GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
RTX 5060 Ti 16 GB as a Chatbot Backend: Sizing for Real-World Traffic
Hosting a customer-facing chatbot on the RTX 5060 Ti 16 GB — model choice, throughput, p99 latency, and the traffic threshold where you should upgrade.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 5060 Ti 16 GB as a Coding Assistant Backend: Stack, Sizing and Real Numbers
How well does the RTX 5060 Ti 16 GB host a coding assistant for a small team? DeepSeek-Coder 6.7B, Continue.dev…
Speculative Decoding on the RTX 5060 Ti 16 GB: 1.6× Speedup for Free
Speculative decoding pairs a small draft model with a larger target model to predict tokens ahead of time. On a…
RTX 5060 Ti 16 GB: When to Upgrade to a 5080, 5090 or 6000 Pro
The 5060 Ti 16 GB is great for small-LLM hosting and SDXL — until it isn't. Here are the four…
Best Vast.ai Alternatives for Production AI in 2026
Vast.ai marketplace of community GPUs is great for hobby work and short experiments, but production deployments need predictability. Here are…
Qwen 2.5 32B VRAM Requirements: FP16, FP8, INT4 and KV Cache Explained
Qwen 2.5 32B fits on a single 80 GB datacenter card or a 96 GB workstation card at FP16, but…
Serverless GPU vs Dedicated GPU: When Each One Wins, With Real Cost Math
Should you run your AI workload on serverless GPUs (Modal, Replicate, RunPod serverless) or rent a dedicated GPU server? Real…
Code Llama VRAM Requirements: 7B, 13B, 34B and 70B Across Every Precision
Exactly how much GPU memory each Code Llama variant needs at FP16, FP8 and AWQ-INT4 — plus KV cache for…
Stable Diffusion XL VRAM Requirements: From 6 GB Minimum to Production-Ready
How much VRAM does SDXL actually need? Numbers for FP16, FP8, INT8, with and without ControlNets, LoRAs and refiners. Plus…
Mistral 7B and Mistral Small 22B Benchmarks Across Every GPU We Host
Real tokens-per-second, time-to-first-token and cost-per-million-tokens numbers for Mistral 7B Instruct and Mistral Small 22B on every GPU in the GigaGPU…
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