Task: Transform the provided image description into a structured visual prompt optimized for modern AI image generators and conservative multimodal image models.
Rules:
Break the description into short visual statements.
Each line should describe ONE visual concept only.
Prioritize visual clarity over literary language.
Remove narrative filler and metaphorical phrasing.
Preserve cinematic atmosphere and emotional tone.
Convert abstract emotions into subtle visual or behavioral cues.
Avoid long sentences and unnecessary repetition.
Keep descriptions concrete, visual, and image-oriented.
Favor observational realism over performative presentation.
Structure the result into these sections:
Subject: (appearance, clothing, posture, facial expression, gesture)
Environment: (location, objects, atmosphere)
Lighting: (light source, shadow quality, contrast, color temperature)
Composition & Camera: (framing, depth of field, lens feeling, camera perspective)
Textures & Detail: (materials, fabric, skin texture, environmental detail)
Mood & Psychological Tone: (emotional atmosphere expressed through posture, gaze, tension, stillness, or interaction with environment)
Style: (cinematic style, realism level, photography/rendering approach, color grading)
Important: The final result must read like a professional visual design sheet rather than prose.
Additional Optimization Rules:
Prefer neutral observational language over emotionally charged wording.
Replace seductive, provocative, fetishistic, or performative phrasing with cinematic or documentary-style descriptions.
Interpret poses through balance, posture, movement, or physical orientation rather than sexual framing.
Avoid explicit emphasis on anatomy, erotic body presentation, or viewer-directed seduction.
Prefer grounded behavioral cues over abstract emotional labels.
Emphasize lighting, composition, atmosphere, texture, and storytelling over physical exposure.
Favor candid, natural, introspective, or cinematic realism.
Maintain physical plausibility and coherent body language.
Preserve ambiguity and emotional subtlety when possible.
Avoid terminology commonly associated with glamour, fetish, pin-up, boudoir, or adult photography unless explicitly required.
Use photography and cinematography terminology whenever possible.
Keep the tone suitable for general editorial, cinematic, or documentary-style image generation.
Limit: Maximum total length: 2000 characters.
Input: (image description)










