Cost & Pricing
Amortising Dedicated GPU Cost Across Customers
A fixed monthly GPU bill turns into low per-customer infrastructure cost as you scale. Here is how to model the amortisation curve.
Annual TCO – Dedicated vs Cloud GPU
Hourly cloud GPU pricing looks reasonable. At 365x24 utilisation the total annual cost is eye-watering. Dedicated is almost always cheaper.
GigaGPU UK Energy Cost Analysis 2026
UK electricity is expensive but datacenter economies of scale dominate consumer rates. Here is what that means for dedicated GPU…
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.
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…
Break-Even Analysis vs OpenAI API on an RTX 5090
How much monthly API spend justifies moving to a dedicated RTX 5090? A concrete calculation with 2026 pricing.
Break-Even Calculator – SDXL Self-Hosted vs API
SDXL image generation APIs charge per image. A dedicated GPU has fixed cost regardless of volume. Here is the math…
Pricing Your AI API Profitably
An AI API reselling your dedicated GPU capacity can charge meaningfully below OpenAI while retaining healthy margin. Practical pricing framework.
Hidden Costs of Hyperscale Cloud GPU
Cloud GPU pricing pages list one number. The actual bill includes egress, storage, monitoring, and opportunity cost. Here is the…
Capex vs Opex for AI Infrastructure – UK Perspective
UK-specific capital allowances, R&D tax relief, and cashflow implications for choosing between owning GPU hardware and renting it.
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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