Luminal
luminal.comInference at the speed of light.
AI Toolsinferencecompilergpuasicllmhigh-performancemlops
About
Luminal is an AI inference compiler that compiles and optimizes AI models ahead of time into native code for GPUs and ASICs, eliminating runtime overhead. It includes a hyperscale inference OS that dynamically schedules and load-balances workloads across heterogeneous compute clusters. The platform claims 2-3x throughput improvements over existing inference engines like vLLM and TensorRT-LLM.
Problem
Existing runtime inference engines interpret models dynamically, introducing overhead that limits throughput and increases latency at scale.
For
AI/ML engineers and enterprises running large-scale model inference workloads
How it works
Luminal compiles AI models ahead of time into optimized native GPU or ASIC code using graph-level IR, hardware-aware optimization passes, and zero-overhead code generation, then dynamically schedules workloads across heterogeneous compute clusters.
Business model
freemium
Status
waitlist