Tsingmao specializes in optimizing the compute cost and performance of foundation models, catering to businesses deploying AI applications at scale. Operating in the AI and cloud computing market, Tsingmao serves enterprises looking to enhance their AI infrastructure. The company employs a business model focused on providing software solutions that automatically recommend suitable devices for inference, balance latency, performance, memory, and cost, and search for optimal compression configurations. Revenue is generated through software licensing and subscription fees for their optimization tools and API access. Tsingmao's offerings include high-performance kernel fusions, GPU optimizations, and offloading techniques for devices with constrained memory, ensuring stable and secure deployment of AI applications either on the cloud or on-premises.

Keywords: AI optimization, foundation models, compute cost, performance, cloud deployment, GPU optimization, kernel fusion, memory offloading, API security, enterprise AI.