New Why ionstream Exists: The Infrastructure AI Teams Actually Need Read more
ionstream

Resources

Guides, benchmarks & GPU know-how

Deep dives on NVIDIA accelerators, bare-metal AI infrastructure and the economics of GPU cloud — written for the teams building on it.

  • AI
  • Cloud
  • Cloud GPU

Why Bare Metal Is Best For Your AI ROI: A Strategic Perspective

Why bare metal beats virtualized cloud for AI ROI: full GPU performance, predictable pricing up to 60–75% lower, data sovereignty and complete control.

Read more
  • AI
  • B200
  • GPU

Why Healthcare Needs Next-Gen AI Infrastructure

Why healthcare AI needs next-gen infrastructure — how the NVIDIA B200's memory, FP4 throughput and low latency power AI scribes, triage and diagnostics.

Read more
  • AI
  • AI Startups
  • B200

Why NVIDIA’s Blackwell B200 GPU Outshines the Hopper H100: A Quantum Leap in AI Acceleration

Why NVIDIA's Blackwell B200 outshines the Hopper H100: 5th-gen NVLink, an FP4/FP6 Transformer Engine and big gains for trillion-parameter AI.

Read more
  • AI Startups
  • Cloud
  • Cloud GPU

Why ionstream Exists: The Infrastructure AI Teams Actually Need

Why we built ionstream: sovereign, bare-metal NVIDIA GPU cloud with predictable pricing, 99.999% uptime and none of the virtualization overhead.

Read more
  • AI Startups
  • Cloud
  • Cloud GPU

The New Stack for AI Inference in the Cloud

The new cloud stack for AI inference: why model serving needs purpose-built, low-latency bare-metal NVIDIA B200/H200 GPUs, not training-era setups.

Read more
  • AI Startups
  • Cloud
  • Cloud GPU

The Smartest Way to Scale AI: GPU as a Service

The smartest way to scale AI: GPU-as-a-Service on ionstream gives you bare-metal NVIDIA H200 and B200 servers — no queues, no contracts, no virtualization.

Read more
  • AI Startups

ionstream Launches New Website Ahead of Continued Growth

ionstream launches a new website ahead of continued growth — explore our GPU-as-a-Service, system options and how we help AI teams scale faster.

Read more
  • AI Startups
  • Cloud
  • Cloud GPU

The Future of Cloud AI: Why Bare Metal Matters More Than Ever

Why bare metal matters for the future of cloud AI: full control, no virtualization overhead and dedicated NVIDIA B200/H200 performance for AI workloads.

Read more
  • AI Startups
  • B200
  • Cloud GPU

Why AI Innovation Demands an Upgrade to NVIDIA B200 GPUs

Why AI developers are upgrading from H100 to NVIDIA B200 GPUs: up to 3x faster training, 15x inference and 192GB HBM3e for larger models at lower TCO.

Read more
  • B200

NVIDIA B200 vs H100: The B200’s Breakthrough Dominance

NVIDIA B200 vs H100: how Blackwell's 192GB HBM3e, higher bandwidth and superior power efficiency outperform Hopper for AI training and inference.

Read more
  • B200

Maximizing AI Performance with NVIDIA B200

Maximize AI inference with NVIDIA B200 GPUs and DeepSeek on ionstream — bare-metal performance, no upfront hardware and pay-as-you-go scaling.

Read more
  • AI Startups

NVIDIA H200 DeepSeek-V3 Benchmark Report

This NVIDIA H200 DeepSeek-V3 benchmark report evaluates the performance of the model running on an SGLang server using 8x NVIDIA H200 GPUs and 2x AMD EPYC 9654 CPUs.

Read more
  • Generative AI

5 Critical Reasons Why Generative AI Relies on Advanced GPUs Like the L40S

Five reasons generative AI relies on advanced GPUs like the NVIDIA L40S — FP8 precision, real-time rendering, versatility and cost-efficient inference.

Read more
  • AI4
  • Conference

A Recap of Ionstream at Ai4 Las Vegas 2024

Highlights from ionstream's sponsorship of Ai4 Las Vegas 2024 — booth conversations, partner insights and our NVIDIA L40S proof-of-concept offer.

Read more
  • AI Startups
  • Cloud GPU
  • H200

4 Reasons Cloud GPUs Are the Best Investment for AI-Focused Startups

Four reasons cloud GPUs are a smart investment for AI startups — scalable performance, cutting-edge NVIDIA hardware, faster time to market and zero maintenance.

Read more
  • Cloud
  • Cloud GPU
  • GPU

How Cloud GPUs Unleash Faster Time-to-Insight for Data-Driven Enterprises

How cloud GPUs cut time-to-insight for data-driven enterprises: faster analytics, real-time inference and cost-efficient scaling on NVIDIA H200 and L40S.

Read more
  • AI4

Comparison of NVIDIA A100 vs H100

Which is better? Here's a comparison between NVIDIA A100 vs H100, two of the most preferred GPUs.

Read more
  • H200

NVIDIA H200 Price Guide for 2025

NVIDIA H200 price guide for 2025: compare 8x H200 hourly rates across AWS, CoreWeave and Runpod, and ionstream's bare-metal and virtualized options.

Read more
  • L40S

The True Value of NVIDIA L40S Price for AI Workloads

Understanding the NVIDIA L40S price — why this versatile GPU is a cost-effective alternative to the H100 for AI inference, computer vision and rendering.

Read more