GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Migrate from Google Vertex to Dedicated GPU: Conversational AI Guide
Replace Google Vertex AI's Gemini-powered conversational AI with a self-hosted dedicated GPU solution, eliminating Google's per-token pricing and data residency concerns.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Migrate from OpenAI to Self-Hosted: Embeddings Pipeline Guide
Move your OpenAI embeddings pipeline to a self-hosted GPU and slash per-vector costs to near zero while processing millions of…
Migrate from Google Vertex to Dedicated GPU: Document Intelligence Guide
Move your document intelligence pipeline from Google Vertex AI to dedicated GPU infrastructure, processing invoices, contracts, and forms without per-page…
Migrate from Google Vertex to Dedicated GPU: Translation Pipeline Guide
Replace your Google Vertex AI translation pipeline with self-hosted models on dedicated GPU, supporting more language pairs at a fraction…
Migrate from Google Vertex to Dedicated GPU: Recommendation Engine Guide
Replace Google Vertex AI in your recommendation engine with dedicated GPU infrastructure, eliminating per-prediction costs and gaining full control over…
Migrate from Azure OpenAI to Dedicated GPU: Search Enhancement Guide
Replace Azure OpenAI in your search enhancement pipeline with a self-hosted GPU, delivering better semantic search results at a flat…
Migrate from Azure OpenAI to Dedicated GPU: Content Moderation Guide
Move your AI content moderation from Azure OpenAI to a dedicated GPU, gaining customisable safety rules and eliminating per-request moderation…
Migrate from Azure OpenAI to Dedicated GPU: Customer Service Bot Guide
Replace your Azure OpenAI customer service bot with a self-hosted solution on dedicated GPU, eliminating Microsoft's token markup while handling…
Migrate from Azure OpenAI to Dedicated GPU: Copilot Integration Guide
Replace your Azure OpenAI-powered copilot with a self-hosted model on dedicated GPU, removing Microsoft's per-token fees and gaining full control…
Migrate from AWS Bedrock to Dedicated GPU: Real-Time Inference Guide
Move your real-time AI inference from AWS Bedrock to dedicated GPU hardware, achieving sub-100ms first-token latency without Bedrock's unpredictable throttling.
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