AI at Scale: Rethinking FX Risk Through Real-World Data, Agnes (Ant International)

At CFTE’s UK–Singapore Exchange, Agnes Bastaert demonstrated what AI looks like when deployed at scale.

The Problem: FX Risk at Scale

Ant International processes:

  • $1.4 trillion in cross-border flows

Each transaction carries:

  • FX risk
  • liquidity challenges

For many businesses, especially SMEs:

  • FX volatility directly impacts viability

The Solution: Falcon TST

Falcon TST (Time Series Transformer):

  • analyses real-world signals
  • predicts transaction flows
  • optimises liquidity and hedging

Inputs include:

  • transaction data
  • e-commerce activity
  • travel patterns

From Prediction to Impact

Results:

  • 93% forecast accuracy
  • <1% error on critical cases
  • 40% reduction in hedging costs (pilot)

The Key Insight: Collaboration

Rather than replacing banks:

  • Ant provides intelligence
  • banks execute transactions

This creates:

  • stronger partnerships
  • shared value

The Takeaway

AI at scale is not just about models.

It is about:

  • integrating real-world data
  • embedding intelligence into infrastructure
  • collaborating across the ecosystem

Learn the skills of Fintech

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