奥纬咨询-200+位企业高管眼中的+AI+智能体：战略雄心与落地现实+What+200+Senior+Executives+Told+Us+About+Agentic+AI

What200seniorexecutives

toldusaboutagenticAI

TheOliverWyman2026ParallelSurveysonCEOs

andTechLeadersonAgenticAIandIT.

AmbitionisalignedbetweenCEOsandCIOs.Funding,deployedautonomy,

andunderlyinggovernancearenot—andoursurveyquantifiesthegap

©OliverWyman2

Executivesummary

InJuly2026,OliverWymansurveyed70CEOsandexecutivecommitteemembers,aswellas130CIOsandCTOs,atlargeenterprisesprimarilyacrossEuropeandNorthAmerica.

Weusedtwoparallelquestionnaires,soeachgroup’sanswerscouldbecomparedsidebyside.Thetwodatasetsbroadlyagreeonambitionbutdivergeonmuchofwhatfollows.1

Bothgroupsexpectdouble-digitproductivitygainsandtreatagenticAIasstrategically

central.Unusuallyforatechnologycycle,theyalsoagreeonwherethegainscomefrom:

reengineeringhowworkisdoneandgoverningdata,ratherthanbuyingtools.Beyondthat

agreement,thepicturesplits.CEOsaremoreoptimisticabouthowreadytheirorganizations

areandhowmuchvalueAIhasalreadyrealized,whileCIOspointtotighterfundingandless

maturedeliverycontrols.CIOs’ownmeasureddeliverysupportstheirreading:ontheirown

pipelines,45%measuregainsof0%to10%,andfewerthanoneintenmeasuremorethan

20%.AndwhileCEOsreportawillingnesstograntagentsmoderateorhighautonomy,CIOs

reportagentsstillrunningundernear-universalhumanapproval.Thatgapmattersbecause

itmakeshumanverificationcapacity—theleast-fundedinvestmentareaintheCIOsample—thepracticalceilingonscale.TranslatingproductivityintoP&Lvalueisequallythin:Only

1%ofrespondentsineithergroupsaidthatmostgainshavereachedtheP&L.TheyalsosaidthatcompanieslackanamedownerforthecapacityfreedupbyAI,aplantofundthework

throughthedropinproductivity,orawayofmeasuringhowmuchvalueislostintheprocess.RegionalcomparisonsbetweentheEU/UKandNorthAmericashowfastervaluerealization,

strongergovernance,andmoreoperating-modelchangeinNorthAmerica.Meanwhile,EU/UKCEOsreporthigherstatedautonomyandreadiness.Theimplicationisthatcompaniesshouldnotslowinvestment,butshouldinsteadbasethenextphaseonobservabledeliveryevidenceratherthanexecutiveconfidencealone.

1AlldatapointswithinthisarticlearefromTheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

©OliverWyman3

Finding1:Ambitionisaligned,butfundingandrealized

valuelag

CEOexpectationsandCIOperceptionsofthoseexpectationsarebroadlyalignedondouble-digitambition.64%ofCEOsexpectatwo-to-three-yearproductivitygainof11%to20%;amongCIOsaskedwhattheybelievetheirownCEOexpects,49%choose11%to20%andafurther35%choose21%to50%.

Butfundingismateriallylowerthanthatambition.WhenaskedwhatITisactuallyfundedtodeliver,CIOsreportafarnarrowerband:48%say1%to10%,andonly7%saytheyare

fundedfor21%to50%.Inotherwords,theperceptiongapisoverwhathasbeenbudgetedfor,ratherthanwhatexecutivesexpect.

Fundingfollow-throughontheCEOsideisconsistentwiththatreading.Only29%ofCEOshavering-fencedfundingforcreatingtheconditionsonwhichagenticAIdepends—platform,data,andchangemanagement—while60%havesimplyincreasedoverallAIspendwithout

directingthoseextrafundsanywherespecific.Only36%havepersonallyreallocatedcapitalorchangedafinancialtargetbecauseofagenticAI;another50%havecommittedfundingwithouttouchingatargetatall.And53%expecttheITcostbasetoriseasadeliberateinvestment—soinsteadofalackofdesiretofundAIbeingthechallenge,theproblemisactuallyalackofcareoverwherethatmoneyisspent.

Asimilargapappearsoverhowmuchvalueeachgroupsayshasbeencaptured.33%of

CEOsreportvaluethatismaterialacrossmultiplefunctionsorvisibleattheenterpriseP&L.

AmongCIOs,thatfigureis17%—soCEOsarereportingroughlydoublethevaluethatCIOsdo.

Thedifferencemaypartlyreflectvantagepointaswellasactualdeliverymaturity.BecausetheCIOsandCEOsdonotalwaysworkinthesamecompanies,thisshouldnotnecessarilybereadasintra-companypolitics.Sponsorsshouldcheckreportedvalueagainstdelivery-sideevidence

beforeagreeingtothenextwaveofinvestment.WhereCIOshavedeclinedtoadoptvendor

figuresandmeasureditthemselves,deliveredproductivityclustersinanarrowband:45%ofCIOsmeasureadeliveredgainof0%to10%ontheirownpipeline,39%measure11%to20%,andonly8%measuremorethan20%;afurther7%havenotmeasuredit.

©OliverWyman4

Exhibit1:Unitedinambition,butdividedovermoney

42

64

Unitedin

ambition

49

97

35

Dividedover

money

10

6

CIO’sreadofCEOexpectation

48

3

WhatITisactuallyfundedtodeliver

26

1

CEO’sownexpectation

21%–50%11%–20%1%–10%Otheroptions

Source:TheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

Finding2:Bothsidesfindgainsinreengineeringanddata—andtheynamethesameconstraints

Toanextent,CEOsandCIOsagreeonwhereAIgainsarecomingfrom.Thatisrarethisearlyinatechnologycycle.61%ofCEOssaythegainismainlycomingfromchangesin

howworkisdoneandfromcontrollingdata,whereasonly4%sayitcomesfrombuyinganddeployingthebesttoolsandmodels.Whenaskedwherelastingadvantageswillcomefromoncefrontiermodelsconvergeincapabilityandfallinprice,CEOspointtoreengineered

processesandhowcompaniesarerun(74%),aswellasproprietarydataandcustomer

context(64%).Havingprivilegedaccesstoaleadingmodelorvendorbarelyregisters,at4%.

CIOspendingbacksupthatthesis.Ontheirlargestagenticproject,CIOssaythatonly28%oftheireffortswentintotoolsandlicenses;theremaining72%wenttoorganizing

©OliverWyman5

dataandknowledge(29%),processreengineering(24%),andhelpingstaffadapttothe

change(19%).Overthelast12months,datastructuringranksfirstamongfiveinvestmentareas—aheadofrequirementsqualityandtheinternalplatform,andwellaheadofcode-generationcapacity,whichmostCIOsplacelastorsecond-to-last.

Bothgroupsalsopointtothesamebottlenecks.CEOsrankdatareadiness(datathatis

scattered,ofpoorquality,orhardtoaccess)asthetopfactorslowingthemovetoscalinguptheuseofAI,withlegacysystemsandtechnicaldebtsecond,andeveryotherfactor—including

uncertainreturns—farbehind.Some86%calltheircorelegacysystemsaconstraint,and49%saytheyareactingonthat.OntheCIOside,83%saytheirdataisproperlygovernedinsomeareasandfragmentedinothers,andonly6%saythatalmostalloftheirdataisorganized

andagent-ready.65%ofthosesurveyedrunonamainframeorequivalentcore,andofthoseplanningtomodernizetheircorewithagenticAI,only20%havebuiltbothabehavioral

referencedatasetandawaytomeasurethecostofverifyingeachmigratedunit.

MostcompaniesrarelyachievethiskindofstrategicalignmentbetweenCEOsandCIOs,and

veryfewbeginwithit.Theorganizationsthatactonit—bytreatingdataworkandcoresystemmodernizationasmission-criticalratherthanasbackgroundhygienework—willgaintheedgeovercompetitorsstilldebatingwhetheritisworthdoinginthefirstinstance.

Exhibit2:CEOsandCIOsagreeonwheretheadvantageslie—andontheobstacles

CEOsandCIOsthinkalikeaboutopportunitiesin

reengineeringanddataaswellasconstraintsinlegacy

CEOsampleCIOsample

86%

65%

Legacycoreisaconstraintonspeed

72%

61%

Gainlocatedinreengineeringworkanddata,notintools

Source:TheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

©OliverWyman6

Finding3:Statedautonomyexceedswhatisdeployedinproduction

83%ofCEOssaytheyarewillingtograntagentshighormoderateautonomyonprocessesthattouchcustomers,revenue,orfinancialcontrols.Ofthat83%,79percentagepointsfall

under“moderate:agentsactwithintight,presetlimits.”

ButCIOsreportmuchlowerautonomyinpractice:70%oforganizationscaptheiragentsatthelevelwheretheagentcarriesouteachstepandahumanapprovesitindividually,21%lettheagenttakeresponsibilitywithoutstep-by-stepsign-off,androughly1%runanything

beyondthat.

Thismodel—humanapprovaloneveryconsequentialaction—correspondstothelowest-autonomyoptionintheCEOsurvey,which17%ofCEOschose.

Therearetwoplausibleexplanations.Oneisalagbetweendesiredoutcomeandexecution:

CEOs’statedriskappetitehasnotyetbeenmatchedbyguardrailsreliableenoughtoletgoofstep-by-stepapproval.Theotheristhatsuchcautionisdeliberate:96%ofCIOssetautonomyperworkflowratherthanthroughablanketpolicy.

Thatrisk-aversemodelshowsupinthedeliverynumbers.83%ofCIOsrelyonhumanreviewofconsequentialtaskstoestablishthatanagent’soutputiscorrect,and52%alsorunautomatedbehavioralchecksagainstareference.Thismeanstheextraloadcreatedbythatcautious

approachlandsonhumanverificationcapacity.Thehumanscarryingoutthosechecksare

alreadyunderstrain,with27%oforganizationsrunningcode-generationprogramssayingthatcodeisbeinggeneratedfasterthanitcanbereviewedortested.41%ofCIOsestimatethat5%ormoreofAI-assistedcodedefectsslipthroughintoproduction,andreviewand

testcapacityrankslastofthefiveinvestmentareasoverthepast12months.Thecautious“boundedautonomy”model—thespeedatwhichhumanscanworkandnotmodelcapability—isthemainlimitonscaling.

CIOself-assessmentisnomoremodest:81%ratethemselves“leading”or“ontrack”relativetopeers.

Eitherway,executivesshouldcheckthatstatedriskappetitehasbeentranslatedintoguardrailsandproductionsettingsbeforeassumingtheprogramisreadytomovefaster.

©OliverWyman7

Finding4:Confidenceisaheadofevidence

TheCEOsurveyshowsamarkedgapbetweengeneralreadinessandconfidencein

whetherworkcouldbeaudited.84%ofCEOsratetheirorganization“leading”or“ontrack”toscaleagenticAIsafelyandcaptureitsvalue.TheCEOinstrumentitselfpointsthesameway:askedtoratespecificdimensions,only9%calltheircontrols“largelyready”—against31%

fortheplatformand17%fordata—sotheexecutiveswhoratethemselvesontrackareleastconfidentaboutthecontrollayer.

Askedanarrowerquestion—“howconfidentareyouthatyoucould,today,reconstructandstandbehindwhatanautonomoussystemdidonyourbehalfinacustomerorregulatory

matter?”—only3%say“veryconfident”;90%sayonly“somewhatconfident.”That84%

readinessratingisthereforelargelysupportedbyqualified,ratherthanstrong,confidence.

CEOsareafraidofthesamethings.Theirtwoleadinganxietiesaboutscalingareasecurity

breachorlossofcontrol(30%)andahigh-profilecustomer,safety,orreputationalincident

(27%);fallingbehindfaster-movingcompetitorsisnamedbyonly4%.Theanxietyislessaboutmovingtooslowlyandmoreaboutbeingheldaccountable—whichmakesthethinnessoftheauditevidencebelowallthemorestriking.

TheCIOdatashowwhythatdistinctionmatters.Only25%oforganizationshaveatamper-

evidentaudittraillinkinganagent’sprovenancetoitsapprovals;72%havepartiallogsonly.

Only10%canproduce,ondemand,theowner,scope,cost,andlastcertificationdateforeveryproductionagent;58%havesomeofthoseattributes,29%havenocentralregistryatall.

Only21%haveappointedaheadofAIgovernancewithcross-functionalauthorityoverpolicy,cost,andrisk;69%havescopedorplannedtherolebutnotyetappointedit.

Self-reportedreadinessishigh;completegovernancerecords—aregistry,asigneddocument,anamedowner—remainaminoritypractice.Boardsassessingreadinessshouldaskfortheevidenceaswellastheconfidencescore.

©OliverWyman8

Exhibit3:Governancereadiness—completerecordsremainuncommon

90%

75%

79%

73%

90%

Acrossgovernance

artifacts,morethanthreequartersof

companiesarenot

wheretheyshouldbetoscaleagenticAI

successfully

10%

25%

21%

27%

10%

GovernanceartifactShareoforganizationswiththecompleteversion

Fullagentregistry(owner,scope,cost,certificationdate)

Tamper-evidentaudittrail

(provenancelinkedtoapprovals)HeadofAIgovernanceappointed(notjustscoped)

Governance/meshplatform

boughtbeforeanyagentexistedWritten,executive-signed

model-portabilitycommitment

Source:TheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

Theorderinwhichcompaniescompletedthoseartifactsmayhavecompoundedthegap:

Only27%oforganizationsboughtagovernanceor“mesh”platformbeforeasingleagent

existed;60%builttheharnessfirstandarenowretrofittinggovernanceontoaportfoliothathasalreadygrown.Aregistryassembledafterthefactisstructurallyhardertocompletethanonethatgrowswitheachagent.Thismayhelpexplainwhyonly10%reportacompleteregistry.

Finding5:Valueleakageisoftenunmeasured,andit’srarethatsomeoneownsthefix

TwoCIO-surveyquestionstestwhethertheproductivitygainsthatteamsachievecanbeconvertedintovaluethatreachestheP&L.Only22%ofCIOsmeasurea“leakageratio”

—theratiooftask-levelgaintoshippedvalue—atall.

Andjust27%reportaddinghiddentransformationcosts—definedinthequestionnaireasroughly30%to40%ontopofthedirecttokenbillforintegration,governance,security,andchangemanagement—totheirbudgeting.Mostcompanies,therefore,lackareliablewayto

justifytheirfullcostsifaskedtodoso.

Thecost-controldatabackthisup.Amongrespondentsrunningagentsatscale,54%reporthavingspentanAIbudgetaheadofplan.

Only22%budgetruncostasadistributionwithanenforcedcapatahighpercentile;48%

forecastrangeswithnoenforcedcap,and25%useasinglefixednumberestimateforacostbasethatisinherentlyvariable.

©OliverWyman9

OnOliverWyman’ssix-dimensionFinOps-for-AImaturityladder—attribution,enforcement,budgetingmethod,outcomemeasurement,rate-cardmanagement,andownership—

ownershipisstrongestoverall(18%at“run”).Outcomemeasurement(16%)andbudgetingmethod(13%)follow;attributionstandsat11%,andrate-cardmanagementisweakest(6%).AllofthissuggeststhatcompanieshaveassignedresponsibilityforAIspendbutstilldonotyethavethecommercialdisciplinetocontrolwhatthatspendisbuying.

Bothsurveysdeliverthesameoutcomeonthis:Only1%ofCEOsand1%ofCIOssaymost

productivitygainshavereachedtheP&Lasbankablevalue,while45%and48%respectivelysaythateitherlittleornonehas.

Theorganizationalmachinerythatwouldconvertthosegainsisequallythin.Anamed

executiveownstheredeploymentoffreedcapacityatonly34%ofCEO-sampleorganizations—57%sayredeploymentisexpectedtohappenbutnooneownsit—andat41%ofCIO-

sampleorganizations.Theproductivitydipthatprecedestheclimbisexplicitlyfundedwith

committedsponsorshipat40%and32%respectively;roughlyhalfoneachsidereportfundingwithoutsponsorshipsecuredforthefullcycle.Gainsthatnooneowns,throughadipnoonehasfullyfunded,measuredbyaninstrumentmostorganizationslack,donotturnintoP&L

value.Instead,theyevaporatequietly,andbothsurveyssuggestmostcurrentlydo.

Exhibit4:ThemachinerythatconvertsproductivityintoP&Lvalueisaminoritypracticeinbothsamples

30

27%

20

Organizationsarenotyet

matureenoughtoconvert

actionsintoP&Limprovements

1%1%

MostproductivitygainshavereachedtheP&L

N/A10

Hiddentransformation

cost(~30–40%)included

inbudgets

Productivitydip

explicitlyfunded,

sponsorshipcommitted

34%

32%

Namedexecutive

ownsredeployment

offreedcapacity

41%40

CEOsampleCIOsample

40%

Source:TheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

©OliverWyman10

Finding6:Reskillingisacommontalentconstraint;workforce

ownershipremainsfragmented

68%ofCIOsname“findingandreskillingtalenttoexploitagents”astheirbindingtalentconstraint;only3%name“replacingorreducingengineers.”

Thehiringdataconfirmthis:Overthelast18months,juniorandentry-levelengineeringhiringhasheldsteadyfor58%oforganizationsandrisenforafurther17%(three-quartersstableorgrowing),whileonly23%reportadeliberatereduction.Thesurveydoesnotshowthedeliberatereductionofjuniorhiringasadominantpattern.

Aclearerpatternthatshowsupisthefragmentedownershipofthecombinedhuman-

and-agentworkforce.Only16%ofCEOshavegiventheirCIOandCHROonejointmandateforreshapingtheworkforcearoundagents;73%runtwoseparatetracks(technologyandpeople),and11%havenotaddressedthequestionatthatlevelatall.

CIOresponsesaredirectionallyconsistent:Only25%haveasingleworkforceplanwithoneaccountableowner;63%aresplitbetweenCIOandCHRO.

Finding7:Boardscanseethevendorrisk,butcan’tmovequicklyenoughtododgeit

Atthetopofthehouse,theriskisclosetouniversallyacknowledged.46%ofCEOsreportsupplierandmodelconcentrationformallyontheboardorenterpriseriskregister,anda

further53%sayitisdiscussedwithoutbeingontheregister;only1%sayitisnottreatedasa

riskatall.Whatfollowsisadisconnectbetweenthatacknowledgmentandwhatithasproducedontheengineeringside.

Whenaskedwhethertheycouldstateinwritingwhichartifactswouldremainundertheircontrolifamodelsupplierdoubledpricesorwithdrewaversionwithin12months,only10%ofCIOsreporthavinganexecutive-signedstatement;46%haveanunsigneddraft,and41%havenothing.

©OliverWyman11

Switchingisdifficult,too.Forhalfoforganizations,changingtheprimaryfoundationmodelonthemainusecasetakes21to60engineer-days;afurther10%reportmorethan60days,andonly2%candoitinfewerthanfive.Formostorganizations,“wecanalwaysswitchmodels”isthereforenotyetademonstratedcapability.

77%ofat-scaleorganizationshavetestedanalternativefoundationmodelwithinthelastsix

months—butrunningatestisnotthesameasbeingabletomakeacleanbreak.Boardsthathaveregisteredtheriskshouldaskforthetwoartifactsthatwouldretireit:asignedportabilitystatement,andatimedanddemonstratedswitch.

Finding8:NorthAmerica

isconvertingambitioninto

executionfasterthantheEU/UK

BothdatasetspointtofastervaluerealizationandstrongerexecutioninfrastructureinNorthAmerica,butCEOresponsesshownogreaterambitionorrisktolerancethere.Whileownershipislessconsistentacrossthetwosamples,itshouldnotbetreatedastheprimaryexplanation.

IntheCEOsample,thevaluegapislarge.48%ofNorthAmericanCEOsreportvaluethatismaterialacrossmultiplefunctions,against19%ofEU/UKCEOs(43%ofEU/UKCEOsarestill

testingisolatedpilots,against14%inNorthAmerica).

74%ofNorthAmericanCIOssaymostorsomeproductivitygainshavereachedtheP&L

asbankablevalue,against42%ofEU/UKCIOs;53%ofEU/UKCIOssaylittlehas,against21%oftheirNorthAmericancounterparts.

CEO-reportedownershipfollowsthesamedirection.Only12%ofEU/UKCEOshavegiventheirCIOandCHROonejointmandateforthecombinedworkforce,against29%inNorth

America;81%ofEU/UKCEOsruntwoseparatetracks,against52%inNorthAmerica.

Oncapacityredeployment,only29%ofEU/UKCEOshavenamedanexecutiveowner,against52%inNorthAmerica;67%ofEU/UKCEOssayitisexpectedtohappenwithnoownernamed,against33%inNorthAmerica.

Thatsaid,whileCIOresponsesconfirmtheexecutiongap,theydonotcorroboratetheownershipgap.72%ofEU/UKdeliveryunitsareunchangedinsize,versus38%inNorth

America,and49%ofNorthAmericanCIOssaythesanctionedpathisthepathofleastresistance,versus31%inEU/UK.GovernanceartifactsarealsomoreprevalentinNorthAmerica:afullagentregistryexistsat18%versus6%,atamper-evidentaudittrailat33%

©OliverWyman12

versus21%,andanappointedheadofAIgovernanceat31%versus16%.Butownershipis

mixed:asinglehuman-and-agentworkforceplanwithoneaccountableownerisessentiallyidentical(26%NorthAmericaversus27%EU/UK),whilenamedownershipoffreed-capacityredeploymentishigherinEU/UK(47%versus33%).

ThisisnotsimplyastoryofEuropebeingmorecautious.AmongCEOs,EU/UKrespondentsreporthigherwillingnesstograntmoderateorhighautonomy(88%versus71%inNorthAmerica)andahigher“leadingorontrack”self-ratingonsafescaling(90%versus71%).

Takentogether,thedatapointtoanexecutiongapratherthananambitiongap.Both

samplesshowfastervaluerealizationinNorthAmerica,andCIOresponsesshow

strongergovernanceartifactsandmoreoperating-modelchange.Ownershipisnota

consistentexplanationacrossthetwosamples:theCEOsamplepointstomorefrequentlyassignedaccountabilityinNorthAmerica,whiletheCIOsampleisflatorreversedonthetwoownershipmeasures.

Exhibit5:NorthAmericaleadsonexecution;Europestrongerinownershipapproachandriskappetite

ValueRealization

19%

48%

42%

74%

6%

21%

33%

16%

●31%

28

%

●62%

31%

49%

26%

27%

33%●

7%

71%

88%

Materialvalueacrossmultiplefunctions(CEO)

Most/someproductivitygainsreachP&L(CIO)

Governance

18%

Fullagentregistry(CIO)

Tamper-evidentaudittrail(CIO)

HeadofAIgovernanceappointed(CIO)

Operatingmodel

Deliveryunitchangedshape*(CIO)

Sanctionedpathistheeasiestpath(CIO)

Ownership

Singleworkforceplan,oneowner(CIO)

4

Namedownerforfreedcapacity(CIO)

Riskappetite

Moderate/highautonomywillingness(CEO)

EU/UKNorthAmerica0255075100

*Delivery-unitchange=100%minus“unchanged”.Percentagesroundedtowholenumbers.

NorthAmericastrongerin

execution

Europestrongerinownership

approachandriskappetite

Source:TheOliverWyman2026ParallelSurveysonCEOsandTechLeadersonAgenticAIandIT,July2026.

FromaEuropeanperspective,thedatadonotsupportasimple“morecaution”

recommendation.EU/UKCEOsalreadyreportcomparableorgreaterautonomywillingness;theclearergapisinconvertingthatambitionintobankablevalue,governanceinfrastructure,andoperating-modelchange.Thepriorityshouldthereforebeexecutiondiscipline:fund

themandate,hardenthesanctionedpath,completethegovernanceartifacts,andmakeaccountabilityexplicitwhereitisstilldiffuse.

©OliverWyman13

WhatCEOsandCIOsshoulddowiththisinthenextquarter

Fundwhatyou’vealreadyagreedto.IfexpectedproductivityandfundeddeliverydivergebythemarginshowninExhibit1,beingmoreambitiousisnottheanswer.Ring-fencetheplatform,data,andchangebudgetsimpliedbythatambition,ratherthanallowingAIspendtogrowasanundifferentiatedincrease—thepattern60%ofCEOsinthissurveycurrentlyreport.

Askfortheartifact.Beforethenextboardupdateonagenticreadiness,requesttheagent

registry,theaudittrail,andthenameoftheaccountablegovernanceowner.Ifanyofthose

threedocumentsisincomplete,the“ontrack”confidencescoreshouldbetreatedasanopinion,ratherthanproofofcapability.

OnIT,scaleverificationbeforeyouscalegeneration.Fundreview,test,andautomatedevaluationcapacityfirst,andonlythenrelaxapprovalgates.Addinggenerationcapacity

toareviewprocessalreadyrunningatfullstretch—theposition27%ofcode-generationorganizationsreport—creates