Subject
What is present? Be concrete about the object, person, material, or scene.
Start with what is actually visible. Then turn subject, light, composition, and atmosphere into language an image model can use.
Generate from an image
A strong prompt does not try to explain everything. It preserves the few choices that make a reference image feel like itself.
What is present? Be concrete about the object, person, material, or scene.
Where does the eye land? Notice scale, camera height, distance, and negative space.
Describe direction, softness, time of day, contrast, and the way shadows fall.
Name the visual mood through colors, textures, pace, and styling choices.
Use the reference as a source of visual facts, not as a vague instruction to “make it look like this.”
Most weak prompts fail because they use broad labels that could describe thousands of images. A useful prompt keeps the decisions that would be hard to guess without seeing the reference.
Instead of writing “minimal,” name the pale backdrop, the sparse arrangement, the soft side light, and the quiet crop. The model can act on those choices.
First describe the reference faithfully. Only after that should you change the subject, combine it with a new setting, or prepare it for a particular model.
Not every detail belongs in the prompt. Lead with the subject and composition, then add the light, material, and mood that carry the image.
This sequence helps you turn a reference into prompt text without relying on a list of disconnected style words.