Nebius
The GPU cloud that is buying its way up the AI stack.
Nebius has spent 2026 buying the software layers above its GPUs. We map the deals, assess the strategy behind them and look at where the AI cloud market and its adjacent segments are heading.
- $3.0bn
- Annualised run-rate revenue
- +454%
- Revenue growth, year on year
- 4
- AI stack deals in 8 months
- $40bn+
- Customer commitments
From GPU data centres to an AI cloud with agentic infrastructure.
- Amsterdam
- Nasdaq: NBIS, since Oct 2024
- Arkady Volozh
- c. $47bn (20 Oct 2026)
Products
- Nebius AI Cloud (Aether 3.6)GPU clusters, networking and AI storage with enterprise security and governance
- Token FactoryManaged inference for open and custom models, with fine-tuning
- TavilyAgentic search API giving AI agents real-time web access
- Serverless AI & orchestrationRun jobs and endpoints without managing infrastructure
- DataOps & ModelOpsData transfer, pipelines and model lifecycle tools
- Nebius EchoAn AI agent that helps teams manage their infrastructure
- Nebius Group trades on Nasdaq as NBIS
- Raises $700m from Accel, NVIDIA and Orbis
- Microsoft capacity deal, $17.4bn to $19.4bn over five years
- First Meta deal (c. $3bn) and launch of Token Factory, its inference platform
- Agrees to buy Tavily, an agentic search API
- NVIDIA invests $2bn; second Meta deal worth up to $27bn
- Eigen AI (c. $643m) and Clarifai’s core team and inference IP
- Asset-light partner model; first secured debt ($775m)
- Closes $5.75bn of convertible notes
- Palantir names Nebius its preferred sovereign AI infrastructure partner
- Buys Inferize, which makes inference capacity elastic
- Launches public GPU spot pricing; $3.5bn secured facility with Citi
Selected customers
- Microsoft
- Meta
- Cohere
- Reflection
- Revolut
- monday.com
- Higgsfield
- AMI
- Basecamp Research
Strategic partners
- NVIDIA
- Palantir
- Bloom Energy
- Infrastructure partners
Growth the market is paying for, with volatility to match.
NBIS · monthly close, USD
$171.45
- 8.0x
- +105%
- $74 – $300
- Microsoft deal
- First Meta deal
- NVIDIA $2bn · Meta up to $27bn
- Peak close, $276
- $582m
- Group revenue
- $3.0bn
- Run-rate revenue (ARR)
- 41%
- Adjusted EBITDA margin
- $5.7bn
- Capex in one quarter
- 5 GW
- Contracted power target
- $20–25bn
- Capex guidance
Quarterly revenue
Run-rate revenue (ARR)
Every 2026 deal sits above the GPU.
Agents & applications
Agentic search and tools that AI builders use to ship agents.
Models & research
A frontier research team under Clarifai’s founder; day-one support for new open models.
Inference & optimisation
Token Factory: managed inference for open and custom models.
Training, tools & MLOps
Data and model ops, serverless AI and an infrastructure agent (Echo) inside the cloud.
Cloud platform
Aether: managed clusters, storage, security and governance for enterprises.
Compute & networking
NVIDIA GB300 and early Vera Rubin systems; own hardware designs.
Data centres & power
Owned AI factories in Europe and the US, plus colocation and partner sites.
Tavily
Agentic search API that gives AI agents real-time web access. Grew from 1m to more than 2.5m developers by mid-2026.
- Undisclosed (reported c. $275m)
- Israel
- Agents & applications
- Completed, Q1 2026
Puts search and grounding next to inference, so builders get reasoning and real-time data from one vendor.
- Acquisition
- Team + IP
- Partnership
- Investment
- Reported
From selling GPU hours to owning the stack.
Capacity
Build and own AI data centres. Long-term GPU contracts with Microsoft and Meta fund the buildout.
AI cloud
The Aether platform adds managed clusters, storage, security and governance for enterprises and AI natives.
Full-stack AI platform
Token Factory inference, optimisation (Eigen, Clarifai, Inferize), agentic search (Tavily) and sovereign deployments (Palantir).
Capacity
5 GW
Contracted power targeted for end-2026, with over 1 GW a year deployed from 2027.
Platform
4 deals
Inference, optimisation and agent tooling bought in 2026.
Demand
$40bn+
Customer commitments; capacity has been sold out ahead of delivery.
Capital
$9bn+
Customer prepayments expected in 2026, alongside converts and secured debt.
Nebius is a technology company with its own expertise in every layer, from infrastructure to inference and agentic platforms.
The goal is to be a full platform for AI builders, not just the infrastructure underneath them.
Good inference takes more than fast GPUs: the whole system has to respond when demand changes.
AI computing prices are rising, and Nebius could sell all of its planned 2027 capacity at today’s prices.
They buy whatever makes each GPU earn more.
- 4AI stack deals in eight months, February to October 2026
- 3 of 4in inference and optimisation
- $643mlargest disclosed deal (Eigen AI, cash and shares)
- Teamsfounders join in senior roles; Tavily kept its brand
Where we think they could buy next
Inference efficiency
Scheduling, memory and KV-cache, compilers and serving: anything that gets more tokens out of every GPU.
Agent infrastructure
Sandboxes, memory, evaluation and observability around agents, next to Tavily’s search.
Data and retrieval
Pipelines, vector search and grounding that go beyond the open web.
Enterprise control
Security, governance and sovereign deployment tooling for regulated buyers.
Same GPUs, different bets.
Firmus
Owns the build, from modules to power
Lambda
Pure capacity; stepped back from inference
CoreWeave
Turns its GPU fleet into a software platform
Nebius
Buys software and teams above the GPU
← Down the stack · power, sites, build
Up the stack · software, inference, agents →
- ← Down the stackUp the stack →
Nebius
Buys software and teams above the GPU
CoreWeave
Turns its GPU fleet into a software platform
Lambda
Pure capacity; stepped back from inference
Firmus
Owns the build, from modules to power
- Acquired
- Built
- Partner
- Exited or attempted
- Not covered
Nebius
4 acquisitions
CoreWeave
5 acquisitions
Lambda
0 acquisitions
Firmus
1 acquisitions
Hover or tap a block to see what sits there. Snapshot from public announcements to 22 October 2026; layer placement is our own classification.
Where we think the segment goes next.
- 01
More inference tuck-ins
The deals that pay back fastest are the ones that get more tokens out of every GPU. We expect more small, often undisclosed buys of inference and optimisation teams.
Signal · Nebius bought three in five months; CoreWeave guides managed inference to $250m+ ARR
- 02
Developer tools and agents next
AI clouds want builders to work on their platform, not only rent from it: notebooks, evaluation, RL training, sandboxes and search.
Signal · CoreWeave’s W&B, OpenPipe, Marimo and Forge; Nebius’s Tavily
- 03
Fewer mega-deals, more structured money
Balance sheets are stretched. Large stock-funded data centre deals look harder; converts, secured debt and prepayments fill the gap.
Signal · Core Scientific vote, CoreWeave bond selloff, Firmus IPO withdrawn
- 04
Two camps, valued differently
Full-stack platforms with software revenue on one side, pure capacity providers on the other. We expect investors to price them apart.
Signal · Lambda closed its inference API while Nebius and CoreWeave bought up
- 05
Teams that move the roadmap
AI clouds are buying teams as much as products: founders and engineers who can ship the next layer faster than it could be hired for or built in-house.
Signal · Eigen AI founders open a Bay Area hub; Clarifai’s founder leads research; Tavily kept its team and brand
- 06
Sovereign and enterprise routes to market
Regulated buyers want control of data and models. Security, governance and on-premises tooling could become targets.
Signal · Palantir–Nebius; CoreWeave Omni in customers’ own data centres
For founders
Is your technology a missing layer?
If your product can jump-start an AI cloud’s roadmap or fill a layer missing from its stack, buyers like these are active now. We are happy to walk you through your options, starting with an assessment of where you stand, and discuss the strategic paths open to you.
Important information
- This Buyer Spotlight is New Momentum Partners’ own analysis and opinion, based only on publicly available information as of 22 October 2026. It does not use any non-public information.
- Naming a company does not imply any engagement, mandate or relationship with New Momentum Partners, and no company named has reviewed or endorsed this article.
- Views on strategy, likely acquisition targets and the next 12 months are our assumptions and interpretation of public trends. They are not statements of, or predictions about, any company’s actual plans.
- This is not investment, legal, tax or financial advice, and not an offer, solicitation or recommendation to buy, sell or hold any security. Do your own research and consult your own advisers.
- Figures come from company filings, releases and third-party sources for the dates stated. They may be unaudited, restated or out of date, and share prices change daily. Past performance is no guide to future returns.
- Executive statements are paraphrased from public sources and may not reflect exact wording. Deal values marked “reported” come from press reports and have not been confirmed by the companies.
- Stack-layer classifications are our own simplification. Company names and trademarks belong to their owners.
- New Momentum Partners accepts no liability for decisions made on the basis of this article.
Sources
- Nebius: Q2 2026 letter to shareholders (SEC 6-K, Aug 2026)
- Nebius: Q1 2026 letter to shareholders (SEC 6-K, May 2026)
- Nebius: Q3 2025 letter to shareholders (SEC 6-K, Nov 2025)
- MarketBeat: Nebius Q4 2025 earnings call highlights (Feb 2026)
- Zacks via Yahoo Finance: Nebius’s four-pronged strategy (Jul 2026)
- Nebius: agreement to acquire Tavily (10 Feb 2026)
- Globes: Nebius buys Tavily, reported $275m (10 Feb 2026)
- Globes: Nebius in talks to acquire AI21 Labs, report (9 Apr 2026)
- Nebius: agreement to acquire Eigen AI (1 May 2026)
- Nebius: completes acquisition of Eigen AI (16 Jun 2026)
- Nebius: Clarifai’s core team and inference IP (12 May 2026)
- Nebius: acquires Inferize (1 Oct 2026)
- Nebius: asset-light infrastructure partnership model (15 Jul 2026)
- Nebius: Palantir sovereign AI partnership (8 Sep 2026)
- Nebius newsroom: financing and product releases, 2026
- Amsterdam startup map: NVIDIA $2bn investment and Meta / Microsoft contracts (May 2026)
- TechCrunch: Nebius raises $700m from NVIDIA, Accel and others (2 Dec 2024)
- Accel Spotlight On: Arkady Volozh on building in the agentic era (May 2026)
- Digrin: NBIS monthly price history
- Google Finance: NBIS quote, 19 Oct 2026
- Benzinga: Nebius says it faces less debt risk than CoreWeave (21 Oct 2026)
- Yahoo Finance: Nebius secures $3.5bn financing facility with Citi (22 Oct 2026)
- GuruFocus: Nebius launches public GPU spot pricing (21 Oct 2026)
- Motley Fool: Nebius Q2 2026 earnings call transcript (guidance)
- Nebius investor hub
- CoreWeave: Q2 2026 results (11 Aug 2026)
- MarketBeat: CoreWeave Q2 2026 earnings call highlights
- Stock Analysis: CoreWeave market cap (Oct 2026)
- TechCrunch: CoreWeave acquires Weights & Biases (4 Mar 2025)
- CoreWeave: comment on Core Scientific stockholder vote (30 Oct 2025)
- CoreWeave: to acquire OpenPipe (3 Sep 2025)
- CoreWeave: to acquire Monolith (6 Oct 2025)
- CoreWeave: acquires Marimo (30 Oct 2025)
- SiliconANGLE: CoreWeave acquires Conductor (25 Jan 2023)
- Data Center Knowledge: CoreWeave targets enterprises with Forge (Sep 2026)
- Lambda: sunsetting Chat and Inference (Sep 2025)
- TechCrunch: Lambda to raise $4bn ahead of planned IPO (6 Oct 2026)
- DCD: Lambda seeks $3bn round ahead of IPO plans (Aug 2026)
- DCD: Lambda plans data centre in Oklahoma (Sep 2026)
- Lambda investor page
- Firmus: to acquire Benmax’s fabrication, design and projects businesses (13 Aug 2026)
- Firmus: 900 MW contracted, OpenAI anchor customer (8 Sep 2026)
- TelecomTV: Firmus US$2bn strategic equity investment (Aug 2026)
- Forbes Australia: Firmus IPO withdrawn (Oct 2026)
- Bloomberg Government: Firmus explores $3bn private round after shelving IPO (Oct 2026)
- Business Wire: Firmus and Rafay partnership (29 Sep 2025)
- Firmus: Fireworks partners with Firmus AI Cloud (Aug 2026)
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