What appears in generated content.
WHAT HAPPENS
Generated text and images reflect patterns in training data, including stereotypes.
Ask for an image of a professional and see who appears. Ask for a story and notice the assumptions.
WHERE IT SHOWS
Names assigned to characters Occupations assigned to genders Assumptions about who does what Which contexts are treated as default
WHY IT MATTERS FOR BUSINESSES
Marketing material that reflects narrow assumptions excludes customers.
WHAT TO DO
Specify explicitly what you want Review generated content for assumptions you did not intend Notice what the default output assumes
FOR IMAGES
Generated imagery frequently defaults to particular appearances unless directed.
For a Nigerian business, that matters. Specify.
FOR WRITING
Check that examples and scenarios reflect your actual audience.
WHAT NOT TO DO
Assume the output is neutral. It reflects its training data, which is not.
THE PRACTICAL HABIT
Read generated content asking who it assumes the reader is.
