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 Together.ai to Dedicated GPU: RAG Pipeline
Self-host your RAG pipeline on dedicated GPUs instead of Together.ai for lower latency, zero per-query token costs, and full control over embedding and generation models.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Migrate from Together.ai to Dedicated GPU: Model Evaluation
Run comprehensive model evaluations on dedicated GPU hardware instead of Together.ai for unlimited benchmark throughput, custom evaluation suites, and reproducible…
Migrate from Together.ai to Dedicated GPU: Batch Processing
Move your batch LLM processing from Together.ai's API to dedicated GPUs for dramatically lower per-item costs and no rate limit…
Migrate from OpenAI to Self-Hosted: Content Generation Guide
Transition your content generation pipeline from OpenAI to a dedicated GPU with open-source models, eliminating per-word costs and content policy…
Migrate from Together.ai to Dedicated GPU: API Serving
Replace Together.ai's managed API with self-hosted LLM inference on dedicated GPUs for lower per-token costs, zero rate limits, and complete…
Migrate from Lambda to Dedicated GPU: Dataset Processing
Transition GPU-accelerated dataset processing from Lambda Cloud to dedicated servers for faster turnaround, persistent storage, and streamlined data pipeline management.
Migrate from Lambda to Dedicated GPU: Fine-Tuning
Move your model fine-tuning workflows from Lambda Cloud to dedicated GPUs for persistent experiment environments, faster iteration, and the freedom…
Why Together.ai Can’t Handle Custom Models
Together.ai excels at serving popular open-source models but struggles with custom fine-tuned models, non-standard architectures, and production-grade model management.
Why AWS Bedrock Pricing Destroys Margin at Scale
AWS Bedrock's per-token pricing looks reasonable at low volume but erodes profit margins as AI features scale. See why dedicated…
Why RunPod Cold Starts Break Voice Agents
RunPod's serverless cold starts add 10-45 seconds of silence to voice AI interactions. Discover why dedicated GPU hosting eliminates cold…
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