From alerts to answers: overcoming the false comfort of automation in financial crime compliance

Financial crime teams are under pressure to deliver real risk outcomes, not just clear more alerts. This industry paper explains how banks can shift from reactive detection to proactive, intelligence-driven prevention by aligning technology, governance and human judgment to achieve measurable effectiveness.

The paper explores how context-driven data, explainable artificial intelligence and agentic systems can guide investigators with evidence, relationships and structured reasoning, transforming investigations into confident, defensible decisions.

Key learning points:

• Build a trusted, connected view of entities and relationships to surface hidden risk sooner

• Reduce cognitive load by guiding analysts through key questions: What changed? Who is connected? Why now?

• Strengthen auditability with explainable risk drivers and structured narratives

• Translate insight into action with defensible, measurable outcomes

Get the insights. Equip your teams. Strengthen your defences.

Download the discussion paper.