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Banking & Financial Services

Automating finance, risk and operations workflows so banks close faster, stay compliant and decide with confidence.

12 use cases

1

Financial & GL Reconciliation

AutomationAnalytics

Challenge

Finance teams reconciled thousands of GL entries by hand each month.

Solution

Automated matching and exception handling across banks, ledgers and sub-ledgers.

Impact

  • • 50–80% less manual effort
  • • Faster month-end closing
2

IFRS 9 & ECL Automation

AI / MLAnalytics

Challenge

Expected credit loss calculations and disclosures took weeks of preparation.

Solution

Model-driven ECL computation and automated reporting packs.

Impact

  • • 40–60% shorter reporting preparation
  • • Faster credit risk reporting
3

Regulatory Reporting

Automation

Challenge

Central-bank submissions were assembled manually under tight deadlines.

Solution

End-to-end automated data preparation, validation and report generation.

Impact

  • • 40–70% less manual preparation
  • • Stronger reporting controls
4

Credit Application Processing

AutomationAgentic AI

Challenge

Loan applications moved slowly through manual checks and handoffs.

Solution

Automated document intake, scoring and decision workflow.

Impact

  • • 30–50% shorter processing time
  • • Faster lending decisions
5

Customer Churn Prediction

AI / MLAnalytics

Challenge

At-risk customers left before retention teams could react.

Solution

Predictive models flag at-risk customers with next-best actions.

Impact

  • • 10–20% improvement in at-risk customer retention
  • • Deposit and revenue protection
6

Intelligent Cross-Selling

AI / MLAnalytics

Challenge

Campaigns targeted everyone equally and converted poorly.

Solution

Propensity models match the right offer to the right customer.

Impact

  • • 10–20% higher campaign conversion
  • • Revenue growth
7

Fraud Investigation Automation

Agentic AI

Challenge

Investigators spent hours gathering evidence for each case.

Solution

Automated case assembly, linking and prioritization of alerts.

Impact

  • • 30–50% shorter investigation time
  • • Improved fraud operations
8

KYC Document Processing

OCRAutomation

Challenge

Onboarding teams keyed in and verified identity documents manually.

Solution

Document AI extracts, validates and routes KYC documents automatically.

Impact

  • • 40–70% less manual processing time
  • • Faster customer onboarding
9

Treasury & Liquidity Forecasting

AnalyticsAI / ML

Challenge

Liquidity forecasts relied on static spreadsheets.

Solution

Automated forecasting of cash positions and liquidity ratios.

Impact

  • • 15–25% reduction in forecast error
  • • Better liquidity planning
10

Branch & ATM Cash Forecasting

AnalyticsAI / ML

Challenge

Branches and ATMs were over- or under-stocked with cash.

Solution

Data-driven forecasts of daily cash demand per location.

Impact

  • • 15–25% reduction in forecast error
  • • Lower cash management costs
11

Customer 360 Analytics

Analytics

Challenge

Customer insight was scattered across product silos.

Solution

A unified customer view with ready-made insight packs for relationship teams.

Impact

  • • 30–50% less time preparing customer insights
  • • Better relationship management
12

Automated Management Reporting

AutomationAnalytics

Challenge

Management packs were compiled by hand from many sources.

Solution

Self-updating dashboards and reports generated from one data platform.

Impact

  • • 50–80% less report preparation effort
  • • Faster management decisions