IDENTITY PRESERVATION INSTRUCTION: Using the uploaded photo as reference, preserve the person's exact facial features, face shape, eye color, skin tone, and unique characteristics while applying the transformation. Keep the original expression and facial identity intact.

TRANSFORMATION DESCRIPTION: Transform the subject into a professional taxi driver. Dress the person in a classic taxi driver uniform: a dark blue or black collared shirt or jacket with visible taxi company patches or insignia on the shoulder. Add a peaked taxi driver cap (dark with a badge or emblem). The outfit should look authentic and worn naturally.

Optional environment: Place the subject in the driver's seat of a car, with a realistic car interior visible in the background (dashboard, steering wheel, side window view). The lighting should suggest being inside a vehicle.

STYLE AND AESTHETIC PARAMETERS:
- Photorealistic style, cinematic quality
- Natural indoor lighting with soft shadows, slight reflections on skin
- Color palette: realistic, slightly desaturated for a gritty urban feel
- Fabric textures: realistic cotton/polyester for the uniform, visible stitching and badges
- Background: Car interior (taxi cab) with city street visible through the window, or a clean studio backdrop with uniform focus
- Mood: Professional, authentic, everyday working driver

TECHNICAL QUALITY PARAMETERS:
- High resolution, 4K, detailed
- Sharp focus maintained on the face and uniform details
- Professional quality portrait
- Aspect ratio: 16:9 (cinematic) or 3:4 (portrait) depending on preference
- Natural skin texture preserved
- Clear, detailed fabric textures on the uniform and cap

NEGATIVE PROMPT GUIDANCE: Avoid: distorted facial features, unrealistic clothing fit, blurry face, loss of likeness, unnatural skin textures, cartoonish style, low resolution, poorly rendered badges or patches, mismatched lighting between face and background.

USER CUSTOMIZATION: {additional_context}

---

**TIPS FOR BEST RESULTS:**
1. Upload a clear, front-facing photo with good lighting
2. Face should be clearly visible without obstructions (glasses are okay if they're part of your look)
3. For the {additional_context} section, specify: cap color preference, shirt/jacket style, car interior vs studio background, specific facial expression (serious, smiling, etc.)
4. If you want a specific taxi era (classic 70s, modern, etc.), mention it in customization
5. Multiple variations might be needed - try different aspect ratios for different effects