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GigaGPU Blog

GPU Hosting & AI Engineering Blog

Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.

Latest Articles

Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.

Tutorials Apr 2026

Whisper + Pyannote Diarization on a GPU

Transcription tells you what was said. Diarization tells you who said it. Combined pipeline on a dedicated GPU for full…

Cost & Pricing Apr 2026

Per-Seat vs Per-GPU Pricing Model for AI SaaS

Charge customers per user seat or per GPU capacity? The choice affects unit economics, churn dynamics, and who pays for…

Model Guides Apr 2026

Parler-TTS Self-Hosted

Parler-TTS from Hugging Face is a description-controlled text-to-speech model. Self-hosting it gives you natural voices without API fees.

Cost & Pricing Apr 2026

GPU Server Depreciation Accounting

Whether you treat GPU hosting as opex or own-and-depreciate as capex has tax and accounting implications. The trade-off analysis.

Tutorials Apr 2026

GPU Power Management on a Dedicated Server

Power limits, clock speeds, and persistence mode - the nvidia-smi settings that affect both cost and performance on a dedicated…

Tutorials Apr 2026

BGE Reranker v2 M3 Deployment

A reranker after a vector search step lifts retrieval accuracy substantially. BGE reranker v2-m3 is the practical self-hosted choice.

Tutorials Apr 2026

BGE-M3 Self-Hosted on a Dedicated GPU

BGE-M3 is a multilingual, multi-function embedding model with native dense, sparse, and ColBERT-style outputs - the most capable single embedder…

Use Cases Apr 2026

RTX 5060 Ti 16GB for Chatbot Hosting

Host production chatbots on a single RTX 5060 Ti 16GB with Llama 3 8B or Phi-3, prefix caching, and concurrency…

Model Guides Apr 2026

RTX 5060 Ti 16GB for Cohere Aya: Multilingual LLM Hosting Guide

How the RTX 5060 Ti 16GB runs Cohere Aya 23 8B, Aya Expanse 8B, and Aya-101 across 101 languages with…

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