GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Cheapest GPU for AI Inference (Real Benchmarks + Cost)
A benchmark-driven guide to the cheapest GPUs for AI inference in 2026. Compares cost-per-token and cost-per-image across RTX 3090, RTX 4060 Ti, RTX 4090, and A6000 for LLM, vision, and…
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
GPU vs API Pricing: When Does Self-Hosting Become Cheaper?
Find the exact break-even point where dedicated GPU hosting becomes cheaper than API pricing. Includes break-even calculations for GPT-4o, Claude,…
How Much Does It Cost to Run LLaMA on a Dedicated GPU?
A complete cost breakdown for running LLaMA 3.1 (8B, 70B, and 405B) on dedicated GPU servers. Covers hardware requirements, monthly…
Is Self-Hosting LLMs Cheaper Than APIs in 2026?
A data-driven analysis of whether self-hosting open-source LLMs on dedicated GPU servers is cheaper than using commercial APIs in 2026.…
Cost per 1M Tokens: GPU vs OpenAI API (Full Breakdown)
A detailed cost comparison of generating 1 million tokens on a dedicated GPU server versus the OpenAI API. Discover the…
Best Pinecone Alternatives for Self-Hosted Vector Search
Pinecone's managed pricing scaling out of control? Explore the best self-hosted vector database alternatives including FAISS, Qdrant, and ChromaDB on…
Best ElevenLabs Alternatives for Self-Hosted TTS
ElevenLabs per-character pricing eating your budget? Discover the best self-hosted TTS alternatives that run on dedicated GPUs with unlimited speech…
Best CoreWeave Alternatives for AI Infrastructure
CoreWeave too complex or expensive for your AI workloads? Compare the best CoreWeave alternatives offering simpler deployment, lower costs, and…
Best Lambda Labs Alternatives for GPU Servers
Lambda Labs sold out or too expensive? Compare the best Lambda Labs alternatives for dedicated GPU servers, including providers with…
Dedicated GPU Hosting vs Cloud GPU: Which Is Better for AI?
Should you rent dedicated GPU servers or use cloud GPU instances for AI workloads? Compare costs, performance, flexibility, and reliability…
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