GPU Hosting & AI Engineering Blog
Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.
Upgrade RTX 4060 to RTX 5080: New Gen Worth It?
Is upgrading from the RTX 4060 to the RTX 5080 worth it for AI? We compare 8GB GDDR6 vs 16GB GDDR7, bandwidth, model compatibility, and cost-per-token to determine the ROI.
Latest Articles
Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.
Upgrade RTX 4060 to RTX 3090: Worth It for AI?
Is upgrading from an RTX 4060 to an RTX 3090 worth it for AI workloads? We compare VRAM, throughput, model…
Upgrade RTX 3090 to RTX 5090: When 32GB Matters
The RTX 5090 offers 32GB GDDR7 with nearly double the bandwidth of the RTX 3090. Here is exactly when the…
Upgrade RTX 3090 to RTX 5080: AI Performance Gain
Should you upgrade from RTX 3090 to RTX 5080 for AI? We compare Ampere vs Blackwell architecture, GDDR6X vs GDDR7…
How Many TTS Requests per Second per GPU?
Text-to-speech throughput benchmarks — requests per second across six GPUs for Kokoro, Bark, and XTTS v2, with p50/p90/p99 latency per…
TensorRT-LLM on Dedicated GPU: Optimisation Guide
Deploy TensorRT-LLM on a dedicated GPU server for maximum inference speed. Covers engine building, INT4/INT8 quantisation, Triton Inference Server integration,…
Tensor Parallelism vs Pipeline Parallelism for Multi-GPU
Understanding tensor parallelism and pipeline parallelism for multi-GPU LLM inference, including architecture diagrams, configuration examples, and scaling benchmarks.
When Should Startups Switch from APIs to Self-Hosted AI?
A practical framework for startups deciding when to migrate from AI APIs to self-hosted models — covering cost triggers, team…
Speculative Decoding: Speed Up LLM Inference 2-3x
Learn how speculative decoding accelerates LLM inference by 2-3x using a draft model, with setup instructions, benchmark results, and tuning…
Self-Hosted YOLOv8 vs AWS Rekognition: Cost Comparison
YOLOv8 on dedicated GPU vs AWS Rekognition API — cost comparison for object detection and image analysis from 10K to…
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