The fraud mechanism changes by channel.

A lender, insurer and payment aggregator should not receive the same risk page with a different noun.

People and merchants moving through a Mumbai market

Choose the operating model closest to yours.

Each page starts with the loss signal, sets the module order and defines a retrospective backtest around outcomes that the institution already records.

The shared layer is application time.

KYC checks the credential. Credit and transaction systems answer other questions. We add evidence about who controls the application before an account or policy is active.

Bring the outcome label you already trust.

We design the backtest around first-payment default, confirmed account fraud, claims outcomes or merchant-risk decisions.

Book a backtest