GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
FAISS vs Qdrant vs Weaviate vs ChromaDB: Vector DB Comparison
Compare FAISS, Qdrant, Weaviate, and ChromaDB for vector search workloads. Benchmarks for query speed, scalability, filtering, and GPU requirements on dedicated servers.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
LangChain vs LlamaIndex: Which RAG Framework to Choose?
Compare LangChain and LlamaIndex for RAG pipelines, agent workflows, and document QA. Includes GPU requirements, benchmark latency, and practical guidance…
vLLM vs TGI vs Ollama: LLM Inference Engine Comparison
Compare vLLM, HuggingFace TGI, and Ollama for LLM inference on dedicated GPU servers. Benchmarks for throughput, latency, and features to…
Best GPU for Running Multiple AI Models Simultaneously
Benchmark throughput and VRAM usage for running LLM + embedding, LLM + TTS, and multi-model AI stacks simultaneously on 6…
Best GPU for RAG Pipelines (LangChain + LlamaIndex)
Benchmark tok/s and embedding throughput across 6 GPUs for RAG pipelines built with LangChain and LlamaIndex. Find the best GPU…
Cohere API vs Dedicated GPU: Cost Analysis for Embeddings
Cohere's embedding API vs running your own embedding model on a dedicated GPU. Full cost analysis showing when self-hosting embeddings…
Gemini API vs Self-Hosted: Which Costs Less for AI?
Google's Gemini API pricing compared to self-hosting open-source models on dedicated GPUs. Full cost analysis with break-even calculations at every…
Cost to Run LLaMA 3 vs OpenAI API at Scale
LLaMA 3 on a dedicated GPU server vs paying OpenAI per token. We compare costs at every scale from 1M…
Cost to Run Mistral vs Mistral API Pricing
Mistral's API pricing vs running Mistral on your own GPU server. Full cost comparison showing when self-hosting Mistral saves money…
Cost to Run DeepSeek vs Using the DeepSeek API
DeepSeek's API is cheap, but self-hosting DeepSeek on a dedicated GPU is even cheaper at scale. Full cost comparison with…
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