GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Codestral 22B on RTX 5060 Ti 16GB Monthly Cost
Squeezing Codestral 22B onto Blackwell 16GB - monthly throughput, what it costs versus the Codestral API, when it pays back.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 5060 Ti 16GB Break-Even Calculator
A working framework with tables, formulas and worked examples for deciding when self-hosting on a Blackwell 16GB card beats paying…
RTX 5060 Ti 16GB Benchmark Script
A ready-to-run benchmark script for Blackwell 16GB - measures TTFT, decode t/s, and p99 latency against your own vLLM server.
RTX 5060 Ti 16GB Bark TTS Benchmark
Suno's Bark on Blackwell 16GB - expressive multilingual TTS, non-verbal sounds, and throughput vs XTTS.
AWQ Quantization Guide for RTX 5060 Ti 16GB
AWQ INT4 serving guide for Blackwell 16GB - checkpoint selection, vLLM config, Marlin kernel performance, and when to pick AWQ…
RTX 5060 Ti 16GB Alternatives Summary
Pick-your-GPU summary comparing the 4060 Ti, 3090, 5060 Ti, 5080, 5090 and RTX 6000 Pro across key AI workloads with…
RTX 5060 Ti 16GB for Data Analysis
AI-assisted data analysis on Blackwell 16GB - code interpreter, SQL generation, chart-writing copilot for analysts.
RTX 5060 Ti 16GB for Customer Support
Self-hosted customer support AI on Blackwell 16GB - RAG over KB, ticket classification, and live chat handoff.
RTX 5060 Ti 16GB for Content Tagging
Auto-tag blogs, videos and products at 2,400 items per second on Blackwell 16GB using a fine-tuned DeBERTa multi-label classifier.
RTX 5060 Ti 16GB for Content Moderation
Self-hosted content moderation on Blackwell 16GB - Llama Guard, Shield, classifiers, and realistic throughput for social platforms.
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