Google Cloud A5X: should you wait or rent now?
Google Cloud introduced A5X on 21 October 2026. This is a novel rentable machine that has been built…
Insights Category
AI Infrastructure
Expert insights into modern AI infrastructure design, cluster networking (InfiniBand/NVLink), data residency, and the hardware ecosystem powering the next generation of large language models (LLMs).
NVLink vs NVSwitch: why GPU servers come in eights
The number of GPUs on a rented multi-GPU machine is eight. It isn’t six or ten; it’s eight.…
GPU availability: how to actually get an H100 right now
For most teams, GPU availability is one problem. There are actually three, and they fall at various steps.…
GPU for AI inference: how to pick one for latency, throughput and cost
Two factors determine the GPU for AI inference tasks. The memory size determines if the model even runs.…
GPU for LLM: how much VRAM and how many GPUs you need
Calculate the ideal GPU for LLM deployment by summing up two memory values. The weights set the minimum…
Tokens Per Watt: Why AI Infrastructure Is Moving Beyond GPU-Hour Pricing
For quite some time now, GPU-hour pricing has been one of the most straightforward approaches for comparing AI…
GPU cloud in Sydney: who actually has the capacity right now
Try to order H100s in Sydney right now, and there is a good chance you will bump into…
How to choose the right GPU for your AI workload
Introduction: Begin with the workload, not the GPU Choosing a GPU for an AI workload often involves comparing…
Why GPU utilization matters more than GPU count
Adding more GPUs seems the right thing to do whenever an AI job demands more compute. However, it…
Decentralized GPU Compute: The Web3 Revolution in AI Infrastructure
The GPU Shortage Meets the Decentralized Solution For the past few years, the artificial intelligence industry has been…
Bare Metal GPU Renting: The Ultimate Guide to Dedicated AI Compute Infrastructure
The Brutal Reality of AI Infrastructure In the rapidly evolving landscape of artificial intelligence, infrastructure is no longer…
Managed Inference APIs: Scaling AI Without the Infrastructure Headache
The Developer’s Dilemma: Coding vs. DevOps The artificial intelligence revolution has democratized access to state-of-the-art models, but it…
Industry Insights
Market Intelligence & GPU Cloud Pricing Trends
The AI infrastructure market changes rapidly. Hardware releases, such as the NVIDIA H200 and AMD MI300X, dramatically shift the pricing landscape for legacy chips like the A100 and V100.
Our insights deliver data-driven analysis on GPU pricing trends, cloud provider expansion news, and benchmarking guides. Stay ahead of the curve to optimize your machine learning pipeline costs and ensure you're deploying on the most performant architecture available.