Text is geometry before it is language

Models often preserve the visual idea of a label while corrupting exact letters. First protect the package panel, logo position, typography hierarchy, spacing, color blocks, and perspective. Small legal copy can be handled in finishing when the generation model cannot reproduce it reliably.

Make the branded surface readable

Front-facing or mild three-quarter views are easier than steep angles, glare, motion blur, or hand occlusion.

  • Upload a sharp, undistorted product reference.
  • State exact logo location, scale, color, and orientation.
  • Keep the label unobstructed and within depth of field.
  • Control reflections so they describe material without covering typography.

Separate generation from final production

Use AI to create the world and physical integration, then decide whether a narrow image edit or perspective-correct post-production pass is the safer way to finish exact text. The final asset is judged by brand accuracy, not by whether every pixel came from one generation.

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