Mavvrik-2026AI成本治理现状报告：基于396家企业调研- 2026 State of Al Cost Governance

mavvrik.benchmarkt

WhyarehalfourCopilotseatsunused?

2026STATEOF

AICost

Governance

HowdidwemisstheAlforecastagain?

We'relosingmarginonthisproduct.

Whoapprovedthis?

Werolledoutcodeassistorg-wideandhadnoideawhatitwouldcost.

Whichteamownsthisspike?

Aladoptionhasoutrunthefinancialdisciplinebuilttogovernit.Astudyof396enterprises.

Canwe

swaptoacheapermc

WhydidourClaudespendjump3×thisweek?

ResearchReport·2026mavvrik.ai

CONTENTS

Contents

Introduction04

Researchoverview 05

ThethreepatternsofAlcost 06

Topfindings 07

Theme1:AICostGovernance 09

Theme2:AgenticAl 11

Theme3:CostVisibility&Attribution 14

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Theme4:FinancialImpact 16

Theme5:Cloud&AlInfrastructure 18

Theme6:DeveloperTooling&theSDLCGap 19

Theme7:IndustryInsights 20

What'sNext:Role-BasedOpportunities 22

INTRODUCTION

Thebillhasarrived

EnterpriseAlspenttwoyearsinexperimentation:pilots,proofsofconcept,innovationbudgetswithlooseaccountability.Thatphaseisover.

Alcostsnowinfluencebudgetreviews,pricingdecisions,productinvestments,andboarddiscussions.Across396organizationssurveyedinAprilandMay2026,Aladoptionhas

pulledawayfromAlcostvisibility.Alprogramsarerunningonafinancialpicturethatis,atbest,incompleteand,atworst,misleading.

THEGAP:THEYTRACK,THEYCAN'TFORECAST

TrackAlinfrastructurecosts

98%

AssignformalAlbudgets

95%

Forecastwithin±10%accuracy

11%

98%track.11%forecast.Thegapbetweenthosetwonumbersisthereport.

Coverage,noteffort

MoreorganizationstrackAlcosts,yetforecastaccuracy

declined.Trackingisonlyasusefulaswhatitcovers,andthe

fastest-growingcategories,agents,GPUinfrastructure,on-

prem,sitlargelyoutsidetheframeworksdoingthereporting.Youcannotpredictwhatyoucannotsee.

Billshockismainstream

62%reportthatunexpectedAlcostsmateriallyalteredabusinessdecisionthispastyear:emergencyfreezes,

forcedrepricing,board-levelescalation.OneinfourdelayedorcancelledanAlinitiativeoutright.

ROlispremature

ROlismath:(Value-Cost)/Cost.Itneedsadenominator.Withanincompletecostpicture,thatnumberismissing.

BeforeanyonecananswerwhetherAldeliversareturn,theyneedconfidenceinwhatitcosts.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

METHODOLOGY

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Researchoverview

Thisresearch,conductedbyMavvrikwithBenchmarkitandRay

Rike,surveyed396organizationsacrosssixsectorsduringAprilandMay2026:Technology/SaaS(includingB2BSaaS,VerticalAI,AI-

NativeApp,andAlInfrastructure,47%combined),FinancialServices(23%),Manufacturing(9%),andRetail(6%).

The2026editiongoesdeeperthan2025.Lastyear'sresearch

documentedtheproblem;thisyear'smeasureshowmuchfurtherAlspendhaspulledaheadofthedisciplinemeanttogovernit,andthedistancewidenedoneveryfront:forecastaccuracydeclinedyearoveryear(15%to11%),hybridadoptiongrew(61%to68%),andagenticworkloadsreachednear-universaldeploymentwhileattributionstayedstuckatthesamedepartmentlevelitheld

in2025.

Themostimportantfindingisoneofbreadthanddepth.Almost

everyorganizationnowtracksAlcosts;thechallengeishowfar

thatcoverageextends,withvisibilityfallingoffsharplyasspend

expandsintoagents,GPUs,developertooling,hostedmodels,dataplatforms,andprivateinfrastructure.

Industry

sectors

Thematic

areas

Organizationssurveyed

●SEVENTHEMATICAREAS

01AICostGovernance

03CostVisibility&Attribution

05Cloud&AlInfrastructure

07IndustryInsights

02AgenticAl

04FinancialImpact

06DeveloperTooling&theSDLCGap

Mavvrik+Benchmarkit|2026StateofAICostGovernance

FRAMEWORK

ThreepatternsofAlcost

WhatdrivesAlcostdependsonhowit'sdeployed.Inacustomer-facingproduct,customersdriveconsumption.Ininternalworkflows,employeesdo.Inagenticsystems,agentsdo.Eachmodelaccumulatescostdifferently,breaksdifferently,andrequiresdifferentgovernance.

Alin

Product

Alin

Workflow

Agentic

Al

Customersdrivecost

Employeesdrivecost

Taskcomplexitydrivescost

PRIMARYIMPACT

Grossmargin,COGS,cost-to-serve

Productivityassumptions,headcountdecisions

Forecastaccuracy,runtimevolatility

OWNER

CFO,Product

Engineering,FinOps

Shared,oftenundefined

WHATBREAKS

Marginerosion,forcedrepricing

UnvalidatedROI,hiddenspend

Retryloops,orchestrationoverhead

KEYMETRIC

Costperinference,percustomer

Costperworkflow,perseat

Costperagent,pertaskrun

GOVERNANCELEVERAttributionatcustomerandfeaturelevelAttributionatworkflowandtoollevelInstrumentationbeforescale

THEPROOF

havenotrequiredCOGS-basedAlcosttrackinglackasingleaccountableownerforAlinfrastructurecostsrunagenticworkloads/includethemincostreporting

Threedrivers.Threegovernanceproblems.Eachneedstobemanageddifferently.

FRAMEWORK

THEMISCLASSIFICATIONPROBLEM

Samecost.

Differentproblem.

ProductAlandWorkflowAllooksimilaronaninvoice.

Onescaleswithcustomersandhitsgrossmargin.Theotherscaleswithemployeesandaccumulatesas

unvalidatedOPEX.Thegovernanceresponsediffers:

productAlneedsattributionatthecustomerandfeaturelevel;workflowAlneedsitattheagentandworkflowlevel.

cocsvs.oPEx:WHYITMATTERS

Ifit'sinyourproduct,it'sCOGs.

Everysession,output,andmodelcallffectsgrossmargindirectly.Yourpricing

modeldependsonknowingwhateachunitofAloutputcostsbeforethecustomerconsumesit.Whenthatcostshiftsunexpectedly,yourmarginshiftswithit.

Ifit'sinyourworkflows,it'sOPEX.

Costscaleswithemployeeactivity,notrevenue.Theriskisnotmarginerosion-itisinvisiblespendaccumulatingagainstproductivityassumptionsnoonehastested.Atributionstopsatthedepartmentlevel,whichtellsyouwhospentthemoneybut

notwhyitcostwhatitdid.

Reportingthemtogetherproducesanumberthatsaccurateinaggregateand

uselessfordecisions.

wereforcedtorepriceanAlproductaftercostsmoved,usuallymid-cycle,infrontofcustomers.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

EXECUTIVESUMMARY

Topfindings

Anexecutivesummary:eachisexaminedinfullinthesectionsthatfollow.

Forecastaccuracyisgettingworse,notbetter

Only11%forecastAlspendwithin±10%,downfrom15%in2025:39%missby11to25%,35%by26to50%,and13%bymorethan50%.

Unexpectedcostsarealteringstrategy

62%sayacostsurprisemateriallychangedabusinessdecisionlastyear.OneinfourstoppedanAlprogramoutright.

44%ratethemselvesAdvanced.89%can'tforecast.

44%oforganizationsratethemselvesAdvancedinAlcostmanagement--thesame

populationwhere89%cannotforecastwithin±10%.Maturityratingsreflectinputs

(budgets,tools,teams)whiletheoutcomesthoseinputsexisttoproducestayoutofreach.

Alcostsareerodinggrossmargins

81%reportmoderate-to-highgross-marginimpact:63%seea6to15pointdecrease,and18%losemorethan16points.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Thefastest-growingcategorieshavetheleastvisibility

Thecostcategoriesgrowingfastest,agenticworkflows,GPUinfrastructure,andon-

premisesenvironments,havetheleastgovernancecoverage.Organizationsareexpanding

intoexactlytheenvironmentswheretheircurrenttrackingframeworksbreakdown.

AgenticAlscaledbeforeattribution

98%runagenticworkloads;15%can'tattributethosecostsatanylevel:agap5×widerthanforgeneralAI(3%).

Developertoolcostsareinvisibletofinance

98%useAlcodingtools,averaging2.4perorg.39%exceedexpectedcost;mostfinanceteamscan'tseethecombinedfootprint.

Hybridisthedefault

68%runhybridworkloads,upfrom61%.Third-partyhostedLLMsjumped19%→32%,thelargestsingle-categorygaininthesurvey.

TRACKINGWENTUP.ACCURACYWENTDOWN.

Alcosttrackingisnowthebaseline,yetforecastingitaccuratelyisrare.Reporting

stopswherethefastest-

growingcostsbegin:agents,

GPUs,on-prem.

2026STATEOFAIcOSTGOVERNANCE

THEME01

Alcostgovernance

Budgetdisciplinehasoutrunvisibility.Alshowsupineverybudgetnow,butthestructuresmeanttomanageithaven'tkeptup.

Trackingisnotthesameasgoverning

98%trackAlinfrastructurecosts,and95%assignaformalbudget.ThatputsAlinsidethecost-managementmandateatnearlyeveryorganizationhere.Whattrackingandbudgetingcan'tdoontheirownisproduceaccountability:whoownsthecost,atwhatlevelofdetail,withenoughclaritytoactwhensomethinggoeswrong.

Visibilityistheprimarychallenge,notprocess

LackofcostvisibilityranksasthetopAlinfrastructurechallengeoverall,aheadofinaccurateforecastsandconsumption-basedpricing.Allthreetracebacktothesamething:thesignalsexistacrosseveryenvironment,butnothingcollectstheminoneplace.

Cloud-eravisibilitywasapropertyoftheplatform.Alcostvisibilityhastobebuilt.

Threefunctionsclaimthesamedollar

Finance

Engineering/R&DFinOps/CloudOpsProduct

51%

47%

47%

27%

Sumspast100%:ownershipissharedorcontestedacrossfunctions.17%sayitvariesbyusecase,14%describesharedresponsibilitywithnoclearowner,1%havenoneatall.

Inpractice,whencostsspikeinafragmentedownershipenvironment,nosinglefunctionispositionedtoactbeforethebillarrives,whichiswhy40%oforganizationsinthissurveyrequiredboard-

levelescalation.

32%

lackasingleaccountableownerforAlinfrastructurecosts.When

costsspikeinfragmentedenvironments,nooneispositionedtoactbeforethebillarrives.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEME01

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEMATURITYPARADOX

Advanced,

bywhatmeasure?

Self-assessedmaturityscoresmeasurewhat

organizationscansee.Theproblemiswhattheycannot.OrganizationsthatratethemselvesAdvancedareratingtheirinputs:budgetsassigned,toolsinstalled,teams

named.Theoutputthatmattersisforecastaccuracy,and89%oforganizationsmissit.

Advancedratingsreflectinputs(budgets,tools,teams)

Forecastaccuracyistheoutcomethoseinputsexisttoproduce

Theblindspotsthatshouldlowerthescorearethesameonesthathidefromthescorer

MATURITYSELF-RATINGVS.FORECASTACCURACY

44%

11%

RatethemselvesAdvancedinAlcostmanagement

ActuallyforecastAlspendwithin±10%

Thesamepopulation.Advancedratingsreflectbudgetsassigned,toolsinstalled,andteamsnamed,whiletheoutcomestaysoutofreachfornearlynineinten.

THEME02

Mavvrik+Benchmarkit|2026StateofAICostGovernance

AgenticAl

98%arerunningagents.36%reportwhatthoseagentscost.Adoptiongottonear-universalbeforeanyonebuilttheinstrumentationtogovernthespend.

Costpatternsunlikeanythingbeforethem

Oneagenttaskcanfanoutintoadozenmodelcalls,data-platformqueries,andretryloops,

withsomestepsfailingquietlyandretryingatextracost.Runthesameworkflowtwiceandthesecondruncancost2×or10×more,dependingonwhattheagentrunsinto.Unliketraditionalsoftware,wherethesameinputproducesthesamecomputecost,Alsystemsarenon-

deterministic.Thesameprompt,agent,orworkflowcantakedifferentpaths,makedifferenttoolcalls,andconsumemateriallydifferentresourcesateveryexecution.Noper-requestcostmodelseesthatcoming.

TopsourcesofunexpectedAlspend

Dataplatformoverages

LLMtokencosts

Agentretry&

orchestration

47%

43%

29%

Theleadinsightsurprisesmostreaders:data-platformcostsbeattokens.Snowflake,Databricks,andBigQueryarenowcentralAl-infrastructurecosts.

ROImeasurementhasn'tcaughtup

Only37%attributeagenticcostdowntotheagentormodel,thelevelwheretuninghappens.Reportingtendstostopatthe

workflow(56%)orthedepartment(50%).

37%

Timeorlaborsavings(57%)istheprimarylensforagenticROl;revenueimpact(50%)rankssecondasorganizationsbegintoconnectagentperformancetooutcomes.9%running

internalagentshavenoROImeasurementatall.

THEMEO2

AgenticAlhitscale

beforeattributiondid

15%oforganizationsrunningagenticworkloadscan'tattribute

thosecostsatanylevel.Thetrackingsimplyhasn'tcaughtuptoacategorythatbarelyexistedatscaleayearago.Adoptioncamefirst,andvisibilityisstillcatchinguptoit.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

AGENTICADOPTIONVS.COSTREPORTING

98%,36%

RunagenticworkloadsIncludethemincostreporting

A62-pointgapbetweenrunningagentsandaccountingforwhattheycost.

BUILDINGBEYONDTHEBILLINGAPI

Cloud-eravisibilitywasa

propertyoftheplatform.Alcostvisibilityhastobebuilt.

2026STATEOFAIcOSTGOVERNANCE

THEME03

Costvisibility&attribution

CoverageendswherethebillingAPIdoes.Theenvironmentswiththeleastvisibilityaretheonesgrowingfastest.

ReportingendswherethebillingAPIdoes

Coverageisstrongestwhereanenvironmentproducesstructuredbilling

data,andfallsindirectproportiontohowfaritsitsfromanativebillingAPI.On-premGPUclusters,whichhavenobillingAPlatall,climbedfrom35%to44%.AgenticworkflowsandGPUinfrastructurearestillstuckat36%,eventhoughthey'regrowingfasterthananythingelseinthesurvey.Forregulated

industriesandorganizationswithdataresidencyrequirements,privateAl

(self-hostedmodels,on-premisesGPUclusters,andlocalinference)isanadditionaldriverofhybridadoptionthatsitsalmostentirelyoutsidecurrentgovernanceframeworks.

Alcostreportingcoveragebyenvironment

Publiccloud

Hostedmodels/LLMAPlsDataplatforms

On-premises/privateDC

Aldevelopercodingtools

NATIVEBILLINGENDSHERE

67%

53%

52%

44%

42%

Hybridhasoutpacedthetoolsbuilttogovernit

68%runhybridworkloads,upfrom61%.RunningAWS(73%),Azure(65%),

andGCP(58%)atonceisroutine,andeveryoneofthemhasitsownpricingmodelanditsownbill.Theframeworksdoingthegoverningwerebuiltforonething:reconcilingcloudinvoices.

Agenticworkflows36%

GPUinfrastructure36%

Thedropfrom68%to36%isthestory:visibilityisstrongestwherecostcomesfromasinglebillingsource,andweakestwhereitisspreadacrosssystems.

Consumptionpricinghasnocleanwaytoforecastit

60%callconsumption-basedAlforecastingamajorormoderatechallenge,andonly3%don'tuseconsumptionpricingatall.Cloudspendfollowsfairlypredictableinfrastructurepatterns.Alspendridesonruntimebehavior:tokenconsumption,workflowdesign,retries,modelchoice.Old-schoolbudgetingcan'tkeepupwiththatkindofvariability.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEME03

THEATTRIBUTIONGAP

Attributionfollowstheorgchart,not

thecoststructure

Teamanddepartmentattributioncomefirst,andbothanswerthesamequestion:whospentthemoney.

Attributionbyagent,model,customer,oruser,thekindthattellsyouwhyitcostwhatitdid,showsupfarless.Reportingusuallynailsthewho.Thewhy,thepartthatletsyoucutcost,iswhereitfallsshort.

Attributionattheagent,session,andmodellevel

requiresinstrumentationdecisionsmadeatdeploymenttime.Mostorganizationsrunningagenticworkloadsdidnotbuildthattrackinginbeforedeployment,and

retrofittingitissignificantlyharder.

AICOSTATTRIBUTIONMETHODSINUSE

WHOSPENTIT

Team/DepartmentProduct/Feature

WHYITCOSTTHAT

Agent/WorkflowModel/Provider

Customer

Developertooluser

54%

53%

46%

43%

40%

29%

Knowingwhichdepartmentspentthemoneyisnotthesameasknowingwhyitcostwhatitdid.

Uniteconomics

67%trackAlcost-to-serveanduseittomakepricingandmargincalls.

Another23%trackitandneverpricefromit.Producingthenumberisthe

measurementphase.Pricingfromitisthegovernancephase.That23%gapiswhereAlcostsurprisesbecomemarginevents.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEME04

Financialimpact

Albillshockhasgonefromraretoroutine.It'sreshapingmargins,pullingleadersintoboardmeetings,andkilingprogramsoutright.

Forecastaccuracydeclinedyearoveryear

11%forecastAlspendwithin±10%,downfrom15%in2025.Thedeteriorationisnotaboutmaturity:asprogramsscaleandagenticworkloadsmultiply,costvolatilitycompoundsfasterthanforecastingmodelscanadapt.

Mostoverrunsarediscoveredafterthefact

46%havenoreal-timealertmechanismforAlcostoverruns;63%relyonmanualreviewduringreportingcycles,and35%discoveroverrunsonlyaftertheinvoicearrives.Forconsumption-basedpricing,thatisnotcostmanagement.

Costentersthedecisiontoolate

60%decideonAlcostbeforedeployment,atthedesignorarchitecturestage.47%only

weighinafterdeployment,throughmonitoring.15%don'tseeituntiltheinvoicearrives,whichmeanscostneverenteredthedecisioninthefirstplace.

Measuringagainstthewrongdenominator

81%reportmoderate-to-highgross-marginimpact.Only30%measureAlcostasa

percentageofCOGS,themetrictiedtogrossprofit,while56%measureagainstrevenue,

whichbenchmarksspendlevelsbutneveranswerswhetherafeatureismargin-accretive.Theother70%aremakingAlinvestmentdecisionswithoutthefoundationaldatatoevaluatethem.

HowfarorganizationsmisstheirAlforecasts39%

Within±10%11to25%26to50%>50%Noforecast

ontargetoffoffoffatall

Themasssitsinthemiddle:74%missby11to50%,and13%missbymorethanhalf.Intotal,89%landoutside±10%.

havenotrequiredCOGS-basedAlcosttracking:leavingtheonenumberthatconnectsAlspendtogrossprofitunmeasured.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEME04

THECoSTOFAIBILLSHOCK

Oneinfour

stoppedtheprogram

62%sayanunexpectedAlcostmateriallychangeda

businessdecisioninthepastyear:theconsequencesrunfromrepricingtotheboardroom.

Repricingmid-cyclesignalsinstabilitytocustomers

Boardescalationisorganizationaldistraction

Cancellationmeanstheinvestmentproducednothing

BUSINESSCONSEQUENCESOFUNEXPECTEDAICOSTS

ForcedtorepriceAl

products

Board-levelescalation

Emergencyspendingfreeze

Budgetsreallocatedretroactively

Delayedorcancelledaninitiative

49%

40%

33%

31%

25%

ThesearenotFinOpsoptimizationproblems.Theyareenterpriserisk-managementfailures.

Mavvrik+Benchmarkit|2026StateofAICostGovernance

THEME05

Cloud&Alinfrastructure

Multi-cloudisthenorm.Hybridisuniversal.Thegovernancearchitecturebuiltforcloudbillingwasnotdesignedforthisenvironment.

Mostorganizationsmanagethreehyperscalerbillsatonce

Multi-cloudisrarelyastrategicchoice.Itistheaccumulatedresultofindividualworkload

decisions,vendorrelationships,M&A,andgeographicrequirements,andforfinanceitmeansmorecontracts,moreinvoices,andcostsurfacesthatsharenoreportingstandard.Most

governanceframeworkswerebuilttonormalizeasinglecloudinvoice.Theorganizationsinthissurveyaremanagingthreeatonce,eachwithitsowncontractterms,pricing,andbilling

cadence.Whenfinanceandinfrastructurehaven'talignedonaunifiedreportinglayer,the

resultisn'tonehybridstrategy,it'sthreeseparateonesunderasinglebudgetline,withnoviewofwhattheycosttogether.

Cloudproviderusage:mostrunallthree

AWS

Azure

GCP

IBMCloud

OracleCloud

73%

65%

58%

36%

33%

Hybridisaccelerating,notstabilizing

68%runhybridAlworkloads,upfrom61%.Only29%stayentirelyinpubliccloud.Third-partyhostedLLMsjumped19%→32%,thelargestsingle-categorygaininthesurvey,anditspanseverycompanysize.

Thefullstackspansbuildandbuy

LLMsviaAPIleadthird-partyadoptionat83%,makingtokenconsumptionthemostcommonvariablecost.Dataplatforms(61%)andGPUproviders(48%)completethestack:eachwithpricingmodelsthatresistunifiedforecasting.

Thethree-hyperscalerstory(73/65/58)isthelead:mostorganizationsoperateallthreesimultaneouslywithnosharedreportinglayer.

namedata-platformoveragesthetopunexpectedcost,aheadofLLMtokens(43%).Aframeworkthatnailstokensbutmissesthedataplatformisstillabrokenforecast.

47%

THEME06

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Developertooling&theSDLCgap

DeveloperAlspendiseverywhere,yetfewaregoverningit.

Al-assisteddevelopmentisthenewnormal

98%oforganizationsuseAlcodingtoolsnow.Theywentfromexperimenttostandard

practiceawhileago,andthecostaccountingneverfollowed.Theycomeinthroughsoftwarelicensing,teamallocations,andoverhead,whichkeepsthemoutofviewofwhoeverownsAlcostgovernance.

DevelopercostsroutearoundtheAlbudget

Only42%foldAldevelopertoolsintoAlcostreporting,and39%saythetoolscostmorethanthelicenseorusagetheyexpected.Whateverbudgetassumptiongotmadeatpurchase

doesn'tsurvivescale.

Thefootprintgrowsasagenticcodingmatures

Todaythetoolshandleautocomplete,generation,andreview.Onceagentsstartplanning,

writing,testing,andshippingwithbarelyanyhumanintheloop,thatfootprintgetsalot

bigger.Instrumentingitnowiswhatmakestheconsolidationandcontractcallspossiblelater.

AreAldevelopertoolsinthebudget?

98%usethem.42%accountforthem.

NearlyeveryorganizationrunsAlcodingtools,yetfewer

thanhalfincludetheminAlcostreporting.ClaudeCode

(60%),Copilot(54%)andQDeveloper(51%)lead

adoption,routedthroughlicensingandoverhead,outoffinance'sview.

●IncostreportingOutsidethebudget

2.4

Alcodingtoolsperorganization,onaverage:eachwithseparatebilling,separatebudgets,andnounifiedviewofthecombined

footprint.

THEME07

Mavvrik+Benchmarkit|2026StateofAICostGovernance

Industryinsights

ThesameunderlyingproblemlooksdifferentdependingonwhatAlisdoing,who'saccountable,andhowsolidthegovernancewasbeforeAlshowedup.Contextchangeshowthatproblemsurfaces,butitdoesn'tchangewhetherit'sthere.

AI-NATIVEAPPLICATIONFINANCIALSERVICES

3%10%forecast±10%

Themostestablishedcomplianceapparatusofanyindustry,yetsomeoftheweakestcostvisibility:17%can'tattributeagenticcostsatanylevel.Compliancedisciplinenever

extendedtoAlcost

Theworstforecastersinthesurvey:lessthanathirdofthealready-low11%overall,despite52%ratingthemselves

Advanced.MoreAlmeansmorecomplexity,fasterthangovernanceadapts.

B2BSAAS

25%

MANUFACTURING

60%forcedtoreprice

AlcostsinB2BSaaSshouldflowdirectlyintoCOGS,

howeveronly25%measureitthatway,leastofanysegment:56%benchmarkagainstrevenue,whichneverrevealswhetherAlfeaturesaremargin-accretive.

Only34%sawadecisionaltered,wellbelowthe62%overall.ButwhereAlmeetsthecustomer,pricingpressureisamongthehighestinthesurvey.

AIINFRASTRUCTURE39%cancelled

Delayedorcancelledaninitiativeovercostsurprises:more

than50%higherthantheoverallrateandthehighestofanysegment.Thesectorpoweringeveryoneelse'sAlhasthe

worstbillshock.

RETAIL·THEBENCHMARK

22%

Doubletheoverallrate,thehighestofanysegment.RetailconcentratesAlinhigh-volume,repeatableusecases

(demandforecasting,inventory,recommendations)whereconsumptionisstableenoughtomodel,and57%runreal-timealerts.HoldnewusecasestoRetail'smeasurementbarbeforescaling,andtheaccuracyfollows.

WHY11%GETITRIGHT

The11%whoforecast

accuratelyaren'tsmarteror

betterfunded.Theymadea

calltopushcoveragepast

cloudbilling,intoagents,

GPUs,developertools,and

privateinfrastructure

2026STATEOFAICOSTGOVERNANCE

Mavvrik+Benchmarkit|2026StateofAICostGovernance

BYROLE

01

CFO/FinanceLeader

OWNSTHEMARGIN

Alspendisnow

amargininput

Thehighest-leverageCFOinterventionispre-deploymentcostapproval.Withoutit,15%oforganizationsinthissurveyhadnocostreviewbeforethecommitmentwasmade.

Thesedynamicsexplainwhythatcontrolisnowafinancialgovernancerequirement.

misstheirAlforecastbymorethan±10%.Thegapcomesdowntocoverage.

WHATTOACT