What Luminal does
Luminal is an AI infrastructure company focused on making machine learning models run fast on any hardware. Rather than interpreting models at runtime like traditional engines, Luminal compiles models ahead of time into optimized native code for GPUs and ASICs, removing layers of runtime overhead to accelerate inference.
Key capabilities
The platform pairs a compiler with an Inference OS. The compiler performs graph-level optimization, hardware-aware tuning, and direct code generation. The Inference OS is a distributed scheduling system that balances workloads across heterogeneous clusters of CPUs, GPUs, and ASICs, scaling resources up or down with demand. Luminal reports throughput gains over vLLM and high token-per-second rates on large open models with low p99 latency.
Who it's for
Luminal targets teams running large-scale AI inference, particularly LLM serving at scale. It offers Luminal Cloud, a managed serverless endpoint option with automatic scaling and pay-per-use pricing, and on-premise licensing for enterprises that need dedicated support and custom optimization. The result is lower-overhead, higher-performance inference for organizations operating demanding AI workloads.