Blog

Notes from fraud ops.

Patterns, detection notes and field observations from working promo abuse and fraud cases across gaming verticals.

Aug 18, 2026

Sweepstakes

Five behavioral tells of Gold Coin farming rings

Multi-accounting rings rarely look identical on the surface. Here are the timing and device signals that consistently separate a farming ring from genuinely enthusiastic players.

Jul 30, 2026

Fraud ops

Bonus abuse vs. fraud: why platforms need different playbooks for each

Not every promo abuser is a fraud ring, and treating them the same wastes investigator time. A framework for triaging low-severity abuse from account-takeover-grade fraud.

Jul 9, 2026

Skill-gaming

What device fingerprinting still misses in skill-gaming

Device signals are necessary but not sufficient once abusers move to farmed residential proxies and cloud emulators. Where graph-based detection picks up the slack.