Bias Governance Dashboard

What This Demo Shows

The Bias Governance Dashboard reveals how different models and prompts behave across protected attributes, geographies, and domains over time.

• Bias scores across models, segments, and time windows
• Drift detection against baselines and configurable thresholds
• Policy violations mapped to governance rules
• Constitutional compliance verification in real-time

How To Use This Demo

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

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