GPU Cluster Management
GPU vs CPU Cost Efficiency for Batch Inference
Last quarter I watched a client burn $187,000 on GPU instances to run sentiment analysis on 40 million customer support tickets. The model was a fine-tuned B...
Are GPU Prices Going Down in 2026?
You're asking the wrong question. I've been building AI infrastructure since 2018, and the price you see on a product page for an H100 is the least interesti...
Will GPU Prices Drop in 2026?
No. But the price you pay for compute is going to crash. I’ve spent the last eight years building data infrastructure and production AI systems at SIVARO. ...
The Real Cost of GPUs: Building a Training Cluster That's Actually Affordable
I spent the first half of 2024 watching a friend's ML startup burn through $80,000 a month on cloud GPUs. The kicker? Their utilization was hovering around 1...
Are GPU Prices Going Up or Down in 2026?
Straight answer: GPU prices are going down in 2026 — but you're still paying more than you should. I've spent the last eight months watching pricing data a...
How Much Will GPU Prices Rise in 2026?
I was on a call in March with a Series B founder who needed 500 H100s for a new inference product. He had budgeted $38,000 per GPU. I told him to add 30%% to ...
FPGA vs GPU Cost Per Inference 2026: The Real Math
Here's the truth about fpga vs gpu cost per inference 2026: most teams are paying 3-5x too much for inference because they bought into the GPU hype cycle. I'...
GPU vs CPU Inference Cost Efficiency: The 2026 Field Guide
You're burning money right now. Most teams are. Here's the thing about the GPU vs CPU inference cost efficiency debate: most of what you've read is vendor ma...