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Your 7B Model Doesn't Need an H100: A Practical GPU Sizing Guide for LLM Inference

Community description: Your 7B Model Doesn't Need an H100: A Practical GPU Sizing Guide for LLM...

Dev.to | Oct 9, 2026 | Alex Chen

Automated excerpt

The most expensive mistake in LLM inference isn't picking the wrong cloud — it's renting too much GPU. I keep seeing people spin up H100s to serve 7B chatbots. Batch/API workloads: memory bandwidth is king.

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