Skip to main content
I/O Fund
Sign Up
Back to blog

Semiconductors

Nvidia: A Leader in AI Hardware and AI Software

Written by

Beth Kindig

Founder, CEO and Lead Technology Analyst

Published: July 15, 2022

Last Updated: July 15, 2022

Although Nvidia is commonly known for its dominance in hardware and GPUs, I believe Nvidia will be one of the biggest or perhaps the biggest software stack company in the world. This is the most important analysis I have ever written on Nvidia because the company is changing rapidly into a software company...

Pro members

Sign in to read the full article

Sign in with your I/O Fund account to check your plan access.

Sign inWhat's included
Curation

Expand your knowledge

View all posts
Beyond Hyperscalers: Here’s the Next $1 Trillion AI Infrastructure Opportunity
AI STOCKS

Beyond Hyperscalers: Here’s the Next $1 Trillion AI Infrastructure Opportunity

Since 2022, Big Tech capex has been the clearest barometer of AI demand. But the market’s reaction to Google’s latest earnings shows investors are questioning how long that spending can last. While the market frets over hyperscalers’ cash flows, a second wave of AI infrastructure spending has quietly emerged, driven by enterprises and neocloud customers.

AI STOCKSOCT 30, 2026
Google’s $250 Billion AI Chip Opportunity Takes Aim at Nvidia
AI PLATFORMS

Google’s $250 Billion AI Chip Opportunity Takes Aim at Nvidia

In April, there was a major shift in the AI accelerator market, and for once, it didn’t come from Nvidia. Six months later, merchant TPUs are moving from announcement to commercial execution, with Google recognizing its first revenue from TPU systems in Q2 (from a small base). Last quarter, Cloud revenue growth accelerated to 82% for $24.8 billion, compared to $22.5 billion expected. In addition, new details around the TPU 8t show that Google’s threat to Nvidia is not limited to inference. At the time, we pointed out that Google may be one of Nvidia’s strongest AI challengers, as Big Tech is closest to the problems that accelerators must solve. The problem that Google is prioritizing is lower cost per token, with token economics becoming a predominant concern as AI spending is pushing Big Tech’s free cash flows into the red. Below, we discuss two reasons why Google’s AI story is about to change, not from advancements in AI software, but by going after one of the most profitable hardware businesses the tech industry has ever seen.

AI PLATFORMSOCT 23, 2026
AI Debt Nears $500 Billion in 2026: What It Means for Nvidia, Oracle, CoreWeave and AI Stocks
AI STOCKS

AI Debt Nears $500 Billion in 2026: What It Means for Nvidia, Oracle, CoreWeave and AI Stocks

AI-related debt reached $466 billion through September 2026, more than four times last year’s pace. We break down who is borrowing, the three ways new AI chip deals are being structured, and where interest costs land across Nvidia, Oracle, CoreWeave, Broadcom and Big Tech.

AI STOCKSOCT 23, 2026