Beyond Managed APIs: The Engineering Blueprint for High-Performance LLM Hosting

Managed LLM endpoints often suffer from server-side batching overhead and restrictive rate limits that hamper high-performance applications. Shifting to a self-hosted vLLM stack on NVIDIA A100 GPUs enables teams to slash p99 latency by 60% and costs by 78%, marking a critical transition from managed convenience to infrastructure-level optimization.