Real-time risk signals
Graph features, device telemetry, and behavioral biometrics feed models that block suspicious transfers before settlement finalizes.
Hyper-personalization
Next-best-action engines propose products, but transparency and opt-out paths keep regulators comfortable in sensitive jurisdictions.
MLOps under audit
Versioned datasets, explainability exports, and drift monitors belong in the same backlog as shiny chatbots.
