Cost & Pricing
AI Cost Allocation by Feature
Attributing AI infrastructure cost to product features — for engineering decisions, not just finance reporting.
Embedding Cost per Million Vectors on GPU
What does it cost to embed a million documents on a dedicated GPU?
AI Infrastructure Cost Reduction in 2026
If you're cutting AI costs in 2026, here are the highest-ROI levers — from per-token economics to right-sized hardware to…
Measuring ROI on Self-Hosted AI
How to measure ROI on a self-hosted AI deployment honestly — direct cost saving, productivity gains, the hidden costs.
Inference Cost Attribution for Multi-Tenant
How to attribute self-hosted AI cost to tenants / customers / departments. Per-token cost models that work in practice.
RTX 4090 24 GB Self-Hosted vs Together AI: When Each One Wins
If you are deciding between renting an RTX 4090 24 GB and paying Together AI per token for the same…
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?…
What Does It Cost to Operate a Self-Hosted AI Server?
The hidden operational costs of self-hosted AI — driver updates, monitoring tooling, on-call time. Real numbers from running production deployments.
Small LLM Fine-Tuning ROI: When Custom Models Pay Back
Fine-tuning a 7B model takes a day and a £359/mo GPU. Does the custom model justify the effort vs prompting…
On-Prem AI Hardware Buyout: ROI Calculator and Decision Framework
Should you buy AI hardware outright or rent monthly? The decision math including capex, opex, depreciation, and operational overhead.
Explore GPU Hosting Solutions
From the blog to your next deployment — pick the right platform for your workload.
Dedicated GPU Hosting
Bare-metal servers with a dedicated GPU, NVMe, full root access, and 1Gbps networking from our UK datacenter.
Browse GPU ServersOpen Source LLM Hosting
Deploy LLaMA, Mistral, DeepSeek, and more on dedicated hardware with no per-token API fees.
Explore LLM HostingTokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
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