Pearl Research Labs provides an inference platform for open models like DeepSeek, Qwen, GLM, and Gemma via OpenAI-compatible serverless endpoints, managed dedicated capacity, and on-premise deployments. It also builds serving infrastructure and kernels to improve token throughput and efficiency, and publishes engineering research on GPU optimization and quantization.