Designing With Generative Imagery Without Looking Generic

The sameness problem

Default outputs converge. Ask three different models for a hero image and you get three variations of the same glossy, over-lit, purple-gradient nothing. The tell is not quality — it is the absence of a decision.

Direct like a photographer

Specify the lens, the light source, the material, the mood and, crucially, what to exclude. A prompt that names a single deliberate constraint outperforms a prompt stuffed with adjectives.

Then edit. Generate ten, keep one, and treat post-processing — grading, grain, crop — as part of the craft rather than an afterthought.

Build a house style

Write down your palette, lighting rules, and composition preferences, and reuse them as a preamble on every generation. Consistency across a hundred images is what makes a brand feel designed rather than assembled.