Evaluate Harmful Bias in Generative AI

Comprehensive Bias Type Coverage

Gender

Biases arising from assumptions about gender roles, identities, and expectations, reinforcing occupational stereotypes and limiting autonomy

Caste Bias

Reflects discrimination and stereotypes associated with the caste system, including social exclusion, occupational hierarchies, and educational assumptions.

Racial/Ethnic Bias

Skewed assumptions linking racial or ethnic identity with a, intelligence, economic status, or cultural characteristics.

Religious Bias

Stereotypical associations linking religious identity with violence, extremism, moral character, or occupational roles

Socioeconomic Bias

Favoritism or discrimination based on income, wealth, education level, occupation, and social class indicators

Linguistic Bias

Discrimination based on language patterns, dialects, accents, or linguistic markers, often reflecting broader social prejudices

Health Bias

Bias affecting healthcare access, medical representation, and attitudes toward physical/mental health conditions and disabilities.

Partisan Bias

Political viewpoint favoritism affecting representation of parties, ideologies, leaders, and civic participation in AI outputs.

Epistemic Bias

Systematic distortion in knowledge validation and representation, encompassing testimonial and hermeneutical injustice across marginalized perspectives.

Geographical Bias

This bias favors Global North views, makes more errors for underrepresented regions, and over-recommends affluent areas while neglecting rural regions.

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Rigorous Evaluation Methodologies

Comprehensive AI Discrimination Evaluation

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QA Counterfactual Testing

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Long Form Text Generation

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Intersectional Analysis

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Sentiment Completion

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Context Continuation

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Pairwise Comparative

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Stereotypical Identity Test

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Implicit Bias

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Evaluate Harmful Bias in  Generative AI

Industry Recognition

AI Discrimination in Action

Comprehensive Bias Type Coverage

Rigorous Evaluation Methodologies

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Why Us ?

The world's first comprehensive taxonomy

Three-Level Hierarchical Framework

Bias Type Coverage

Unmatched Market Position

Regulatory Compliance Ready

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