Tag: LLM infrastructure

API LLMs vs On-Prem Deployment: Latency, Control, and Cost Tradeoffs

API LLMs vs On-Prem Deployment: Latency, Control, and Cost Tradeoffs

Explore the critical tradeoffs between API LLMs and on-prem deployment. We analyze latency speeds, data control, hidden costs, and scalability to help you decide the best AI infrastructure strategy for 2026.

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Infrastructure Requirements for Serving Large Language Models in Production

Infrastructure Requirements for Serving Large Language Models in Production

Serving large language models in production requires specialized hardware, smart software, and careful cost planning. This guide breaks down what you actually need - from VRAM and GPUs to quantization and scaling - to run LLMs reliably at scale.

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