The dataset for generative AI models is sources from the internet, so it is inherently biased. You can see this bias in many forms, especially when it comes to representing humans. When generating images it is important to represent our user audience and counteract the biases we see.
Biased towards showing a single gender in certain contexts
prompt: doctor doing paperwork
prompt: person cleaning their house
Biased towards showing a single race in certain contexts
prompt: chef in an open kitcen
Biased towards young people
prompt: person shopping for fruits
Biased towards showing images of skinny, fit, and overly sexualized women, overly muscular men.
prompt: woman playing the piano