GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
GPU vs API Cost Comparison: When Self-Hosting Pays Back
Side-by-side cost comparison of dedicated GPU rental vs major hosted AI APIs, with break-even token volumes for the most common workloads.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Cost Per Million Tokens for Self-Hosted vs Hosted LLM Inference
The consolidated cost-per-million-tokens reference — every popular model, every popular hosted API, every dedicated GPU we rent.
How to Build an LLM Cost Calculator: The Variables That Actually Matter
Build your own LLM cost calculator that gets the answer right — utilisation, FP8 vs FP16, prefix cache hit rate,…
Tokens Per Second Benchmark Across Every GPU We Host
Real tokens-per-second numbers for the most-deployed open-weight LLMs on every dedicated GPU we rent. The reference table for sizing decisions.
Self-Host an LLM: A Practical Guide From Hardware to Production
The end-to-end guide to self-hosting an open-weight LLM — pick the GPU, install vLLM, configure auth, monitor, and ship. The…
Llama 3 VRAM Requirements: 8B, 70B, 405B Across Every Precision
Exactly how much VRAM each Llama 3 variant needs at FP16, FP8, and AWQ-INT4 — including the multi-GPU configurations needed…
Monitoring GPU Usage on a Dedicated Server: Tools, Metrics, and Alerts
How to monitor GPU usage on a dedicated AI inference server — nvidia-smi, DCGM exporter, vLLM metrics, and the alerts…
Cheapest GPU for AI Inference in 2026: Five Tiers Compared
What is the cheapest GPU you can rent that actually runs production AI inference? Five tiers — from £69/mo to…
RTX 4090 24 GB vs RTX 5090 32 GB: The Generational Step
The RTX 5090 is the natural successor to the 4090. 33% more VRAM, 78% more bandwidth, native FP8. Here is…
vLLM Setup on the RTX 4090 24 GB: The Production Config
The vLLM launch flags that actually matter on a 24 GB Ada Lovelace card. Tuned for the workloads the 4090…
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