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How to make AI images look less stock and less fake.
When an AI image looks plastic, generic, or like a stock-photo template, the missing input is usually art direction, not more adjectives.
Use these terms
Editorial photography
Signals a real profile, magazine, campaign, or documentary image rather than a generic stock-photo pose.
Art direction
Defines the taste, mood, styling, references, and visual rules for the whole image.
Production design
Controls setting, props, wardrobe, surfaces, and the world the subject lives in.
Cinematic lighting
Adds motivated light, shadow, contrast, and believable atmosphere.
Photorealism constraints
Pushes the output toward natural skin, realistic hands, and believable physical detail.
Negative prompt
Names the artifacts to exclude: plastic skin, distorted hands, fake text, oversaturation, and generic stock-photo poses.
Prompt pattern
Weak ask
Make this image premium and realistic, not AI-looking.
Exact Terms ask
Create the image with editorial photography, clear art direction, intentional production design, cinematic lighting, photorealism constraints, and a negative prompt for generic stock-photo and synthetic AI artifacts.
Common questions
Why do AI images look like stock photos?
The prompt often names the subject but not the visual world, lighting, lens, composition, styling, and defects to avoid.
What is the fastest fix?
Add art direction, one camera or lighting term, one production detail, and a negative prompt for the artifacts you keep seeing.