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HowGenAICanPromptaFaster,LessRiskyFutureofVentureBuilding
ByHannoStegmann,RitheshShetty,andSwetaSahuFebruary2025
|》《
BCG》《2
TableofContents
1.ExecutiveSummary3
2.Theinnovationimperativeforcorporates4
3.Whyspeedincorporateventuringmatters5
4.PromptingbetterinnovationwithGenAIincorporateventuring7
5.Thesixkeystagesofearlyventurebuilding8
5.1.Step1:Discoveringopportunityareas9
5.2.Step2:Prioritizinguserproblemsandvalidatingdesirability10
5.3.Step3:Definingthetargetaudience14
5.4.Step4:Evaluatingmarketviability16
5.5.Step5:Rapidlybuildingandtestingminimumviableproducts(MVPs)18
5.6.Step6:Achievingproduct-marketfitfeatures20
6.ThreekeyfacetsofGenAItoconsider21
7.Checklisttogettingstarted22
Appendix24
01
ExecutiveSummary
GenAIhasradicallychangedthebusinesslandscape,andventurebuildingisnoexception.InthisarticleweexplorehowGenAIcanfast-trackventuringbuildingbyautomatingkeyphasesfromdiscoverytoproduct-marketfit,reducingriskandsignificantlyacceleratinganefficientventure-buildingprocess.
Traditionally,venturebuildinghasrequiredvalidatinguseproblems,definingtargetaudiences,testingvaluepropositions,andevaluatingmarketviabilitythroughtime-intensiveandresource-heavyprocesses.GenAIstreamlinestheseprocessesbyautomatingresearch,synthesizing
insights,enablingrapidexperimentation,andanalyzingreal-timeuserfeedback.
ThisGenAI-poweredstrategycanhelpventuresdefineandtestaudiencesegments,validatewillingnesstopay,optimizeMVPdevelopment,andtrackproduct-market-fitsignalswith
greaterspeedandaccuracy.ByintegratingAI-driventools,companiescansignificantlyreducerisk,improvedecision-making,andacceleratetheirpathtoasuccessfulproductlaunch.
3
BCG》《4
02
Theinnovationimperativeforcorporates
CORPORATEVENTURINGISAVITALCOMPONENTofanorganization’sgrowthand
digitaltransformationefforts.Yetwhiletheoverarchingambitionsarebroadlyaligned,thegoalsandstrategiesofeachcompanyareunique,andassuchtheirapproachtocorporateventuringmustadaptaccordingly.Whendoneright,corporateventuringcanaccelerate
innovation,enablingorganizationstoachievetheirgrowthambitions.GenerativeAI(GenAI)canplayapowerfulroleinsupportingthatimperative.
Inabusinessecosystemwherethelinesbetweenindustriescontinuetoblur,andcompetitionintensifiesbytheday,bothestablishedcompaniesandstartupsareincreasinglyworkingto
collaborateoremulatesuccessfulstrategiestodriveinnovation.
Corporateventuringofferssignificantbenefitstoestablishedcorporations,includingfaster
outcomes,exposuretoinnovativepractices,accesstonewideas,andintroductiontoexciting
technologiesandbusinessmodels.Italsooffersastrongercompetitivepositioninemerging
marketswherebeingthefirsttoactorreactcanbethedifferencebetweensuccessandfailure.
Thesebenefitsunderpinthefourmainreasonsweseeorganizationstypicallyengaginginventurebuilding:
Reinvigoratingthecore.Strengtheningandfuture-proofingcoreoperationsthroughnewtechnologiesandbusinessmodels.
Diversifyingbeyondthecore.Exploringuntappedmarketsandindustriesforadditionalgrowthopportunities.
Leveragingexistingassets.Utilizingcorporatestrengthsliketechnology,distributionnetworks,andcustomerbasestoexpediteventurelaunches
Drivinginnovationculture.Cultivatingagilityandexperimentationtosupportlong-termgrowth.
Speediscriticalinventurebuilding,allowingcompaniestoseizemarketopportunitiesahead
ofcompetitors,respondtoshiftingtrends,andquicklytestandrefineideastoreducerisk.In
today’sfast-pacedbusinessenvironment,agilityoftendeterminessuccess.Movingswiftlyhelpscorporatesvalidateproduct-marketfitmoreeffectively,bettercommercializewinningventures,andstayrelevantindynamicandevolvingindustries.
BCG》《5
03
Whyspeedincorporateventuringmatters
Capitalizingonnewideasrequiresaninnovationstrategythatisalignedwithbusinessprioritiesyetflexibleenoughtoadapttochangingmarketconditions.
Innovationishard.Onlyabout30%ofcompaniesthinktheyaregoodatit,andit’sonlygettingmorechallenging.Eventhestrongestinnovatorsarerequiredtocontinuallymasternew
capabilitiesanddevelopfasterandmoreagileresearchanddevelopmentprocesses.Theseeffortsarereflectedinfourkeypillarsofgoodcorporateventuring.[Exhibit1.]
Exhibit1:Fourkeypillarsofgoodcorporateventuring
ReduceRisk
SeizeMarketOpportunity
ScaleFaster
Adaptto
ConsumerTrends
BCG》《6
Corporateventuringandinnovationgohand-in-hand.Yetdespitetheevidentbenefitsofastronginnovationstrategy,weseeastarkgapininnovationreadinessacrossthebusinesslandscape.[Exhibit2.]
Exhibit2:Innovationreadinesshasplummeted,withjust3%ofcompaniesinthereadyzone
Innovation
readiness
20%
9%
3%
75%
79%83%
202220232024
Innovation
prioritization
Inarecentreport,InnovationSystemsNeedaReboot,BostonConsultingGroup(BCG)
highlightstheworryinggapbetweencontemporarycorporateattitudestoinnovationand
preparednesstodeliveronthisambition.The2024researchfinds83%ofcompaniesview
innovationasatopthreepriority,butonly3%arereadytotranslatetheirprioritiestoresults.Companiesneedtoembracetherighttechnologies,tools,andstrategiestobridgethisgap.
BCG》《7
04
PromptingbetterinnovationwithGenAIincorporateventuring
GenerativeAIcanactasacatalystintheinitialphasesofventurebuilding,acceleratingandstreamliningprocessesfromdiscoverytoproduct-marketfitvalidation.
CorporatescanunlocknewvaluegenerationbyleveragingGenAItogeneratemultipleventureideas,rapidlytestingconcepts,andvalidatingopportunities.Thisapproachminimizesrisksandacceleratesthejourneyfromideationtocommercialization,enablingbusinessestoinnovate
quicklyandwithconfidence.
5x
GenAIasaninnovationaccelerator
?TheimpactofGenAIisalreadyapparentacrossthebusinesslandscape,providingapathwaytocapturevalueincorporateventuring.
?BCG’sresearchshowsthat86%ofinnovators—definedthroughasurveyofover
1,000seniorinnovationexecutivesfromcompaniesaroundtheworld—arealready
experimentingwithGenAItoatleastsomedegree,withleadinginnovators1.5timesmorelikelytohaveappliedGenAIinasingleusecaseand5timesmorelikelytohaveapplieditatscale.[Exhibit3.]
Exhibit3:GenAIis1.5xmoreprevalentinsingleusecasesand5xmorescaled
Readyinnovatorsare...
1.5x
morelikelytohaveappliedGenAIinasingleusecase
morelikelytohaveappliedGenAIatscale
It’sclearthatGenAIoffersapowerfultooltohelporganizationsreshapetheirinnovationsystemstobetteradaptinadynamicbusinesslandscape.
BCG》《8
05
Thesixkeystagesofearlyventurebuilding
Wehaveidentifiedsixkeystagesofearlyventurebuilding,fromdiscoverytovalidatingproduct-marketfit,thatunderpinaneffectivestrategy.[Exhibit4.]
Exhibit4:Sixkeystagesofearlyventuringbuildingfromdiscoverytovalidatingproductmarketfit
020406
Prioritizinguserproblems
Rankingandvalidatingproblemswiththemostimpact.
Iteratingandachievingproduct-marketfit
Refiningtheproblemtoalignwithmarketneeds.
Audiencesizing
andmarketviability
Assessingmarketsizeanddemandpotential.
01
Discovery
05
BuildingandtestingMVP
03
Definingtargetaudience
Identifyingopportunityareasandcustomer
painpoints.
Creatingpersonasandsegmentingaudiences.
Prototypingandvalidatingcorefeaturesandfunctionalitiesforaminimumviableproduct(MVP).
Foreachofthesecriticalsteps,wewillexaminethemosttime-consumingandcost-intensiveprocessesanddiscusshowGenAIcancontributetotheiroptimization.
Step1:Discoveringopportunityareas
It’seasytogetlostinanendlesscycleofdirectionlessideationduringthediscoveryphase.Therealchallengeliesingeneratingmeaningfulventureconceptsrootedinadeepunderstandingofthemarketlandscape.
Achievingthisrequiresthoroughmarketanalysis,mappingpolitical,economic,social,
technological,legalandenvironmentalfactors(PESTLE),andgatheringinsightsaboutthecompetitivelandscapetoidentifygenuinegapsandopportunities.
Transformingtheseinputsintoactionableinsightsiscriticaltocreatingwell-rounded,high-potentialbusinessconcepts.Byadoptingastructuredanddata-drivenapproach,venturescanensurethattheirideasarenotonlycreative,butalsoviableandalignedwithreal-worlddynamics.
GenAIprovidesaplatformforventurestoquicklyidentifypromisingopportunityareasand
understanduserpainpointsbyautomatingmarketresearch,userjourneymapping,andearlydiscovery,drasticallyreducingthetimeandresourcesneededforthisfoundationalstep.
GenerativeAItoolscanassistin:
1Efficientlyaggregatingandsummarizingmarketlandscapedataefficiently
2DraftingPESTLEanalysestoidentifyconsumertrendsandmarketinfluencers
3Definingandmappingthecompetitivelandscape
4Synthesizinginsightsfromdiversedatasources
5Generatingandrefininghigh-potentialbusinessconcepts
》《9
10
Discoveryphasesthatoncerequiredoveramonthofideationandsynthesishavenowbeenstreamlinedtojusttwoweeks,resultinginwell-defined,data-backedbusinessconcepts
MelissaLou,LeadVentureArchitectatBCGX,frequentlyleveragesGenAIlargelanguage
model(LLM)toolsduringthediscoveryphaseofventurebuilding.Shehasreporteda40%
to60%reductionintimespentondiscovery.Discoveryphasesthatoncerequiredoveramonthofideationandsynthesishavenowbeenstreamlinedtojusttwoweeks,resultinginwell-defined,data-backedbusinessconcepts.
Step2:Prioritizinguserproblemsandvalidatingdesirability
Exploringandvalidatingthedesirabilityofspecificventuresisfrequentlyatime-and
resource-intensiveprocessduringthevalidationphase.Itoftenbeginswithdeskresearchandunderstandingmarketsentiments,followedbyexpertanduserinterviewstocoverpainpoints.
Projectteamsoftenuseethnographicresearchtoobservereal-worldbehaviors—interviewingmultipleperceivedusersandanalyzingsecondarydatasuchasreviewsandsocialmedia
trendstovalidatefindings.Synthesizingtheseinsightsrequiresfurthertimeduetothefragmentednatureofinsights.
GenAItoolsprovideapowerfulsolutiontoacceleratethisprocessandvalidatethedesirabilityofapotentialventure,andwehavealreadyseenthemleveragedinthreeinnovativeways:
1Strongstartingpointsforshowingdesirability
2Fastersynthesis
3Earlydesirabilityandvaluepropositiontesting
BCG》《11
Usage1:Strongstartingpointsforshowingdesirability
GenAItoolsorLLMscanprovidedetailedoverviewsofthecurrentstateofvaluechainsandtypicalpainpointsincustomerjourney.AlbertIssa,PrincipalProductManageratBCGX,
indicatesthatthiscancutthetimeforcurrent-stateanalysisbyuptofourtimes.
GenAIandLLMscanprovidedetailedoverviewsofvaluechainsandpainpoints,reducingthetimeforcurrent-stateanalysisbyasmuchas4x
DesirabilityisoneofthefourcorelensesutilizedbyBCGX,thetechbuildanddesigndivisionofBostonConsultingGroup,tovalidateearly-stageconcepts.[Exhibit5.]Thisprocessis
guidedbytheleadingquestion‘Istheredemandforanew,bettersolution?’Theanswerliesinuncoveringyourcustomers’problemsandhowyoucansolvethem—aprocesswhichGenAI
canrapidlyaccelerate.
Exhibit5:FourLensesforValidation
ADesirability
Attractivenesstocustomers
B
C
Viability
Initialestimateofrevenuepotential
Feasibility
Technicalandoperationalfeasibility
DStrategicFit
Synergies&unfairadvantage
A
Desirability
C
Feasibility
DStrategicFit
Viability
B
BCG》《12
Usage2:Fastersynthesis
AI-poweredtranscriptionandanalysistoolssuchasZoomAIandMirocanprovideautomatedsummariesofuserfeedbackandhelpthematicallysectioncontent,eliminatingtheneedfor
manualnotetakingorreconciliationbyteams.Thisreduceshoursofteameffortinsynthesistoasingle,automatedworkflow.Atthesametimethisenablesteamstoenhanceaccuracybyminimizingpotentialforhumanerror.
Exemplar:Rapidconcepttestingforfinanceandinsuranceclient
AlbertIssa,PrincipalProductManageratBCGX,successfullyleveragedmultimodalGenAItoolstogeneraterapiduserinterface(UI)conceptstoacceleratethe
developmentofanewproductconceptforafast-growingfinancialinstitute.
Havingbeenassignedtodesignasolutiontosupportfinancialadvisorstoupskillduringtheircriticalfirst100daysonthejob,AlbertturnedtotheseGenAItoolstocreatevisualmock-upsandprototypesinamatterofdaysratherthanweeks.
Withtheserapidprototypes,theteamwasabletoconductquickandcomprehensiveconcepttestingdirectlywithadvisorstovalidatekeyproducthypotheses.By
streamliningtheprocess,theywereabletogatheractionableinsightsfaster,refine
theirapproach,andensuretheproducteffectivelyaddressedagents’needs.This
approachnotonlyacceleratedthevalidationprocessbutalsominimizedresourceuse,makingitahighlyefficientsolutionforthecorporate’sventure-buildingefforts.
ThereareseveralcommonlyrecognizedtoolspraisedfortheirroleinAI-drivenUI/UXworkflowsin2025,including,butnotlimitedto,UXPilot,AdobeXDwithAIfeatures,Uizard,andStudioAI.Thesetoolscanprovideapowerfulplatformtorapidlytest
conceptsforproductdevelopment.
BCG》《13
Usage3:Earlydesirabilityandvaluepropositiontesting
Typically,companiestestvaluepropositionsmuchlaterintheproductlifecycle—oftenafterlaunch—atthepointwhenmarketingteamsanddesignersarebroughtonboard.Bythis
stage,it’softentoolatetopivot,leavingcriticaluserinsightsandmarketsignalsunvalidated.
However,thereissignificantvalueintestingavaluepropositionearly,leveragingreal
customersignalsfromthemarkettovalidateuserinsights.GenAI,combinedwith
experimentationthroughmultivariatetesting(MVT),enablescompaniestode-risk
hypothesesearlyonbyrapidlygenerating,testing,andrefiningmultiplevaluepropositions.
Whatwasonceatime-intensiveprocessrequiringmultipleiterationsandweeksofeffortto
alignmessagingwithdifferentuserpersonascannowbedonefasterandmoreeffectively.
WithAI-driventools,companiescantestarangeoftailoredpropositions,analyzeuser
engagement,anditeratebasedonreal-timefeedback—savingtime,reducingresourcestrain,andensuringbetteralignmentwithmarketneeds.
Exemplar:Valuepropositiontestingforanentertainmentventure
BCGXwasengagedtobuildanedutainmentventurelaunchingintheSingapore
market.Wetestedfourdistinctvaluepropositionstodeterminewhichfeaturesbestresonatedwiththetargetaudience—parentsofyoungchildren.
Thegoalofthistestingwastoidentifythefirstfeaturetobuildintotheproduct,asthiswouldbecriticalfordrivingpilotcustomeracquisitionandoverall
success.Valuepropositionstestedincludedpersonalizedavatarcreation,a
libraryofeducationalcontent,interactivestorytellingandtrust-buildingthroughaccreditation.GenAItoolswereusedtocreateseveraliterationsofadvert
copiesanddesignstobetestedthroughsocialmediaadplatforms.
TheGenAI-supportedprocessallowedustoobtainstrongsignalsforthevaluepropositionsthatmostresonatedwithaudiences,gaininghighconfidenceinthestrategywithinthreeweeksoftesting.Thisprovidedtimelyandvaluable
informationtoguideourgo-to-marketstrategyforlaunch.
Step3:Definingthetargetaudience
Decidingwhichaudiencesegmentstotargetduringaventure’sfirstgo-to-marketphaseiscritical—earlysuccesshingesonde-riskingaudiencesandaligningvaluepropositionswiththeirneeds.
Testingmultiplemessagesacrossvarioussegmentstypicallyrequiresextensiveresearch,surveys,anduserinterviews.However,thistraditionalapproachoftenfallsshort,assmallsamplesizesandlimitedreachcanleaveteamswithoutconfidentsignalsaboutwhich
segmentswilltrulydrivesuccess.GenAIoffersafaster,data-drivenalternativetoovercomethesechallenges.
WeseethreeclearwaysinwhichGenAItoolscanbeusedtoenhancetargetaudiencedefinition:
1Buildingstrongpersonasquickly
2Acceleratingaudiencesegmentation
3Enablingreal-timevalidation
14
BCG》《15
Usage1:Buildingstrongpersonasquickly
LLMtoolscanrapidlyanalyzecustomerdata,reviews,andtrendstoinstantlygenerate
detaileduserpersonas.Thisreplacestheneedforlengthymanualresearchanditerations.
Togiveoneexample,ateamcouldinputmarketdataintoanyLLMandgeneratedetailsofdesiredpersonassuchas‘eco-consciousmillennials’or‘budget-focusedfamilies’tobuildin-depthpersonasforatargetaudiencewithinhours.
Usage2:Acceleratingaudiencesegmentation
GenAIcanutilizebehavioralanddemographicdatatoautomatetheprocessofclusteringpersonasintosegments,allowingteamstocreateactionableandpreciseaudiencegroupstailoredtotheirbusinessgoals.
Thisapproacheliminatesthemanualeffortofanalyzingpatternsandsimplifiesthepathtotargetaparticularaudience.ThestrategycanbetakenastepfurtherbycreatingaudiencesegmentsspecificallydesignedfordifferentadplatformssuchasMeta,TikTok,orGoogle.
Forexample,teamscouldpromptanLLMtogeneratetargetingcriteriaforapersona
suchas‘youngparentslookingfortrustworthyedutainmentcontent’.TheLLMplatform
wouldsuggestdemographics(e.g.,parentsaged25-40),interests(e.g.,childdevelopment,educationalgames,orfamily-friendlyactivities),andbehavioraltraits(e.g.,frequentonlineshoppers,appusers)tobuildadetailedandeffectiveadtargetingplan.
Usage3:Enablingreal-timevalidation
GenAIallowsteamstoquicklytestaudiencesegmentsthroughmultivariateexperiments.
ToolssuchasCreative.ai,WebflowwithAI,Copy.ai,andMixocanbeusedtogeneratelandingoradcampaignscustomizedforeachtargetsegment,providingimmediatefeedbackonuserengagement.
Teamscould,forexample,testpotentialad-targetingperformanceof‘workingparentslookingforchild-friendlytools’against‘ruralparentsseekingbudget-friendlysolutions’toseewhich
drivehigherengagement.Thisrapidvalidationofaudiencesegmentsbenefitsteamsbyprovidingactionableinsightsforgo-to-marketstrategies.
Step4:Evaluatingmarketviability
Marketviabilitytestingexaminesthecompetitive
environment,businessrationale,expansionstrategy,andgo-to-marketplanforaproductorservice.ThisisanotherofthefourcorelensesBCGXutilizestovalidateearly-stageconcepts.
Theprocesstotestviabilitycanleveragevariousmethods—fromteaserwebsitestoadvertisementsandpre-orders,
todetermineifaproductislikelytosucceed—preorders
aparticularlypowerfulindicatorofpotentialsuccess.If
customersarepreparedtopurchaseyourproductbeforeit’savailable,it’sastrongsignthatyou’reontherighttrack.
Ourexperienceclearlydemonstratesthatminimizingrisksthroughmarketviabilitytestingiscrucialforimprovingthesuccessrateofnewventures.
Traditionally,teamshavereliedonhistoricalreports,surveys,
andcompetitivebenchmarkstoundertakethistesting.This
canoftenbeatime-consumingandresource-intensiveprocess.GenAIonceagainoffersanefficientalternativetoundertake
comprehensivetesting,enablingfaster,data-drivenmarketsizingandvalidationifemployedsmartly.Wealreadyseethreeclearusagesforthesetoolsinevaluationofmarketviability:
1Estimatingmarketsize
2Testingwillingnesstopay
3Competitivebenchmarking
16
BCG》《17
Usage1:Estimatingmarketsize
GenAItoolscanbecombinedwithpredictiveanalyticsplatformstoanalyzevastdatasets,providingdetailedestimatesofmarketsizing.Bysynthesizinginformationfrommultiplesources—suchasindustryreports,onlinetrends,andcustomerdata—GenAIcanquicklycalculatethepotentialsizeanddemandofanopportunityarea.
OneexamplecouldbeateamusingGenAItoexploreedutainmentmarketsize.Thisplatformcouldprovidetotaladdressablemarket(TAM)foraproducttargetingparentsofyoung
children,factoringindemographictrendsandspendingbehaviors.
Usage2:Testingwillingnesstopay
GenAI-poweredexperimentationcanbeusedtogaugeusers’willingnesstopay(WTP)—acrucialindicatorofmarketviability.CreatingAI-generatedsurveys,mocklandingpages,
orA/Btestscanprovideapathtosimulaterealpurchasescenariosandmeasureinterest,offeringvaluableinsightintothepaymentpreferencesoftargetaudiences.
UsingthistocompareWTPforsubscriptionvsbundlingisaprominentexample,andhasusecasesfrompetfoodthroughtodigitalmarketingsolutions.GenAIexperimentscandeliver
actionableinsightsonWTP,reducingtheriskofcommittingresourcestoamarketsolutionthatisultimatelyunviable.
Usage3:Competitivebenchmarking
GenAIcanprovideasolutiontoautomatecompetitiveanalysisbysynthesizinginsightsfromcompetitorwebsites,reviews,andofferingstoidentifygapsandopportunities.
Forexample,aGenAItoolcouldcomparefeaturesandpricingbetweentwonamedcompetitors,highlightingpotentiallyunderserveduserneedsthatrepresentmarketopportunitiesforbrandswiththerighttargetedproduct.
Thiscanallowteamstorefinetheirpositioningandoffersquicklybasedonrapidcompetitiveinsights,sidesteppingmultipledaysofmanuallygatheringdata.
BCG》《18
Step5:Rapidlybuildingandtestingminimumviableproducts(MVPs)
Timetomarketisincreasinglythedifferencebetweencapturingvalueormissingmajoropportunitiesintoday’sdynamicmarketplace.MVPscanprovideanacceleratedpathtoachievethisgoal.
BuildingandtestingMVPsisoneofthemostresource-intensivephasesofventure
development,withteamsoftenbecomingboggeddownduetochallengeslikehandling
supportingcapabilities,definingthecoreMVP,andcreatingintuitiveuserinterfaces.However,GenAIandspecializedtoolsarestreamliningthisprocess,enablingteamstofocusontesting
corefunctionalitiesratherthanbecomingtieduponperipheraltasks.TherearethreeclearusecaseswhereteamscanproactivelyleverageGenAItoimproveMVPdevelopment:
1Automatingsupportcapabilities
2Prototypingwith‘goodenough’UIs
3Focusingoncorefeatures
Usage1:Automatingsupportcapabilities
AI-poweredcodingtoolsandLLMsarehelpingengineersautomaterepetitivetaskssuchas
writingboilerplatecode,settingupinfrastructure,andmanagingsmallersystemcomponents.Thesetoolsreducedevelopmenteffortbygeneratingcodesnippetsandofferingsuggestionsinrealtime.
BCG》《19
Usage2:Prototypingwith‘goodenough’UIs
GenAIca
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