React Python Stable Diffusion AWSNov 2024

McLaren AI

AI-powered experience that transforms users into their favorite Formula 1 drivers using advanced image generation.

Overview

McLaren AI is a unique promotional platform that uses AI image generation to transform user-uploaded photos into Formula 1 driver-themed portraits. Using fine-tuned generative models, the platform creates photorealistic composites of users wearing racing gear, sitting in F1 cars, and celebrating on podiums — all while maintaining facial likeness and natural lighting.

Challenge

Create a viral promotional experience for motorsport fans that generates photorealistic, shareable F1-themed portraits at scale.

Results

100,000+ transformations in the first 2 weeks, 45% social share rate, and featured on major motorsport media outlets.

100K+

Transformations

45%

Social share rate

<20s

Avg. gen time

15+

Media features

Key Highlights

Photorealistic F1 driver transformations

Facial likeness preservation via fine-tuned models

Multiple scene presets (cockpit, podium, pit lane)

Social-ready shareable outputs

Architecture

Fine-tuned Stable Diffusion XL with ControlNet for pose-guided generation

GPU cluster with auto-scaling on AWS for handling viral traffic spikes

Redis queue for prioritized generation with real-time progress updates

CloudFront CDN for global delivery of generated high-res images

Timeline

Model Training

4 weeks

F1 scene dataset, driver pose fine-tuning, likeness preservation

Platform Build

5 weeks

Upload flow, scene selector, generation queue, share system

Scale & Launch

3 weeks

GPU auto-scaling, CDN setup, viral marketing campaign

“We expected maybe a few thousand people to try it. Then 100K portraits got generated in two weeks and our socials exploded. Every single one looked real — fans were sharing them everywhere. Easily our best campaign ever.”

Rachel T.

Marketing Director, Motorsport Promotions