As large language models handle longer context windows, multi-session agents, and increasingly complex RAG workloads, KV cache growth can quickly exhaust limited GPU memory. The result: GPU stalls, redundant context recomputation, higher latency, and expensive infrastructure that is not being fully utilized.
Inferra™ by Lightbits is an intelligent KV cache orchestration and acceleration engine designed to change that. By transforming KV cache into an intelligent, persistent data layer and orchestrating it across memory tiers, Inferra helps AI infrastructure teams maximize GPU utilization, extend context beyond native GPU memory, and improve the economics of large-scale LLM inference.
Whether you’re building AI agents, RAG applications, GPU cloud infrastructure, or large-scale enterprise inference platforms, Inferra helps turn KV cache from a memory bottleneck into an intelligent, orchestrated data layer.
Learn how Lightbits is reinventing inference with Inferra—the intelligent KV cache engine built for superior token economics, predictable SLAs, and unbounded LLM scale.