Intent-driven acquisition

GPU workload guides for the questions buyers actually search

These pages translate live GPU pricing into workload-specific answers: model hosting, fine-tuning, batch inference, and training cost decisions that are easier to rank for than raw SKU pages alone.

← Back to compare Open LLM catalog
Guide collection

Model-intent and use-case pages

Start with the exact decision you are making, then drill into the relevant GPU, provider, or comparison page once you know which corner of the market matters.

Model intent Cheapest GPU for Llama 70B inference Map Llama 3.3 70B hosting onto the live 80GB cloud GPU market. Model intent Best GPU for Qwen Coder 32B hosting See which 48GB-class GPU is the cheapest way to serve Qwen2.5-Coder 32B. Model intent Best GPU for DeepSeek R1 Distill 32B Compare the live cost of standing up a 48GB reasoning model on tracked providers. Use-case intent Best cloud GPU for fine-tuning Balance 80GB+ memory headroom against hourly spend for adapter and full fine-tunes. Use-case intent Cheapest provider for batch inference Rank providers by their cheapest 24GB+ batch-friendly inference option. Use-case intent H100 vs A100 for training cost Compare H100-family and A100-family rental costs before choosing a training budget.