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TALKING
POINTS
ONNOW
ANDNEXT
Examiningthedriveto
sustainabilitywithinautomotive
Expertinsightsonhowtonavigatethe
challengesandopportunitiesontheroad
tosustainabilityintheautomotivesector.
OUTSIDE-INTHINKINGWILLUNLOCKSUSTAINABILITY
Thedriveforsustainabilityistriggeringmoredisruptionintheautomotivesectorthananythingseensincethedawnofthedigitalage.
Parallelscanbedrawnbetweenourapproachtosustainabilitytodate,andtheearlydaysofthedigitalera.Whenfirstintroducedintotheofficeenvironment,technologywasfocusedondiscretetasksandadoptedinapiecemealfashion–muchlikeeffortstowardsustainabilitytodate.But,justaswehavewitnessedadigitalrevolution,wearenowstartingtoseeourindustryshiftfromasiloedapproachtosustainability,focusedonpocketswithinthevaluechain,toanoutside-in,end-to-endstrategy.
BEYONDENGINEERING
Sustainabilityhastraditionallybeenseenasthepreserveoftheengineeringdepartment.Thatteamwastaskedwiththechallengeofmaximizingvehicleefficiencyanddeliveringcleaner,greenercars.Thevehicleitselfwasthefocusofsustainabilityeffortsandassociatedtransformationrippledoutfromthiscentralpoint,resultinginaninside-outmindsetandapproach.
It’snatural,perhaps,thattheindustry’seffortsbeganwiththevehicle;motivatedbytighteningregulationsandglobalagreementsonclimatechange,notablytheCOP26declarationonzeroemissioncarsandvans.Thereality,however,isthatoriginalequipmentmanufacturers(OEMs)
arenowrecognizingthataddressingsustainabilitybytacklingthedrivetraininisolationisliketryingtobailoutaboatwithaspoon.
It’sbecomingincreasinglyapparentthatwhileexecutingthisvehicle-centricchangejourney,OEMsmust,inparallel,thinkfarbeyondthecartodeliveronsustainabilityaspirationsandcommitments.
Comingonthebackofwidespreaddisruptionduetothepandemicandothermajorglobalevents,thiscompoundingofcomplexchallengesisdaunting.Itrequiresshiftsinmindsets,processes,andculturetoswitchfromreactingtoexternalpressuresandregulations,toputtinginplacespecificprogramsandinvestmentstoproactivelyembracesustainabilityasintrinsicineveryareaoftheautomotiveecosystem.
2Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
MAPPINGTHE
ROUTEFORWARD
Inthisreport,weprovideperspectivesonhow,bythinkingoutside-in,OEMsandthebroadersupplierecosystemcanmake,andbenefitfrom,rapidsustainabilityprogressonmultiplefronts.Ourreportcontributors
drawontheirspecialistautomotiveexpertisetoprovideinspirationandguidanceonaspectscoveringdatamanagement,organizationalculture,partnershipnetworks,productdesign,manufacturing,procurement,circulareconomies,consumerbehavior,andsupplychains.
Bythinkingaboutthewholeexpandedecosystem,automotiveplayerswillmaketheleaptotruesustainability.Visibilityofdataandpracticeswillneed
toextendfurtherthantier1suppliers.Responsibilitiesandsupportforsupplierrelationshipsdeeperintothenetworkmayneedtobereevaluated.Inthepursuitofsustainability,transparencywillberequiredaroundmaterialsalongthewholevaluechain.
Theecosystemitselfwillcomeunderscrutiny.Istheexistingset-upfitforpurpose?Bycollaboratingwithapartneronanew,jointsolution,couldemissionsbecutorresourcessaved?Couldsupplierscontributetowardsustainabilityaimsthroughadoptionofrenewableenergysources?Arethereinter-industrycollaborationstobeforgedwhenitcomestoreuseandrepurposingofmaterials?OEMsmustholisticallyconsidernewandoldplayersthatwillenablethecapabilities,interconnections,anddataflowsto
bothevidenceandenablesustainabilitywellbeyondjustthevehicle’suse,butinitsproduction,energysource,materialssourcing,andreuse.
Thisholisticmindsetwillproveinvaluablewithintheorganization,too.Makingsignificantstridesalongtheroadtosustainabilitywillnotbepossiblewithoutreconsideringinternalprocesses,skills,andteams.Datathatisheldinsiloscannoteasilybeanalyzedtoassessthecurrentstateandmeasuretheimpactofnewinitiatives.Oneortwosustainabilityexpertswillnotinfluencepolicyandbehavioriftheyareworkinginisolation.Andlinemanagersandemployeeswillstruggletotranslatetop-downdirectiveswithoutKPIsandincentivesthatilluminatetheimpactoftheirworkonsustainability.
3Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
UNLOCKING
OPPORTUNITIES
Therearecertainlychallengestobefacedonthisjourneytoanoutside-insustainabilitystrategy.Butonethreadrunningthroughalltheexpertopinionsinthisreportisasenseofexcitementattheopportunitiesthatpresentthemselvesinthissphere.
OEMsonaquestforend-to-endsustainabilitywillfindthemselvesreapingrewardswellbeyondtheenvironmentalupsides.Throughdatamastery,intelligentproductionand
supplychainstrategy,andcircular
designthinking,theindustrycan
increaseprofitability,resilience,
customercentricity,andtalent.
Taketheadoptionofacirculareconomyasanexample.Recycling,remanufacturing,andrepairingproductsminimizetherawmaterialfootprint.Butitcanalsobringanunexpectedbonusintermsofcustomersatisfaction.Byintroducingfree,as-a-service,orsubscriptionservices,thenumberofcustomertouchpointsincreases,asdoes
end-userdata.Thisdatacaninform
serviceimprovementsandadditional
offerings:equatingtoincreased
revenuefortheorganization
andbettercustomersatisfaction
andretention.
Thisholisticre-imaginingof
ecosystems,relationships,and
processesheraldstheintroductionof
boldnewcommercialmodelssuchas
mobilityas-a-service,powerprovision,
remanufacture,secondarymarkets
anddata,anddigitallydrivenrevenue
streams.
INCONCLUSION
Whereonce,intheautomotivesector,sustainabilitywassynonymouswiththeelectricvehicle(EV),OEMsarenowbeginningtoembraceanapproachinwhichthecaritselfisjustonecomponent.
TheUNdefinessustainabilityas“meetingtheneedsofthepresentwithoutcompromisingtheabilityofthefuturegenerationstomeettheirownneeds.”Inconsideringsustainabilityasadriverforinnovation,ambitiousOEMsarepioneeringnewwaystomeettheneedsofthepresentinallareasofmobility;andlayingafoundationforabettertriplebottomlineofprofit,people,andtheplanetinfuture.
Thisisanexcitingtimetobepartoftheautomotiveindustry.Inyearstocome,theindustrywilllookbackatthe2020sasthedecadenotonlywhencarswentelectric,butalsowhenmobilityitselftransformedforgood.
4Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
Individualinsightsforasharedambition
Wheredoessustainabilitystart?Inthemanufacturingplant?Inthedesignphase?
Iwouldargue,somewheremuch,muchearlier.
Inoursector,weareseeingatransitionfromsustainabilityasareactiontoexternalpressureslikeregulation,toanopportunitytoredefineanenterprise’svalueproposition.That’snottosayitiseasy.Forenterprisestotakeanoutside-inapproach,manycomplexitiesmustbeovercome.That’swhyIaskednineexpertsfromacrosstheCapgeminiorganizationtosharetheirindividualinsightsonthechallengesandopportunitiesrepresentedbysustainability.Theirresponseswill,Ihope,providepracticalinsightsforadvancingyourownsustainabilitystrategy–whilealsoillustratingtheuniqueexpertiseCapgeminihastoofferinthisfield.
MarkusWinkler
ExecutiveVicePresident–GlobalAutomotiveSectoratCapgemini
Methodology:
Tocreatethisopinionpaper,Capgeminiconductedinterviewswithtenexpertstoidentifyandincorporatetheirviewsonrecentdevelopmentsintheautomotiveindustrywithregardtosustainability.Opinionsexpressedinthefollowingcontentbelongtotheindividuals,notCapgemini.
5Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
SUSTAINABILITYAS
STANDARD,NOTINSILOS
WithMarkusWinkler
Sustainabilityoffersenterprisesintheautomotivesectortheopportunitytodifferentiateandinnovate.Tobroadenoutbeyondthevehicleitselfandofferaffordable,sustainablemobilityforconsumers.
Letustakeaconsumerexample.Today’scarconfiguratorsgivenorealguidanceonhowacustomercanbuildtheirvehicletobeasgreenaspossible.ThatrepresentsanopportunityforOEMstoguide,engage,andeducateconsumersaspartoftheevolutionofmobility.
BRINGSUSTAINABLE
PURPOSETOLIFE
Iseemanyparallelswithdigitalization.Inthepast,therewasadigitaldepartmentwiththeChiefDigitalOfficeratthetop–andnowdigitalisintegraltotheenterprise.Similarly,sustainabilitygoesfarbeyondhiringasustainabilityofficer;anenterprise-wideapproachiswhatisneededtoempoweremployeestobringsustainablepurposetolife.
Thekeytoshiftingattitudesistoleadfromthetop.Teamsneedguidanceandframeworkstotakeaction.Forinstance,whenthepurchasingdepartmentdrawsupitscriteria,whereshouldtheimpactonsustainabilitysitagainstprice,quality,andavailability?LetussayanOEMhastochoosebetweentwosupplierstosourceapart.Oneismore
expensive,buthaslessofafootprint
inthesustainabilitychain.Abusiness
strategyneedstoexisttohelpteams
evaluatethecostversustheimpacton
areassuchasclimatechange.Which,
ofcourse,isnotstraightforward:itwill
involveexperimentingwithvariables
aroundactualCO2,pricing,andother
scoringcriteria.
6Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
SUSTAINABILITY
FROMATOZ
Whileobviousareassuchaselectrification,batteries,andsourcingofmaterialsreceivealotoffocus,sometimestheapproachtosustainabilityisnotsufficientlyend-to-end.Couldmoreusebemadeofdigitaltwinsandsimulationsforactivitieslikecrashtesting?Couldthemetaversereducecarbonfootprintinthesalesprocess?
Butofcourse,wemustconsidertheimpactofthosenewtechnologiesthemselves.Blockchainandvirtualcurrencieshavesustainabilityfootprints.Theincreaseddemandfordrivingassistancesystemscallsformorecomputingpower.Findingtherightcloudpartner,whichitselfrunsonrenewableenergy,willbekey.
Sustainabilitywillnotcomeovernight.Althoughourrecentresearchhasseensustainabilityinvestmentflatten,orevenreduce,weareonlyatthe
beginningoftheshift.Itwilltakea
sustainedpushtocreateenterprises
withsustainabilityintheirDNA.But
inmyview,sustainabilityisshiftingto
amajordisciplineinoursector,and
OEMsshouldbeaskingnot,“Howcan
Icomply?”but“Whatdoesittaketobe
aleaderinthisarea?”
A”businessstrategy
needstoexisttohelpteamsevaluatethecostversustheimpactonareassuchasclimatechange.
”
Abouttheauthor:MarkusWinklerisExecutiveVicePresident–GlobalAutomotiveSectoratCapgemini.Heuseshisextensiveexperienceindeliveringmajorbusinesstransformationprogramstohelpclientsensureinnovationsintechnologydelivernew,sustainablevaluepropositions,whilebringingefficiencytolegacyandcommoditizedITservices.
7Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
THINKBEYONDEMISSIONS
WithKlausFeldmann
Howsustainableanelectricvehicleis,dependsonmorethanemissions.
BUILDINGTOWARDBATTERYEFFICIENCY
Letuslookatbatteriesfirst.Somecompaniesintegrateabatterycelldirectlyintoapack,becauseit’scheaperandoffersahigherenergydensitypervolumeinthevehicle.ButthatmeansyoucanonlyreusethecompleteEVbattery,andtheremaybesafetyconcernsifsomecellsarenolongerperformingastheyshould.Oftenthatmeanstheonlythingtobedonewiththebatteryistorecycleit.Whereasifyougodownthetraditionalrouteofcelltomoduletopack,ifonemodulebreaksyoucanremoveitandusetheothersindifferentapplications.
I”nthefuture,wewillsee
moreandmorevehiclesbeingdesignedforspecificusecasesascarownershipmovestowarde-mobility.
”
Dataiskeytothistypeofreuse:bothhistoricaldataandreal-timeusage,inordertodeterminehowlongthebatterywilllastwhenusedundercertainconditions–orindeedwhatstepscouldbetakentoextenditslife.
Detailed,real-timedataanalysiswillbeimportanttosupportnewtrends.Inthefuture,wewillseemoreandmorevehiclesbeingdesignedforspecificusecasesascarownershipmovestowarde-mobility.Thisisasignificantshiftforbatteries,astheywillfit100%oftheirintendedusecase,meaningtheyaresuper-efficient.Vehicleswillnotbecarryingtonsofbatteryweightunnecessarily.
COLLABORATINGONINFRASTRUCTURE
Anotherkeydependencyisthecharginginfrastructureforendusers.Whenthinkingaboutsustainability,anend-to-endsmartcharginggridisveryimportant.Customersneedtherightpower,attherighttime,intherightplace.Differentindustriesmustsharedataformaximumefficiency.Forinstance,datafromvehiclescansupporttheinfrastructureproviders,whichinturnsupportthegridsandenergyproducers.
Currently,thereareanenormousnumberofcharginginfrastructureproviders,whichcausesinvoicingcomplexityfortheconsumer.AbetterapproachisasinglechargecardprovidedbytheOEMwhichallowscustomersaccessacrossthepartnershipnetworkwithasingleinvoice.Thistakesacommitmenttopartnershipanddatasharing.Anevenmoreelegantsolutionisso-called‘pluginandcharge’:OEMspartnerwithcharginginfrastructurecompaniessothatthevehicleisrecognizedwhenit’sconnectedandtheownerautomaticallyreceivesaninvoice.
Thecommonthemeofthesesustainablesolutions?Partnerships.Inmyview,theyarecriticaltoOEMs,whowillnotbeabletoachievetheirgoalsalone.
Abouttheauthor:KlausFeldmannisCTOforAutomotiveSustainabilityande-Mobility,CapgeminiEngineering.Hesupportsorganizationsintheautomotivesectorontheirpathtocarbonneutralityacrossproducts,footprints,andservicestofightclimatechangeandcontributetoadecarbonizedeconomy.
8Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
THEOCEANOF
OPPORTUNITIESINTHE
CIRCULARECONOMY
WithClémentChenut
Whenitcomestoachievingsustainability,thereisadifferencebetweensettingoffattopspeedandmakingsureyouaregoingtherightway.OEMswillneedtobeclear,ataholisticlevel,ontheirdirectionoftravel.
Therearefiveinterconnecteddimensionstoconsider:
1
2
Along-termstrategy,applicableintheday-to-day.Inaworldoflimitedresources,resiliencewillrelyonalong-termstrategywithnewperformanceindicatorsthathelpshiftfromabusinessofvolumetoabusinessofvalue.
Productdesignsetsthecircularstrategy.Useproductdesigntodeliversuperiorvalueduringtheproductlifecyclethroughmodularity,repairability,orrecyclability.Technologyselectioniskey,toconnectproductsanddeliverincreasedbenefitsrightacrossthevaluechain.
3
4
5
Reverseoperationsforrevalorization.Ensureproductsretainvalue,andpreserveresources,byusingreverselogisticsforrepairorremanufacturing.Enablingproductcollectionwillbeakeysuccessfactorinthisnewmodel.
Ecosystemtransformation.Gettherightpartners
anddata-sharingpracticestoworktogetheron
mutualobjectives.Createyourownconsortiums
toworkcollectivelyonresearchanddevelopment
(R&D)investment
Innovation.Useinnovationasadriverfor
sustainabilityatspeedandscalebyinvestingin
physical,digital,andbiologicaltechnologies.
9Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
Let’stakeacloserlookatthelong-termstrategypoint.Theelectrificationoftransportwilldriveanexplosionintherequirementformetalsby2040,withdemandforlithiumincreasingbyforty-twotimes,cobaltbytwenty-oneandnickelbynineteen.Tomitigatetheirexposuretoscarceresources,andtoembracethemegashiftstowardindustryelectrification,increasedsoftwaredeployment,and
as-a-servicemodels,OEMswillneedtotransitiontothecirculareconomy.
Attractingandtrainingtherighttalentwillbecrucial.
Notjustdevelopers,techexperts,anddatascientists,butalsosoftwareengineers,mechanicalengineers,electrochemists,andbatteryexperts.Becausethecirculareconomyismorethanjustunderstandingthetraditionalbordersofourindustry,investmentwillbeneededinadditionalareas:notablyintelecoms,mobility,andenergyexpertise.And,ofcourse,capabilitieswithinsustainabilityitself,tobetterunderstandtheinterconnectednessbetweenallitscomponents.
rganizationsthatadoptthe
circulareconomyexperience
bettereconomicvalueand
consumerdesirability.
”
UNTAPPEDVALUE
Sofar,mostOEMshavefocusedontheupstreamendofthevaluechain,intermsoftheprovisioningofrawmaterialsandestablishingcapabilitiesinmanufacturingelectricbatteriesasadifferentiator.Buttherealaddedvalueinthecirculareconomyremainsuntapped:theoceanofopportunitiesthatsitsbetweenendofuseandrecyclingforvehicles.
Wearestartingtoseeexcitingdevelopmentsinthisarea.RenaultlaunchedarefactoryinFrancetoremanufactureandretrofitvehicles.EuropeanbatterymanufacturerNorthvolthaspartneredwithaluminumcompanyHydrotoimproverecyclability,inordertobeabletoreuse50%ofitsbatteries.
Circularityhasasustainabilitybenefitasitminimizestherawmaterialfootprint,yes.Butitalsosupportscommercialobjectivesbyreducingthedepletioninvalueofgoodsandmaterials.Twobenefitstothebusinessare:
?Moreresilienceagainstfourexternalfactors:pollution,lackorabsenceofrecovery,difficultysourcingrawmaterials,andCO2reduction(movingawayfromprovisioningrawmaterialsreducestheCO2billforOEMsbybetween45%and60%).
?Financialbenefits:organizationsthatadoptthecirculareconomyexperiencebettereconomicvalueandconsumerdesirability.
Thatfinalpointaroundconsumervalueisaninterestingone.Anunexpectedbenefitofcircularityisthattheextensionofproductlifeprovidesgreaterintimacywithconsumers.Relationshipslastlonger,touchpointsincrease,andmorecustomerdataisgathered,allowingcompaniestoimproveservicesandaddrevenuestreams.Customersatisfactionandretentionimproves,anddeliveringonthebroadervisionofsustainabilitycreatesapositivecycleofbenefitswithintheorganization.
Onethingisforsure.Whetherithappensthroughpushorpullmovements,oramixtureofboth,theadventofthecirculareconomyisinevitable.IwouldencourageOEMstoembracetheopportunitiesitoffers.
Abouttheauthor:ClémentChenutisCircularEconomyExpert,GroupSustainabilityAcceleratoratCapgeminiInvent.Heworkstoincreaseawarenessonsustainabilityissuesandacceleratethedevelopmentofcircularbusinessmodels.Alongsidehisprofessionalactivities,ClémentlecturesattheUniversityofParisDauphine,amongothers,ontheapplicationofthecirculareconomyinleveragingtechnology.
10Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
PUTTINGTHEE
INTOEND-TO-END
WithVeraSchneemann
Whenitcomestoinvestmentinsustainabilityinoursector,wehaveseenanincredibleincreaseine-vehicles,buttheend-to-endperspectiveisstillmissing.
OEMsarelaunchinge-vehicles,butthe‘e’relatesonlytothevehicle,nottothesustainabilityofproductionortoextendingthecar’slifecycle.Progressisbeingmade,however,onrefurbishmentandreuseofmaterials,particularlywithinnon-safetycomponents.Start-upsplayanimportantroleinthisarea.
TRANSPARENTECOSYSTEMS
TheCatena-Xopendataecosystemwillhaveabigparttoplayinincreasingtransparencyaroundmaterialsalongthewholevaluechain;improvingtraceabilityandcircularityup-anddownstream.
Traceabilityandavailabilityareimportanttopics.Tomake
yoursustainablevisionareality,youneedtobeableto
answerquestionslike:
?Haveyouthoughtend-to-endaboutcircularity,includingimplementingsmartcomponentreturnprocesses?
?Doyouhavetherightnetworkofpartnerswhowillopenlycooperateonrepairs,refurbishment,manufacturing,andrecycling?
Someoftheanswerswilllieinalargeecosystemor
marketplace,allowinginterchangebetweenindustries.
Whererecoveredmaterialsfromaerospace,forinstance,
canbeusedinautomotive;andautomotivematerialscan
berepurposedinconsumerproducts.
11Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
omeoftheanswerswilllieinalarge
ecosystemormarketplace,allowinginterchangebetweenindustries.
”
TALKINGTALENT
Thehumanfactormustnotbeunderestimatedinallthis.Howareyoushowingyouremployeestheimpacttheirdailyworkhasonsustainability?Haveyouidentifiedthetwoorthreesustainabilityexpertsindepartmentssuchasprocurementwhocanhelptoguideandupskillthewiderteam?
Middlemanagementshouldbeafocusareainordertogenerateastepchange.TheCsuiteunderstandthatthedriveforsustainabilityisagrowthopportunity.Butappropriateincentiveshavenotyetnecessarilybeenputinplacetodrivetherightbehaviorsfurtherdowntheorganization.
AsanOEM,yourattitudetosustainabilitycanbeanadvantageinthetalentpool,withmoreentrantstothejobmarketchoosingfirmswhosevaluesalignwiththeirown.
Whentalkingaboutend-to-endsustainabilityforOEMs,therearethreeareasthataresometimesoverlooked:
1
2
3
Thebroaderorganization.Onebusinessunit cannotdoitalone,thepushmustbecompany-wide.Andtheattitudemustbeopen-minded.Notjust,“Howcanweproducethebeste-car?”but“Withour currentavailableecosystem,processes,andenergyprovision,howcanwebeassustainableaspossible,now?”
Smallersuppliers.OEMsexpecttier1supplierstotakeresponsibilityfortheirownsustainability,andto–inturn–managethetier2suppliers.Butbeyondthat,wearedealingwithsmallerandsmallerfirmswhocannotaffordtoinvestinsustainabilityprojects.OEMsneedtofocusonhowtodealwiththisissue.
Consumerbehavior.Howcanyou,asanOEM,influencepeople’schoices?Howcanyoucreatemoreawareness?Becauseifthecustomeriswillingtopayforit,moreinvestmentbecomesavailableforsustainabilityprojects.
Abouttheauthor:VeraSchneemannisGlobalLead,SustainableOperationsandSupplyChainatCapgeminiInvent.Withover15yearsofexperienceinsupplychainmanagement,shetakesaholisticapproachtoanalyzingthestatusquointermsofemissionsalongthevaluechain,developingend-to-endapproachestosustainableoperationalprocesses.
12Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
DATAILLUMINATES
THEPATHTO
SUSTAINABILITY
WithBenjaminFritz
Netzerocanonlybeachievedwiththerightdatastructures
inplace–andtherealityisthatformanycompanies,thesedo
notyetexist.
UNDERSTANDINGTHEVALUECHAIN
Howdoesyourcompanymeasureupintermsofsustainability,andtowhatextentdoesitneedtochange?Whichactionswillhavethemostimpactandhowmuchwilltheycost?Thesequestionscanonlybeansweredwithefficientdatamanagement.Butoftendataexistsinsilosthatarenoteasilyconsolidated.Thatmakesithardtocompare,say,emissionsdataatthecompanyorproductlevel.Andtheabilitytomeasurethecurrentstateisvitalinordertoassesstheimpactofmitigatingactions.
Aclearpictureisneededrightacross
thevaluechain.Dataonthecomplete
productlifecycle,fromdevelopment,
production,supplychain,andlogistics,
mustbebroughttogetherwith
datafromvehicles,customers,and
otherdepartments.
Intechnologicalterms,whatisneeded
isadatameshwithdecentralized
architecture.Datasovereignty
remainswithinindividualdomains,
butinformationcanbecombinedand
evaluatedforanalysispurposes.
13Talkingpointsonnowandnext:Examiningthedrivetosustainabilitywithinautomotive
THEIMPORTANCE
OFCONTEXT
Inmyopinion,allOEMsneedtoworkcloselywiththehyperscalerstobuildacloudinfrastructureasafoundationforsustainability.Thentheycanuseasemanticlayeracrosstheorganizationtoaccessthedataandgenerateinsights.
Withthisfoundation,enterprisescanusequalitydatatodriveAIsystems,withafocusonensuringthedataclearlyconveyswhattheAIneedstolearn.Teamscanthenfocusonperformance,ratherthanspendingtimetryingtoimprovethemodel.
Themostimportantthingtoconsiderinallofthis,i
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