Proven today: fraud, AML and credit
Fraud detection and AML transaction monitoring are the most proven areas. Machine-learning models catch more suspicious activity while cutting the false positives that overwhelm compliance teams. Credit scoring for thin-file customers and small merchants, using wallet, payment and alternative data, is close behind and opens lending to people traditional models miss.
Emerging fast: generative AI
Generative AI is now changing customer service, dispute handling, merchant onboarding and internal knowledge work, often cutting handling times sharply. It also helps product and risk teams analyse documents, regulations and customer feedback at scale.
What success depends on
Clean, well-governed transaction data. Model governance that satisfies regulators. Clear human oversight for decisions that affect customers. And teams that can put models into daily operations. We help clients choose the right use cases, build the business case, select partners and set up the controls.