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Reference images vs text prompts: control a visual direction

A reference image can show relationships that are cumbersome to describe, while text can specify what should change.

PromptWireGlobal2 min read
EDITORIALReference images vs text prompts: control a visual direction

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The quick read

  • Hold the intended subject and output format constant.
  • Explain which reference qualities matter and which elements should be replaced.

Name the constraint

Text prompts are useful for stating intent, content and exclusions. References can convey composition, palette and spatial relationships. Neither is a reliable substitute for checking the result. A model may preserve an unwanted detail or interpret a visual cue differently from the designer.

Compare controlled briefs

Hold the intended subject and output format constant. Test text alone, reference alone where supported, and a combined instruction. Judge whether the key editorial idea remains clear at thumbnail size and whether incidental details distract from it.

Keep the brief explicit

Explain which reference qualities matter and which elements should be replaced. Use inputs you are authorised to use. For a publication, evaluate a group of covers together so consistency does not come at the expense of each article having a distinct visual idea.

Sources & notes

An editorial decision framework, not a scored benchmark or hands-on test.

developers.openai.com — official reference

developers.openai.com — official reference

Sources reviewed for the September 2026 launch edition.

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