/ENGINEERING

A Realistic Architecture for AI in the Bank

May 20th 2026 1 min read

There is a familiar story: a great model, a great demo, and a stalled rollout. The model is not the problem. The way it is wired into the bank is.

Three layers that survive contact with the bank

A data layer that the model can trust

Lineage, freshness, access control. If the model cannot see the data, or worse, sees stale data, the rollout dies.

A decision layer that the policy owners can read

Not just a model output — a reasoned decision against a known policy.

An execution layer that can act

The decision goes nowhere if it cannot trigger the downstream system. This is where most pilots stall.

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