🛡️Safety · 7 MIN READ
Fraud prevention without black-box punishment
Why good risk systems explain holds, protect honest members, and preserve a review path.
Protect the pool without treating every member like a suspect.
Layer signals
No single VPN flag should decide a payout. Combine signed callbacks, device integrity, account age, velocity, shared payout destinations, provider quality, behavioral consistency, and chargeback history.
Use graduated actions
Low risk proceeds. Medium risk waits for a cooling period. High risk enters human review. Only strong evidence blocks a payout. Every decision stores the rule version and signals that contributed to it.
Offer a real review path
Members need a case ID, expected review window, requested evidence, and appeal route. Teams need immutable audit history, separation of duties, and metrics for false positives.
No hype. No hidden state. No private keys.