Real-time ML · Fraud Monitor

Live fraud
detection.

A Histogram-Based Gradient Boosting classifier scores every incoming order on the probability it is fraudulent. Watch it catch fraud in real time.

LIVE · Supabase

Model Hist Gradient Boost

Type Supervised

Since May 4, 2026

Last sync —

Status Connecting…

Dashboard metrics

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Real Orders DAG — 9:45 AM → 8:15 AM EST Checking…

Fraud Orders DAG — 8:15 AM → 9:45 AM EST Checking…

Orders processed — Orders scored by the current model since May 4, 2026

False positives — Legitimate customers wrongly flagged

Fraud quarantined — Actual fraud attempts caught correctly

Fraud passed — Fraud attempts that slipped through undetected

Fraud spending blocked — Running total of attempted fraud spend successfully prevented

Total sales earned — Running total of all legitimate sales completed

Sales lost to false flags — Revenue lost by incorrectly blocking legitimate customers

Last 10 · Classifier-flagged fraud

Order ID	Fraud Score	Scored At	Verdict
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