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Intent

Move beyond generic atmosphere by making imagery, crop, light, palette, and subject direction shape the layout before detailed styling.

Checks

  • Define the asset role before generating or curating it.
  • Use concrete subjects such as products, artifacts, places, materials, or output examples instead of generic ambience.
  • Extract layout decisions from the image crop, light, palette, texture, and negative space.
  • Make the primary subject dominate or deliberately tension its media crop instead of floating at icon scale inside nested frames.
  • Keep must-inspect products, faces, labels, and silhouettes inside a crop-safe focal area at wide, short, and narrow aspect ratios.
  • Do not present generated people, venues, sponsor walls, awards, or screenshots as real evidence.

Warnings

  • Dropping a generated image into a finished generic template rarely improves the design.

Exceptions

  • Strict UI components, dashboards, and text-first documentation may not need imagery.