DEMO MODE ACTIVE

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Bias is a bug, We fix it.

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Data Management

Safety Score: 88%

Workspace

Simulation Studio

Experiment with restorative interventions to delay projected violations.

DI Threshold

0.80

0.60 (lax)0.80 (US)0.95 (strict)

Select Features to Balance

Address Stability

Weight1.0x

Annual Income

Credit History

Current Trajectory

Predicted violation in Week ?

Fair Model Forecast

Run simulation to see impact

campaignFixIt.exe

• Real-time monitoring of Disparate Impact & Equalized Odds metrics• Predictive forecasting of fairness violations using ARIMA/Holt-Winters• Counterfactual loss estimation & surgical unbiasing interventions• Real-time monitoring of Disparate Impact & Equalized Odds metrics• Predictive forecasting of fairness violations using ARIMA/Holt-Winters• Counterfactual loss estimation & surgical unbiasing interventions

Methodology© 2026 Bias Beacon