Vertical

AI for fintech

Broader tier — working proof in production

Fintech is the vertical where our trading-systems work gives us the most direct entry. We operate a production autonomous trading system with real capital at risk — different domain, same discipline. An organisation that trusts AI to manage money is a useful proof point for what AI you can trust with a customer relationship looks like.

For fintech, our engagements cluster around four problem shapes: underwriting and risk (credit decisioning, fraud modelling, dispute triage), trading and execution (autonomous and human-in-the-loop execution strategies), customer intelligence (churn, LTV, lifecycle, acquisition), and internal automation (compliance workflow, back-office automation, audit trails).

The thing we bring that pure quant firms don't: consumer product instinct. The thing we bring that pure consumer AI firms don't: working experience running AI where a bad output costs money, not just a churned user.

Where we help

Four workstreams we see repeatedly

Underwriting & risk

Model design, monitoring and governance. Drift detection and rollback built in from day one.

Trading & execution

Autonomous and human-in-the-loop strategies. We run our own — we know where the real risks are.

Customer intelligence

Churn, LTV, acquisition efficiency. Consumer-grade behavioural modelling applied to financial products.

Compliance automation

Audit-traceable AI workflows in document review, KYC, dispute handling. Explainability is a feature, not a constraint.

Fit

When our team is the right call

  • Consumer fintech with material transaction volume
  • Lenders or insurers considering AI in underwriting or pricing decisions
  • Trading firms exploring agentic execution with clear risk-budget guardrails
  • Fintechs consolidating internal AI under a defensible governance framework

If your profile doesn't match any of these, we'd rather tell you on the first call. We'll point you to someone better suited — and mean it.

Next step

A 30-minute call with a founder

We come prepared on your business. You come prepared on your problem. We both leave knowing whether there's a fit.

Book the call