I know you have already heard that
$NBIS is special.
But you need to understand what makes Nebius different. ⏬
Honestly, it is mindboggling that grouping it with ordinary neoclouds like
$IREN or
$CRWV is STILL a very common miscalculation in AI infrastructure investing right now. 🔽
At the Fellows Forum (
piped.video/iLhMOdYWapI?t=7263) CRO
@marcboroditsky rejected the label "neocloud" outright and and thus confirms what
$NBIS X bulls have long held as a core thesis.
Nebius is building the first neoscaler. (AI native hyperscaler)
This is a structural claim. Let me explain.🔽
The neocloud bucket is a very lazy classification mixing completely different business models.
- You have bare metal hardware players like CoreWeave and IREN.
- You have software layers like Fireworks.
- And you have vertically integrated platforms combining hardware, software, and services.
Nebius is the third. Comparing it to the other two categories misses the point of the company entirely.
Serving this broad horizontal market as ONE PLATFORM means solving consulting, hardware and software integration on an full stack ecosystem basis.
As seen at Inflection 2026, close partnerships on every level, early installs of the newest hardware, and deep co engineering are standard practice.
That depth explains why Nebius regularly wins business against legacy hyperscalers (which face an innovator’s dilemma in allocating resources and capital expenditure) and ordinary neoclouds, and why it holds a direct development and research partnership with
$NVDA at the same time.
They meet builders with a native machine learning experience and a single platform running training, post training, and inference together.
And that unified stack is a growing moat.
AI development is becoming more and more circular.
Teams take (open) models (via token factory) into production (inference) and then come back to post train them on proprietary data. Because Nebius unifies training, inference and agentic loads on the same platform it owns the loop.
They are not simply selling isolated compute or services. (which they still can and do) They are selling a one stop intelligence platform.
The Tavily acquisition is a clear proof of that stack logic. Marc has been blunt about why it was brought in. Agentic search is a cornerstone capability for AI builders and Tavily adds another layer so developers do not have to stitch vendors together.
Token Factory handles reasoning. Tavily grounds agents in live information. Together they turn infrastructure into a production system rather than a pile of GPUs.
The Palantir partnership fits the exact same map as well. It is a direct route into enterprises needing more than raw capacity. Digital natives are a rapidly growing customer layer which perfectly fits
$NBIS one stop / higher margin offerings.
That means
$NBIS serves two extremes at once.
1) Deep frontier software and hardware expertise for AI natives. -> Usage based
2) Intensive guidance for enterprises / digital natives just discovering AI helping them turn ideas into working business models. -> Outcome based
Beyond that infrastructure Nebius is also building a community for frontier research and production builders. The calendar is not decoration. It is the distribution engine.
Events and initiatives like Inflection, Nebius Science, the Inference Frontier Program, the Serverless AI Builders Challenge, the Nebius and NVIDIA Global AI Hackathon, Robotics and Physical AI Awards etc. pull ambitious researchers, founders, and operators into the exact same orbit.
Management anticipates a builder community of more than one million in the forseeable future.
That community is a go to market weapon. Marc has seen this mechanism before at Twilio and Cloudflare.
Developers adopt first. They integrate. They become the internal champions who later decide which vendor the company standardizes on.
Once a builder is in the stack switching costs explode. The people writing the agents, the evals, and the production pipelines are the very people who later influence procurement.
If Nebius owns that density it does not just win the cluster deal today. It shapes the vendor shortlist of tomorrow.
Calling it a Silicon Valley for AI sounds ambitious. The mechanism however is highly familiar. Exceptional people cluster around the best infrastructure and partners who turn ideas into running systems.
If Nebius becomes the trusted place for that intersection the moat runs on steroids.
$NBIS offers exposure to a future AI infrastructure cycle that is only just beginning to take shape.