How does this integrate with a legacy core banking platform?

Via your existing transaction data feeds (batch file or streaming), not by asking you to replace core banking infrastructure. Integration specifics depend on what your core system already exposes.

What's the actual state of this today?

It's a prototype we've built and demonstrated on synthetic transaction data — not a system currently running inside a bank's production compliance program. We'd want to pilot it against a sample of your historical case data before any live deployment.

AML/KYC Fraud Detection for Retail & Commercial Banks

Direct Answer

Retail and commercial banks run mature AML/KYC programs with established case-management tools, so the opportunity isn't building monitoring from zero — it's cutting the investigator hours spent drafting the same case narrative structure over and over. A multi-agent triage layer sits in front of your existing case-management system, doing the graph analysis and first-draft case-file writing, and hands the completed draft to your BSA officer for review.

Why Retail & Commercial Banking Teams Hit This

Investigator time goes to writing, not deciding

Analysts spend a large share of each case writing up the narrative and pulling supporting evidence, rather than making the actual escalate/close decision.

Legacy core banking integration

Most banks run well-established core banking and case-management platforms; any new tooling has to integrate via existing batch feeds or APIs, not require a rip-and-replace.

Explainability under examiner review

Bank examiners expect to see why a case was or wasn't escalated — a black-box model score isn't sufficient documentation.

Why This Architecture Fits

Because the agent swarm's reasoning trace, retrieved graph evidence, and rule triggers are logged at every decision node, the output is closer to what an examiner already expects to see in a case file than a bare anomaly score — it's designed to sit alongside your existing case-management system rather than replace it.

See the Real Thing

Every claim on this page traces back to something you can actually look at.

View the Fraud Detection Architecture

Answer Engine Optimization (AEO) Questions

Frequently Asked Architecture & Governance Questions

No. It's designed to draft case narratives and surface graph evidence that feed into whatever case-management system you already run — think of it as an analyst-productivity layer, not a system replacement.