Why doesn't my output match my reference?

Articles on: References & Seeds

Different models interpret references differently - some prioritize identity, others composition or style. Identity drift is a known behavior of current-generation AI models, not a PromptWise setting.

To improve consistency:

• use a Seed instead of raw reference images

• use models known for identity preservation

• generate multiple variations and select the best

• keep prompts specific about which reference controls what (via @ mentions)

Updated on: 07/07/2026