## The challenge

An automaker needed **massive synthetic video generation** for simulations—but **cloud costs were exploding**, and rendering was **too slow for agile development**.

### Key Obstacles

- **High cloud costs:** Expensive GPU instances drained budgets
- **Slow rendering:** Delays stretched development timelines
- **No scalability:** Cloud-dependent workflows couldn’t keep up

## Our solution

Liquid built a **lightweight, local synthetic video model** that ran **directly on automotive hardware**, eliminating cloud dependency.

## The results

**Faster, cheaper simulations** at scale— **no cloud needed**.

- 2x faster rendering speeds
- 70% lower cloud costs
- Scaled synthetic data production in-house
- Gained competitive edge vs. cloud-reliant rivals