Evaluate {{model}} for bias across {{demographic_dimensions}}. Step 1: Generate matched prompt pairs varying only demographic attributes Step 2: Collect responses for {{sample_size}} pairs Step 3: Measure sentiment, tone, and content differences Step 4: Apply statistical tests for significance Step 5: Calculate bias scores per dimension Step 6: Prioritize findings by impact severity Explain reasoning at each analytical step.
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Category
AnalysisUse Cases
Bias quantificationFairness analysisDemographic testing
Works Best With
claude-opus-4.5gpt-5.2gemini-2.0-flash
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