Low-Latency AI Inference on Dedicated Hardware

Real-time AI (e.g., live voice chat) requires sub-100ms response times, which standard public API endpoints cannot guarantee.

Hardware Considerations

On-premise or colocation dedicated GPUs (NVIDIA H100s or L40S) allow for optimized memory management and dedicated bandwidth. Use libraries like vLLM for high-throughput serving with continuous batching to maximize your hardware investment.