GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
How to Build a Production AI Inference Server: Hardware, Software, and the 8 Mistakes Everyone Makes
A practical, opinionated playbook for building a production-grade AI inference server — from picking the GPU to wiring up auth, observability and graceful failover. The version we wish someone had…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Cost Per 1M Tokens for Llama 3 Self-Hosted: 8B and 70B Across Every GPU
Real cost-per-million-tokens numbers for self-hosting Llama 3.1 8B and Llama 3.3 70B on every GPU in our catalogue, including the…
Cost Per 1M Tokens for Mistral 7B Self-Hosted: Every GPU, Every Precision
Exactly how much you pay per million Mistral 7B tokens on each GPU we host, at FP16 and FP8. Compared…
The Best Paperspace Alternatives for AI in 2026: Dedicated, Serverless and Managed
Paperspace pricing and reliability have shifted. Here are the strongest alternatives — dedicated GPU rentals, serverless inference platforms, and managed…
Cost Per 1M Tokens for DeepSeek Self-Hosted: V2 16B Across Every GPU
Detailed cost-per-million-tokens for DeepSeek-V2 16B Lite on every dedicated GPU we host, plus the multi-GPU configurations needed for V2 236B.
Self-Hosting DeepSeek vs Using the DeepSeek API: The Real Cost Comparison
DeepSeek-V2 16B and DeepSeek-V3 671B running on your own hardware versus calling the official DeepSeek API. Cost, latency, data control…
What Does It Actually Cost to Run a Self-Hosted AI Coding Assistant?
Total cost of ownership for a self-hosted AI coding assistant — model, GPU, IDE backend, embeddings, retrieval. Compared to Cursor,…
Best Fireworks AI Alternatives in 2026: When to Switch and What to Switch To
Fireworks AI is the production-leaning alternative to Together — strong on reliability and tool use. But for cost-anchored or data-residency…
Top Together AI Alternatives in 2026: Self-Hosted, Hosted, and Hybrid Options
Together AI is the cheapest hosted Llama / Mistral / Qwen API but has limits on customisation, data control and…
Best Vast.ai Alternatives for Production AI in 2026
Vast.ai marketplace of community GPUs is great for hobby work and short experiments, but production deployments need predictability. Here are…
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