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2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL
Tableofcontents
03Introduction
06Keyfindings
07Section1:TheAIroadmap
12Section2:Leadershipinfluence
16Section3:TheAIskillsgap
20Section4:Capacitychallenges
23Section5:Networkingandsecurityconcerns
28Section6:Sustainabilitypressure
31Conclusion
32Methodology
33References
FLEXENTIAL3
2025STATEOFAIINFRASTRUCTUREREPORT
INTRODUCTION
CompaniesseetheuseofAIasessentialtostayingcompetitive,buthavetheybuilttherightsystemsandprocessestomanagethedemandsthatcomewithit?
AIisnolongeratentativeortemporaryexperimentformostorganizations.Ithas
becomeafundamentalpartofbusinessoperations,shapingstrategy,decision-making,andinnovation.ButwhileAI'spresenceisexpanding,soareitscomplexities.
ForoursecondannualStateofAIInfrastructureReport,wesurveyedover350ITleadersatcompanies
withmorethan$100millioninannualrevenue—including100respondentsfromorganizationsexceeding$2billion—tounderstandhowbusinessesareimplementingAIandhowit'saffectingtheirITinfrastructure.
What'sclearisthatcompaniesareincreasinglyinvestinginAItechnologiesandexpecttoseemeasurablereturnsinshortorder.Ninein10companies(90%)aredeployingorplanningtodeploygenerativeAI,andmorethanhalfofrespondentsareusingitforpredictiveanalytics,cybersecurity,autonomoussystems,computervision,ornaturallanguageprocessing(NLP)-basedapplications[Fig.1].
FIG.1
WhattypesofAI/MLusecasesareyoudeployingorplanningtodeploy?
90%69%62%60%57%50%
Computervision
(e.g.,imagerecognition,qualityassurance)
NLP-basedapplications
(e.g.,audio/voice
recognition,transcription,
sentimentanalysis)
GenerativeAI
(e.g.,content
generation,code
suggestions,chatbots)
Predictiveanalytics
(e.g.,forecasting,anomalydetection)
Autonomoussystems
(e.g.,robotics,self-driving
technology,process
automation)
AI-drivencybersecurity
(e.g.,threatdetection,
fraudprevention,
anomalydetectionin
securitylogs)
4
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL
FIG.3
WhichofthefollowingbestdescribesyourattitudetowardtheimplementationofAIapplicationsandinitiativesinyourorganization?
Only5%oforganizationsdescribetheirAIadoptionasnascent(downfrom10%ayearago),andoptimismaboutAI'suseremainshigh—three-quarters(75%)ofITleadersexpressexcitementaboutAI'sroleintheirorganizations
Excited
75%
[Fig.2and3].However,thenumberofrespondentsfeelingoverwhelmedbyAI'simplementationhasmorethandoubledsincelastyear,from12%to29%[Fig.3].
Inaddition,planningaheadhasbecomeessential.Mostorganizations(62%)are
Proud
55%
FIG.2
Inspired
Whichofthefollowingbestdescribesthestateofartificialintelligence(AI)atyourorganization?
Overwhelmed
29%
Nervous
47%
32%
LeadingEdge
We’reinnovatingnew
waystouseAIinour
applications
36%
Mature
AIisnativelyintegrated
intoourapplications
whereitmakessense
28%
Emerging
Wearescalingthe
useofAIinour
applications
13%
0%
N/A
WedonotuseAIatour
organizationandhaveno
planstodoso
5%
Nascent
Apathetic
Wearejustbeginning
12%
tointegrateAIintoour
applications
Uncertain
10%
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL5
Inaddition,planningaheadhasbecomeessential.Mostorganizations(62%)aremappingouttheirITinfrastructureanddatacentercapacityneedsonetothreeyearsinadvance,withanother17%lookingthree
tofiveyearsahead.Despitethetighttimelinesandrisingdemands,
94%ofrespondentsexpressedconfidenceintheirplanningprocess.Evenamongthosewithlessthanaone-yearhorizon,asurprising70%
saidtheyfeelwellpreparedtomeetfutureinfrastructurerequirementsthoughvacancyratesareatarecord-low.
Clearly,whilecompaniesseeAI'svalue,theyarealsograppling
withitsdemands—thatshownosignofslowing—andwillneedtoplanaccordingly.
Fivebiggesttakeaways
WhileorganizationsarebullishonAIand
increasingtheirsupportinginvestments,theyalso:
1
Expectrapidfinancialreturns
onAIspending
2
Strugglewithinfrastructureconstraintsthathinderexpansion
3
FacegrowingskillsshortagesinAIimplementation
4
Relyoninadequatedatacenterplanningcycles
5
Encounternetworkperformance
andsecurityissuesthatlimitscalability
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL6
53%
71%
53%,81%
-
-
.
,
-a.
70%
44%
.
,
.
.
62%
33%
,
.
86%
53%
61%
.
.
,
a.
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL7
SECTION1:THEAIROADMAP
-
a
-
,,.
Justlastyear,AIadoptionwithinorganizationswasstilllargelyexploratory,withleadershipweighingitspotentialagainst
implementationchallenges.
.
-
.
a
-
.
.
..a
-
,.
ofrespondentscreditedtheC-suitewithleadingAIadoption
81%
FIG.4
Whichofthefollowinggroupsorindividualsarethedrivingforcebehindyourorganization’sdecisiontoadoptAI-drivenapplications?
81%
34%
33%
26%
19%
13%
46%
C-Suite
Board
Competitors
(i.e.weneedtokeepupwithourindustry)
Our
employees
Myself
(ITleaders)
Thegeneralpublic
Our
customers
8
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL
FIG.6
Whendoesyourorganizationexpecttogenerate
measurablefinancialbenefitsfromitsAIinvestments?
AIspendingreflectsgrowingimportance
AIinvestmentaccountsforanincreasingportionofITbudgets.Sevenin10
respondentssaidtheirorganizationallocatesatleast10%ofitsITspendingto
AI-drivensoftware,hardware,andnetworking.Aquarterarededicatingmorethan20%oftheirbudgetstoAIinitiatives,underscoringthetechnology’simportance
tolong-termgrowth[Fig.5].
21%
51%
23%
5%
arealready
benefits
We
seeingfinancial
Billionsarealreadybeinginvestedinnext-generationdatacenters,cloud
infrastructure,andAI-specifichardware.Withsomuchcapitalatstake,investors
andboardsexpectquickfinancialpayoffstojustifytheseexpenses.Morethanhalf(51%)oforganizationsanticipatemeasurablefinancialbenefitswithinthenextyear,
andanother23%expectitwithinonetothreeyears[Fig.6].
Within
thenextyear
TheseexpectationsalignwithhowcompaniesdefineAI’ssuccess:58%measuretheROIofAIinitiativesintermsofrevenuegrowthandmarketshare,while50%
prioritizecostreductionandoperationalefficiency.Andwhencompaniesusing
generativeAIarereportinganaverageROIof$3.70foreverydollarspent,1it’sclearwhyC-suiteleadersareincreasinglycommittingtoAI[Fig.7].
three
years
Inoneto
FIG.5
Inthreetofiveyears
ApproximatelywhatpercentageofyourtotalITbudgetisallocatedtoAIinitiatives(software,hardware,andnetworking)?
Morethan20%
25%
Morethanfive
from
years
now
0%
10-20%
45%
5-10%
23%
Wedo
generatedirectfinancial
notexpectAIto
returns
0%
Lessthan5%
7%
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL9
FIG.7
Howdoyoumeasurethereturnoninvestment(ROI)ofyourAIinitiatives?
50%
Costreduction/
operationalefficiency
47%
Customersatisfaction
metrics(NetPromoter
Score,churnrate)
40%
Timetomarket
orprocess
improvement
0%
Wedon’tformally
measureROIfor
AIinitiatives
35%
Intangiblebenefits
(brandreputation,customerloyalty)
26%
Monetization
(creatingnewrevenue
streamsfrom
20%
Employeeproductivity
andaugmentation
improvement
58%
Revenuegrowthorincreased
marketshare
AI-generatedinsights)
Competitivepressure,marketforcesaccelerateAIadoption
FIG.8
Towhatextentdoexternalforces,including
mediacoverage,industrytrends,andtechnology
breakthroughs,influenceinternalstakeholdersupportorexecutivebuy-inforAIprojects?
Significantly—Externalforcesareaprimarydriverofsupportanddecision-making.
AIadoptionisnothappeninginisolation.Companiesareunderincreasingpressurefrom
competitors,investors,andmarketdynamicsthatrewardefficiencyandprofitability.Plus,techgiantslikeMicrosoft,Google,andOpenAIareinvestingbillionsintoAI-poweredproductsand
services,settinghighexpectationsforadoption.BusinessesthathesitateriskfallingbehindothersthatarealreadycapitalizingonAI-drivengains.
Hypeandsuccessstoriesfueladoption.Asignificant92%oforganizationsacknowledgethat
mediacoverage,industrytrends,andtechnologicalbreakthroughsinfluenceexecutivebuy-in
30%
forAIprojects[Fig.8].High-profilesuccessstories—suchasWalmart’suseoflargelanguage
models(LLMs)tooptimizeproductdata—demonstrateAI’simpactonefficiencyandcustomer
experience.2WhenindustryleadersshowcaseAI-drivenimprovements,itsetsnewbenchmarks
Moderately—Thesefactorsareinfluential,but
internalassessmentsandstrategiesaremorepivotal.
62%
forsuccessandcompelsotherstoinvest.Executivesfeelpressuredtokeeppacetoavoidmissingoutonmarketopportunities.
Atthesametime,financialmarketsrewardcompaniesthatcandemonstrateearlywins.
Minimally—Whileawareofexternalinfluences,decisionsarepredominantlybasedoninternalevaluations.
8%
InvestorsexpectAIinvestmentstotranslateintorevenuegainsandcostreductions.CompanieslikeDeepSeek,whichdevelopedatop-performingreasoningmodel3withsignificantlylessfunding(thoughpotentiallybycuttingcorners),4highlightAI’sabilitytodriveefficiencyatalowercost.
Notatall—Webaseourdecisionsstrictlyoninternal
criteriaandstrategicgoals,independentofexternalforces.
1%
Organizationsthatcandelivermeasurableresultsthroughautomation,data-drivendecision-making,orenhancedcustomerinteractionsarebetterpositionedtosecurecontinuedfundingandexecutivesupport.
10
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL
ITinfrastructureconstraintsposethebiggestchallenge
FIG.9
Whichofthefollowingrepresentsthegreatestbarriertoexpandingyourorganization’sAIinitiatives?
WhileenthusiasmforAIadoptionishigh,implementationisnotwithoutchallenges.ITinfrastructureconstraintsarethesinglegreatestbarriertoscalingAIinitiatives,cited
by44%oforganizations[Fig.9].AIworkloadsdemandsignificantcomputationalpower,
andmanylegacysystemsarenotbuilttosupporthigh-densityprocessing.
ITInfrastructureconstraints
Datacenters,cloudcapacity,andnetworkingmustallevolvetomeetAI’sincreasing
44%
34%
10%
7%
5%
requirements.Organizationsrecognizetheselimitationsbutviewthemassolvable—notbyfixingeverythingin-house,butbyturningtopartnersthatofferaccesstoscalablepower,advancedcooling,high-densitycapacity,andpurpose-builtfacilities.Strategicinvestmentsinnext-generationdatacenters,hybridcloudenvironments,andcolocationsolutionsareseenasnecessarystepstounlockAI’sfullpotential.
Securityorcomplianceconcerns
Securityandcomplianceconcernsalsoremainachallenge.AsAIadoptiongrows,
sodoconcernsoverdataprivacy,regulatoryalignment,andmodelgovernance.
ExecutivesneedclearframeworkstoensureAIsystemsoperatewithinethicalandlegal
boundaries.Withouttheseassurances,scalingAIinitiativeswillbedifficult.
Lackofskilledstaff
AI’smomentumcontinuestobuild
Withstrongexecutivebuy-in,risinginvestmentlevels,andclearbusinessoutcomes,AIhasbecomeacompetitivenecessity.TherapidpaceofAIinnovationand
thesuccessstoriesemergingacrossindustries,includingfinancialservices(AI
Lackofexecutiveand/orboardsupport
transcriptionsavesfinancialadvisers10to15hourseachweek),5miningcompanies(automatingadministrativetaskssaves2,200hoursamonth),6publicrelationsfirms(productivityisup10.2%),7andhealthcare(saving11,000nursinghoursandnearly$800,000),8arereinforcingconfidenceinitsabilitytodrivetangibleresults.
Lackofbudget
AIinvestmentsarealsoresonatingwithconsumers,whoexpectpersonalizedoffersandround-the-clocksupport.Tomeetthesedemands,businessesareleveragingAItoanalyzevastdatasetsanddeliveractionableinsightsatascalebeyondhumancapacity.
OrganizationsthathaveintegratedAIintotheiroperationsareseeingmeasurable
gainsinefficiencyandprofitability.ButasAIadoptionaccelerates,executives’focusisshiftingfromprovingAI’svaluetoensuringtheircompanydoesn’tfallbehind.
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL11
1
2
C-suitenowspearheadinginvestmentdecisions
infrastructureconstraintsastheprimarybarriertoAIexpansion,
.
.
-
-
.
.
1%
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL12
SECTION2:LEADERSHIPINFLUENCE
ExecutivesgrowmoreconfidentinAIroadmapsasinvestmentspayoff
Atthesametime,AItools—particularlygenerativeAI—havedemonstratedimmediatevalue.BusinessadoptionofgenerativeAIjumpedfrom55%in2023to75%lastyear.Thathasfueledemployeeuse:ThepercentageofprofessionalsusingAItoolsatleastweeklyjumpedfrom20%inJuly202310to30%inlate2024.11
Ayearago,justoverhalf(53%)ofexecutiveswere
confidenttheircompanycouldexecuteitsAIroadmap.
Today,thatnumberhasincreasedfrom34%to71%,signalingashiftfromcautiousexplorationtofull-scaledeployment[Fig.10].
Severalfactorsunderpinthisincreaseinconfidence.InvestmentinAIinfrastructure
hasaccelerated,withenterprisesspending$246billiononAIsolutionslastyear.9ThisbackingmeansmoredatacentersareoptimizedforAIworkloads,offeringenterprisesmorescalablecomputingpowerthaneverbefore.
FIG.10
Whichofthefollowingbestdescribesyourconfidencelevelinyourorganization’sabilitytoexecuteitsAIroadmap?
71%
I’mextremelyconfident
28%
I’msomewhatconfident
I’mnotveryconfident
0%
I’mnotatallconfident
13
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL
FIG.11
WhatisthemostimpactfulconsequenceifyourorganizationdoesnotachievethegoalslaidoutinitsAIroadmap?
Wewilllosemarketsharetocompetitors
ThecompetitivestakesofAIexecution
28%
WhileconfidenceinAIhasgrown,sohavetheconsequencesoffallingbehind.
productsorservices
Wewillhavetodelaytimetomarketfornew
Amongexecutiveswesurveyed,28%citedlosingmarketshareasthemost
significantriskiftheyfailtomeettheirAIgoals.Another26%pointedtodelays
inbringingAI-drivenproductstomarket.Revenueconcernsarealsoprominent,
with17%identifyingfinancialunderperformanceasadirectconsequenceof
failingtoexecuteontheirAIstrategy[Fig.11].
TheurgencytodeployAIeffectivelyisalsoevidentinhowcompaniesmeasure
success.Asnoted,51%oforganizationsexpecttoseemeasurablefinancialbenefitsfromAIwithinthenextyear,and21%reportthattheyalreadyare.
TheseexpectationsindicatethatAIisnotbeingtreatedasanexperimentalinvestment.Itisexpectedtodeliverresultsquickly.Workforceconsiderationsfurtheramplifythepressuretoact:10%percentofrespondentsexpressed
concernaboutlosingemployeestocompetitorswithmoreadvancedAI
strategies,underscoringtheroleAIplaysintalentattractionandretention.
26%
Wewillnot
meetourrevenuetargets
17%
Werisknotbeingcompliantwith
regulations
12%
WewillloseemployeestocompanieswithmoreadvancedAIstrategies
10%
demands
Wewon’tbeabletomeetcustomer
7%
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL14
FIG.12
Whichareasarecoveredbyyour
organization’sAIgovernancepolicies?
Confidence,governancegohandinhand
a—
.
SecurityprotocolsforAIsystemsanddata
a
.
67%
.
a
.
,
,
.
-
-
..
a-
.
Dataprivacyanduserconsentmanagement58%TransparencyandexplainabilityofAIdecision-making58%BiasdetectionandmitigationinAImodels52%
.
.
Vendorriskmanagementforthird-partyAIsolutions
-
41%
.
ContinuousmonitoringandupdatingofAIsystemsandpolicies
.
29%
Wedonothavespecificgovernancemeasuresinplace
0%
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL15
Keytakeaways
12
TherisksoffailingtomeetAIgoalshavebecomemore
Confidenceinorganizations’abilitytoexecutetheirAI
de?ned,withcompaniescitingmarketshareloss,delayed
roadmapshasgrownsignificantly,risingfrom53%to71%
producttimelines,andrevenueshortfallsaskeyconcerns.At
inoneyear,asbusinessesmovefromexperimentationto
thesametime,governancestrategiesarematuring,withmost
measurableresults.Thisshiftisdrivenbyincreasedinvestment
organizationsimplementingsecurity,transparency,andbias
inAIinfrastructure,strongergovernanceframeworks,andearly
mitigationpoliciestoensureresponsibleAIadoption.
financialreturnsfromAIdeployments.
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL16
SECTION3:THEAISKILLSGAP
WorkforceshortagesthreatenAIgrowthandbusinessinnovation
AsAIsystemsgrowmorecomplex,businessesarestruggling
tofindemployeeswiththeskillstomanagethem.
Only14%ofrespondentsbelievetheyhavetherightpeopleinplacetohelpthemmeettheirAIgoals,andworkforcelimitationshaveonlyworsenedinthepastyear.
Wefoundthat61%oforganizationsreportedskillsshortagesinmanagingspecializedcomputinginfrastructurethisyear,upfrom53%lastyear,highlightingtheincreasingstrainonITteamsasAIdeploymentsgrowinscale[Fig.13].
After39%ofcompaniesreportedshortagesindatascienceanddataengineeringroleslastyear,53%saidtheyhadencounteredthoseissuesthisyear.
Thesearecovetedrolesthatarenotbeingfilled.Inthelongrun,thislackofskilledworkerscanstallAIprojects—iftheyevengetoutofthesandbox.
FIG.13
14%
ofrespondentsbelievetheyhavetherightpeopleinplacetohelpthemmeettheirAIgoals,and
workforcelimitationshaveonlyworsenedinthepastyear.
Inthepastyear,hasyourorganizationencounteredskillsorstaffinggapsinanyofthefollowingareasrelatedtoAI?
61%
Managementof
specializedcomputing
infrastructure(e.g.,high-
densitycomputing)
53%
Datascienceordataengineering
47%
Managementof
advancednetworking
technologies
(e.g.,SDN,NFV)
47%
Cybersecurity
5%
N/A—Ourteam
hasnotencountered
skillsorstaffinggaps
inthepastyear
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL17
FIG.14
HowisyourorganizationtrainingemployeestoeffectivelyuseAIintheirroles?
ThecompetitivemarketforAItalent
63%
ThedemandforAItalentcontinuestogrow,creatingafiercelycompetitivehiringenvironment,particularlyinspecializedareassuchasdeeplearningandnaturallanguageprocessing.JobpostingsthatreferenceAIhaverisen21%annually
since2019,12yetthesupplyofskilledworkershasnotkeptpace.
NearlyoneinfourU.S.techjobspostedearlythisyearindicateaneedfor
employeeswithAIskills,13butcompetitionforAIexpertiseextendsbeyond
traditionaltechfirms.
Companiesarepullingoutallthestopstowinoverthelimitedcandidates.
Compensationhassurged11%peryear,14withcompaniesofferingsubstantial
salaries,bonuses,andstockoptionstosecuretoptalent.Remoteworkisanotherlureemployerscanusetoexpandtheirtalentpoolandattracttalentedindividualsfromaroundtheworld.
ImplementingAI-assistedtoolswithembeddedguidance/training
62%
Providingin-houseAItrainingprograms
59%
Addressingtheskillsgapwithtargetedtraining
OfferingexternalAIcoursesorcertifications
Despitethesechallenges,organizationsbelievetheycanclosethetalentgap
55%
internally.BusinessesaretrainingemployeesbyinvestinginAI-assistedtools,internalupskillingprograms,andexternalcertificationcourses.Notably,wefoundthat63%oforganizationsnowimplementAItoolswithtrainingbuiltintohelpemployeesdevelopskillsinapracticalcontext,while62%offerstructuredin-houseAItrainingprograms[Fig.14].
However,theneedforretrainingextendsbeyondtechnicalskills.ThemismatchbetweenAIinitiativesandworkforcecapabilitiesisevident,with36%of
companiesreportingthattheystruggletoalignstaffwithevolvingAIdemands.ThepaceofinnovationinAImeansthatevenexperiencedprofessionalsmustcontinuouslyupdatetheirskills.
Unfortunately,duetoincreasedorchangingworkloads,employeesmaynothavetimeforadequateupskilling.Nordoeseveryonereceivethesameopportunity
toupleveltheirAIskills:71%ofAI-skilledworkersaremen,andonly22%ofbabyboomersreceivetraining.15UnlessorganizationsbroadenwhotheytrainandhireinAI,theywillonlyexacerbatetalentshortages.
Conductinghands-onworkshopsandpilotprojects
26%
Encouragingself-pacedlearningthroughonlineresources
0%
Noformaltraining;employees
areexpectedtolearnontheirown
AIINFRASTRUCTUREREPORTFLEXENTIAL
18
Thefutureofworkforcedevelopment
Whenacompanycan’thireenoughAIspecialists,thefewskilledemployeesonstaffmayendupfeelinglikethey’restretchedtoothin.Teamslacking
sufficientexpertisemayhavetomaintaincomplexAIsystemswithtoo
fewhands,ormembersmayjuggleacomplexworkload.Theseskillsgapsthencanhaveotherrepercussionsastheymayhurtjobperformance
andfuelburnout.
EffortstoavoidthisoutcomehavegivenrisetoanotherimplementationofAI.CompaniesareexploringautomationintalentmanagementbyusingAItoolstooptimizerecruitment,predictworkforceneeds,andpersonalizetrainingprogramstoattempttomitigatethegap.
Theseconstraintshighlightwhybusinessesareprioritizingworkforcedevelopment,evenashiringconditionsshift.Withoutenoughskilled
workers,companiesmaystruggletorealizeAI’sfullpotential.
2025STATEOFAIINFRASTRUCTUREREPORT
FLEXENTIAL19
Keytakeaways
1
2
TheAItalentshortageisoneofthebiggestbarriersto
CompaniesarerelyingonamixofAI-assistedtools,in-house
adoption,withorganizationsstrugglingtofindemployees
programs,andexternalcertificationstotrainemployees,but
whohavethespecializedskillsneededtosupportAI
initiatives.Shortfallsininfrastructuremanagement,data
gapsremain,especiallyasAIevolvesfasterthantraditionaleducationcankeepup.Withoutsustainedinvestmentin
science,andcybersecurityaregrowing,makingitharder
workforcedevelopment,businessesriskdelays,inefficiencies,
forbusinessestoscaleAIeffectively.
FPO
andunderutilizedAIinfrastructure.
6%
2025STATEOFAIINFRASTRUCTUREREPORTFLEXENTIAL20
SECTION4:CAPACITYCHALLENGES
AIexpansion,limitedcapacityforceenterprisestorethinkdatacenterinfrastructureplanning
Securingdatacentercapacityhasbecomearaceagainsttime.
Organizationsareencounteringamarketwheredemandcontinuestooutstripsupply,powerconstraintsthreatenexpansion,andtraditional18-to24-monthplanningcyclesareprovinginadequate.Theshiftisparticularlyurgentfor
enterprisesrelyingonAI-drivenworkloads,wherefailuretosecureinfrastructurewellinadvancecouldleavethemwithouttheresourcestoscale.
Yet,despiteclearmarketindicators,nearlyallrespondents(94%)expressed
confidenceintheirplanningprocess[Fig.15].The17%ofrespondentslooking
threetofiveyearsaheadareinthestrongestpositiontosecurecapacity,whilethe
62%whoplantheirneedsonetothreeyearsaheadfacemorecompetitionand
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