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…
RTX 6000 Pro 96 GB vs Dual RTX 5090: Which Is Better for Single-Server 70B Inference?
Both configurations cost roughly the same and serve 70B-class models. One is simpler to operate; the other is faster on…
RTX 4090 24 GB or RTX 5060 Ti 16 GB? A Concrete Decision Framework
Both are credible AI hosting cards but at very different price points. Here is the workload-by-workload decision framework — when…
RTX 4090 24 GB GigaGPU Dedicated vs Lambda Labs: Comparison
Lambda Labs is one of the strongest GPU clouds for ML workloads. Here is how a GigaGPU dedicated RTX 4090…
RTX 4090 24 GB Dedicated vs RunPod: Per-Second vs Per-Month, Run the Math
RunPod offers RTX 4090 by the second. GigaGPU offers it by the month. Which is cheaper for your specific workload?…
RTX 4090 24 GB Self-Hosted vs Together AI: When Each One Wins
If you are deciding between renting an RTX 4090 24 GB and paying Together AI per token for the same…
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