3-Model Pipeline

Combined Risk Engine

One transaction — scored by all three models simultaneously. Model 1 checks the transaction. Model 2 checks for anomalies. Model 3 checks if the user is behaving like themselves. A weighted engine combines all three into a single risk verdict.

📥 Transaction

XGB+LGB

IsoF+AE

GBM+LSTM

Combined Verdict

Transaction Inputs

Fill all fields for the most accurate pipeline result

Transaction

Amount ($)(All models)

Hour of Txn (0-23)(All models)

PCA V1 (velocity)(Models 1 & 2)

PCA V14 (separator)(Model 2)

Card & Product

Card Network(Model 1)

Product Code(Model 1)

PCA V3(Model 1)

PCA V4(Model 2)

User Behaviour

User's Avg Amount ($)(Model 3)

Min Since Last Txn(Model 3)

User's Usual Hour(Model 3)

User's Total Txns(Model 3)

Engine Weights

TransactionGuard

40%

AnomalyNet

30%

BehaviourGuard

30%

📥 Incoming Transaction

XGB+LGB

IsoF+AE

GBM+LSTM

Combined Verdict

Awaiting transaction data

Fill in the form and click Run to see all three models score simultaneously, then watch the engine combine their outputs.