超级员工组织：2026HR与领导力核心要务+The+Superworker+Organization：+HR+and+Leadership+Imperatives+for+2026

Thesuperworker

organization:

AIgoesenterprise

HRandleadershipimperativesfor2026

CEOForeword

Thepaceofchangefacingtalentacquisitionis

acceleratingrapidly,asartificialintelligence

movesfromexperimentationtoenterprisescale.Itisclearthatthisisnotamarginalshiftintoolsorproductivity,butafundamentaltransformationinhowhiringoperatesandhowworkitselfis

organized.

Theanalysisofourpartner,TheJoshBersin

Company,rightlyframesAIasaforcethathas

thecapacitytoreshapeentiresystems,notsimplyisolatedtasks.Intalentacquisition,thisdistinctionmatters.AIappliedaspointsolutions,across

sourcing,screening,assessment,orscheduling,

candeliverincrementalgains.Butwhendeployedwithoutcohesion,italsointroducescomplexity,

inconsistency,andrisk.Therealopportunitylies

notinadoptingmoretechnology,butindesigninghowthesecapabilitiesworktogether.

ThisiswhythefocusofImperative8—Talent

Acquisition:IntegratetheAIStack—issocritical.IntegrationiswhatturnsAIfromacollection

ofindividualtoolsintoastrategiccapability.

Itenablesshareddata,consistentdecision

logic,andclearaccountabilityacrossthehiring

lifecycle.Italsocreatestheconditionsfortrust,ensuringtransparency,ethicaloversight,andthe

appropriatebalancebetweenautomationandhumanjudgment.

AtAMS,thisconvictionhasshapedourresponsetohowwethinkaboutthebestapplicationofAI.Wesaworganizationsstrugglingwithfragmentedstacks,duplicatedeffort,andunclearownership

ofAIdecisions.Theneedwasnotforanother

tool,butforanintegratedapproachthatbroughtdata,technologies,andhumanexpertiseintoa

singleoperatingmodel.ThatthinkingledtothedevelopmentofAMSOneasawaytoconnect

AIcapabilitiesendtoendandfocusthemon

outcomesthatmatter,ratherthanactivityalone.Importantly,integrationalsoelevatestherole

andexpertiseoftherecruiter.AsAIassumes

moretransactionalandanalyticaltasks,humanexpertisebecomesmore,notless,valuable.

Insight,empathy,influence,andjudgmentareamplifiedwhensupportedbyacoherent,wellgovernedAIfoundation.

Theorganizationsthatsucceedwillbethosethatrespondwithintent,integratingtheirAIstack,

simplifyingtheiroperatingmodels,anddesigningtalentacquisitionasasystembuiltforscale,trust,andimpact.

FromaCHROperspective,thisisultimatelyabusinessissue,nota

technologyone.Hiringoutcomesnowdirectlyinfluenceproductivity,

growth,workforceresilience,andemployerreputation.AsAIbecomes

embeddedinthesedecisions,leadersmustbeconfidentnotonlythat

thetoolswork,butthatthesystemasawholeisalignedtoenterprise

prioritiesandvalues.”

GordonStuart

ChiefExecutiveOfficer,AMS

weareAMS.com

TheAItsunamiwillnotstop.Justasthepersonal

computerreshapedourlivesinthe1980sandthemobilephonedidintheearly2000s,AIwilldominatetheworldofworkin2026.Already,jobpostingsrequiringAIskillshaveincreasedthreefoldsince2023.1

Thisreportexplainswhat’shappeninginthebusiness

worldofAIandoffersourinsightsonwork,theworkforce,andtheroleofAIinHRtechnology.

TheStateofHRToday

BeforelaunchingintoAItransformationandwhatcomesnext,it’simportanttotakeasoberinglookatHRtoday.

Weestimatethereareroughly25millionHRprofessionalsglobally(includingrecruiters,trainers,andinternalHR

staff).2Onaverage,organizationsallocateabout1.2%ofrevenuetoHRstaffandprograms,thoughtherangerunsfrom.75%to2.4%,dependingonindustry.3TheHRtechnologyindustryisnowexceeding$50billion,reflectingthescaleofinvestmentinthefunction.4

Despitetheseinvestments,executivesremainunsatisfied.OurnewresearchonCHROsshowsaveragetenurehas

fallenfrom6yearsto4.8yearsoverthelastfiveyears.5CEOsandboardsareimpatientwithHRleaderswhofailtostayaheadofchange.ThissignalstheneedforanewbreedofHRleader(andHRteam)equippedtoguideanAI-fueledhumancapitalagenda.

TheHRprofessionmuststepupitsgame.HRteamswillsoonoperateasagent-poweredorganizationalconsultants—with30%to40%fewerstaff.

So,evenasHRteamshelpcompaniestransform,HRmusttransformitself.

1

JobPostingsDashboard

,LightcastAnalytics.

2TheDefinitiveGuidetoHumanResources:SystemicHR®,JoshBersinandKathiEnderes,PhD/TheJoshBersinCompany,2023.

3Ibid.

4HRTechnologyresearch,TheJoshBersinCompany,2025.

5TheFiveCHROParadoxes:TurningTensionintoAdvantage,KathiEnderes,PhD/TheJoshBersinCompany,2025.

Thegoodnews:thisisthemostexcitingcareer

opportunityinageneration.Neverbeforehavewehad

themandate,technology,andbudgettoreinventHRfromthegroundup.Let’smovewithenergyandembrace2026asarevolutionaryperiodahead.

TheRiseoftheSuperworker

In2025,weintroduced“TheRiseoftheSuperworker”todescribeAIasthemostempoweringtoolofourcareers.Thecontinuedlowunemploymentrateshowsthistrendisreal:whilesomejobsarechangingordisappearing,newtools,jobs,andopportunitiesareemerging.

EveninHollywood,wherecreatorsruletheindustry,manyagree:“It’snotaboutif,onlyaboutwhen.”KevinCardoza,anavant-gardedirector,explains:“There’salwaysgoing

tobechanges.Considervisualeffects,whichusedtobedonebybuildingthings.AIhascreatednewjobsmakingvisualeffectsdigitally,butreducedjobsmakingelaboratephysicalsets.”6

FromHRmanagerstolawyers,salespeople,orscientists,AIisequippinguswithnewtoolsandcapabilitiesto

elevateourproductivityandbecomewhatwecall

“superworkers.”Yet,thetransitionisnotflawless.UnlikethePCoriPhone,AIstillglitches.Morethan45%ofnewsqueriesreturnerrors,andconsumertoolslikeChatGPT,

Gemini,andClaudeoftenbehaveas“overconfident

amateurs.”7Enterpriseadoptionrequiresafocusontrust,accuracy,andquality.

In2026,AIwillbeeverywhere—inourphones,computers,vehicles,andwearabledevices.Companiesmust

understanditsimperfections,architecture,andthequalityoftheunderlyingdata.Ourcorporatemissionisclear:

trainteamshowtouseandbuildwithAI,identifyhigh-valueusecases,andexecutedeploymentstrategiestodrivegrowth.

6“

AnAItsunamiiscomingforHollywood—here’showartistsareresponding

,”

KaiWilliams/

,November19,2025.

7“

BBCFindsThat45%ofAIQueriesProduceErroneousAnswers

,”JoshBersin/

,October26,2025.

TheSuperworkerOrganization:AIGoesEnterprise—HRandLeadershipImperativesfor2026|©2026TheJoshBersinCompany2

Allrightsreserved.Notfordistribution.Licensedmaterial.

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Allrightsreserved.Notfordistribution.Licensedmaterial.

Muchof2025focusedonindividualproductivity,andAIhasindeedimproveddeskjobsacrossHR,finance,marketing,andmore.Butthelargeropportunityliesintransformingourcompanies,operations,andHR

organizations.

FourStagesofAIEvolution

AsAItransformsworkandempowersindividuals,it’s

importanttounderstandhowthesesystemsevolve.Thetrajectoryisnotrandom;itfollowsaclearmaturitycurve.

Ifyoulookatourfour-stagemodel,youseetwodistinct

paths:individualproductivity(Stages1and2)and

businessproductivity(Stages3and4).Early-stageagentsassistindividuals,whilemultifunctional“superagents”

automateandimproveentireworkflows.These“Stage

3”applicationsgobeyondindividualproductivity,

transformingHRandbroadercompanyoperationstobuildintegrated,semiautonomousworkflows.SeeFigure1

(below).

TheSelf-DrivingCar:

AModelforAIEvolution

Oneofthebestwaystoseethisprogressionisthrough

theevolutionoftheself-drivingcar,amodelthat

illustrateshowsimpleassistivefeaturesgrowintofully

autonomoussystems.ThissamepatternisnowunfoldinginAIacrosseveryindustry.

Aself-drivingcarisalsotheperfectexampleofa

“

superagent.

”Itsjobisnottomakedrivingeasier—itistotakeyoufrompointAtopointBfaster,safer,andmorereliablythandrivingyourself.Butthatendstaterequiredfoundationaltools.

PowersteeringandpowerbrakeswereearlyStage1andStage2agents;theyimprovedthedriver’sproductivitybymakingsteeringandbrakingeasier.Overtime,

theseindividualfeaturesgrewsmarter—lanekeeping,

obstacleavoidance,andcollisiondetection—eachaddingincrementalvaluebutstillfocusedonassistingthedriver,notreplacingtheactofdriving.

Figure1:FourStagesofAIEvolution

Creativity,Quality,Speed&Control

RedesignedWork/Role

3

AIMultifunctionalSuperagents

100%–200%improvement

Redesignwork/rolesforgreaterproductivityandactasstrategicpartner

STAGE

2

AIAgents

30%–50%improvement

Removestepsinexisting

work/rolesformore

productivity

AIAutonomousSuperagents

300+%improvement

Fundamentally

changework/roles

andenablehumansto

worktopoflicense

STAGE

1

AIAssistants

15%–30%improvement

Enableworkerstobe

moreefficientintheir

currentroles

4

STAGE

SameWork/Role

STAGE

Source:TheJoshBersinCompany,2026

TheSuperworkerOrganization:AIGoesEnterprise—HRandLeadershipImperativesfor2026|©2026TheJoshBersinCompany4

Allrightsreserved.Notfordistribution.Licensedmaterial.

Onlywhenthesecapabilitieswereintegrateddidthe

systemshiftfromdriverproductivitytoworkflow

transformation.AndtheROIofthatshift—automating

theentirejourneyratherthanimprovingisolatedtasks—isexponentiallyhigher.

ThisistheshiftwemustmakewithAIin2026—moving

fromfixingsmallproblemstoreimaginingtheend-to-endworkflow.

ConsidertheopportunitiesforHR:

.Movingfromannualsurveystoreal-timeemployeelistening,proactivealerts,andimmediate

interventions—training,performancesupport,andpolicyadjustmentshelpemployeeselevateperformance.

.Providingemployeeswithasupertutorthatidentifiesstrengthsandgaps,supportsperformance,andofferspersonalizedcoachingandlearninginanylanguage.

.Offeringjobcandidatesreal-timeinformationandassessmentsotheycanassesstherightfit,advisethemofotherroles,andgivethemapositive

experienceifthey’rerejected—whilekeepingtheirprofilecurrentforfutureopportunities.

.UsingAItoassessskills,readiness,andengagement

moreaccurately—andgivingpeoplethetoolstolearn,grow,andreinventthemselves.

.Evaluatingemployeeperformanceinnearreal

timeandusingthoseinsightstocoachmanagers,improvinghiringandgivingoperationsdirect

feedbacktoimprovethebusiness.

.Benchmarkingandevaluatingpaycontinuously,

comparingeachemployee’sperformance,skills,tenure,androletotheoutsidemarketratherthanrelyingonfixedpaybands.

InmanagementandHR,wheremuchdependson

imperfectdata,AIcanassessskills,readiness,and

engagement,whileempoweringpeopletolearn,reinventthemselves,andshareinsightsonhowtheorganizationcanimprove.

FromAssistantstoAgentstoSuperagents

Themostsignificantshiftisfinancial:nearly$3trillion

hasbeeninvestedinAIinfrastructure.MicrosoftCEO

SatyaNadellaemphasizesthatrunningAIatscaleinvolvesmanagingmassivedatacentersandcostsforenergyand

AItalent—meaningAIwillnolongerbefree.

Theeconomicrealityisdrivingtheemergenceofwhatwecallsuperagents.Whileindividualproductivityremains

important,thebiggestimpactwillcomefromnewproducts,services,andworkflows.

Hereareafewexamples:

.IBM:TheAskHRplatformautomatesperformancemanagement,careerplanning,andpaydecisions—eliminatingtheneedforHRbusinesspartnersformostmanagers.

.IKEA:TheKreativappletscustomersscantheirrooms,designlayoutsin3D,experimentwith

furniturearrangements,andconvertplansintopurchases—improvingcustomerexperience.

.L’Oreal:TheBeautyGeniussystempersonalizes

productrecommendationsformorethan100millionpeople.

.McDonald’s:TheMcHireplatform—using

Paradox.ai

’sOliviachatbot—automatescandidatescreening,interviews,andonboarding.

.H&M:TheMakiAI-poweredrecruitmentagent

streamlineshiring,leveragingdata-driven

assessmentstoacceleratehiringandreduceadminburden.

Thesemultifunctionalsuperagentscaptureinstitutional

knowledge,automatecomplexworkflows,andactas

strategicassets.Asuperagentisnotjustaworkflow

automation—it’sanewwaytocapture,build,andleveragetheintelligenceofwhatmakesyourcompanythrive.

TheSuperworkerOrganization:AIGoesEnterprise—HRandLeadershipImperativesfor2026|©2026TheJoshBersinCompany5

Allrightsreserved.Notfordistribution.Licensedmaterial.

NewHROperatingModel:

SystemicHR®withSuperagents

HowdoesAIplayoutintheHRoperatingmodel?

OpportunitiesforHRsuperagentsspanseveralareas:

.Employeeservices

.Talentacquisition

.Corporatetraininganddevelopment

.Talentmanagement(performancemanagement,succession,careerplanning)

.Workforcescheduling

.Payandrewardsandbenefitsadministration

.Employeefeedbackandrelations

Ineacharea,AIcanmovebeyondtask-levelautomationandevolveintoanintegratedworkflow.Forexample,

talentacquisitioninvolvesatleast30complexsteps:

postingjobs,interviewing,assessingfit,andmatchinginternalopportunities.

Superagentscanreducethisprocessfromweekstominuteswhileprovidingcandidatesinstantfeedback.

Corporatelearninganddevelopmentisevolvingsimilarly.AIcandiagnoseperformancegaps,designinterventions,

andlaunchlearningprogramsautonomously.Toolslike

GalileoLearn™actasa

supertutor

,deliveringpersonalizedlearningandrole-playexperiencesonanydevice.In2026,employeeswillhaveAIagentsofferingcareerguidance

andperformancecoachinginrealtime.

TheseworkflowsillustratehowAIcanreshapetheHR

operatingmodel.Bymovingfromtaskautomationto

real-time,data-drivenprocesses,HRcanshiftfroma

service-deliveryfunctiontoonethatdeliversintegratedexperiences,supportsdecision-making,anddrives

organizationalperformance.Superagentsdon’tjust

completeindividualtasks—theyconnectprocessesacrossfunctions,creatingseamlessexperiencesthatintegrate

solutionsandservices.

Fromtheperspectiveofacustomeroremployee,jobfunctionsdon’tmatter.Theycareabouttheoverall

experience—receivingtheproductorserviceand

enhancements—notwhichverticalteamdeliveredit.

Likewise,employeesthinkhorizontally,notbyfunction.

AsyoucanseeinFigure2(below),ourSystemic

HR®MaturityModelshowsthatalmost70%ofHR

organizationsoperateasservice-deliveryorganizationsfocusedonminimizingcostandmaximizingefficiency

(Levels1and2).Withsuperagents,youcanmoveupthevaluecurveandrethinkmanyoftheseprocesses.

Figure2:TheSystemicHR®MaturityModel

Problem-Oriented

LEVEL

Focusonsolvingtherightproblems;moreagileorg.structures;continuous

adaptation;consultingskillsset;problem-owners;data-informed;proactive;HRoperateslikeaconsultingorganization

4

Solution-Centric

LEVEL

Focusoncreatingtherightsolutionswithflexibility;moredynamicHRwork;cross-domain

productmanagers;peopleanalyticsprioritized;peopleoptimizationmodel;employee-centric;responsive;HRoperateslikeaproductorganization

3

LEVEL

2

EfficientServiceDelivery

Focusonefficiencyandscale;satisfactionwithHRservices;federatedmodel;low-cost,high-qualityservice;peopleservicesmodel;HR-centric;reactive;HRoperateslikeasupportfunction

LEVEL

1

TransactionalCompliance

Focusonriskavoidanceandprotectingtheorganization;fragmentedHR;limitedspecialization;noHRorpeoplestrategy;cost-centric;administrative;HRoperateslikeacostcenter

Source:TheJoshBersinCompany,2023

PercentageofSurveyedCompanies

11%

21%

29%

39%

TheSuperworkerOrganization:AIGoesEnterprise—HRandLeadershipImperativesfor2026|©2026TheJoshBersinCompany6

Allrightsreserved.Notfordistribution.Licensedmaterial.

Supermanagers:Driving

ExperimentationandChange

Managersareevolvinginto“

supermanagers

”,enablingtransformationandexperimentation.Supermanagers

identifyhigh-impactopportunities,assembleteams,andbuildsuperagentsolutionsthattranscendincremental

improvements.In2026,weneedboldsupermanagerstoreinventtheseapproaches,startwiththeproblem,and

conceiveasuperagentsolution.

8

Examplesinclude:

.Providence:AI-poweredportfoliomanagementschedulesnursesinshortershiftstoenablemoreflexibility.

.HubSpot:AIlinksmarketsignalstoleadflowandproductoptimization.

.FindemandRadancy:AIdrivespersonalizedoutreachforrecruitment.

AccordingtoJacquiCanney,theCHROandAIEnablementOfficeratServiceNow,

9

thecompanycrowdsourcedmorethan1,000usecasesforAIacrossHRandmanagement,

thenbuiltarubrictoevaluatewheretofocus.

Someoftheseweredropped,somedelegated,but27

weredeemedstrategicenoughtowarrantacorporatefocus.Theroleofasupermanageristospotthesehigh-impactideasandbuildateamtoexecutethem.

Figure3:TheSupermanager

Thinkaboutitliketheorangecurverepresentedin

Figure3(below).Technologychangesfast,but

organizationschangeslowly.Tobendthecurveupward—drivingtransformation—weneedcreative,energetic,

practicalleaderswhocanvisualize,prioritize,andexecuteonnewAIopportunities.

Galileo®SuperagentExperiments

.IATAGlobalTalentModel:Galileoactedasa

superagenttocombineroleandskilldatafrom

Boeing,Airbus,anddozensofairlines,producingaglobalcompetencymodelnowbeingdeployedacross300+airlines.

.OrganizationalCapabilityScan:Galileoanalyzedninemonthsofmeetingrecordingsanddeliveredanaccurateviewofroles,skills,andorganizationalstrengths—atwenty-minuteexercisethatreplacedroughlysixmonthsofconsulting.

.Real-TimeFeedbackandCoaching:CompanieslikeProvidence,Perceptyx,andAristarebuildingsuperagentsthatcollectcontinuousemployee

feedbackandsurfaceactionableinsights.

PlatformslikeMicrosoftCopilot,augmented

byplatformslikeGalileoandIBM’sAskHR,

areevolvingintodigitalpartnersthatprovide

coaching,recommendations,and“nudge-basedlearning”atscale.

BusinessPerformance

Productivity&Innovation&

ReinventionGapOpportunity

Organizational

Transformation

Traditionalmanagershavebeen

trainedto“supervise.”

Supermanagersfindsopportunities

toinnovateandtransform.

Paceof

Technology

Supermanager

Time

Source:TheJoshBersinCompany,2025

8PeopleManagementintheAgeofAI:TheRiseoftheSupermanager,JuliaBersinandNehalNangia/TheJoshBersinCompany,2025.

9

JacquiCanney,ServiceNowCHRO,DemystifiesAITransformation

,(podcast),Josh

Bersin/

,November18,2025.

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Allrightsreserved.Notfordistribution.Licensedmaterial.

HRandLeadership

Imperativesfor2026

1

AIArchitecture:

YouNeedOne

ThefirstpriorityisanAIplatformarchitecture.Despitetheproliferationofvendors,nobodywants100agentsfrom100vendors.Instead,aimforasmallersetof

well-governedsuperagentsthataggregateandorchestratebeautifully.

AIsystemsliveandchangeinresponsetodata.Their

performancedependsonthequality,timeliness,and

securityoftheunderlyingcorpus—notthenumber

offlashyagentsyoubuy.So,askearly:howwillwe

maintain,label,validate,andsecurethedatathistool

needs?Withouttheseprocesses,unpredictableorunsafebehaviorswillemerge.

InteroperabilityandGovernance

Agentsmustinteroperate.Emerginginterfaces—MCP,

a2a—help,butyoudon’twantanN-by-Nintegration

nightmare.Eachagentshouldliveinsideabroader

superagentthatperformstheworkofmultiplesmaller

agents.IBM’sAskHRisagoodexample:itcombines

agentshandlinggoals,skills,payanalysis,career-planning,andmorethan2,000IBMpolicies,allcoordinatedtoworkseamlessly.

WhenevaluatingorbuildinganAIapplication,alwaysask:

.Whatsystems,processes,ordatawillthisconnectto?

.Howwillitsimplify,integrate,oreliminateexistingwork?

.Whowillcurateandgovernitsdataovertime?

HCMvendorsareracingtobuildagents,socustomersofSAP,Workday,ADP,HiBob,orUKGnaturallylooktowhattheirplatformsprovide.Ideally,thesesystemsrecorddatainaconsistentway,soagentsbehavepredictably.But

weretheydesignedthisway?

BuildingTrustintheAIStack

ImagineWorkdayorSAPrunningmultipleagentswhileyouaddothersfromexternalvendors.Thenask:

.Whomanagesandgovernsthedataeachagentneeds?

.Howwilltheseagentscommunicate?

.Whatriskdowetakeifavendorfallsbehindorgetsacquired?

.Doesthisvendortrulyunderstandourindustry,geographicfootprint,orcustomersize?

Ifthissoundsfamiliar,itshould.Intheearly2000s,talentmanagementtoolsexploded—performancemanagement,onboarding,career-planning,succession—butnone

workedtogether.By2010,acquisitionsconsolidated

everythingintoafewplatforms.TheHRagentmarketwillfollowthesamepath.

Fornon-HCMsolutions,themostopenandconfigurabletoolsetstodayareMicrosoftCopilotandServiceNowwithNowAssist,whichalreadyprovideinterchangeableparts

forlarge-scalesuperagents.Othersareemergingquickly:

SAPJouleishighlyconfigurable;Workday’sacquisitionofSana,Flowise,andPipedreamshowspromise;andUKG’sBrytearchitectureisopeningup.

Thereisn’tone“right”answeryet,butyoumustthink

architecture.Youlikelyalreadyhaveanincumbentvendoryoutrust.

MicrosoftCommercialBusinessExecutiveJustinAltoff

notesthemostsuccessfulAIprojectshavehigh-quality

data,strongobservabilityandgovernance,andafocusonredefiningthebusinessprocess.Yourarchitectureshouldsupportallthree.

Onthenextpage,andaftereachsubsequentImperative,youwillfindGalileopromptstohelpyoulearnmore.

Notethe

g-

iconisalivelinkthatwilltakeyoudirectlyintoGalileo.

Imperative1:AIArchitecture:YouNeedOne8alileo

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HowGalileoHelps

AskGalileo

ProvidesframeworkstoevaluateAI

DesignanAIarchitecturestrategyforHRalignedto[Insertpriorities:e.g.,

vendorplatformsandarchitecturesfor

reducingtime-to-hire,improvingretention,scalingoperations].Includevendor

organizationalfitandintegrationneeds

consolidationapproach,datagovernanceframework,agentinteroperabilityrequirements,andaphasedimplementationroadmap.

Offersguidanceonassessingdata

Createavendorevaluationscorecardcomparing[Insertplatforms:e.g.,

governancematurityandidentifyinggaps

SAPJoule,WorkdayAssistant,MicrosoftCopilot,ServiceNow].Evaluate

indataquality,security,andcompliancefor

LLMflexibility,agentextensibility,dataintegrationcapabilities,totalcostof

AIdeployment

ownership,andfitwithourindustryrequirements.

ComparesagentstrategiesacrossHCM

vendorstopreventagentproliferationandensureinteroperability

DraftanexecutivebriefonAIarchitectureforHR.Addressagent

proliferationrisks,datagovernancegaps,recommendedconsolidationstrategy,vendorassessment,andbusinesscasetiedto[Insertoutcomes:e.g.,40%

efficiencygains,improvedemployeeexperience,complianceautomation].

2

CitizenDevelopers:You’reaBuilderNow

Thesecondthemefor2026issimple:AIisatechnologyforbuildingthings,notjustdoingthings.Thisistheeraof“citizendevelopers.”

Youmaythinkyou‘llbuyAIofftheshelf,turniton,and

useit.But,inreality,thesesystemsrequireconstant

tuning,thoughthey’reeasytoprogramusingprompts

ratherthancode.Evennontechnicaluserscanquickly

createinstructionsthatproduceactionableresults.For

example,GalileoincludeshundredsofsamplepromptstoshowhowanyonecanguideAItoperformcomplextasks.

AIFine-Tuning,withoutEngineers

MicrosoftCopilotnowincludesmodelfine-tuning.

Withoutwritingcode,youcanembedyourcompany’sdocuments,rules,andlanguagedirectlyintoCopilot10—creatingaversionthatbehaveslikeyourcompany.

WithGalileo,Copilotcanbefine-tuned,makingitan

expertinleadership,management,HR,andhumancapital.AnyonewhousesCopilotcansuddenlytalktoan

HRexpert.

Imaginethepossibilitieswhenyouembedadditionalinternaldatasets,documents,workflows,andrules.

Thesebehavioralshiftsarecreatedinternally,rather

thanbyvendors.ITdepartmentsandenduserslearnprompting,tuning,andlightappcreation.Rolesacrosstheorganization—graphicdesigners,financialanalysts,marketing,engineers,andproductionteams—becomebuildersonAIplatforms.

It’slikeMicrosoftExcel;everyoneaddsmacrosand

formulas,andnoweveryonelearnsExcelinhighschoolandcarriesthatskillfortherestoftheircareers.

MarketPotentialandVibeCoding

TheAI-codingtoolsmarketisgrowingrapidly,alreadysurpassing$3.1billionin2025andprojectedtoreacharound$26billionby2030.11PlatformssuchasGitHubCopilot,Microsoft365,ClaudeCode,Cursor,OpenAI

Codex,Vercel,Cognition,Replit,Lovable,andother

vibe-codingplatformsaredrivingthisgrowth,makingAI-assistedcodingoneofthelargestandfastest-

expandingsegmentsintheAIecosystem.

11“

AICodingToolsSurpass$3.1BRevenue,Setfor$26Bby2030

,”AvaCallegari/