To optimize a transformer model, first, ensure you're using a large batch size during inference. Next, leverage hardware acceleration techniques like mixed precision and tensor cores. Additionally, consider techniques such as quantization and distillation to reduce model size. Finally, parallelize and distribute the workload across multiple devices or machines for faster inference times.