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ReseaΓchbΓief
CapgeminiResearchInstitute2026
The
multi-year
AIadvantage
Buildingtheenterpriseoftomorrow.
AIisnowacrosstheorganization
03
Tableof
Executivesummary
contents
01
AIisastrategic
imperative
regardlessof
marketsentiment
02
ReimaginingtheAI-augmentedenterprise
06
Enterprise-wide
AIadoptionisa
newdiscipline,andtheplaybookisstillevolving
04
Whyleaders
needtofocuson
human-AIchemistryandtrust
05
Research
methodology
07
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|2
Executive
summary
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
AIisastrategicimperative
regardlessofmarketsentiment
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
AIisnowacross
theorganization
Research
methodology
Executive
summary
Thispublicationispartofourresearchbriefseries
Researchreport
Long-formpublicationswithdetailedactionablerecommendations:
?10,000to15,000words
?In-depthglobalsurveys
?15–30focusinterviewsofseniorexecutivessharingbestpractices
?Detailedrecommendations
Researchbrief
Streamlined,data-centricpublicationswithaconciseandvisualpresentation:
?5,000words
?Shortsurveys
?Executivequotes
?Quickoverviewofrecommendations
Journal-Conversationsfortomorrow
OurHagshipjournalwithcuratedcontentfromCXOs,policymakers,Nobellaureates,topacademics,andstartups:
?ExecutiveandCXOinterviews
?Multi-perspectiveessays
?Intographicsandvisualsummaries
?Trendoverviews
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|3
Executive
summary
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
AIisastrategicimperative
regardlessofmarketsentiment
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
AIisnowacross
theorganization
Research
methodology
Executive
summary
Whoshouldread
thisreportandwhy?
Thisreportisdesignedforsenior
leaderswhoareshapingtheir
organization’sAIagendaand
responsibleforturningambition
intomeasurableimpact.ItexamineshoworganizationsacrossindustriesviewAItoday,withafocuson
readiness,scalingstrategies,and
long-termvaluecreationratherthanshort-termexperimentation.
Theinsightsareespeciallyrelevant
forCEOs,CXOs,andseniorexecutivesindata,technology,strategy,finance,andoperationswhoarenavigating
criticaldecisionsaboutwhereto
placebets,howtoscaleresponsibly,andhowtobalancenear-termresultswithlong-termtransformation.The
reporthighlightswhatdistinguishesorganizationsthataremovingbeyondpilotstosustainedAIimpact.
ReaderswillgainpracticalguidanceonacceleratingAIadoption,buildingtrust,andeffectivehumanAIcollaboration,andreshapingwaysof
workingtounlockenterprise-widevalue.Thefindingsarebasedona
globalsurveyof1,505seniorleadersatdirectorlevelandaboveacross15countriesandconcludewithactionablerecommendationstohelpleadersadvancetheirAIjourneys.
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|4
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
ExecutivesummaΓy
Executivesummary
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
01
Executivesummary
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|5
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|6
Executive
summary
ExecutivesummaΓy
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
Executivesummary
AIisastrategicimperativeregardlessofmarketsentiment
AIisnowacrosstheorganization
LeadersacrossindustriesincreasinglyviewAIasalong-termstrategicimperativeratherthanadiscretionaryorexperimentaltechnology.Oursurveyshowsthat,despiteshort-termuncertainty,confidenceremainshighinAI’sabilitytodelivertransformativeimpact.AIhascrossedacriticalthreshold:forCEOsandCXOs,the
questionisnolongerwhethertopursueAI,buthowtoembeditintothefabricoftheenterprise.Asaresult,organizationsareacceleratinginvestmentstobuildAIasalong-termoperatingcapability,withmorethanhalfoforganizationscommittingtosustained,multi-yearinvestmenthorizons.Thisapproachreflectsthebelief
thatconsistent,long-terminvestmentinAIbuildscumulativebenefitssuchasdeepercapabilities,strongerdatafoundations,andacceleratedinnovationthatlateadopterswillstruggletoreplicate.
Organizationsarealsoseenbalancinglong-termvisionwithnear-termpriorities.Leadersarepursuingtacticalinitiativesthatdeliverquickreturnswhileconsolidatingprogramsaroundhigh-valueareas.Eveninthe
eventofanAIwinter(aglobaldeclineinAIoptimism),mostexpectcontinuedinvestmentincorecapabilitiesandAI-driventransformation,withorganizationsshiftingfocustowardproven,scalableareasratherthan
experimentalprojects.
AIbudgetsarealsosettorise.Onaverage,organizationsgloballyexpecttoallocate5%oftheirannual
businessbudgettoAIinitiativesin2026,upfrom3%in2025.Atthesametime,leadersrecognizethestakes:failingtoscaleAIasquicklyascompetitorscouldmeanmissedopportunitiesandloststrategicadvantage.
Overthenext12months,organizationsaimtoaccelerateinvestmentsininfrastructure,data,governance,andworkforceupskilling,layingastrongfoundationforsustainableAIadoptionandimpact.Further,AI
isemergingasastrategicengineforenterprisegrowth,andefficiencydeliveringbusinessvaluebeyondproductivitygains.
OrganizationsgloballyareprioritizingAIinvestmentsinfunctionswithwell-definedprocessesandmeasurableoutcomes.OursurveyshowsthatmorethanhalfplantoconcentrateAIinvestmentsinfunctionssuchassalesandmarketing,aswellasIToperations.
Inadditiontotraditionalmachine-learningapproaches,organizationsarealsoexploringphysicalAIandotheremergingAItechnologies.GenAIhascrossedthethresholdfrompilotstoscaleduse,with38%oforganizationsalreadyoperationalizingGenAIacrosstheirbusinesses.AgenticAIsystems(AIagentswithvaryinglevelsofautonomyandhumanoversight,capableofsupportingdecision-making)aregaining
traction,withsixintenorganizationscurrentlyexploringtheirapplications.Similarly,edgeAIisdrawinginmoreinterest,withnearlyhalfoforganizationsreportinglimitedorfulldeploymentacrossfunctionsandlocations.
Organizationsfaceakeydecision:ShouldtheybuildAIcapabilitiesin-houseorbuythemexternally?
TheprevalentAIapproachemphasizesbuildingAIapplicationsandcapabilitieswheretheycreate
differentiation,buyingcommercialAItoolsandplatformswheretheyaccelerateprogress,and
orchestratingproprietaryvalueontopofcommoditymodels.Off-the-shelfofferingsareaccessibleandcost-effective,whilein-housedevelopmentisbestforunique,customized,orsensitiveusecases.
?Around40%oforganizationspurchasecommercialoroff-the-shelfAIsolutions.
?31%primarilybuildcapabilitiesinternally.
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|7
Executive
summary
ExecutivesummaΓy
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
Executivesummary
Enterprise-wideAIadoptionisanew
discipline,andtheplaybookisstillevolving
Asorganizationsmovefrompilotstagetoscaling,acceleratingAIadoption
demandsasystematicapproachanddisciplinedexecution.Organizations
areexploringmultiplemodelsforenterprise-wideadoption,andstrong
executivesponsorshipiswidelyregardedasthemosteffectivecatalyst(67%).Otherkeyenablersincludeexternalpartnerships(59%),regulatoryclarity
andethicalframeworks(53%),workforceupskilling(53%),robustgovernance(53%),andscalabledatainfrastructure(51%).
MeasuringAIsuccessisalsoevolvingbeyondReturnonInvestment(ROI)toincludemetricssuchasrevenuegrowth,marketshareimpact,and
competitivepositioning.
DataandAIsovereigntyareemergingasanewstrategicimperative
Datasovereigntyisemergingasacriticalpriorityamidbroadmacroeconomicandgeopoliticalshifts.54%nowprioritizedatasovereignty,ensuringthat
sensitiveorregulateddataremainsundertheircontrol,evenwhenusedwithexternalAImodelsorplatforms.Buildingonthis,AIsovereigntyisgaining
importanceasorganizationsseekgreatercontroloverthemodelsshapingcriticalbusinessdecisions.
Whyleadersneedtofocusonhuman-AIchemistryandtrust
WithAIaugmentingprocessesandautomatingroutinetasks,humanjudgement,accountability,anddecisionownershipremaincentral.Human–AIchemistryreferstodesigningAIsystemswherehumansretaincontrolovercriticaldecisions,guideAIbehavior,andintervenewhenneeded–ensuringaccountabilityasAItakesonagreaterscope.Thiscollaborationisalreadydrivingefficiencyandproductivity,buttrustinthishuman-ledmodelisessentialtounlockingfullvalue.Organizationsarebeginningtooperationalizethisapproach:
?66%confirmthathuman–AIcollaborationhasledtomeasurableimprovementsinproductivityanddecisionquality,
?59%reportthatemployeesfeelempoweredtouseAIintheirdailywork,?48%mentionthattheirorganizationhasclearlydefinedrolesand
responsibilitiesforhumansandAIsystemstoworktogethereffectively
ToprepareforanAI-enabledfuture,organizationsarereimaginingthefutureofworkanddrivingaculturalshiftthatgoesbeyondtraditionaltraining.Manyarerethinkingcriticalskills,sixintenorganizationsareredefiningrequiredskillsetsacrossrolestoalignwithAIadoption,and64%areactivelyenhancinghuman–AIcollaboration.Additionally,abouthalfarefocusingonspecializedareassuchasAImodelevaluationandethicaldecision-makingtofostertruehuman–AIsynergy.
AIisnotreplacinghumans.Rather,itisamplifyingandsupportingtheircapabilities.Organizationsthatinvestinbothtechnologyandskilldevelopmentwillleadin
productivityandinnovation.
Recommendations-Reimaginingthe
AI-augmentedenterprise
ToscaleAIeffectivelyandsustainably,organizationsmustfocusonfourstrategicimperatives:
?StrengthenAIessentialstounlockenterprise-wideintelligence:Buildthefoundationalenginefororganization-wideaccessandvaluegeneration
?AdvanceAIreadinessthroughgovernance,
alignment,andstrategicguardrails:EnsureAIissecure,resilient,andstrategicallyalignedasadoptionaccelerates
?Buildhuman-AIchemistryasacoreorganizationalcapability:Enableseamless,intuitive,andhigh-
trustcollaborationbetweenhumansandAI
?ScaleAIvaluebybalancing“TransformNow”and“BuildTomorrow”:Deliveroperationalefficiencytodaywhilebuildingenginesfortomorrow’s
reinvention.
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|8
ExecutivesummaΓy
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
AIisastrategicimperative
regardlessofmarketsentiment
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
AIisnowacross
theorganization
Research
methodology
Executive
summary
Keydefinitions
Inthisresearch,whenwerefertoartificialintelligence(AI),wemeanthefullrangeoftechnologiesthatenablemachinestolearn,reason,andmakedecisions–eitherbyanalyzingdata,generatingcontent,ortakingautonomousactions.
WeuseAIasacollectivetermtoreflectthefullspectrumofcapabilities.Thisincludes,butisnotlimitedto:
Machinelearning(ML)
Systemsthatlearnfromdatatomakepredictionsoridentifypatterns.
GenerativeAI(GenAI)
AsubsetofAIthatharnessesthepowerofextremelylargemodelsandmassivescalingofdataandcomputingpowertogeneratenewcontentbasedonpatternsanddataithaslearnedfrom,includingtext,image,video,audio,andcode.
AgenticAI
ThedeploymentofAIagentsina
real-worldenvironmentwhereagentscandetectsignals,planandreason,
makeautonomousdecisions,and
achievesetgoalsindependently
withouthumanintervention—suchasadjustingmanufacturingprocessesinrealtimeorplanningandexecutinglabexperiments.
EdgeAI
ThedeploymentofAIalgorithmsandmodelsdirectlyonedgedevicessuchasIoTsensors,cameras,smartphones,industrialmachinery,orautonomoussystems,ratherthanrelyingoncentralizedcloudserversforprocessing.Thisapproachcombinesedgecomputing(processingdataclosetowhereitisgenerated)withAIcapabilities,enablingreal-timedataanalysisanddecision-makinglocally.
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacrosstheorganization
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
AIisnowacrosstheorganization
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Research
methodology
Research
methodology
Executivesummary
Executivesummary
02
AIisastrategicimperativeregardlessofmarketsentiment
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|9
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|10
Executive
summary
Executive
summary
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
AIiscoretolong-termtransformation–embeddingintelligenceacrossfunctions
despiteshort-termuncertainty,
Morethanhalfoforganizationsbelievethat,willhavelong-termtransformationalimpact
AI
PercentageoforganizationswhobelieveAIwillhavelong-termtransformationalimpactontheirorganizationdespiteshort-termuncertainty,byindustry
75%
68%
61%61%60%
59%59%57%57%56%55%55%54%53%52%
57%
Allsectors
Media
Aerospace
Defense
Automotive
Industrial
manufacturing
Utilities
Lifesciences
andhealthcare
53%
oforganizationsviewAIasa
long-termcapabilitytool,witha
5+yearinvestmenthorizonthatwillembedintelligenceacrossfunctions.
Despiteshorttermuncertaintyand
early-stagechallenges,organizationsviewAIasfoundationalfor
competitiveness,future-proofing,andlong-termvaluecreation.
HighTechEnergyTelecom
PublicsectorInsuranceConsumerproductsBankingandRetail
manufacturingcapitalmarkets
Source:CapgeminiResearchInstitute,AIadoptionsurvey,November2025,N=1,205organizations.
Source:CapgeminiResearchInstitute,AIadoptionsurvey,November2025,N=1,205organizations.
AIisastrategicimperative
regardlessofmarketsentiment
Executivesummary
ExecutiveAIisastrategicimperative
summaryregardlessofmarketsentiment
AIisnowacrosstheorganization
AIisnowacrosstheorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
"Ithinkyou'regoingtohearthisfromlotsofcompaniesandlots
ofindustriesthatpeopleareveryfocusedontakingadvantage
ofthisaccelerationin[AI]technologytoreallyallowautomation,
efficiencyandtherefore,investment.Thisisoneofthereasonswhywe'reoptimisticabouttheforward:theproductivitygainsinthe
economyfromenterprisesaregoingtobeverymeaningfuloverthenextfewyears,andthatcreatesagoodtailwindthatwillbalanceothermacrofactorsthatmayormaynotcomeintoplay.”,
DavidSolomon
CEO,GoldmanSachs
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|,,
Executive
summary
Executive
summary
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
OrganizationsplantosustaininvestmentsinAI,evenduringapotentialAIwinter
HowisyourorganizationpreparingtonavigateapotentialAIwinter,whereglobaloptimismaroundAIcoulddeclineoverthenext2–3years?
80%
Shiftfocustofoundationalcapabilities(e.g.,data,infrastructure)
72%
Prioritizehigh-impact,low-costAIinitiatives
64%
ReassessAIportfolioforcost-e?ectivenessandstrategicalignment
57%
Preservecoretalentandknowledgeforfutureresurgence
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|12
Source:CapgeminiResearchInstitute,AIadoptionsurvey,November2025,N=1,505organizations.
OrganizationsarenowwillingtodisassociatethemselvesfromconcernsaroundAIwinter,giventhebenefitstheyareseeingandtheriskoflosingcompetitiveadvantagebynotmovingfast.
BrookSelassie,vicepresidentofAIandBusinessGrowth
StrategiesatGartner,explainsthefearofmissingoutamongorganizationshespoketo.Henotes:
"AIiscreatingwinnersandlosers.Inevery
sector,arelativelysmallcircleofmajorplayersshapethecompetitivelandscape.Andwedon’texpectsuccesstobesharedevenly,asifeach
wouldclaimanequalshareofopportunity.Farfromit.Advantagewillconcentrate,andthe
gainswillflowdisproportionatelytothoseabletoharnessAImosteffectively.”2
Researchbrief-CapgeminiResearchInstitute2026Themulti-yearAIadvantage:Buildingtheenterpriseoftomorrow|13
Executive
summary
Executive
summary
AIisastrategicimperative
regardlessofmarketsentiment
AIisastrategicimperative
regardlessofmarketsentiment
AIisnowacross
theorganization
AIisnowacross
theorganization
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Enterprise-wideAIadoptionisa
newdiscipline,andtheplaybook
isstillevolving
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Whyleadersneedtofocusonhuman-AIchemistryandtrust
Reimaginingthe
AI-augmentedenterprise
Reimaginingthe
AI-augmentedenterprise
Research
methodology
Research
methodology
Enterprisesareprioritizingproven,scalableareasfortheirinvestments
Percentageoforganizationswhoagreetothestatement-"Thereisagrowingsense
internallythatAIspendingneedstobemorefocusedonproven,scalableusecasesrather
thanexperimentalprojects."
75%75%75%
68%
68%
62%
50%
64%63%61%61%59%58%58%57%56%
Industrial
manufacturing
Lifesciencesandhealthcare
Bankingandcapitalmarkets
Retail
Consumer
AllsectorsTelecomDefense
products
manufacturing
PublicsectorHighTechAerospaceEnergyAutomotiveInsuranceUtilitiesMedia
Source:CapgeminiResearchInstitute,AIadoptionsurvey,November2025,N=1,505organizations.
AIinvestmentshavenowbecomemorestrategicandfocused.
64%
oforganizationssaytheyhavestartedpausinglower-valueAIprojectstoredirectth
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