina
WithinthebroadChineseAIequityuniverse(3,000+namesinfull,1,700+
companieswithoverUS$100mnmarketcap),besidesorganizingstocksintothe
5AIlayers,theycanbebucketedintotwomaingroupsaccordingtotheir
revenuedriversgeographically.
Thefirstgroup,whichcontains360+listedstockswithanaggregatetotalmarket
capofUS$1.7tn,isexport-orientedAIfirmswhichgeneratemorethan40%of
theirrevenuesabroad.Thematically,theymostlyresideintheAIInfraandPower
segmentsandareoftenregardedbyinvestorsasproxiesfortheAIcapexboomin
theWest.
Attheotherendofthespectrum,wehaveidentified880+nameswithatotal
marketcapitalizationofUS$3.2tnthatprimarilyservethedomesticChinese
market(<10%ofrevenueoverseas)whereAIcapexbyChinese
hyperscalers/CSPshasalsorisensignificantly,AIapplicationdemandanduse
caseshaveblossomed,andpolicycommitmenttopromoteAIself-sufficiency
appearsstrong.
ChineseAIexportershadposted126%returnsfromearly2025toJune2026,
outpacingtheirdomestic-orientedpeersby84pp,mostlyledbytheirsuperior
earningsdeliveryandgrowthprospects.But,amidtheglobalAIselloffsincelate
June,theyhavelost23%fromtheirrecentpeak,reversingtheiroutperformance
byaround10ppvs.thedomesticAIfirmswhichhavehelduprelativelywellsince
theearly-Summercorrection.
Ourtop-downreturnanalysisshowsthatChineseAIexportershaveexhibited
higherreturnbetatotheglobalAIequitybetathantheirdomesticpeers,and
-
havebeenmorelinkedwithgeopolitics(proxiedbyourUS-ChinaRelations
Barometer).ThedomesticAIcompanies,however,aremoresensitivetoChinese
AIcapextrendandAIpolicymomentum(atext-basedbarometer)withinChina,
potentiallyofferingdiversificationbenefitstointernationalinvestors.
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