GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
LLM Prompt Caching Economics: When It Pays for Itself
Prompt caching trades VRAM for throughput. The economics depend on cache hit rate and traffic shape. Here is the math.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
AnimateDiff Self-Hosted Deployment: Stylised AI Animation on Dedicated GPU
AnimateDiff turns Stable Diffusion into a video model via motion modules. Setup, hardware sizing, and the workflows that work on…
AI Summarisation Throughput by GPU: Documents Per Hour
How many documents per hour can each GPU summarise? Real numbers across the catalogue for typical map-reduce summarisation workloads.
Coqui XTTS vs ElevenLabs: Self-Hosted vs Hosted TTS Compared
ElevenLabs has the best closed-source TTS. Coqui XTTS v2 is the closest open-source alternative. Quality, latency, cost, and feature deltas.
AI Budget Planning: From Pilot to Production at Scale
How to budget for an AI deployment year-on-year — pilot phase, production phase, scale phase. With realistic numbers per team…
Docker vs Bare-Metal for AI Inference: When the Container Tax Matters
Docker is convenient. For GPU AI workloads it sometimes leaves performance on the table. Here is when bare-metal wins and…
Self-Hosted Customer Support Chatbot: Architecture and Hardware Sizing
How to architect a customer-support chatbot on dedicated GPU infrastructure — RAG over support docs, ticket-aware context, escalation logic, and…
Real-Time Voice Agent Architecture: Sub-Second End-to-End
Architecting a sub-1-second voice agent on dedicated GPU hardware — VAD, streaming Whisper, LLM with prefix caching, streaming TTS.
Self-Hosted TTS Comparison: Bark, XTTS, Kokoro, Piper
Four leading open-weight TTS models compared on quality, speed, voice cloning, and VRAM. Which one for which voice agent.
Whisper Large-v3-Turbo vs Large-v3: When the Smaller Model Wins
OpenAI Whisper Large-v3-Turbo is a 4x faster distilled variant. Quality, speed, language coverage compared with the full Large-v3.
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