2026+企业+AI+人才战略研究报告+Corporate+AI+Talent+Study

ResearchReport:AILC926

◎2026CopyightAILeadersCouncil.AlIRightsReserved.

AlLeadersCorporateAl

CouncilTalentStudy2026

2026CorporateAITalentStudy

TableofContents

ExecutiveSummary 3

StudyKeyTakeaways 4

SurveyQuestions/Answers/Takeaways

AIadoptionto-dateandAIAdoptionStages 5

AIusagebyfunction 6

AIusageindailywork 7

AItalentstrategies 8

AIhiringbyrole 9

AIhiringdifficulties 10

AItalentgaps 11

ConfidenceinusingAItools 12

MostcriticalskillsforAIsuccess 13

TypesofAItraining 14

HowemployeeslearnAI 1

5

HowAIisimpactingworkforce 16

AIimpactonhiring 17

WhatpercentageofroleswillbeimpactedbyAI 18

StudyClassificationDemographics 19-20

Conclusion:LookingAhead:BuildingtheAI-ReadyWorkforce 21-22

AbouttheAILeadersCouncil 23

2|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

3|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

2026CorporateAITalentStudy

ExecutiveSummary

Artificialintelligenceisrapidlychanginghowworkgetsdone,butmanyorganizationsarestilldetermininghowtopreparetheirworkforceforthatshift.The2026CorporateAITalentStudyisbasedonanationalsurveyconductedbytheAILeadersCouncilbetweenJuneandAugust2026,withmorethan300

executivesacrossNorthAmericaparticipating.Respondentsrepresentabroadrangeofindustries,organizationsizes,andleadershiprolesspanningtechnology,operations,andtheexecutivesuite.

ThefindingsrevealthatAIAdoptionStages™changedsinceJanuaryofthisyear(2026),when“Absent”ornoAIinitiativeswere13%,andnowinSeptember2026areonly3%.Thedifferenceprogressingto

“Exploratory”AIthatincludesexperimentationandpilotswhichincreasedby6percentagepoints,and“Operational”AIstagesincludinglimitedtoscaledproduction,whichincreasedby4percentagepoints.However,fullyembeddedAIstayedthesameoverthetimeperiodat3%.

RegardingAItalent,thestudyidentifiedasignificantgapbetweenAIadoptionandworkforcereadiness.Approximately54%ofrespondentsreportAIisalreadybeingusedinproduction,yet33%havenodefinedAItalentstrategyandonly37%provideformalAItraining.Ratherthanrelyingprimarilyonexternalhiring,organizationsarefocusingontheirexistingworkforce,with44%identifyingemployeeupskillingastheir

primaryAItalentstrategy.

Theskillsorganizationsneedarealsobecomingclearer.Businesstranslationanduse-casedesignranks

asthelargestAItalentgap,whilecriticalthinkingandvalidation(65%)andautomationandworkflowdesign(61%)areconsideredthemostimportantworkforceskillsfortheAIera.Meanwhile,38%reportthatAI

isalreadychangingexistingroles,and52%expectmorethanone-quarteroforganizationalrolestobesignificantlyaffectedwithinthenexttwoyears.

TheresultssuggestthatAItalentisbecominganenterprise-wideworkforceissueratherthansimply

atechnologyrecruitingchallenge.Asadoptionexpands,organizationswillneedtoplacegreateremphasis

onstructuredtraining,practicalAIskills,jobredesign,andworkforceplanningtoensureemployeecapabilitieskeeppacewithtechnologyinvestment.

Weencouragereaderstousethefindingsfromthisinaugural2026CorporateAITalentStudyto

benchmarktheirAItalentstrategiesandworkforcereadiness.WealsoinviteyoutoshareyourfeedbacksowecancontinuetotrackhowAIskills,roles,training,andworkforcestrategiesevolveinfuturestudies.

2026CorporateAITalentStudy:KeyTakeaways

AIAdoptionOutpacesAITalentStrategy

FromJanuarytoSeptember2026,thenumberoforganizationswithnoAI

initiativesdecreasedfrom13%toonly3%,alongwithincreasedAIpilotsandincreasedproduction,whilefullyembeddedAIstallsatonly3%.Yet33%havenodefinedAItalentstrategy,andonly37%provideformalAItraining.

AI

UpskillingisthePrimaryAIWorkforceStrategy

OrganizationsarelargelylookinginwardtobuildAIcapabilities.44%identifyupskillingexistingemployeesastheirprimaryAItalentstrategy,whileanother17%combinehiringwithupskilling.Only4%primarilyrelyonexternalAIhiring,and73%arenotcurrentlyrecruitinganyofthespecializedAIroles.

AI

BusinessTranslationistheLargestAITalentGap

ThemostfrequentlycitedAItalentgapisbusinesstranslationanduse-case

designat31%,aheadofemployeeadoptionandtrainingat24%,datareadinessat16%,technicalexpertiseat15%,andAIgovernanceandriskat14%.

AI

CriticalThinkingandWorkflowDesignDefineAI-ReadyTalent

Criticalthinkingandvalidationisidentifiedby65%ofrespondentsasacritical

workforceskillfortheAIera,closelyfollowedbyautomationandworkflowdesignat61%.Bothrankwellaheadofpromptengineeringat33%.

AI

AITrainingRemainsPredominantlyInformal

Only17%oforganizationsprovideformalcompany-wideAItraining,withanother20%limitingformalprogramstoselectedroles.Meanwhile,42%relyoninformaloradhoctrainingand21%providenotraining.Amajority56%ofemployeesareprimarilylearningAIindependently.

AI

AIisNotEliminatingJobsDespiteWidespreadReports

AI’scurrentworkforceeffectisprimarilyjobredesignratherthanjobelimination.38%reportthatAIischangingexistingroles,whileonly6%reportcurrent

headcountreductions.However,33%expectAItoreducehiringoverthenexttwoyears.

AI

Thefollowingreportdetailsandsummarizestheresponsestoeachquestion,

4|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

followedbyrespondentclassifications.

5|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

cases,workeffectivelywithAItools,evaluateoutputs,andredesignprocessesaroundnewcapabilities.

Howwouldyoudescribeyourorganization’scurrentstageofAIadoption?

ThestudyconfirmsthatAIhasmovedbeyondexperimentationforamajorityoforganizations,althoughwidespreadenterprisedeploymentremainslimited.

Aleading40%ofrespondentsreporttheyarecurrentlyexploringorpilotingAI,followedby35%withselect

deploymentand/orlimitedproductionusecases,while19%havescaledAIacrossmultiplefunctions.Only3%reportthatAIisfullyembeddedacrosstheorganization,whileanother3%indicatetheyhavenoAIinitiativesunderway.Together,amajority54%ofrespondentsnowhaveAIoperatinginproductioninsomecapacity.

40%

AIAdoptionStages™

TohelporganizationsbenchmarkAIadoptionprogress,AILCgroupedsurveyresponsesinto4adoptionstages:

•Absent(3%):NoAIinitiativescurrentlyunderway

•Exploratory(40%):Pilotprogramsandexperimentationonly

•Operational(54%):AIinlimitedproductionorscaledacrossmultiplefunctions

•Embedded(3%):AIintegratedstrategicallyacrossenterpriseoperations

3%3%

19%

TAKEAWAYS

TheresultspointtoamarketthathaslargelymovedbeyondthequestionofwhetherorganizationswilladoptAI.ThemoreimportantquestionisincreasinglyhoweffectivelytheycanexpandearlydeploymentsacrossfunctionsandintegrateAIacrossbusinessoperations.AIAdoptionStagesareaframeworkforidentifyingtrends.

Atthesametime,thedistributionillustrateshowmuchworkremains.Limitedproductionusecasesarenearly

twiceascommonasscaleddeploymentacrossmultiplefunctions,andfullyembeddedAIremainsrare.For

many,thenextchallengewillbeconvertingsuccessfulpilotsandisolatedapplicationsintorepeatablecapabilitiessupportedbytherightprocesses,governance,data,andworkforceskills.

ThesefindingsarealsodirectionallyconsistentwiththeAILeadersCouncil’searlier2026CorporateAI

OutlookStudy,withnoAIinitiativesdecreasingfrom13%inJanuarytoonly3%bySeptember,andreplacedbyincreasedpilots(+6percentagepoints),andAIscaledtomultiplefunctions(+7percentagepoints),andotherchanges.Althoughthestudiesusedifferentrespondentgroupsandshouldnotbetreatedasadirectcomparison,bothpointtowardthesamebroadconclusion:productionAIisbecomingcommon,whileenterprise-widematurityremainsmuchlessdeveloped(AIembeddedonly3%inbothstudies).

ForAIleaders,thiscreatesanimportantworkforceconsideration.AsAImovesfromexperimentationinto

production,organizationsneedmorethanasmallgroupoftechnicalspecialists.Managers,functionalexperts,processowners,andemployeesthroughoutthebusinessincreasinglyneedtheskillstoidentifyappropriateuse

6|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

WhichfunctionsarecurrentlyusingAI?

AIusageisspreadingacrossbusinessfunctions,buttechnologyteamscontinuetoleadadoption.ITandEngineeringranksfirstat65%,followedbyOperationsat49%.Executivedecision-makingisalsorelativelyprominentat45%,followedbySalesandMarketingat42%.

AdoptionislesscommoninFinanceandAccountingat35%,CustomerSupportat31%,andHumanResourcesat29%.Another13%identifyotherareaswhereAIiscurrentlybeingused.

65%

49%

42%

31%

29%

TAKEAWAYS

TheresultsdemonstratethatAIisnolongerconfinedexclusivelytotechnicalteams.WhileITandEngineeringremaintheclearleaders,meaningfuladoptionisoccurringacrossoperational,executive,commercialand

administrativefunctions.

Operationsrankingsecondisparticularlynotable.AIapplicationsareincreasinglymovingintoworkflowswhereautomation,planning,forecasting,analysis,andprocessoptimizationcanproducemeasurableoperational

benefits.Similarly,therelativelyhighpercentageofrespondentscitingexecutivedecision-makingsuggeststhatAIisbeginningtoinfluencenotonlytaskexecution,butalsohowinformationisanalyzedandusedbyleadership.

ThebreadthoffunctionaladoptionhasimportantimplicationsforAItalentstrategy.Organizationscannotrely

exclusivelyoncentralizedAIteamstoidentifyandimplementeveryopportunity.Asuseexpands,functional

employeeswillincreasinglyneedenoughAIfluencytounderstandwherethetechnologycanimprovetheirwork,

whiletechnicalteamswillneedstrongerbusinesscontexttodesignsolutionsthataddresspracticaloperatingneeds.

Thismakescross-functionalcapabilityincreasinglyimportant.TheorganizationsthatscaleAIsuccessfullywilllikelyrequireacombinationoftechnicalexpertise,businessknowledge,processunderstanding,andemployeeadoptionratherthanaworkforcestrategycenteredonanysingleAIrole.

7|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

WhatpercentageofemployeesactivelyuseAItoolsintheirdailywork?

Despiteexpandingorganizationaladoption,dailyemployeeusageofAIremainsuneven.Aleading29%placeemployeeusagebetween10%and25%,while25%ofrespondentsestimatethatfewerthan10%ofemployeesactivelyuseAItoolsintheirdailywork.Together,amajority54%oforganizationsestimatenomorethanone-quarterofemployeesareregularAIusers.

Attheotherendofthespectrum,21%reportthatbetween26%and50%ofemployeesactivelyuseAI,while19%estimateusagebetween51%and75%.Only6%reportthatmorethanthree-quartersof

employeesactivelyuseAItoolsintheirdailywork.

29%

25%

21%

19%

6%

TAKEAWAYS

ThefindingsrevealanimportantdistinctionbetweenorganizationalAIadoptionandworkforceAIadoption.AnorganizationmayhaveAIoperatinginproductionwithoutwidespreademployeeusage,particularly

whenapplicationsareconcentratedwithinspecificfunctions,automatedprocesses,orspecializedteams.

MorethanhalfofrespondentsreportdailyAIusageamongnomorethanone-quarterofemployees.ThissuggeststhatdespitetherapidgrowthofgenerativeAItoolsandenterpriseAIinitiatives,broadworkforceadoptionremainsatanearlierstagethanorganizationaldeployment.

ForAIleaders,increasingemployeeusageshouldnotnecessarilybetreatedasagoalbyitself.Different

roleswillhavedifferentopportunitiestobenefitfromAI,andeffectiveadoptionshouldbetiedtobusinessneedratherthanarbitraryusagetargets.ThegreaterchallengeisensuringthatemployeeswhocanbenefitfromAIunderstandhowtouseitproductively,andwithinestablishedorganizationalguidelines.

AsAIbecomesintegratedintomoreworkflows,workforcereadinessislikelytobecomeincreasinglyimportant.OrganizationsshouldidentifywhereAIcanmeaningfullyimproveindividualandteamperformance,prioritize

thoseemployeepopulations,andprovidethetraining,tools,processsupportandgovernancerequiredtomovefromoccasionalexperimentationtowardconsistentbusinessuse.

8|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

Howwouldyoudescribeyourorganization’sAItalentstrategy?

UpskillingexistingemployeeshasemergedasthedominantapproachtobuildingAIcapabilitiesfor44%ofrespondents.While17%arepursuingahybridAItalentapproachcombiningexternalhiringwithinternaldevelopment.Only4%primarilyrelyonhiringexternalAItalent,andjust2%reportthatAIskillsarealreadyembeddedacrossallroles.

Atthesametime,33%oforganizationshavenodefinedAItalentstrategy,makingthisthesecond-largestresponse.

4%

2%

44%

TAKEAWAYS

TheresultssuggestthatorganizationsincreasinglyviewAIasaworkforcecapabilitythatmustextendbeyonddedicatedtechnicalteams.RatherthanattemptingtobuildAIcapabilitiesprimarilythroughexternalrecruiting,mostorganizationswithadefinedstrategyareinvestingintheemployeesandinstitutionalknowledgethey

alreadyhave.

ThisapproachispracticalgiventhebreadthofAI’spotentialimpact.AsAImovesintooperations,finance,sales,marketing,HR,andotherfunctions,organizationswillneedemployeeswhocombineexistingbusinessand

functionalexpertisewiththeabilitytoapplyAIeffectively.HiringspecializedAIprofessionalscancomplementthiseffort,butexternalrecruitingaloneisunlikelytocreateAIproficiencyacrossanorganization.

The33%withoutadefinedstrategyrepresentsasignificantreadinessgap,particularlywhenviewedalongsidethestudy’sadoptionfindings.MorethanhalfofrespondentsalreadyreportsomelevelofAIinproduction,

indicatingthatAIimplementationismovingaheadevenwhenacorrespondingworkforcestrategyhasnotbeenestablished.

ForAIleaders,talentplanningshouldincreasinglybecomepartofAIplanningitself.Decisionsaboutnew

applicationsandinvestmentsshouldconsiderwhichemployeeswillusethetechnology,whatskillstheywillrequire,howrolesandworkflowsmaychange,andwhetherthosecapabilitiesshouldbedevelopedinternallyoracquiredexternally.

9|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

WhichAI-relatedrolesareyouactivelyhiring?

DespitegrowingAIadoption,mostorganizationsarenotcurrentlyrecruitingdedicatedAIspecialists.

Asubstantial73%ofrespondentsreportthattheyarenotcurrentlyhiringforanyoftheAI-specificrolesincludedinthestudy.Amongorganizationsthatarehiring,AIEngineersandMachineLearningEngineersarethemostfrequentlycitedat12%.

AIGovernanceandRiskrolesfollowat7%,DataScientistsat6%,AIProductManagersat4%,andPromptEngineersorAISpecialistsat3%.Another3%reporthiringotherAI-relatedpositions.

73%

7%

6%

4%

3%

3%

TAKEAWAYS

TherelativelylowlevelofspecializedAIrecruitingreinforcesoneofthestudy’scentralfindings:organizationsappeartobebuildingAIcapabilitiesprimarilybyadaptingtheirexistingworkforceratherthancreatingentirelynewAIteams.

ThisdoesnotnecessarilyindicateweakdemandforAIskills.Instead,thefindingsfromquestion4showthatupskillingexistingemployeesisfarmorecommonthanrelyingonexternalAIhiring.OrganizationsmayalsobeincorporatingAIresponsibilitiesintoexistingtechnology,data,operations,andfunctionalrolesratherthancreatingpositionsexplicitlylabeledasAIjobs.

ThelimiteddemandforPromptEngineersisparticularlynoteworthy.Despiteconsiderableattentionaroundpromptengineeringasanewoccupationalcategory,only3%ofrespondentsreportactivelyhiringforPromptEngineersorAISpecialists.Thebroaderskillsfindingsinthisstudysimilarlyplacecriticalthinking,workflowdesign,andAItoolusageaheadofpromptengineering.

Foremployers,theemergingAIworkforcemaythereforebedefinedlessbyalargenumberofnewjobtitlesandmorebynewcapabilitiesincorporatedintoexistingpositions.Thisplacesgreaterimportanceonjob

redesign,skillsdevelopment,andidentifyingwhichrolesrequiredeeperAIexpertiseasadoptionexpands.

10|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

HowdifficultisittohireAItalent?

OrganizationsreportmixedexperiencesrecruitingAItalent,althoughhiringdifficultyconsiderablyoutweighshiringease.

Amajority60%ofrespondentsratethedifficultyofhiringAItalentasneutral.Another26%describehiringasdifficultand10%asverydifficult.Combined,36%reportdifficultyhiringAItalent,comparedwithonly

4%whodescribetheprocessassomewhateasy.NorespondentscharacterizeAItalenthiringasveryeasy.

4%

60%

26%

10%

TAKEAWAYS

TheresultsrequiresomecontextbecausemostorganizationsarenotactivelyhiringdedicatedAIpositions.Asquestion5indicates,73%ofrespondentsarenotcurrentlyrecruitingthespecializedAIrolesidentifiedinthestudy.Thelargeneutralresponsemaythereforereflectlimitedhiringexperienceasmuchasabalancedtalentmarket.

Amongorganizationsthatdoperceiveachallenge,however,theresultsaremuchmoreone-sided.Morethanone-thirddescribeAIhiringasdifficultorverydifficult,whilevirtuallynorespondentscharacterizeitaseasy.

ThishelpsexplainwhyupskillinghasbecomesuchanimportantcomponentofAItalentstrategy.

OrganizationsseekingtoscaleAIcannotassumethatallrequiredcapabilitiescanbereadilyacquiredfromtheexternallabormarket.Developingexistingemployeescanpreservevaluableorganizationalandindustryknowledgewhilereducingdependenceonastill-developingpoolofexperiencedAIprofessionals.

AIleadersshouldconsiderexternalrecruitingandinternaldevelopmentascomplementarystrategies.

Highlyspecializedtechnical,data,orgovernancepositionsmayrequiretargetedrecruiting,whilebroaderAIfluencyandapplicationskillscanoftenbedevelopedwithintheexistingworkforce.

11|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

WhatisyourbiggestAItalentgap?

ThelargestAItalentgapisnottechnicalengineeringexpertise.ItistheabilitytoconnectAIcapabilitiestobusinessneeds.

Businesstranslationanduse-casedesignranksfirstat31%,followedbyemployeeadoptionandtrainingat24%.Datareadinessanddataengineeringiscitedby16%,whiletechnicalexpertiseinmachinelearningandengineeringandAIgovernanceandriskeachaccountforapproximately15%.

31%

24%

14%

TAKEAWAYS

Thisisoneofthestudy’smostsignificantfindings.AlthoughmuchoftheAItalentdiscussionhasfocusedontechnicalspecialists,respondentsidentifyadifferentchallenge:determiningwhereandhowAIshouldactuallybeappliedwithinthebusiness.

Businesstranslationrequiresacombinationoffunctionalknowledge,processunderstanding,technical

awareness,andjudgement.Organizationsneedpeoplewhocanidentifymeaningfulproblems,determine

whetherAIisanappropriatesolution,translatebusinessrequirementsfortechnicalteams,andhelpredesignprocessesaroundnewcapabilities.

Theprominenceofemployeeadoptionandtrainingasthesecond-largestgapreinforcesthisconclusion.

Formanyorganizations,thelimitingfactorisnolongersimplyaccesstoAItechnologyortechnicalexpertise.Itisdevelopingtheorganizationalcapabilityrequiredtoapplythattechnologyconsistentlyandeffectively.

ThisfindingalsoprovidesadditionalcontextfortheAILeadersCouncil’searlierCorporateAIOutlookStudy,wherelackofinternalskillsortalentwasthemostfrequentlycitedbarriertoAIadoption.The2026Corporate

AITalentStudyhelpsdefinethatchallengemoreprecisely:thetalentshortageextendsbeyondengineersanddatascientiststoemployeeswhocanconnectAIwithpracticalbusinessopportunities.

12|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

HowconfidentareyouremployeesinusingAItools?

EmployeeconfidenceinAIisdeveloping,butorganizationsremaindividedonoverallworkforcereadiness.

45%ofrespondentsdescribeemployeesassomewhatconfidentusingAItools,while3%reportemployeesareveryconfident.Combined,approximately48%reportsomelevelofemployeeconfidence.Bycomparison,28%sayemployeesarenotveryconfident,and4%saytheyarenotconfidentatall.Another20%rate

employeeconfidenceasneutral.

20%

4%

3%

45%

TAKEAWAYS

TheresultsindicatethatbasiccomfortwithAIisbeginningtospreadthroughtheworkforce,butdeep

confidenceremainsrare.Only3%ofrespondentsdescribetheiremployeesasveryconfident,suggestingthatevenorganizationswithgrowingAIusagehavesubstantialroomtobuildproficiency.

Thisdistinctionbetweenfamiliarityandproficiencywillbecomeincreasinglyimportant.Employeesmaybe

comfortableexperimentingwithChatGPT,Copilot,orotherAIapplicationswithoutnecessarilyunderstandinghowtovalidateoutputs,protectsensitiveinformation,redesignworkflows,ordeterminewhenAIshould

beused.

Thefindingsalsoneedtobeconsideredalongsidethestudy’strainingresults.WithformalAIeducationstilllimitedandself-directedlearningwidespread,muchoftoday’semployeeconfidenceislikelydeveloping

throughindividualexperimentationratherthanaconsistentorganizationalcurriculum.

OrganizationsshouldthereforelookbeyondadoptionortoolusageasmeasuresofAIreadiness.ThemoremeaningfulquestioniswhetheremployeescanapplyAIreliably,critically,securely,andeffectivelywithinthecontextoftheiractualresponsibilities.

13|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

WhichskillsaremostcriticalforyourworkforceintheAIera?

OrganizationsplacethegreatestvalueonhumanjudgmentandtheabilitytoredesignworkaroundAI.

Criticalthinkingandvalidationranksfirst,selectedby65%ofrespondents,closelyfollowedbyautomationandworkflowdesignat61%.AItoolusage,includingapplicationssuchasChatGPTandCopilot,ranksthirdat43%.Promptengineeringisselectedby33%,followedbydataliteracyat29%andchangemanagementat25%.Respondentswereaskedtoselectuptothreeskills.

65%

61%

43%

33%

1%

TAKEAWAYS

TheresultsprovideanimportantpictureofwhatanAI-readyworkforcemayactuallylooklike.Thetwoleadingskillsarenottiedtoaparticularplatform,model,ortechnicaldiscipline.Instead,theyinvolveevaluatingAI-generatedinformationanddetermininghowworkshouldberedesignedaround

newcapabilities.

Criticalthinkingandvalidationbecomesmoreimportant,notless,asAIassumesalargerroleinresearch,

analysis,contentgeneration,decisionsupport,andprocessexecution.Employeesmustbeabletorecognizeerrors,questionoutputs,applybusinesscontext,anddeterminewhenhumanreviewremainsnecessary.

AutomationandworkflowdesignrankingaclosesecondsuggeststhatorganizationsarealsomovingbeyondusingAIasastandaloneproductivitytool.GreatervaluemaycomefromembeddingAIintoend-to-endprocesses,whichrequiresemployeeswhounderstandhowworkcurrentlygetsdoneandhowtechnologycanchangeit.

Promptengineeringremainsrelevant,butitslowerrankingsuggeststhatemployersincreasinglyviewpromptingasonecomponentofbroaderAIproficiencyratherthanthedefiningskilloftheAIworkforce.AsAIinterfacescontinuetobecomeeasiertouse,judgment,processknowledge,andtheabilityto

translatetechnologyintoimprovedwaysofworkingmaybecomemoredurableworkforceadvantages.

14|2026CorporateAITalentStudy

©2026AILeadersCouncil.AllRightsReserved.

DoesyourorganizationprovideformalAItraining?

FormalAItraininghasnotyetkeptpacewiththespeedofadoption.Only17%oforganizationsprovideformalAItrainingcompany-wide,whileanother20%offerstructuredtrainingtoselectedroles.Combined,37%

currentlyprovidesomeformofformalAItraining.

Themostcommonapproachisinformaloradhoctraining,citedby42%ofrespondents.Another21%providenoAItrainingatall.Together,nearlytwo-thirdsoforganizationscurrentlylackabroad,formalapproachtoAI

workforcedevelopment.

42%

21%

20%

17%

TAKEAWAYS

TheresultsrevealoneoftheclearestgapsinorganizationalAIreadiness.AIisalreadyoperatinginproductionatmorethanhalfofrespondentorganizations,yetstructuredemployeedevelopmentremainsconsiderably

lessmature.

Informallearninghasadvantagesduringtheearlystagesofadoption.Itallowsmotivatedemployeestoexperiment,identifyusecases,anddevelopskillswithoutwaitingforformalprograms.However,relianceonadhoctrainingbecomesincreasinglydifficulttosustainasAImovesintobusiness-criticalprocesses.

Withoutstructuredtraining,employeeknowledgecanvarywidelyacrossteams.Organizationsmayalsostruggletoestablishconsistentpracticesarounddataprivacy,validation,governance,acceptableuse,andtheselectionofapprovedtools.

Formaltrainingdoesnotnecessarilyrequireteachingeveryemployeethesameskills.Amoreeffectivemodel

maycombinefoundationalAIliteracyforthebroaderworkforcewithrole-specifictrainingforemployeeswhoseresponsibilitiesinvolvedeeperAIusage.Thestudy’sfindingssuggestthatmovingfrominformalexperimentationtowardmoredeliberateworkforcedevelopmentwillbeanimportantnextstepformanyorganizations.

1