Prompting images: composition first, detail second

Image prompts work best when they establish the frame before decorating it. A model can use “three-quarter portrait, subject on the right third, hard side light” as a set of visual constraints. It has less to do with whether the prompt sounds poetic.

COPYABLE PROMPT, GENERATED OUTPUT

PROMPT

Editorial portrait of a ceramicist in a cobalt-blue studio,
three-quarter profile positioned on the right third of a vertical frame,
negative space to the left, 85mm portrait lens, eyes in sharp focus,
hard window light from camera left, deep but readable shadows,
subtle clay dust in the air, tactile matte surfaces, restrained film color.

OUTPUT — GENERATED WITH MANIFOLDGEN

Build from large to small

1. Subject and action: what is the viewer looking at?
2. Composition: portrait, wide, centered, negative space, foreground/background.
3. Optics: lens feel, depth of field, focus plane, camera height.
4. Light and material: direction, softness, reflections, surface qualities.
5. Finish: color grade or medium, used as a final nudge.

Copyable prompt

Editorial portrait of a ceramicist in a cobalt-blue studio,
three-quarter profile positioned on the right third of a vertical frame,
negative space to the left, 85mm portrait lens, eyes in sharp focus,
hard window light from camera left, deep but readable shadows,
subtle clay dust in the air, tactile matte surfaces, restrained film color.

For a batch, change one variable at a time: framing, light direction, or material. That makes the outputs teach you something. If every variation changes the subject, lens, mood, and color at once, you cannot tell which instruction helped.