FGFinGuard AIFinancial risk laboratory
Educational browser laboratoryNo bank connection, payment authorization, production fraud decision, customer data feed or external AI service is connected.

TRANSACTION INTELLIGENCE / EXPLAINABLE REVIEW

Investigate risk.
Show the reasoning.

Explore the feature logic documented in the student RandomForest work, compare transaction scenarios and export a transparent review record.

ENGINE MODEBrowser-local

Deterministic educational approximation

Transactions reviewed0This device
Flagged for review0Not automatically blocked
Current risk score—Awaiting analysis
Student model evidenceRF v212 engineered features

CASE INPUT

Transaction profile

EXPLAINABLE RESULT

Ready for review

—risk

Submit a transaction profile to calculate a transparent educational risk score.

REVIEW RECOMMENDATION

No recommendation generated yet.

NETWORK ANALYSIS

Transaction relationship view

Derived from this review only
Awaiting analysis

Run a case to map the transaction against device, route, time and merchant signals.

  • lower review pressure
  • context requires attention
  • strong review indicator

LOCAL AUDIT LEDGER

Recent reviews

Stored only in this browser
TimeTransactionAmountScoreDisposition

MODEL EVIDENCE

What the student repository establishes

RandomForestClassifier

Training pipeline, cross-validation, feature engineering and serialized model artifacts are checked in.

Graph + explainability

Repository network analysis, SHAP outputs and investigation-report concepts are represented here through a transparent browser-local review.

Evaluation boundary

The supplied 10,000-row dataset is project data. Reported 99.8% accuracy is not independent banking validation.