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 AWS Bedrock to Dedicated GPU: Multi-Model Pipeline Guide
Replace your AWS Bedrock multi-model pipeline with a dedicated GPU setup, running multiple models simultaneously without paying separate per-token fees for each one.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
HF Endpoints vs Dedicated GPU for Summarization
Cost and quality comparison of Hugging Face Inference Endpoints versus dedicated GPU hosting for text summarization services, covering long-document processing…
Migrate from AWS Bedrock to Dedicated GPU: Document Processing Guide
Replace your AWS Bedrock document processing pipeline with dedicated GPU infrastructure, processing thousands of documents daily without per-token charges or…
Migrate from OpenAI to Self-Hosted: Chatbot API Guide
Step-by-step guide to migrating your OpenAI-powered chatbot API to a self-hosted dedicated GPU, cutting costs by up to 80% while…
Migrate from Lambda to Dedicated GPU: Batch Inference
Move your batch inference pipelines from Lambda Cloud to dedicated GPU servers for continuous processing, lower per-item costs, and elimination…
Migrate from Lambda to Dedicated GPU: Research Training
Transition your ML research training workloads from Lambda Cloud to dedicated GPUs for persistent environments, faster iteration cycles, and predictable…
Migrate from RunPod to Dedicated GPU: Multi-Model Serving
Consolidate multiple RunPod pods into a single dedicated GPU server for multi-model serving, eliminating per-pod overhead and achieving lower latency…
Migrate from Replicate to Dedicated GPU: Audio Transcription
Self-host Whisper-based transcription on dedicated GPUs instead of Replicate for real-time processing, zero per-minute audio costs, and support for custom…
Migrate from Replicate to Dedicated GPU: Video Processing
Move GPU-accelerated video processing from Replicate to dedicated hardware for continuous pipeline operation, elimination of per-minute billing, and faster turnaround…
Migrate from Replicate to Dedicated GPU: Image Generation
Move your image generation workloads from Replicate to dedicated GPUs for predictable per-image costs, instant cold starts, and full control…
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