The short version
- Realism depends on coherent light, plausible materials and believable detail. Ask for a photograph with a clear subject and avoid stacking conflicting camera effects.
- For visual work, treat the prompt as an art direction brief. A good reference image or edit pass can matter more than extra adjectives. If a model adds unreadable type, remove it and set final typography in a design tool.
Realism depends on coherent light, plausible materials and believable detail. Ask for a photograph with a clear subject and avoid stacking conflicting camera effects.
For visual work, treat the prompt as an art direction brief. A good reference image or edit pass can matter more than extra adjectives. If a model adds unreadable type, remove it and set final typography in a design tool.
How to use this collection
Pick the task closest to your work. Copy the prompt, replace the generic scene or code context with your own facts, and keep the constraints that help you judge the result. Change one variable at a time so you can tell what improved.
The approach follows the OpenAI image generation guide: provide concrete context and inspect the output rather than assuming a polished first pass is correct.
Editorial photograph prompts
These directions use editorial photograph to change the composition while keeping the subject specific.
1. A baker at a flour-dusted counter
Copy prompt
Create one image of baker at a flour-dusted counter. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
2. A small apartment kitchen
Copy prompt
Create one image of small apartment kitchen. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
3. A bicycle repair workshop
Copy prompt
Create one image of bicycle repair workshop. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
4. A rainy bus stop
Copy prompt
Create one image of rainy bus stop. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
5. A farmer’s market produce table
Copy prompt
Create one image of farmer’s market produce table. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
6. A mountain hiker resting
Copy prompt
Create one image of mountain hiker resting. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
7. A vintage desk lamp
Copy prompt
Create one image of vintage desk lamp. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
8. A musician tuning a guitar
Copy prompt
Create one image of musician tuning a guitar. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
9. A terracotta vase
Copy prompt
Create one image of terracotta vase. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
10. A dog asleep near a window
Copy prompt
Create one image of dog asleep near a window. Use natural side light, a believable 35 mm field of view, small material imperfections and an uncluttered background. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check whether the lighting direction is consistent and the subject remains recognizable.
Product or object study prompts
These directions use product or object study to change the composition while keeping the subject specific.
11. A baker at a flour-dusted counter
Copy prompt
Create one image of baker at a flour-dusted counter. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
12. A small apartment kitchen
Copy prompt
Create one image of small apartment kitchen. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
13. A bicycle repair workshop
Copy prompt
Create one image of bicycle repair workshop. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
14. A rainy bus stop
Copy prompt
Create one image of rainy bus stop. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
15. A farmer’s market produce table
Copy prompt
Create one image of farmer’s market produce table. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
16. A mountain hiker resting
Copy prompt
Create one image of mountain hiker resting. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
17. A vintage desk lamp
Copy prompt
Create one image of vintage desk lamp. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
18. A musician tuning a guitar
Copy prompt
Create one image of musician tuning a guitar. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
19. A terracotta vase
Copy prompt
Create one image of terracotta vase. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
20. A dog asleep near a window
Copy prompt
Create one image of dog asleep near a window. Use a deliberate three-quarter view, soft shadow, accurate surface texture and space around the silhouette. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the object geometry and remove invented packaging or markings.
Graphic illustration prompts
These directions use graphic illustration to change the composition while keeping the subject specific.
21. A baker at a flour-dusted counter
Copy prompt
Create one image of baker at a flour-dusted counter. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
22. A small apartment kitchen
Copy prompt
Create one image of small apartment kitchen. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
23. A bicycle repair workshop
Copy prompt
Create one image of bicycle repair workshop. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
24. A rainy bus stop
Copy prompt
Create one image of rainy bus stop. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
25. A farmer’s market produce table
Copy prompt
Create one image of farmer’s market produce table. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
26. A mountain hiker resting
Copy prompt
Create one image of mountain hiker resting. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
27. A vintage desk lamp
Copy prompt
Create one image of vintage desk lamp. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
28. A musician tuning a guitar
Copy prompt
Create one image of musician tuning a guitar. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
29. A terracotta vase
Copy prompt
Create one image of terracotta vase. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
30. A dog asleep near a window
Copy prompt
Create one image of dog asleep near a window. Use restrained colors, clear shapes, controlled depth and enough negative space for a layout. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check the visual hierarchy at thumbnail size. Add any final text in an editor.
Environmental scene prompts
These directions use environmental scene to change the composition while keeping the subject specific.
31. A baker at a flour-dusted counter
Copy prompt
Create one image of baker at a flour-dusted counter. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
32. A small apartment kitchen
Copy prompt
Create one image of small apartment kitchen. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
33. A bicycle repair workshop
Copy prompt
Create one image of bicycle repair workshop. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
34. A rainy bus stop
Copy prompt
Create one image of rainy bus stop. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
35. A farmer’s market produce table
Copy prompt
Create one image of farmer’s market produce table. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
36. A mountain hiker resting
Copy prompt
Create one image of mountain hiker resting. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
37. A vintage desk lamp
Copy prompt
Create one image of vintage desk lamp. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
38. A musician tuning a guitar
Copy prompt
Create one image of musician tuning a guitar. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
39. A terracotta vase
Copy prompt
Create one image of terracotta vase. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
40. A dog asleep near a window
Copy prompt
Create one image of dog asleep near a window. Use an identifiable foreground, middle distance and background under one coherent light source. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check scale and perspective before using the result as a reference.
Alternative crop prompts
These directions use alternative crop to change the composition while keeping the subject specific.
41. A baker at a flour-dusted counter
Copy prompt
Create one image of baker at a flour-dusted counter. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
42. A small apartment kitchen
Copy prompt
Create one image of small apartment kitchen. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
43. A bicycle repair workshop
Copy prompt
Create one image of bicycle repair workshop. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
44. A rainy bus stop
Copy prompt
Create one image of rainy bus stop. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
45. A farmer’s market produce table
Copy prompt
Create one image of farmer’s market produce table. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
46. A mountain hiker resting
Copy prompt
Create one image of mountain hiker resting. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
47. A vintage desk lamp
Copy prompt
Create one image of vintage desk lamp. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
48. A musician tuning a guitar
Copy prompt
Create one image of musician tuning a guitar. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
49. A terracotta vase
Copy prompt
Create one image of terracotta vase. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
50. A dog asleep near a window
Copy prompt
Create one image of dog asleep near a window. Use a second composition with a tighter focal point and a useful portrait or square crop. Make the main subject unambiguous and keep plausible proportions and consistent lighting. No watermarks, fake logos or legible text. Return one clean image, not a contact sheet.Review: Check that cropping does not remove the essential subject.
What to check before you use the result
For visual work, treat the prompt as an art direction brief. A good reference image or edit pass can matter more than extra adjectives. If a model adds unreadable type, remove it and set final typography in a design tool.
If the output misses the task, shorten the prompt and specify the missing fact or constraint. Keep a record of the version you used so the final asset or code change can be reproduced.
Further reading
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