Bias & Fairness

Identify discriminatory framing, gender or racial stereotyping, and ethically problematic outputs.

Bias categories

  • Gender and sexuality bias
  • Racial and ethnic bias
  • Age discrimination
  • Socioeconomic stereotyping
  • Religious bias
  • Disability bias

Fairness scoring

The bias pillar scores each response for demographic fairness. A score of 1.0 indicates no detectable bias. The default alert threshold is 0.5.

Bias detection is probabilistic. Always review flagged content in context before taking automated action in high-stakes workflows.
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