Monitoring & Risk

Be assured that your AI and tech systems are running smoothly while you focus on your business.

I build systems that surface meaningful anomalies, reduce noise and help teams spend less time on false positives and more time acting on what matters.

Automatic Red-Flagging

Pattern & Anomaly Detection

Hybrid rule-based and ML systems that flag what matters in high-volume data.

Know When Something Breaks

Data Quality & Pipeline Monitoring

Checks on freshness, volume and schema drift, so a broken feed is caught before it reaches your users.

Fewer False Positives

Alert Tuning & Triage Workflows

Thresholds, scoring and routing tuned so the alerts that reach a person are the ones worth reviewing.