Benchmarks
Real performance data, not marketing claims. Our benchmarks test every GPU we offer across LLM inference, image generation, OCR, and TTS workloads on dedicated GPU servers. See our tokens/sec benchmark for the latest results.
FP16 vs BF16 vs FP8 for AI Inference
Compare FP16, BF16, and FP8 precision formats for AI inference. Covers numerical ranges, accuracy tradeoffs, throughput differences, GPU support, and choosing the right precision for LLM serving.
GPU Utilization Below 50%: Diagnosis & Fix
Diagnose and fix GPU utilization below 50% on AI inference servers. Covers identifying bottlenecks, data pipeline stalls, batch size issues,…
CPU Bottleneck in AI: Detect & Fix
Detect and fix CPU bottlenecks in AI inference. Covers tokenization overhead, preprocessing stalls, CPU profiling, kernel optimization, NUMA binding, and…
Batch Size Tuning for Max Throughput
Tune batch sizes for maximum GPU throughput in AI inference and training. Covers the latency-throughput tradeoff, continuous batching, VRAM limits,…
Disk I/O Bottleneck: When Storage Slows GPU
Diagnose and fix disk I/O bottlenecks on GPU servers. Covers model loading delays, NVMe optimization, RAM caching, mmap loading, training…
Network Latency in AI Serving: Fix
Diagnose and fix network latency in AI serving pipelines. Covers TCP tuning, connection pooling, HTTP/2, gRPC, geographic placement, streaming optimization,…
Mixed Precision Training Guide
Implement mixed precision training for faster AI model training on GPU servers. Covers AMP, loss scaling, BF16 vs FP16, common…
GPU Profiling with nvidia-smi & Nsight
Profile GPU workloads with nvidia-smi and Nsight tools. Covers utilization monitoring, kernel-level profiling, memory analysis, bottleneck identification, and actionable optimization…
CUDA Graph Optimization for Inference
Use CUDA Graphs to accelerate AI inference by eliminating kernel launch overhead. Covers graph capture, replay, vLLM integration, limitations, benchmarking,…
Memory-Mapped Model Loading
Use memory-mapped file loading to accelerate AI model startup. Covers mmap mechanics, safetensors mmap, reducing load times, lazy loading, shared…
Explore GPU Hosting Solutions
From the blog to your next deployment — pick the right platform for your workload.
Tokens/sec Benchmarks
Real-world tokens per second data across every GPU we offer, tested on popular LLMs.
View BenchmarksTTS Latency Benchmarks
Time-to-first-audio for Coqui, Bark, Kokoro, and XTTS-v2 across GPU tiers.
View TTS BenchmarksOCR Speed Benchmarks
Pages per second for PaddleOCR and Tesseract across our GPU server lineup.
View OCR BenchmarksCost per 1M Tokens
What does it cost to process a million tokens on each GPU? Interactive calculator.
Calculate CostDedicated 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.
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Dedicated GPU servers from our UK datacenter. NVMe storage, 1Gbps networking, full root access.
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