Anomaly Detection

Automated flagging of metric deviations — the always-on watchdog for fraud, breakage and opportunity.

Anomaly detection watches streams (clicks, registrations, deposits, conversion ratios) for statistical deviations, alerting humans to what changed at 3am.

iGaming deployments

Fraud surfaces (click spikes, conversion-pattern shifts per source), infrastructure surfaces (tracking breakage announces itself as ratio cliffs), and commercial surfaces (a partner’s placement change, a competitor’s exit). Tuning is the craft — seasonality-aware baselines (event days are not anomalies) and severity routing (page on revenue impact, digest on curiosities). Programs running anomaly alerts catch in hours what monthly reviews catch in write-offs; the build cost is embarrassingly small against the first caught incident.