160+
Use cases announced by top 50 banks in 2025
40%
Cost reduction reported by early adopters
$3T
Estimated corporate productivity gain (KPMG)
30–50%
Manual workload reduction (McKinsey)
62%
Consumers trust their bank most for AI services
4 agents
Front-office agents serving customers directly
Personal financial advisor agent
Monitors spending, suggests budgets, sweeps idle cash to higher-yield accounts, and flags anomalies in real time.
Omnichannel service agent
Handles FAQs, account queries, dispute initiation, card blocking, and statement requests across all channels.
Onboarding & KYC agent
Orchestrates identity verification, document OCR, watchlist screening, and risk scoring end-to-end.
Churn prediction & retention agent
Continuously monitors engagement signals and autonomously triggers personalised retention offers.
4 agents
Agents for decisioning and origination
Credit underwriting agent
Autonomously gathers data from multiple sources, evaluates applications against risk models, and produces recommendations.
Credit memo agent
Reads financial statements, credit bureau data, news, and industry benchmarks to draft full credit memoranda.
Collections & recovery agent
Dynamically segments delinquent accounts by risk and capacity to pay, selecting the optimal collections strategy.
Mortgage processing agent
Coordinates valuation requests, title searches, solicitor communication, and documentation for end-to-end mortgage origination.
4 agents
Agents for AML, fraud, and regulatory work
AML monitoring agent
Continuously screens transactions in real time, clusters suspicious behaviour, and auto-files SARs when thresholds are met.
Fraud detection agent
Multi-model agent combining behavioural biometrics, device fingerprinting, and graph analytics to stop fraud in milliseconds.
Regulatory reporting agent
Monitors regulatory change feeds, maps impact to internal processes and data, and prepares submission-ready reports.
Smart contract audit agent
For DeFi custodianship and tokenised assets — autonomously reviews smart contracts for vulnerabilities and compliance gaps.
4 agents
Back-office automation and processing agents
Trade settlement agent
Monitors trade lifecycle events, auto-matches settlement instructions, resolves breaks, and escalates exceptions.
Document processing agent
Ingests unstructured banking documents — KYC packs, trade contracts, loan agreements — and extracts structured data.
IT operations agent
Monitors infrastructure health, auto-diagnoses alert patterns, triggers pre-approved remediation playbooks.
HR & employee service agent
Handles policy queries, leave requests, payroll questions, onboarding tasks, and benefits enrolment autonomously.
3 agents
Advisory and portfolio management agents
Wealth advisor agent
Acts as AI co-pilot for human relationship managers — prepares personalised proposals, meeting briefs, and CIO updates.
Portfolio optimisation agent
Continuously monitors portfolios against mandates, market conditions, and client risk profiles to suggest rebalancing.
ESG compliance agent
Monitors portfolio holdings against ESG mandates in real time, screens news, and generates regulatory disclosures.
3 agents
Liquidity, FX, and capital management agents
Liquidity management agent
Forecasts intraday cash positions across all entities and currencies, auto-optimises funding and placement decisions.
FX hedging agent
Monitors foreign exchange exposure across entities, evaluates hedge effectiveness, and recommends adjustments.
Capital & stress testing agent
Runs continuous stress scenarios against the balance sheet using latest market data and regulatory parameters.
3 agents
Engineering productivity and data quality agents
Code review & generation agent
Reviews pull requests for security vulnerabilities, coding standards, and logic errors; generates boilerplate on demand.
Data quality agent
Continuously monitors data pipelines feeding risk and regulatory systems, detecting drift, gaps, and schema violations.
API & integration agent
Orchestrates complex multi-system workflows across core banking, CRM, payment rails, and third-party data providers.
Core Banking Modernization
3 agents
Legacy transformation and migration agents
Migration orchestration agent
Maps data models between legacy and modern core systems, orchestrates zero-downtime cutover sequences and rollback plans.
System integration agent
Builds and maintains real-time API bridges between core banking, payment rails, and third-party fintech services.
Performance monitoring agent
Tracks transaction throughput, latency, and error rates post-migration, triggering auto-scaling and alerting teams.