GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
How Many Concurrent LLM Users Can an RTX 3090 24 GB Handle?
Real concurrent-user numbers for an RTX 3090 hosting Mistral 7B, Llama 3.1 8B, and Qwen 2.5 14B INT4. With latency degradation curves.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
RTX 3090 vs RTX 5090: Throughput per Pound Across Real AI Workloads
The RTX 3090 is half the price of the RTX 5090. The RTX 5090 is roughly 1.6 to 2x faster.…
Qwen-VL Vision-Language Benchmark on the RTX 5060 Ti 16 GB
Qwen 2.5 VL is the strongest open-weight vision-language model that fits 16 GB. Here is how it performs on a…
Fine-Tuning Throughput on the RTX 5060 Ti 16 GB: Tokens per Second by Method
How many fine-tuning tokens-per-second can a single RTX 5060 Ti 16 GB process? Real numbers across QLoRA, LoRA, and full…
Self-Hosted AI in 2026: A State-of-the-Industry Summary
A retrospective look at where self-hosted open-weight AI infrastructure landed in 2026 — what works, what's still hard, what's coming.
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…
Upgrading From RTX 4090 24 GB to RTX 6000 Pro 96 GB: When It Pays Back
The RTX 6000 Pro 96 GB is the natural upgrade target from the 4090 24 GB. 4× the VRAM, ECC,…
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?…
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