重构抑或掉队:AI+十年浪潮下的核心竞争+Reorganise+or+Fall+Behind:The+Real+Race+in+the+AI+Decade_第1页
重构抑或掉队:AI+十年浪潮下的核心竞争+Reorganise+or+Fall+Behind:The+Real+Race+in+the+AI+Decade_第2页
重构抑或掉队:AI+十年浪潮下的核心竞争+Reorganise+or+Fall+Behind:The+Real+Race+in+the+AI+Decade_第3页
重构抑或掉队:AI+十年浪潮下的核心竞争+Reorganise+or+Fall+Behind:The+Real+Race+in+the+AI+Decade_第4页
重构抑或掉队:AI+十年浪潮下的核心竞争+Reorganise+or+Fall+Behind:The+Real+Race+in+the+AI+Decade_第5页
已阅读5页,还剩48页未读 继续免费阅读

下载本文档

版权说明:本文档由用户提供并上传,收益归属内容提供方,若内容存在侵权,请进行举报或认领

文档简介

Reorganiseorfallbehind:

TherealraceintheAIdecade

Industryandacademiaspeak:

TheunfilteredrealityofAI.ledtransformation

July2026

/in

Reorganiseorfallbehind:TherealraceintheAIdecade2

Tableontents

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade3

Contents

PageNo.

4

5

6

7

7

9

11

11

13

14

15

16

16

18

19

21

23

25

26

Topic

Foreword–Nasscom

Foreword–KPMGinIndiaExecutivesummary

ACT1_TheGroundhasshifted

1.1Thebigreframe:FromautomationtoAI-ledoperatingmodels

aren’tmoving.

1.2Theadoptiontrap:YourAIpilotsarebusy.Youroutcomes

ACT2_TheHumanEquation

readiness.

theshownow.

priceless.

thatnolongerexist

2.1Thenewtalentequation:Stopcountingheads.Startmeasuring

2.2Thepyramidisshifting:Theorgchartisover.Outcomesrun

2.3Thehumanedge:AImadegeneralistscheap.Itmadeexperts

2.4Redesignfirst,reskillsecond:You’retrainingpeopleforjobs

ACT3_BuildingtheCapabilityEngine

workshopisnotacapabilitybuilding.

3.1Fromtrainingeventstocapabilitysystems:Atwo-day

readinessalone

competitiveweapon

3.2Theecosystemadvantage:Whynoorganisationcanbuild

3.3Skillingasstrategy:Workforcedevelopmentisnowa

3.4Thepolicymultiplier:Governmentasecosystemarchitect

Frominsighttoaction

Closing_Thepathforward

Acknowledgements

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade4

Foreword-Nasscom

AsAIbecomesthecorelogicofenterpriseoperatingmodels,India’stechnology

ecosystemfacesastructuralrupture.

WinningtheAIdecaderequiresmorethan

meretechnologyadoption;itdemandsthe

strategiccouragetofundamentallyreorganisestructures,workflows,andleadership.

Thisisnolongerjustatechnology

conversation;itisafundamentalworkforce

reset.Wemustredesigncareerpaths,build

appliedAIcapabilityacrossthebroader

workforce,andrethinktheeconomicmodelofdeliveryinahuman-plus-AIworld.Ultimately,thisisaboutdefiningtheindustry’snext

operatingmodelforwork,talent,andvaluecreation.

Itistimetopresentaconfidentnewnarrativetotheworld:evolvingIndia’sglobalvalue

propositionfromtalentatscaletointelligenceatscale.

AtNasscom,werecognisethisstructuralevolutionhingesentirelyonthehuman

equation.AsAIabsorbsroutineexecution,theultimatehumanpremiumshiftstoward

deepdomainexpertise,ethicalgovernance,andcomplexjudgment.Consequently,the

industry'straditionalrelianceonheadcountisbreaking,replacedbyamandateforabsoluteworkforcereadiness.

DrivingthismandateisthecoremissionoftheNasscomTalentCouncil.Weareaggressivelyfocusedonbridgingtheindustry-academia

gaptofuture-proofourworkforce,prioritisingappliedlearningtoensureourpipelinesdeliverdeployable,day-onereadinessovertraditionalcredentials.

Tosucceed,wecannotoperateinisolation.

Wearecallingontheecosystemtobuild

commonframeworks,sharedstandards,

andcollectiveadvocacytoshapethisAI-led

transformation.Byarchitectingthisshared

infrastructure,wecanturnworkforcereadinessintoIndia'snextnationalcompetitiveweapon.

TheAIdecadewillnotrewardthecomfortable;itdemandsdeliberate,anticipatoryleadership.Thiswhitepaperisaclarioncallforthe

industrytomovebeyondsimplymanagingthistransitionandtostartleadingit.

KritikaMurugesan

SeniorDirector,GCC&Talent

Nasscom

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade5

Foreword-KPMGinIndia

Overthepastfewyears,inboardroomsacrossindustries,apatternhasbecomeincreasinglyclear.TheconversationaroundAIhasnever

beenlouder.Budgetshavebeenapproved.

Pilotshavelaunched.Newdashboardstrack

adoptionmetricsthatdidnotexistearlier.

ThesemeasuressuggestthatAImaturityin

Indianenterprisesappearstobeaccelerating.Andyet,whenthequestionshiftsfromactivitytoactualchange—Whathasmeaningfully

transformedbecauseofthisadoption?—

theroomoftenbecomesnoticeablyquieter.Thatsilenceisthestartingpointofthiswhitepaper.

Thisresearchwasbuiltfromthefield,notfromassumptions.Itdrawsoncandidconversationswithleaders,structuredinterviewswithseniorexecutives,andcross-industryinputsandwhatemergedisthecentralargumentthatruns

throughthispaper:

OrganisationsarenotbehindonAIadoption;theyarebehindonwhatadoptionwasalwaysmeanttochange.

AIisalreadyalteringhowworkisstructured,

howpeopledevelop,andhowcapabilitymustbebuilt.Thereallagisintheoperatingmodels,workforcemodels,andleadershipsystemsthathavenotyetreorganisedaroundthisshift.

Thisisnotagapthatanotherpilot,another

tool,oranothertownhallon‘thefutureofwork’cansolve.Itisastructuralgap—anditis

unlikelytocloseunlessleaderschoosetoact

beforemarketforcesmakethechoiceforthem.

Thiswhitepaperdoesnotofferreassurance.Itoffersamirror.Itreflectsthevoicesof

organisationsalreadyinmid-transformation,anddatathatdoesnotflatterthestatusquo.Someofwhatfollowsmaybeuncomfortableifyourorganisationrecognisesitselfinthesepatterns.

Thatdiscomfortisintentional.Transformationrarelybeginsfromcomfort.

Ourhopeisthatthisresearchgivesleaders

theclarity,thevocabulary,andtheurgencytomakethosedecisionswithintention—andtobuildorganisationsthatarenotsimply

adoptingAIbutreorganisingaroundwhatAImakesnewlypossible.

SunitSinha

Partner&Head,

HumanCapitalAdvisory,KPMGinIndia

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade6

Executivesummary

Thiswhitepaperisbuiltfromthefield,notthedesk.It

bringstogetherperspectivesfromindustryandacademiaonworktransformationthroughroundtablediscussions,structuredone-on-oneinterviewswithseniorindustry

leaders,insightsfromafocusedTechIndustrySkilling

InitiativesSurveyledbyNasscomwithselecttechnologyorganisationsandrelevantindustryresearches.

Onepatterncutsthroughthenoise:

TheorganisationswinningwithAIarenottheones

runningthemostpilots,buttheoneswillingtoask

whatmustbereorganisedtodelivermeaningfulimpact.

Thatdistinctioniseverything.

Thisisthecoremessageofthepaper:

Thequestionisnolonger“ShouldweinvestinAI?”Thatdecisionwasmade.

Therealquestion,theonekeepingleadersupatnightisblunter:

Whyhasn’tanythingactuallychanged?

Manyorganisationsarenotbehindonadoption.Theyarebehindonwhatadoptionwasalwayssupposedtochange.

Acrossleaders,onemessageisconsistent:

AIisnolongeran‘add.on’.Itisbecomingthelogicworkrunson,reshapingoperatingmodels,decisionflows,andthewayvalueiscreated.

Thesignalfromthefieldisunambiguous:

AIandGenAIcapabilitybuildingisemergingasthestrongestcommonskillingpriority,for

currentemployeesandearly.careertalentalike.Readinessisnowoneofthemostcriticalleveranorganisationcanpull.Notheadcount.Nottooling.Readiness.

Yetmanyenterprisesarestillmeasuringprogressthroughactivity,suchastrainingcompletion,toolrollout,andusage.Leadersareincreasinglychallengingthiscomfortwithablunttest.Theimplicationisunavoidable.Iftheoperatingmodelischanging,theworkforcemodelmustfollow.

Thispaperframestheshiftinthreeacts:

Act2

Whatthatmeansfor

people,wherereadinessreplacesheadcount,andjudgmentanddomaindepthbecomethe

definingdifferentiators

Act3

Howorganisationsbuildacapabilityenginethatsustainsadvantage

throughalways-on

learningandecosystemcollaboration.

ActI

Whathasstructurallychangedandwhy

adoptionalonecanbeafalsecomfort

TheleaderswhomovefirstmaynotnecessarilybethosewhounderstandAIbest.Morelikely,theywillbethosewhoreorganisearounditearliest—withclarity,sequence,andintent.

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade7

Beforeleaderscanact,theymustacceptwhathasactuallychanged!

ACT1

TheGroundhas

Shifted

1.1

Thebigreframe:

Fromautomationto

AI-ledoperatingmodels

ThefirstwaveofAIadoptionwas

characterisedbypoint-solutionautomation,takingadiscretetaskandfindingamachinethatcoulddoitfaster.Thatwavehasbroken.Theorganisationspullingaheadarenot

automatingtheirexistingworkflows;they

areredesigningthoseworkflowsfromfirstprinciples,withAIatthecenter.Thisisnot

asemanticdistinction.Itchangeseverythingabouthowworkisstructured,howdecisionsaremade,andhowvalueiscreated.

AIisbeingspokenaboutasaninflectionpointonthescaleofearliertechnologyrevolutions,abefore-and-aftermomentthatreshapeshowvalueiscreatedandhowworkisexecuted.

Yetofthemostimportantshiftisnotthe

presenceofnewtools.Itisthesilentrewiringunderneath:workflows,decisions,and

operatingrhythmsarebeingredesignedaroundAI,notmerelyenhancedbyit.

Whatmakesthismomentharderisthatitisunfoldingamidrealconstraintsandmixed

signals.Leadersaretrackingasetofpracticalbottleneckssuchasenergy,compute,data

centercapacity,evenasorganisationsfacepressuretomovefaster.Atthesametime,workforcenarrativeshavebecomepolarised:

anxietyaboutjobdisplacementononeside,overconfidencedrivenbyadoptionmetricsontheother.

Thequestionisnolonger“Areweadopting

AI?”Itis“Arewechangingwhatadoptionwassupposedtochange?”

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade8

Whatleaderssurfacedthroughtheroundtable

discussionisthatAIisarrivingwithunprecedentedscale,pace,andimpact,demandingareframe:

AIismovingfromatoolorganisationsusetothelogicorganisationsrunon.

Thisisthedistinctionthatseparatesincremental

progressfromstructuraladvantage.Inanadditiveworld,organisationscoulddeployAIinpockets

andstilloperatewiththesameorganisationdesign.Inanarchitecturalworld,thatapproachbreaks.

Thesystemitselfmustchange,becausethevalueofAIcompoundsonlywhenworkisredesignedaroundit.

Automatingabroken

processdoesnotcreate

transformation.Itjust

makesthebrokenparts

movefaster.

Andwhiletheambitionislarge,constraintsarereal.Thediscussionexplicitlyraisedlimits

aroundenergyanddatacentercapacity,signallingthatAIstrategycannotbeseparatedfrominfrastructurereality.

Leadersechoedthatthequestionisnotonly

“whatcanAIdo?”butalso“whatcanweactuallyscaleresponsiblyandwhere?”

Whatthereframedemandsfromleadersisadifferentsetofquestions.Not“Howmanyprocessescanweautomate?”but:

Whatpartsofourvaluechainarenowre-designablebecauseAIcancompresscycletimeandcoordinationoverhead?

WheredoweneedfunctionalAIliteracyversusdeepcapabilityversusriskawareness,andhowdowebuildthoselayersdeliberately?

Inotherwords,thisisnolongeratechnologyrollout.ItistheearlyformationofAI-ledoperatingmodels,andtheorganisationsthatrecognisethisshiftarealreadywideningthedistancefromthosestilloptimizingtheoldframe.

Thequestion,then,isnotwhetherAIhasbeenintroduced.

Itiswhetherithaschanged

anythingthatmatters,

andthatisexactlywhere

theadoptiontrapbegins.

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade9

1.2Theadoptiontrap:YourAIpilots

arebusy.Youroutcomesaren’tmoving.

ThemostdangerousplaceanorganisationcanberightnowisbeingconfidentaboutitsAIprogress

ThereisadangerousgapbetweenAIactivityandAIoutcomes.Acrossorganisations,AI

adoptionactivityisevidentintheformofpilots,proof-of-concepts,traininginitiatives,andvendorpartnerships.Farfewerhaveachievedtheorganisationaloutcomesthatjustifytheinvestment.Understandingwhythisgapexists,andhowtocloseit,isthecentralleadershipchallengeofthismoment.

Leadersincreasinglychallengeadoptionmetricswithabluntreality:deploymentonlymattersif

italtershowvalueiscreated.Therealworkbeginsafterrollout,redesigningworkflows,redefiningroles,rebuildingdecisionrights,andestablishingscalablegovernance.Thegapbetweenactivityandoutcomeisnolongerabstract.Itismeasurable.

AccordingtoKPMGGlobalTechReport2026[

1

],

Techexecutivesstruggle

todemonstrateand

communicateAI’svalueto

stakeholders/shareholders

55%

74%

24%

ReportachievingROIacrossmultipleusecases

ReportAIusecasesareprovidingbusinessvalue

Thisindicatesthatwhilemanycanpointtoisolatedwins,fewhavecrossedintorepeatableandscalableoutcomes,highlightingissuesofmeasurement,governance,andoperatingdiscipline,notjust

tooling.

Thereisalsoastrategicblindspotembeddedintheadoptiontrap.Organisationsaremeasuringinternaldeploymentmorethanexternaladvantage.LeadersnotedthatAIprogressis

visibleinhorizontalfunctionsandinhowworkisbuilt(development,testing,documentation),yetthereislessevidenceofAIbeingusedtosystematicallycapturenewmarketopportunitiesorreshaperevenuemodels.

Whenadoptionbecomesthegoal,ambitionquietlyshrinkstoefficiency.

Thedatamakesthetrapvisible—butitdoesnotfullyexplainit.Tounderstandwhyactivityfailstotranslateintooutcomes,wemustlookbeyonddeploymentmetricsandintohowadoptionisactuallyplayingoutacrosstheworkforce.

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

1.KPMGInternational-GlobalTechReport,2026

Reorganiseorfallbehind:TherealraceintheAIdecade10

WhileGenAIadoptionisskewingearlierthananytechnologycurvebeforeit,themajorityoftheworkforcestillsitsas‘uninspiredskeptics’and‘latemajority’—proofthatbeingearlyonthe

curveandbeingreadyforwhatitdemandsaretwoentirelydifferentthings.

Thedatamakesthetrapvisible.WhileGenAIadoptionisskewingearlierthananytechnologycurvebeforeit,themajorityoftheworkforcestillsitsas‘uninspiredskeptics’and‘latemajority’

—proofthatbeingearlyonthecurveandbeingreadyforwhatitdemandsaretwoentirelydifferentthings.”

Figure1:KPMGU.S.-ThehumanstorybehindAIadoption[

2

]

Thisunevendistributionofadoptionhighlightswhyoutcomesarenotkeepingpacewithactivity.Whilepocketsoftheorganisationmaybeexperimentingaggressively,enterprise-widereadinessremainsfragmented.

TheresultisagrowingmismatchbetweenwhereAIisbeingintroducedandwhereitistrulyunderstood,absorbed,andapplied.

Theconsequenceisnotslowprogress;itismisdirectedprogress.Organisationscanbecome‘high-adoption,low-outcome’enterprises:activeandbusy,yetstructurallyunchanged.

EverydashboardtracksAIadoption.Noneofthemmeasurethequestionthatactuallydecideswhowins:

Areyourpeople

ready,orjustpresent?

2.ThehumanstorybehindAIadoption:UnderstandingpersonasforyourorganisationbyKPMGU.S.,2025

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade11

ACT2

Thehumanequation

ActIestablishedtheuncomfortabletruth:thereallagisn’tAIadoption.Itiswhatadoptionwassupposedtochange.ActIIgoesoneleveldeeper,becausethemostconsequentialthingitneedstochangeisnotthetechstack.Itisthewayorganisationsthinkabout,structure,anddevelop

theirpeople.

OnceAIbecomesembeddedinworkflowsanddecisions,theorganisationstartsrunningonadifferentlogic.Andthemomentthatlogicchanges,everyassumptionaboutworkforcebeginstostrain,quietlyatfirst,thenallatonce.

AspertheIMDWorldtalent

rankings[

3

],Indiafellfrom58th

(2024)rankto63rd(2025),

despiteproducing1.5million

engineeringgraduates

annuallyasreportedbyForbes

India[

4

].,underscoringthe

challengeoftranslating

educationaloutputinto

workforcereadiness.

Externalsignalsreinforcetheurgency.Theemergingconstraintisnottalentavailability,buttalentreadiness.

Organisationsareenteringanerawherecompetitive

advantagewilldependlessonthesizeoftheworkforceandmoreonhowquicklypeoplecanadapt,learn,andoperatealongsideAI.Scaleremainsimportant,but

deployablecapabilityhasbecomethescarcerresource.

Atthesametime,workforceresponseisbecomingmorecomplex.AsperQ22026PulseSurvey

conductedbyKPMGU.S.,oneinfiveemployeesnowexpressresistancetoAIagents,upsharplyfrom5percentinthepreviousquarter,indicatingthatadoptionandreadinessarediverging.[

5

]

2.1Thenewtalentequation:Stopcountingheads.Startmeasuringreadiness.

India’sAIworkforcenumberslook

reassuring—untilyoudisaggregatethem.

AccordingtoIndia’sAIWorkforceReport

byQuessCorp[

6

],India’sAItalentpool

standsat920,000professionals,anumber

thatsignalsscale.Butonly28percent—

approximately257,000—carrycoreAI

depth.TheremainingmajorityholdAI-

embeddedskillsatbest.

Fordecades,theservicesindustryranonasimpleequation:morepeoplemeantmoreoutput,andheadcountscaledwithdemand.

Thatequationisnowbreaking.

Whatreplacesitisnot‘fewerpeople’.

Itis‘readiness’—theorganisation’s

abilitytodeploypeoplewhocanoperatealongsideAI,stepintoreshapedroles

faster,anddeliverhigher-valueoutcomeswithAIassistance.

3.IMDWorldTalentRankings2025-TalentCompetitivenessprofileIndia

4.ArticlebyForbesIndia-WhyaresomanyofIndia's1.5millionfreshengineerseveryyearunemployable?,2025

5.KPMGU.S.-AIQuarterlyPulseSurveyQ22026(June2026)

6.India’sAIWorkforceReportbyQuessCorp,2026

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade12

Thetechindustryskillinginitiativessurveyrevealshowsharplythisshiftisalreadyreshaping

skillingmodelsasshownbelow.Thisismorethanabudgetingsignal.Itreflectsastructuralpivot.

Skillinginvestmentnowgoestoexistingemployees

87-96percent

Skillinginvestmentis

directedtowardnewhires

4-13

percent

Whatthisinvestmentpatternsignalsisafundamentalreframingofhoworganisationsthink

abouttalentsupply.AsAIreshapeswork,enterprisesareshiftingfromvolume-basedhiringto

strengtheningthecore:deepeningthecapabilityoftheworkforcetheyalreadyhave,acceleratingthetimeittakesforemployeestobecomeproductiveinAI-enabledroles,andreducing

dependenceonscale-drivenstaffingmodels.Skillingisnolongerasupportactivity.Itis

becomingastrategiccapacity,embeddedintoworkforceplanning,productivitydesign,andoperatingmodels.

Atthesametime,thedefinitionof‘ready’isbecomingclearer.Inthetechindustryskilling

initiativessurvey,AI/GenAIliteracyandapplicationisrankedthemostcriticalskillforemployeesandearly-careertalentby80percentoftheorganisationsfollowedbycoreengineeringand

businessskillpriorities.

Leadershavesharedtwoimportantrealitiesthatsitsidebyside

Thenewexpectationfromclientsandbusiness:

TheHRtechmarketisprojectedto

‘Deployment-ready’capabilityis

becomingthebaseline,notapost-

joiningmilestone.Thisshiftsthecenterofgravityupstream:intocurriculum,

internships,pre-joiningtraining,and

tighterindustry-academiamechanisms.

Theentry-levelparadox:

ThereisanxietythatAIwillabsorbalargepartoftraditionalentry-

levelexecutionwork.Butleaders

wereequallyclearthatAIcanmakeearly-careertalentproductivefasterthanbefore,raisingconfidenceindeployingearly-in-careertalent

acrossstreams.

Thisiswhereacademiaaddsacruciallayerofrealism:employabilityismovingfromknowledge-firsttocapability-first,buttheappliedlearninggapremainsthecentralconstraint.Oneofthe

insightsfromtheacademicroundtablewas:“Thereisaknowledgepart,thereisaskillpartandthereisanapplicationpart.”Thegapisincreasinglyevidentinthethirdlayer,i.e.,application,becauseknowledgeisabundantwhilerealexecutionenvironmentsandcrediblevalidation

arescarce.

Oncereadinessbecomesthecurrency,thepyramidmodelwhichisbuiltforcoordination-heavydelivery,startstostrainandthenatureofmanagerialworkchangeswithit.

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade13

2.2Thepyramidisshifting:

Theorgchartisover.

Outcomesruntheshownow.

Thepyramidisn’tbreakingbecauseitisinefficient—itisbreakingbecausethereasonitexistedisdisappearing.

Traditionalorganisationalpyramidswerebuiltforaworldwhereinformationflowedupanddecisionsfloweddown.AIcollapsesthatlogic.Informationisnowabundantandaccessibleateverylevel.Thescarceresourceisjudgment.

Leadersdescribedhowtheoldstatusmarkersinservicesdeliverymodelarelosingrelevance.Theidentityof‘scale’whichisreflectedinlargespans,largeteams,largedeliverystructures,isbeingchallengedbyaworldwhereAIcanabsorbcoordinationoverheadandcompress

executionwork

Thisiswheretheshiftfromcoordinationtooutcomeleadershipbecomescritical.AIcan

increasinglysupporttaskallocation,informationmovement,androutinecoordination.Thehumanpremiummovestoorchestration:combiningdomaincontext,stakeholderjudgment,andAIcapabilitytodeliveroutcomes.

Duringoneoftheleadership

interview,leaderofaleadingIT

organisationhighlighted-Their

annualonboardingvolumeshave

reducedfromroughly20,000

post.COVIDhiringsurgeto~7,500in

FY25,underscoringhowsignificantly

entry-levelpipelinesaretightening

andwhyscale-basedmodelsareno

longerdependable

Thischangehasdirectimplicationsformiddle

management.Leaderscalledoutthatmany

middle-managementrolescontainrepetitive

work‘belowtheirlevel’simplybecausethat’s

howcareerprogressionevolvedinahigh-growthservicespyramid.Asthatworkgetsautomated,theinsecurityisrealandsoistherequirement

to‘elevate’rolestohigher-valuework.

Roundtablediscussionspointedtoanemerging

organisationalreality:thefutureworkforcemay

resemblea‘diamond’morethanapyramid,

withthinnerexecutionlayers,abroader

concentrationofAI-augmentedspecialists,

andleadershipfocusedonjudgment,governance,

andenterprise-widecontext.AsAI-ledworkflowsincreasinglyabsorbcoordinationandroutineexecution,traditionalscale-basedstructuresarebeingreshapedintooutcome-drivenmodels.Theworkforcechallengehereisnotjuststructure.Itistransition:movingpeoplefrom

coordinatingworktoowningoutcomesanddoingitwithoutcreatingpanic.

©2026KPMGAdvisoryServicesPrivateLimited,aPrivateLimitedCompanyandamemberfirmoftheKPMGglobalorganizationofindependent

memberfirmsaffiliatedwithKPMGInternationalLimited,aprivateEnglishcompanylimitedbyguarantee.Allrightsreserved.

Reorganiseorfallbehind:TherealraceintheAIdecade14

2.3Thehumanedge:

AImadegeneralistscheap.

Itmadeexpertspriceless.

AIhasmadegeneralcompetenceabundant—andtrueexpertisescarce.

AsAIcapabilitiesexpand,acounterintuitivetruthisemerging:deephumanexpertiseisbecomingmorevaluable,notless.AImakesgeneralistworkabundantandcheap.Itmakesgenuinedomaindepthrareandprecious.

WithAIabsorbingroutinecognitiveworkatscale,amorefundamentalquestioncomesintofocus:

wheredoeshumanadvantagenowlie?

Domaindepth:

Deep,experience-basedunderstanding

ofindustries,processes,andcustomer

cont

温馨提示

  • 1. 本站所有资源如无特殊说明,都需要本地电脑安装OFFICE2007和PDF阅读器。图纸软件为CAD,CAXA,PROE,UG,SolidWorks等.压缩文件请下载最新的WinRAR软件解压。
  • 2. 本站的文档不包含任何第三方提供的附件图纸等,如果需要附件,请联系上传者。文件的所有权益归上传用户所有。
  • 3. 本站RAR压缩包中若带图纸,网页内容里面会有图纸预览,若没有图纸预览就没有图纸。
  • 4. 未经权益所有人同意不得将文件中的内容挪作商业或盈利用途。
  • 5. 人人文库网仅提供信息存储空间,仅对用户上传内容的表现方式做保护处理,对用户上传分享的文档内容本身不做任何修改或编辑,并不能对任何下载内容负责。
  • 6. 下载文件中如有侵权或不适当内容,请与我们联系,我们立即纠正。
  • 7. 本站不保证下载资源的准确性、安全性和完整性, 同时也不承担用户因使用这些下载资源对自己和他人造成任何形式的伤害或损失。

评论

0/150

提交评论