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Commercial Fashion Photograph with Strict Garment Preservation

A structured JSON prompt for generating a high-end commercial lifestyle photograph. The core instruction is to strictly preserve the exact details (color, pattern, texture, fit) of a garment from a reference image, placing the subject (a white American female model) in a natural, relaxed pose on an outdoor urban sidewalk setting with soft natural daylight.

Prompt

{
  "task_configuration": {
    "type": "GENERATE",
    "sub_type": "commercial_lifestyle_photograph",
    "reference_logic": "STRICT_GARMENT_PRESERVATION_FROM_INPUT",
    "aesthetic": "high_end_fashion_campaign",
    "output_quality": "high_resolution_photorealistic"
  },
  "subject_definition": {
    "identity": {
      "demographic": "white American female",
      "physique": "fit",
      "appearance": "beautiful, naturally styled"
    },
    "skin_and_features": {
      "realism_rule": "macro_level_human_realism; NO artificial smoothing or filtering",
      "texture_details": [
        "visible natural pores",
        "light blemishes and imperfections",
        "soft expression lines",
        "light freckles across nose/cheeks",
        "natural skin highlights"
      ],
      "makeup": "minimal, natural or bare skin look"
    },
    "attire_constraints": {
      "source": "garment_from_input_reference_image",
      "preservation_rules": [
        "exact color dye and pattern",
        "exact fabric weave and texture",
        "exact thread stitching details",
        "exact fit, drape, and silhouette on the body"
      ],
      "modification_permission": "NONE"
    },
    "pose": {
      "framing": "full_body_standing",
      "style": "natural, relaxed, confident",
      "orientation": "facing camera to showcase garment"
    }
  },
  "environment_definition": {
    "location_type": "outdoor_urban_sidewalk",
    "specific_context": "outside a stylish cafe or boutique building facade",
    "contextual_logic": "architecture and decor must visually complement the style of the reference clothing",
    "atmosphere": "elevated, bustling but serene city life",
    "background_elements": [
      "textured building materials (brick, stone, wood)",
      "cafe seating or plants",
      "pavement textures"
    ]
  },
  "composition_and_layout": {
    "camera_principles": [
      "commercial fashion standards",
      "golden ratio alignment of subject",
      "product-centered focus"
    ],
    "framing_scale": "wide full shot",
    "spatial_margins": {
      "top_margin": "generous clear space above head for potential typography/cropping",
      "side_margins": "balanced clear space",
      "bottom_margin": "clear space below feet"
    }
  },
  "lighting_and_optics": {
    "source": "natural daylight",
    "quality": "soft, diffused sunlight or open shade",
    "color_temperature": "warm undertones",
    "shadows": "clean, natural falloff defining form"
  },
  "constraints_and_prohibitions": {
    "must_not_render": [
      "airbrushed skin",
      "plastic textures",
      "studio backdrop",
      "altered clothing design",
      "overly posed look"
    ]
  }
}

Images

Prompt source
Updated
Jan 14, 2026
Source
X Post
Try upstream
License

CC BY 4.0. Prompt pages keep the original attribution and source links from the upstream gallery records stored in the database.

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