GLAAD Report Documents AI Bias Against LGBTQ Individuals
GLAAD published a report on June 17, 2026 documenting instances where AI systems perpetuate bias and discrimination against LGBTQ individuals through stereotyping, misinformation about conversion therapy, censorship of LGBTQ content, and discriminatory decision-making in banking and hiring. The organization recommends improvements to AI model design and content moderation to address these issues.
What happened
GLAAD published its 2026 Build for Everyone report on June 17, analyzing AI systems for inclusive design across the lifecycle. The report found repeated instances of exacerbated misinformation, discriminatory decision-making, and privacy concerns affecting LGBTQ individuals.
According to the report, when LGBTQ topics are not accurately represented during foundation model development or fine-tuning, AI systems perpetuate biased or stereotypical assumptions. A 2025 GLAAD report found that Meta's Llama 4 repeated harmful information about conversion therapy when users queried it about stopping same-sex attraction.
GLAAD also identified AI-enabled censorship of LGBTQ content through automatic content moderation systems that fail to understand nuances of queer identities or target LGBTQ content. Additionally, predictive AI systems used for banking, housing, hiring, and ad targeting can reinforce historically discriminatory practices and repeat flawed assumptions about identity groups.
Reported impact
GLAAD warns that flawed AI assumptions, such as conflating gender and biological sex characteristics, could lead to inaccurate medical advice and misdiagnoses in healthcare settings. The organization argues that misleading AI responses about conversion therapy are particularly harmful given the practice's discredited status.
Index analysis
An investigation cited by GLAAD found that several foundation models, including OpenAI's Sora, tended to portray LGBTQ people as white, young, and with purple hair. The report notes that AI systems match outputs to patterns found in their training data.
Governance controls
GLAAD recommends that AI companies improve content moderation to distinguish between homophobic speech and gay expression, and ensure AI models reflect accurate, evidence-based information about conversion therapy. The organization argues that AI content moderation tools must be continually updated to catch evolving slurs and dog whistles.
Classification
Sources and evidence
This record was researched and written by the Index, based on the following original reporting.