One of the biggest challenges in AI art is moving a consistent character from a static portrait into a dynamic, complex scene.

Today, I’m sharing the exact prompt data I use to achieve this.

Below, you will find the prompt stack I use to generate a perfect 5-angle reference sheet (essential for training or consistency), followed by the advanced prompts I use for complex, dynamic poses.

Feel free to copy, paste, and adapt these for your own characters.

Part 1: The Reference Sheet (5 Angles)

To get a consistent look, I always start by generating a clean dataset on a white background. This helps the AI understand the facial structure without lighting or background interference.

Here are the 5 prompts I use to map out the character:.

1. Front Facing (Neutral)

A high-quality studio portrait of the same person, facing directly toward the camera. Neutral expression, head straight, eyes looking forward. Clean white background, soft even studio lighting, sharp focus, realistic skin texture, professional portrait photography.

2. Slight Left Turn

A high-quality studio portrait of the same person, head turned slightly to the left about 20 degrees. Eyes still visible, natural relaxed expression. Clean white background, soft studio lighting, realistic facial details, professional portrait look.

3. Full Left Profile

A high-quality studio portrait of the same person in a full left side profile. Nose and jawline clearly defined, eyes looking forward in profile. Clean white background, balanced studio lighting, realistic skin texture, crisp professional photography.

4. Slight Right Turn

A high-quality studio portrait of the same person, head turned slightly to the right about 20 degrees. Calm expression, eyes visible. Clean white background, soft even lighting, photorealistic detail, studio portrait style.

5. Full Right Profile

A high-quality studio portrait of the same person in a full right side profile. Clear facial structure and silhouette. Clean white background, controlled studio lighting, realistic texture, professional portrait photography.

Part 2: Advanced Complex Poses

Once the character is established, I use these specific prompts to push the model into more difficult, dynamic positions. These are designed to test the flexibility of the character while maintaining realism.

POSE 1

PROMPT:
{
  "generation_request": {
    "subject_reference": {
      "Gender": "Female", Reference person as uploaded.
      "facial_preservation": "High fidelity, exact features, no stylization, no alteration to identity"
    },
    "prompts": {
      "positive_prompt": "High-resolution aerial action photography of [Reference Woman] paragliding. Low-angle wide-angle selfie shot captured via a selfie stick held in her left hand. She is suspended in a professional paragliding harness with legs freely dangling, wearing a black bikini and simple flip-flops. Her right hand grips the paragliding control handle. The background is an expansive, vibrant tropical coastline with deep turquoise ocean and clear blue sky. Bright natural daylight, sharp focus, hyper-realistic skin texture, cinematic composition, dynamic motion, true-to-life proportions.",
      "negative_prompt": "CG, 3d render, anime, cartoon, painting, drawing, illustration, altered face, distorted features, bad anatomy, deformed hands, missing fingers, helmet, sunglasses, wetsuit, sneakers, cloudy, dark lighting, blurry, noise, grain, low resolution"
    },
    "scene_details": {
      "camera_angle": "Low perspective, wide-angle, looking up from selfie stick",
      "lighting": "Bright natural daylight, hard sunlight",
      "attire": [
        "Black bikini",
        "Simple flip-flops"
      ],
      "pose_constraints": {
        "left_hand": "Holding selfie stick pointed toward self",
        "right_hand": "Holding paragliding control handle",
        "legs": "Dangling freely"
      }
    },
    "technical_settings": {
      "aspect_ratio": "9:16",
      "style": "Ultra-realistic, raw photography"
    }
  }
}

Pose 2

Prompt: 
{
  "image_summary": "A vertical night photograph featuring a reference woman posing on a cobblestone promenade next to a city canal, likely in Italy.",
  "subject": {
    "demographic": "Young woman, face-features exactly as a reference woman",
    "clothing": {
      "top": {
        "type": "Corset-style bodice",
        "color": "Cream/Off-white base",
        "pattern": "Floral print (blue, pink, and green flowers)",
        "features": "Spaghetti straps, structured boning"
      },
      "bottom": {
        "type": "Mini skirt",
        "color": "Sage green",
        "material": "Satin or silk-like fabric",
        "features": ["Ruched/draped front", "Ruffled hem", "Silver butterfly embellishment at waist"]
      }
    },
    "accessories": [
      "Large dangling earrings (red/gold tones)",
      "Thin necklace"
    ],
    "pose": "Standing facing the camera, body slightly angled, hands resting near hips/thighs"
  },
  "setting": {
    "time": "Night",
    "location_type": "Urban canal side",
    "likely_location": "Italy (resembles the Navigli district in Milan or Venice)",
    "ground": "Cobblestone pavement",
    "water_feature": {
      "type": "Canal",
      "appearance": "Dark water with light reflections"
    },
    "architecture": {
      "style": "European/Italian",
      "colors": ["Yellow", "Ochre"],
      "details": ["Shutters", "Multi-story buildings"]
    }
  },
  "background_details": {
    "crowd": "Numerous pedestrians walking along the canal on the left",
    "dining": "Outdoor restaurant seating visible on the right bank",
    "boats": "Moored boats/gondolas visible in the water",
    "structures": "A small arched bridge crossing the canal in the distance",
    "lighting": "Street lamps and ambient building lights reflecting on the water"
  }
}

PROMPT 3

Prompt 3:
{
  "image_analysis": {
    "type": "portrait",
    "sub_category": "selfie",
    "subject": {
      "gender": "female",
      "demographic": "young adult",
      "pose": {
        "position": "lying down (supine)",
        "head_orientation": "facing camera",
        "eye_contact": "direct"
      },
      "appearance": {
        "hair": {
          "color": "same as reference person",
          "texture": "wavy",
          "length": "long",
          "style": "middle part, down"
        },
        "eyes": {
          "color": "same as reference person",
          "makeup": "defined lashes, eyeliner"
        },
        "skin": "fair",
        "lips": "plump, mauve-pink tone"
      },
      "accessories": [
        "silver hoop earrings"
      ]
    },
    "attire": {
      "top": {
        "garment_type": "camisole top" or "bodysuit",
        "primary_color": "black",
        "material_texture": "ribbed",
       "breast-size": "large",
        "details": [
          "white lace trim along neckline",
          "small white bow at center bust",
          "spaghetti straps"
        ]
      }
    },
    "environment": {
      "setting": "indoor bedroom",
      "background": {
        "elements": [
          "white pillows",
          "white bedding/sheets"
        ],
        "color_palette": "white, neutral"
      }
    },
    "technical_attributes": {
      "camera_angle": "high angle (selfie perspective)",
      "lighting": "soft, diffuse, high-key",
      "framing": "medium shot",
      "aesthetic": "glamorous, social media style"
     "aspect-ration": "9:16"
    }
  }
}

PROMPT 4

Prompt 4:
{
  "image_description": {
    "subject": {
      "gender": "female",
      "hair": {
        "color": "as in referenced image",
        "style": "long, straight, loose",
        "texture": "smooth"
      },
      "attire": {
        "headwear": {
          "type": "baseball cap",
          "color": "beige",
          "logo": "NY logo (white)"
        },
        "outerwear": {
          "type": "faux fur coat",
          "length": "long",
          "color": "cream/beige",
          "texture": "plush"
        },
        "top": {
          "type": "crop top",
          "color": "white",
          "neckline": "crew neck"
        },
        "bottoms": {
          "type": "sweatpants",
          "color": "white",
          "features": "drawstring waist"
        },
        "accessories": {
          "jewelry": [
            "multiple rings on fingers"
          ],
          "bag": {
            "type": "tote bag",
            "pattern": "monogram/patterned",
            "color": "beige/neutral tones"
          }
        }
      },
      "pose": {
        "body_orientation": "standing, slightly angled",
        "head_orientation": "looking away to the left",
        "hands": "one hand holding bag, one hand touching coat near hip"
      }
    },
    "setting": {
      "location": "urban street",
      "background": {
        "building": {
          "style": "classic European architecture",
          "color": "cream/light stone",
          "features": [
            "windows with decorative iron bars/grilles",
            "architectural molding"
          ]
        },
        "ground": {
          "surface": "pavement/sidewalk",
          "condition": "covered with snow"
        }
      },
      "weather": "winter, snowy"
    },
    "lighting": "natural, diffuse daylight",
    "style": "fashion photography, street style"
  }
}

Prompt 5

Prompt 5:
{
  "image_description": {
    "subject": {
      "gender": "female",
      "hair": {
        "color": "as in referenced image",
        "style": "long, straight, loose",
        "texture": "smooth"
      },
      "attire": {
        "headwear": {
          "type": "baseball cap",
          "color": "beige",
          "logo": "NY logo (white)"
        },
        "outerwear": {
          "type": "faux fur coat",
          "length": "long",
          "color": "cream/beige",
          "texture": "plush"
        },
        "top": {
          "type": "crop top",
          "color": "white",
          "neckline": "crew neck"
        },
        "bottoms": {
          "type": "sweatpants",
          "color": "white",
          "features": "drawstring waist"
        },
        "accessories": {
          "jewelry": [
            "multiple rings on fingers"
          ],
          "bag": {
            "type": "tote bag",
            "pattern": "monogram/patterned",
            "color": "beige/neutral tones"
          }
        }
      },
      "pose": {
        "body_orientation": "standing, slightly angled",
        "head_orientation": "looking away to the left",
        "hands": "one hand holding bag, one hand touching coat near hip"
      }
    },
    "setting": {
      "location": "urban street",
      "background": {
        "building": {
          "style": "classic European architecture",
          "color": "cream/light stone",
          "features": [
            "windows with decorative iron bars/grilles",
            "architectural molding"
          ]
        },
        "ground": {
          "surface": "pavement/sidewalk",
          "condition": "covered with snow"
        }
      },
      "weather": "winter, snowy"
    },
    "lighting": "natural, diffuse daylight",
    "style": "fashion photography, street style"
  }
}