Explainable AI key as financial crime escalates

February 17, 2026

Artificial intelligence is rapidly transforming the financial crime landscape, but not solely in favour of financial institutions.

Napier AI, which offers next generation anti-money laundering and financial crime compliance software, recently delved into why financial institutions need to outsmart criminals in the AI era.

While banks and other firms are embedding AI into screening, due diligence and transaction monitoring systems, criminals are exploiting the same technology to automate scams, generate synthetic identities and scale operations at speed. Global bodies such as the World Economic Forum have already identified AI-driven cybercrime and fraud as among the fastest-growing risks worldwide, underlining the urgency for institutions to adapt.

The reality is an escalating technological arms race. Industry insights from the Napier AI / AML Index 2025-2026 suggest that financial crime will continue to fluctuate as criminals innovate and compliance teams recalibrate. Generative AI tools are now being used to create deepfakes and orchestrate sophisticated phishing campaigns, often acting as gateway offences linked to money laundering. These technologies lower the barrier to entry for bad actors, enabling coordinated and industrialised activity that traditional controls may struggle to detect, it said.

AI offers a powerful countermeasure. Advanced analytics can detect structured payments, hidden account networks and rapid asset movements at a scale and speed beyond human capability. Yet effectiveness depends on more than processing power. Regulators such as the Financial Conduct Authority (FCA) continue to stress that AI must be explainable, auditable and supported by strong governance frameworks. Innovation must align with regulatory expectations, model risk management and human oversight.

As law enforcement officials have observed, the battle is now data versus data, Napier explained. Criminals are scaling through intelligent automation, and financial institutions must respond in kind.

For more insights, read the full story here.