Summary
bycloud delivers a detailed market analysis of the NeoCloud sector — GPU-only cloud providers that emerged from the post-ChatGPT infrastructure boom — and examines whether the current AI investment cycle is structurally similar to the dot-com bubble. The video opens with a striking parallel: Nvidia has committed over $40 billion in equity to AI companies in the first four months of 2026, including $30 billion to OpenAI and $2 billion to Nebius. This mirrors Cisco’s vendor financing model from the dot-com era, in which lent capital was used to buy Cisco equipment, inflating Cisco’s revenue. UBS estimates the OpenAI deal alone could account for 13% of Nvidia’s projected 2026 revenue, raising questions about how much of their record results represent independent demand.
The core of the video traces the origin stories of the major NeoClouds, noting that almost none started as cloud companies. CoreWeave began as Atlantic Crypto, an Ethereum mining operation, pivoted through VFX GPU rental after the 2018 crash, and emerged as a hyperscale GPU cloud after ChatGPT launched. Nebius was carved out of the Yandex divestiture forced by the Russia-Ukraine war. Iron takes a different strategic position entirely. Each company’s history shapes its current market posture: CoreWeave focuses on mega-contracts with a handful of large customers, while Nebius targets a long tail of mid-market and AI-native startups and spent $643 million in May 2026 acquiring MIT inference efficiency startup IEN AI.
The analysis concludes that raw GPU rental carries only 30–50% gross margins — a commodity increasingly squeezed by new entrants — while the software and platform layers on top offer 60–80% margins, following the same playbook AWS used to turn EC2 and S3 into the most valuable cloud business in history.
📺 Source: bycloud · Published September 15, 2026
🏷️ Format: Deep Dive
