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TheTrillionDollarTransformation
TrackingtheRiseofGenAIandAgenticAIinFinancialServices
b
IfAIwasacountry,
itwouldbethe
world’sthird-largesteconomy,contributinganestimated
USD
$15.7trillion
toglobalGDP
Al
by20301
1“PwC’sGlobalArtificialIntelligenceStudy:ExploitingtheAIRevolution”
Contents
Introduction
3
MeasuringtheUptakeofAI
1
4
StrategicAreasofFocus
2
6
ImplementationChallenges
3
8
Outlook
11
ContactustogetstartedwithAIandautomationtoday.
ContactUs
Introduction
BigtechisbankingontheexponentialgrowthofgenAIandagenticAI.
TheEconomistpredictsthatanAI“data-centerbinge”couldreachUSD$1.4trillionby2027tomeetthecomputingpowerrequirementsforgenerativeAI2.Andhardwareisn’ttheonlythingsetforgrowth.
37%ofventurecapital(VC)fundingwenttoAIstartupsin2024,with
autonomousagentsanddigitalworkersenjoyingthelargestactivity,
andgenAIcustomersupportoperationscominginsecond3.HyperscalerssuchasMicrosoft,AmazonandGoogleareembeddingAIintotheirownproductsandservicestomakeuptakeeasier.Nodoubt,thejourney
toAIwillfollowtheGartnercyclethroughthesloughofdisillusionment.Still,theslopeofenlightenmentwillfollowsoonenough.
AspartofourSS&CBluePrismGlobalEnterpriseAISurvey2025,wesurveyedasampleof377seniorprofessionals
acrossfinancialservices(FS),fromseniormanagersto
C-suite,tounderstandmoreabouthowthey’reprogressing,andhowtheyexpecttoharnessthenewAIandtoidentifytheirbiggesthurdles.
2“Whatcouldkillthe$1trnartificial-intelligenceboom?”,TheEconomist,July2024.
3“AgenticAI:Finance&the‘DoItForMe’Economy”,Citi,January2025.
AI’stransformativepowercomeswithanenvironmentalpricetag.Asleadersinthisspace,wemustchampiona
‘lessismore’approach,usingAI’s
capabilitiespreciselyandpurposefullyratherthanindiscriminately.”
RobPaisley,SeniorDirectorSS&CBluePrism
TheTrillionDollarTransformation|3
UptakeofAI
RapidAdoptionoflatestAIinFinancialServices
FinancialservicesconsistentlyleadtheraceonAIadoption,driven
bydata-richoperations,compliancedemandsandintensecompetition.Whilethesectorhaslongusedmachinelearning(ML)andneural
networks,oursurveyindicatesthattheacceleratedadoptionof
generativeAIandagenticAIhassurpassedallindustryexpectations.
GenerativeAIuseslargelanguagemodels(LLMs)toproducenewcontent
suchasimages,text,videoandcodebasedonnaturallanguageprompts.
AgenticAIgivescognitive
abilitiestoagentssothey
canmakedecisionsand
performtasksautonomously(withouthumanintervention).
Agenticautomation
combinestraditionalRPAwithAItoautomatemorecomplextasksanddrivemoreefficientprocesses.
Agenticorchestration
managesandassignstaskstopeopleandanylevel
ofagents,connecting
operationsandkeeping
businessrunningsmoothly.
1Measuringthe
87%
oforganizationsare
activelydeployingnewAItechnologies
94%
considerAIcoretotheirentirebusinessoperations
76%
plantoimplementagenticAIwithin12months
RapidadoptionoflatestAI
5060708090100
TheTrillionDollarTransformation|4
AIisSuperchargingInvestmentsinBusinessImprovementsandProductivity
FinancialinstitutionsarecurrentlyusingthelatestAItodouble
downonbusinessimprovementsanddriveproductivity.Weaskedoursurveyparticipantswhytheyhavedeployedorareplanning
todeploythelatestAIintheirdepartment.
Topscores
45%
Improveproductivity
46%
Increasebusinessefficiency
Theheartofintelligentautomation(IA)hasalwayssatinoperations.Operationsteamsarejudgedbytheirabilitytodriveproductivity
andefficiency.Singlepercentageimprovementstoprocessessuchascustomeronboarding,tradefinance,anti-moneylaundering(AML),
claimsprocessingandfrauddetectioncanmeanlargecostreductions–deliveringonsharepriceandbringingimprovementstothebottomline.It’snosurprisethatfinancialinstitutionsaregoingtousethe
transformativepotentialofAItoenrichtheirautomationprogramsandmovetheneedleinareaswheretheyhavefoughtlongandhardto
makeincrementalgains.
TheTrillionDollarTransformation|5
ofFocus
2StrategicAreas
CustomerExperienceandSupportScoredHighestforAIPotential
Inwhichofthefollowingareasofyourfinancialservicesoperationsdoestheuseofthelatestleading-edgeAIhavethegreatestpotentialoverthenexttwoyears?
TOPSCORERrexperience
andsupport
GenerativeAIandagenticAIwillrevolutionizecustomerinteractionsthrough:
?Advancedenterpriseagentchatbotswithnaturallanguageprocessing
?24/7personalizedsupportcapabilities
?Tailoredfinancialadvisoryservices
?Hyper-personalizedofferings
ThreeWaystoInvigoratetheCustomerExperienceWithAI
FrendehandlesmorecustomerclaimswithSS&CBluePrismdigitalworkersandanLLM.
ReadStory
ABANCAautomatescustomeremailswithintelligentautomationand
generativeAI(GPT-4).
ReadStory
TheTrillionDollarTransformation|6
SS&CGIDScombinesintelligentautomation,businessprocessmanagement(BPM)and
genAItospeedupcustomercommunications.
ReadStory
TheTrillionDollarTransformation|7
KYC,AMLandFraudDetectionScored#2forAIPotential
Intelligentautomationalreadyplaysacriticalroleinriskand
compliancethroughtransactionmonitoring,knowyourcustomer(KYC)verification,anti-moneylaundering(AML)checks,sanctionsscreeningandregulatoryreporting.Itsabilitytosearch,enter,
compare,audit,reconcileandformatdatahasdrivencostout
ofthebusinessandimprovedcomplianceandturnaroundtimes.
Althoughgovernmentsarepromisingtoripuptheredtapeand
slashcompliancerules,newraftsoflegislationsuchastheCorporateTransparencyActandtheDigitalOperationalResilienceAct(DORA)arecomingintoforce.Withthecostofcomplianceandfraudatanall-timehigh,respondentsbelievethesewilldriveAIinvestments
forthenexttwoyearstocapitalizeonthegainsmadefromintelligentautomation.
49%
selectedKYC/AMLandfraud
detectionaspriorityareasforAIinthenext24months
2023-Bankfraudlosseswereatastaggering
$440 billionglobally
(CELENT)4
4“Toptechtrendsprevisory:Risk&Compliance2025EditionNovember7,
2024,IanWatson,NeilKatkov,HannahRoseSchonwal
TheTrillionDollarTransformation|8
Hurdles
37
36
3536%
34
3334%
3233%
31
30
EmployeeEmployeefearTechnology
skillsofjoblossintegration
Challenges
3Implementation
ManyHurdlesinManyPlaces
Likeallmajortransformationprograms,AIsuccesscomeswithitschallenges.
74%ofrespondentssaythey’refacingchallengesinadoptingthelatestAItechnology.Hurdlescomefromacrossthebusiness,witharound
athirdcitingsecurityandcomplianceconcerns,employeeskills(36%),employeefearoflosingtheirjobs(34%)andtechnologyintegration(33%)requirements.
Respondentscitechallengesfromalloverthebusiness,includingskills,technologyandchangemanagement.
?SpecialistswithAIskillsforpromptengineeringandLLMswillbedifficulttofind.
WhatIsAI
Governance?
MakeAgenticAIOperational,NotJustAspirational
?Transformativetechnologiesmakepeoplefearfortheirjobs,soupskillingplaysanimportantrole.
ReadE-Book
?ITsystemsareoftenoldandcreakingattheseams,soplugginginthelatestinthelatestLLMswon’talwaysbeeasy.
ReadE-Book
?Addingautonomousagentscanincreasetherisksposedbysecuritybreachesbybadactors.
TheTrillionDollarTransformation|9
38%
37%
31%
reportinconsistentdataquality
facechallengeswithdatamobility
identifygovernance
gaps
DataChallengesWillNeedToBeAddressedToMeettheDemandsofAI
Datachallenges
Likehumans,AIthatworkswithpoordatasourcesandwithoutproper
guardrailscanmakewrongdecisionsandtakeincorrectactions.GenAI
amplifiesthiswiththeriskofproducinghallucinations.DataisthefoundationformostAI-drivenprocesses–accuratecommunications,reportingand
riskdecisioningdependsondatareliabilityandavailability.Datainalargeorganizationisoftenmessyandinconsistent,siloedandtrappedindifferentformatsacrossvariousdepartmentsandarchaicITsystems.
IAsolutions
Intelligentautomationwillcontinuetoplayacriticalsupportroletothese
evolvingAItechnologiesbyimprovingtheaccuracyandavailabilityofdatawithinfinancialinstitutions.Itcaneliminateaperson’skeystrokeerrorsandreconciledisparatedatasources.Itcanalsosecurelyandquicklymovedataaroundoften-siloedlegacysystems.
MeasuringtheROIofEnterpriseAI
CompaniesaregoingfullspeedaheadwithAIadoption,buttheirprogressandreturnoninvestment(ROI)arelagging.
?Only29%havewell-articulatedmeasurementprogramsinplace
?60%havenotseenstrongROItodate
?Athird(33%)saytheycan’tscalequicklyenough
Althoughmanyfinancialfirmsmaybeadoptinga“failfast”approachastheyexperimentwiththesenewtechnologies,there’sadangerofaseverecaseof“pilot-itus”spreadingacrossorganizations,whereprogramsare
launchedwithoutplanninganddon’treturnvaluetothebusiness.
It’sfinetostartsmallwithAIadoptionbutfirstyouneedto
thinkbig
andknowwhereyouwanttogo.”
Forone,thecomputingpowerAIrequirescomesataconsiderablecost.Evenwithintelligentautomation,toomanycompaniesfocusonmetricssuchas“hoursbacktothebusiness”anddon’tmeasurethebusiness
impactoftheirinvestments.
Todriveenterprise-wideadoptionofAI,companiesneedaclear
methodologytoensuretheirexpectedoutcomesandinvestmentsarealigned.Organizationsalsoneedtobemindfulthattheskillsetsrequiredtodeliverasuccessfulpilotarenotthesameasimplementingalarge
programacrosstheenterprise.
HowToBuildScalabilityinAI
NatalieKeightley,VP,ProductMarketing,SS&CBluePrism
LearnMore
IntroducingtheSS&C|BluePrism?EnterpriseOperatingModel(EOM),apracticalapproachtoembeddingEnterpriseAIintotheheartofyourbusiness.
Outlook
ShiftingBusinessFocusTowardsGrowthandInnovation
Thelasttwoyearshaveseenorganizationsstarttoshifttheir
objectivesawayfromachievingproductivitygainstoward
deliveringbusinessinnovationandgrowth5.Theadditional
capabilitiesthatthesenewAItechnologiesprovidewillenable
evengreateropportunitiestobuildontheirintelligentautomationinvestments.Forexample,wehaveseenourcustomersupendinganddisruptinghistoricalpricingmodelsbyusinginnovation
tochangemarginsandreducecosts.We’vealsoseenthemmonetizingtheirowndatatodrivenewinsights.
85%
willuseAItodriveinnovation
36%
believeAIisoneofthebiggestdeterminantsofgrowth
52024ForresterConsultingTotalEconomicImpact?(TEI)studycommissionedbySS&CBluePrism.
Whatisthebottomline?
Oursurveytellsusthatfinancialinstitutionsare
prioritizingnewAIfeaturestodriveprogressintransformingcustomerexperience(CX),riskandcompliance,andback-officeoperations.
ThesectorstandsatthecuspofanAI-driventransformation.Successrequiresamethodicalapproachtoimplementation,stronggovernanceframeworks,dataqualityandaclearfocusonmeaningfuloutcomes.Organizationsmustmovebeyondpilotprojectstoachievescalableenterprise-wideadoption
whilemaintainingrobustriskmanagementpractices.
Astheworld’slargestfundadministrator,weuseourown
softwareatscaleacrossalltheseareas.We’veseenfirst-handwhatitcandototransformourbusiness,andwewanttohelpyoumakethemostofyouragenticf
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