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GPU Hosting & AI Engineering Blog

Benchmarks, GPU comparisons, deployment guides, and cost analysis — everything you need to run AI on dedicated GPU servers.

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Fresh benchmarks, comparisons, and deployment guides from the GigaGPU team.

Alternatives Apr 2026

Best Replicate Alternatives for AI Inference

Replicate's per-second billing draining your budget? Explore the best Replicate alternatives for AI inference, from dedicated GPU servers to self-hosted…

Alternatives Apr 2026

Top Together.ai Alternatives for LLM Hosting

Looking for Together.ai alternatives with more control, lower costs, or dedicated infrastructure? Compare the top options for self-hosted and managed…

Alternatives Apr 2026

Serverless GPU vs Dedicated GPU: Which Saves More?

Serverless GPU or dedicated GPU for your AI workloads? Compare the real costs, hidden fees, and performance trade-offs to find…

Alternatives Apr 2026

Best RunPod Alternatives (Cheaper + Dedicated Options)

RunPod too expensive or unreliable? Compare the best RunPod alternatives for AI workloads, including dedicated GPU servers that offer lower…

GPU Comparisons Apr 2026

Best GPU for TTS and Voice AI (Coqui, Bark, Kokoro)

Benchmark latency, real-time factor, and cost for Coqui XTTS, Bark, and Kokoro TTS across 6 GPUs. Find the best GPU…

GPU Comparisons Apr 2026

AMD vs NVIDIA for AI Inference: 2025 GPU Comparison

A practical comparison of AMD and NVIDIA GPUs for AI inference in 2025. We cover LLM throughput, software ecosystem maturity,…

GPU Comparisons Apr 2026

Best GPU for Fine-Tuning LLMs (LoRA + Full Training)

Benchmark VRAM usage, training speed, and cost for LoRA and full fine-tuning across 6 GPUs. Find the best GPU for…

GPU Comparisons Apr 2026

RTX 5080 vs RTX 3090 for AI: New Gen vs 24GB VRAM

The RTX 5080 brings Blackwell architecture but only 16 GB VRAM. The RTX 3090 is two generations old but has…

GPU Comparisons Apr 2026

Best GPU for YOLOv8 (FPS + Cost Efficiency)

FPS benchmarks for YOLOv8 across 7 GPUs at multiple resolutions. Find the best GPU for real-time object detection, video analytics,…

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