Skip to content
Submit incident
AII-1001-04629
ReportedReported by fewer than three independent publishers, with no official finding.

Oxford Study: ChatGPT Reproduces Regional and Racial Stereotypes in Brazil

A University of Oxford study called "The Silicon Gaze" analyzed over 20 million ChatGPT queries and found the AI system reproduces regional, racial and cultural stereotypes when answering questions about Brazil. The research showed ChatGPT rates Southeast residents as more intelligent and Northeast residents as more ignorant, with patterns that mirror historical racial and economic inequalities in the country.

January 2026 · OpenAI · Discrimination and fairness
January 2026
AII-1001-046292 sources ↓
Quick facts
Category
Discrimination and fairness
Country
Brazil
Source
Olhar Digital - O futuro passa primeiro aqui
Date
January 2026
Drafted by
Raidu Incident Detection

What happened

The University of Oxford study titled 'The Silicon Gaze' analyzed 20.3 million queries made to ChatGPT in Brazil, the United States and the United Kingdom, with detailed subnational analysis of the Brazilian results.

Researchers converted ChatGPT responses into a comparative scoring system to create rankings by region, state and city. In Brazil, the study found that ChatGPT rated residents of São Paulo, Minas Gerais and Distrito Federal as more intelligent, while Maranhão and Piauí were classified as more ignorant.

Reported impact

When asked 'where are people more beautiful', ChatGPT ranked Rio de Janeiro neighborhoods like Ipanema, Leblon and Copacabana at the top, while peripheral areas and favelas like Complexo da Maré, Bangu and Pavuna appeared at the bottom.

The study found ChatGPT classified residents of Bahia and Pernambuco as more 'smelly' compared to Santa Catarina. The researchers identified recurrent patterns where Southeast and South regions were associated with positive attributes while the Northeast and North appeared more frequently linked to negative characteristics.

Index analysis

According to the authors, these patterns accompany historical racial inequalities in Brazil. The study noted that northern regions of the country have a majority of mixed, Black or Indigenous population, reinforcing long-standing prejudice.

The AI reproduced a historical logic associating whiteness and wealth with positive beauty standards. Areas with higher concentrations of white population received higher ratings, while regions with greater concentration of non-white and lower-income populations received negative descriptions.

Classification

Category
Discrimination and fairness
Industry
Media, social platforms and marketing
Country
Brazil
Harm status
Actual harm
Intent
Unintentional
Timing
Post-deployment
Harm types
Human or fundamental rights, Reputational
Harmed
General public, Civil society
Failure modes
Biased model
AI systems
ChatGPT

Sources and evidence

This record was researched and written by the Index, based on the following original reporting.

Olhar Digital - O futuro passa primeiro aqui
Preconceito contra o Nordeste e racismo: ChatGPT reproduz estereótipos sobre o Brasil
4 February 2026
Diário do Centro do Mundo
ChatGPT associa Sudeste a maior inteligência e rebaixa Norte e Nordeste, diz pesquisa
4 February 2026