GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Coqui XTTS for a Voice Assistant: GPU Sizing and Pipeline Architecture
Coqui XTTS v2 is the leading open-weight voice cloning TTS. Here is how to build a voice assistant pipeline around it — STT in, XTTS out, LLM in the middle.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Whisper for Real-Time Transcription: GPU Sizing and Latency Budget
Whisper Large-v3 is fast enough for real-time transcription on the right GPU. Here is what real-time means in practice, what…
Best GPU for Self-Hosted AI Agents in 2026
AI agents have different sizing constraints than chatbots — multi-step reasoning, tool calls, longer outputs. The best GPU is rarely…
Best GPU for Embedding Workloads in 2026
Embedding models are tiny but throughput-hungry. The right GPU for self-hosting BGE, nomic-embed and ColBERT is rarely the same as…
GDPR-Compliant AI Hosting on Dedicated GPUs: Architecture, Controls and What Auditors Want
How to architect a GDPR-compliant AI inference deployment on dedicated UK GPU servers. Lawful basis, DPIAs, data flows, and the…
Self-Hosted AI: When to Stop and Move Back to Hosted APIs
Self-hosting isn't always right. Here are the signs that the operational cost has outgrown the savings, and how to migrate…
Self-Hosted Multilingual LLM Deployment: Aya, Qwen, Llama 3 Compared
Open-weight multilingual LLMs that work across 50+ languages — Cohere Aya, Qwen 2.5, Llama 3.1. Deployment recipes and which one…
Self-Hosted Llama 3.3 70B Deployment Guide: Hardware, vLLM, Benchmarks
The complete deployment runbook for Llama 3.3 70B on dedicated GPU hardware. Three viable single-server configurations and how to pick…
RTX 4060 vs RTX 3090 for LLM Hosting: 8 GB Newer or 24 GB Older?
The RTX 4060 (Ada, 8 GB) and the RTX 3090 (Ampere, 24 GB) are at similar price points but solve…
RTX 4060 Ti vs RTX 5060 (Blackwell) for LLM Hosting: A Generation in Review
The RTX 5060 (8 GB Blackwell) replaced the RTX 4060 Ti as the entry-tier AI card. Here is how the…
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