Pixel Forge enables broadcasters and live event producers to generate photorealistic backgrounds, crowd effects, and set extensions in real time using GPU-accelerated diffusion models. The Sydney startup has worked with Foxtel, Nine Network, and major event production companies. Current focus is reducing inference latency for multi-camera live sports coverage.