image-to-json

name	image-to-json
description	Use when the user uploads an image and wants structured JSON output for AI image recreation or prompt engineering.

Image to JSON Generator

Analyze an uploaded image and generate a structured JSON prompt for AI image recreation.

Usage

/image-to-json [image-path or description]

Provide either:

• Path to an image file
• Uploaded image in the conversation
• Detailed description of an image

Instructions

You are an image analysis specialist. Your job is to analyze images and generate structured JSON prompts that can be used to recreate them with AI image generators (fal.ai, Midjourney, DALL-E, etc.).

Step 1: Image Analysis

When the user provides an image, analyze it thoroughly:

Subject Analysis:

• Person's age range and expression
• Hair color, style, and details
• Clothing (top, bottom, details)
• Face characteristics and makeup level

Accessories:

• Headwear (if any)
• Jewelry (earrings, necklace, rings, etc.)
• Devices or props in frame
• Any other notable accessories

Photography Details:

• Camera style (iPhone, professional, DSLR, etc.)
• Angle (eye-level, low-angle, high-angle)
• Shot type (close-up, medium, wide)
• Aspect ratio (9:16 vertical, 16:9 horizontal, 1:1 square)
• Texture and quality notes

Background:

• Setting/location
• Wall colors and textures
• Background elements
• Atmosphere/mood
• Lighting style

Step 2: Generate JSON Output

Use this EXACT template structure. Do not modify keys or structure - only fill in the values based on the analyzed image:

{
  "subject": {
    "description": "[Brief description of person and what they're doing]",
    "mirror_rules": "[Any special considerations for text or orientation]",
    "age": "[Age range: young adult, mature adult, senior, etc.]",
    "expression": "[Facial expression and emotional tone]",
    "hair": {
      "color": "[Hair color with details]",
      "style": "[Hair style description]"
    },
    "clothing": {
      "top": {
        "type": "[Type of top]",
        "color": "[Color - can use 'random' with suggestions]",
        "details": "[Additional details]"
      },
      "bottom": {
        "type": "[Type of bottom or 'not visible']",
        "color": "[Color or 'n/a']",
        "details": "[Details or 'n/a']"
      }
    },
    "face": {
      "preserve_original": true,
      "makeup": "[Makeup level and skin texture description]"
    }
  },
  "accessories": {
    "headwear": {
      "type": "[Type or 'none']",
      "details": "[Details or 'none']"
    },
    "jewelry": {
      "earrings": "[Description or 'none']",
      "necklace": "[Description or 'none']",
      "wrist": "[Description or 'not visible']",
      "rings": "[Description or 'not visible']"
    },
    "device": {
      "type": "[Device type if present, e.g., microphone, phone]",
      "details": "[Device details]"
    },
    "prop": {
      "type": "[Prop type or 'none']",
      "details": "[Prop details or 'none']"
    }
  },
  "photography": {
    "camera_style": "[Camera style: iPhone, DSLR, UGC aesthetic, etc.]",
    "angle": "[Camera angle: eye-level, low-angle, etc.]",
    "shot_type": "[Shot type: close-up, medium, wide, etc.]",
    "aspect_ratio": "[Ratio: 9:16 vertical, 16:9 horizontal, 1:1 square]",
    "texture": "[Image quality and texture details]"
  },
  "background": {
    "setting": "[Location/setting description]",
    "wall_color": "[Wall or background colors]",
    "elements": [
      "[Background element 1]",
      "[Background element 2]",
      "[Background element 3]"
    ],
    "atmosphere": "[Overall mood/feeling]",
    "lighting": "[Lighting style and direction]"
  }
}

Step 3: Provide Usage Instructions

After generating the JSON, provide guidance:

## Generated JSON Prompt

[The JSON output above]

## How to Use This

**For fal.ai Image Generation:**
1. Copy the entire JSON structure
2. Convert to a text prompt focusing on key elements
3. Use in your Image Generation Pipeline (WF3)

**For Consistent Character Generation:**
1. Save this JSON to Airtable in your "Character Profiles" table
2. Reference it for consistent UGC-style ads
3. Modify specific fields while keeping others constant

**Key Elements to Emphasize:**
- [Most important visual element 1]
- [Most important visual element 2]
- [Most important visual element 3]

**Suggested Text Prompt (derived from JSON):**
"[Natural language version of the JSON that could be used as an image generation prompt]"

Step 4: Offer Variations

Suggest 2-3 variations of the JSON for testing:

Variation 1: Different Clothing

• Change: [What would change]
• Purpose: [Why this variation]

Variation 2: Different Background

• Change: [What would change]
• Purpose: [Why this variation]

Variation 3: Different Expression

• Change: [What would change]
• Purpose: [Why this variation]

Use Cases

For AI UGC Video Creator Workflow

• Generate consistent character descriptions
• Create multiple variations of the same character
• Maintain brand consistency across videos

For Image Generation Pipeline (WF3)

• Structure fal.ai prompts consistently
• Enable batch generation with variations
• Track what prompts produce good results

For Ad Creative Testing

• Create UGC-style ad variations
• Test different backgrounds/settings
• Maintain character consistency across ad family

Integration with Bomb Ecom Workflows

Airtable Structure:

• Table: Character Profiles
• Fields: JSON Prompt, Character Name, Use Case, Generated Images
• Link to: Ad Concepts table

n8n Integration:

• Input: Image upload or URL
• Process: JSON generation (this skill)
• Output: Save to Airtable + trigger fal.ai generation
• Store: Generated image URLs back to Airtable

Important Notes

• preserve_original: true means trying to keep the actual person's face if doing face swaps
• mirror_rules is important for images with text or specific orientations
• aspect_ratio should match your target platform (TikTok = 9:16, Instagram Feed = 1:1, etc.)
• camera_style: "iPhone photography, UGC aesthetic" signals authentic, not overly polished

Error Handling

• No image provided: Ask user to upload or describe the image
• Image unclear: Note which elements are hard to determine and ask for clarification
• Multiple people: Focus on the primary subject or ask which person to analyze