Evidence-led UK guidance for private AI and GPU server buyers.https://gpu-servers.co.uk/en-gbhttps://gpu-servers.co.uk/guides/ai-server-power-cooling-noise/https://gpu-servers.co.uk/guides/ai-server-power-cooling-noise/Plan a UK site for a GPU or AI server: circuits, kW, electricity, cooling overhead, heat, noise, racks, UPS and pre-delivery checks.Sat, 25 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/ai-server-tax-vat-capital-allowances/https://gpu-servers.co.uk/guides/ai-server-tax-vat-capital-allowances/Guarded UK guidance on AI server VAT, Annual Investment Allowance, full expensing, leasing and why capital gains or R&D claims should not drive a purchase.Sat, 25 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/benchmarking-choosing-ai-server/https://gpu-servers.co.uk/guides/benchmarking-choosing-ai-server/Build an acceptance set, benchmark exact AI server configurations and choose by quality, latency, capacity, power, operations and evidence.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/crypto-mining-to-ai-inference/https://gpu-servers.co.uk/guides/crypto-mining-to-ai-inference/Assess whether former crypto-mining GPU hardware can become useful AI capacity, including compatibility, memory, host, cooling, security and benchmark gates.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/how-much-vram-for-llm/https://gpu-servers.co.uk/guides/how-much-vram-for-llm/Size GPU memory for a local LLM using model weights, quantisation, context, KV cache, concurrency and the difference between per-GPU and aggregate VRAM.Sat, 25 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/inference-runtime-comparison-vllm-sglang-tensorrt-llm-llama-cpp/https://gpu-servers.co.uk/guides/inference-runtime-comparison-vllm-sglang-tensorrt-llm-llama-cpp/Compare four inference runtime routes by checkpoint support, hardware, operations, API, optimisation and reproducible benchmark evidence.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/multi-gpu-pcie-topology-interconnects/https://gpu-servers.co.uk/guides/multi-gpu-pcie-topology-interconnects/Understand aggregate VRAM, PCIe paths, NUMA placement, NVLink and NVSwitch before choosing a multi-GPU AI workstation or rack server.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/private-ai-server-buyers-guide-uk/https://gpu-servers.co.uk/guides/private-ai-server-buyers-guide-uk/A practical UK buyer’s guide to private AI servers: workload, model fit, VRAM, power, security, supplier evidence, costs and the cloud alternative.Sat, 25 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/quantisation-batching-caching-speculative-decoding/https://gpu-servers.co.uk/guides/quantisation-batching-caching-speculative-decoding/Understand four AI inference optimisation techniques, what each changes and why benchmark conditions must remain visible.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/renting-spare-gpu-capacity/https://gpu-servers.co.uk/guides/renting-spare-gpu-capacity/A guarded guide to renting spare business GPU capacity through Vast.ai, Render or decentralised compute networks, including revenue, security and cost gates.Sat, 25 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/tokens-latency-throughput-concurrency/https://gpu-servers.co.uk/guides/tokens-latency-throughput-concurrency/Understand time to first token, inter-token latency, throughput and concurrency so AI server benchmark figures describe a real service.Tue, 28 Jul 2026 00:00:00 GMThttps://gpu-servers.co.uk/guides/uk-gdpr-private-ai/https://gpu-servers.co.uk/guides/uk-gdpr-private-ai/A practical guide to UK GDPR and private AI, covering lawful basis, data routes, DPIAs, rights, retention, security, accuracy and shared responsibility.Sat, 25 Jul 2026 00:00:00 GMT