Bias Governance Dashboard

Constitutional bias monitoring and governance observability across models and time

SIMULATION MODE T5-Rigidity: 98.9%

What This Demo Shows

The Bias Governance Dashboard reveals how different AI models behave across protected attributes, geographies, and domains over time — demonstrating ETHRAEON's constitutional governance architecture.

Bias scores across models, segments, and time windows
Drift detection against baselines and configurable thresholds
Policy violations mapped to constitutional governance rules
Real-time compliance verification with audit trail logging

This demo shows constitutional governance patterns in action. Backend API deployment scheduled for Q1 2026.

How To Use This Demo

Select a model or provider cohort from the dropdown
Choose a bias lens (gender, age, region, topic)
Review metrics, gauges, and alert indicators

In production, this connects to live traffic logs and pre-defined audit suites for continuous monitoring.

Model

Bias Lens

Time Window

Aggregate Bias Score

Recent Policy Violations