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The Explainability Gap: Belfast's AI Underwriters Need a Human Story

The Explainability Gap: Belfast's AI Underwriters Need a Human Story

Northern Ireland's lenders are adopting machine learning underwriting faster than they can explain it. In a market this small, one opaque decline can travel further than a thousand marketing campaigns — which is why the human in the loop may be the most commercially valuable part of the stack.

The Province as a Scam Lab: Why Belfast Should Lead on APP Fraud

The Province as a Scam Lab: Why Belfast Should Lead on APP Fraud

Mandatory APP fraud reimbursement has changed the economics of scams, but detection and prevention still lag. Northern Ireland's close-knit banking and fintech network could become the UK's testbed for behavioural biometrics and mule-account detection—if cross-border cooperation improves.