04/05/2026
AI infrastructure as a hedge against software commoditization
The uncomfortable truth about software today For the past two decades, software has been one of the most profitable assets a business could build. High margins, scalable distribution, and strong defensibility made it the foundation of modern digital companies. But […]
04/04/2026
Why inference demand will surpass training demand faster than expected
For the past several years, most discussions around artificial intelligence infrastructure have focused on one thing: training large AI models. Headlines about massive GPU clusters, billion-dollar investments, and months-long training runs have dominated the conversation. But a quieter shift is […]
04/02/2026
How AI workloads reshape data center ROI calculations
Data centers have long been the invisible infrastructure powering the digital economy. For years, their economics were relatively predictable: companies invested in servers, storage, and networking equipment, then generated revenue by hosting applications, websites, and enterprise systems. But the rise […]
04/01/2026
Compute-backed revenue vs usage-based pricing: what’s more stable?
As artificial intelligence continues transforming the global technology landscape, one question increasingly appears in discussions between founders, investors, and infrastructure providers: what is the most stable revenue model for AI-powered platforms? Two dominant models are emerging in the AI economy: […]
03/30/2026
Why AI infrastructure funds behave differently from venture capital
Artificial intelligence is reshaping entire industries – from finance and logistics to healthcare and media. But behind every AI breakthrough lies something far less visible yet equally important: infrastructure. AI models require enormous computing power. Training a single large-scale model […]
03/29/2026
The lifecycle of a GPU in an AI-first economy
Artificial intelligence is no longer an experimental technology used only by research labs. Today it powers recommendation systems, financial modeling, logistics optimization, customer support automation, and entire digital platforms. As AI becomes a core part of modern infrastructure, one component […]