Smarter outcomes.
Faster decisions.
Our R&D explores how alternative data, behavioural signals, and circular value models drive smarter and faster outcomes.
Research that ships into production.
Thin-file credit
Cash-flow and network signals provide credit decisions for applicants without traditional bureau history.
Transaction normalisation
Automated merchant mapping and transaction categorisation turn raw bank data into structured signals.
Debit-date optimisation
Align collection timing across pay cycles to maximise successful debit orders.
Collections strategy
Strategy optimisation with human oversight balances automated efficiency and customer experience.
Circular hardware valuation
Trade-in models price devices for re-use, extending handset lifecycles and reducing waste.
Responsible AI from lab to production.
Versioned models
Models are versioned and reviewable, with shadow and canary releases protecting production.
Documented rollback
A documented rollback path is maintained so any release can be reversed safely.
Decision lineage
Every live decision includes reason codes, consent records, and data lineage to support regulatory and partner audits.