The deep dive · Private · Read November 3, 2026

vCluster Labs

The company behind vCluster, formerly Loft Labs, now sells software that lets GPU clouds carve shared hardware into isolated, sellable clusters. Fully remote, and last raised $24M in 2024.

vCluster press releases; careers page, checked Nov 3, 2026
Valuation
Not disclosed no valuation was published for any round, including the 2024 Series A.
Raised
$28.6M a $4.6M seed in 2021 and a $24M Series A led by Khosla Ventures in April 2024.
Revenue
Not published the only figure is ARR growth of 4.6 times in the year before April 2024, with no dollar amount.
Watch
Deutsche Telekom deal vCluster runs private AI clouds on DT's Nvidia AI factory; DT expects to grow from about 500 to 10,000+ GPUs on it.
AI
Pivoted to GPU clouds says it runs across 100K+ GPUs, for AI clouds such as Nebius, Groq, Firmus and Corvex.
Liquidity
None reported no staff tender offer or secondary sale found; shares are not listed.
Hiring
27 → 32 remote listings since Oct 10.
01 · The business

Free and open source at the bottom, enterprise contracts on top.

The core vCluster project is open source (Apache 2.0). A Free plan covers up to 64 CPUs or 32 GPUs, and Enterprise is priced by quote, with SSO, quotas, air-gapped installs and SLAs. Newer paid layers include vMetal for bare-metal GPU servers, vNode isolation and Stacks for packaged managed services. No prices or revenue split are published.

vCluster pricing page, checked Nov 3, 2026
The moat, in three parts
  1. 1
    The open-source name in Kubernetes tenancy
    The loft-sh/vcluster repo has about 11,400 GitHub stars under Apache 2.0. In 2021 vcluster became the first certified Kubernetes distribution for virtual clusters.
    GitHub repo, checked Nov 3, 2026; vCluster press releases
  2. 2
    Built into Nvidia's stack
    Nvidia validated vCluster as Run:ai conformant, it publishes a reference architecture for DGX systems, and it is in Nvidia Inception. It co-designed DT's AI factory architecture with Nvidia.
    vCluster Labs, Mar 17, 2026; SDxCentral, Oct 2026
  3. 3
    Named AI cloud and enterprise customers
    Its releases list Nebius, Groq, Firmus and Corvex among AI clouds, and Adobe, Samsung and Deloitte among enterprises. The homepage says 31% of Nebius Token Factory runs on vCluster.
    vCluster Labs release via TechIntelPro, Oct 9, 2026; vcluster.com
02 · Funding

Every round, and what its terms give away.

vCluster Labs is private, so there is no share price. What its investors paid, and on what terms, is the closest thing to one.

2 rounds and offers, newest first
  1. Apr 16
    Series A$24M
    Led by Khosla Ventures
    Fusion Fund, Surface Ventures, Emergent Ventures and Berkeley SkyDeck followed. Form D: $24.0M sold to 8 investors as Series A and A-1 preferred.
    SiliconANGLE, Apr 16, 2024; SEC Form D, May 6, 2024
  2. Sep 22
    Seed$4.6M
    Led by Fusion Fund
    RTP Seed, Emergent Ventures and Berkeley SkyDeck joined. Form D reported $3.6M of equity sold to 6 investors.
    Loft Labs post via DEV; vCluster press list; SEC Form D, Oct 2021
Round-terms checks
No flags found

Clear: checked, nothing found. Flag: found, with the source. Open: could not be checked.

03 · Footnote flags

What the record says, and what we think it means.

The fact is the source's. The read, in italics, is ours.

  1. 01
    Watch

    From developer tool to GPU cloud software.

    vCluster's own site now says virtual clusters for dev and test is an outdated framing; its production default is Private Nodes for AI clouds, GPU platforms and AI factories.

    A sharp turn toward a hot market. Expect roles and goals to follow AI cloud buyers, not developers.

    vcluster.com/llms.txt, checked Nov 3, 2026
  2. 02
    Neutral

    Loft Labs became vCluster Labs, quietly.

    Press releases used Loft Labs through Nov 2024 and vCluster Labs from 2025. We found no rename announcement. The legal filer on Form D is still Loft Labs, Inc.

    Offer letters and equity papers may say Loft Labs. That is the same company.

    vCluster press releases; SEC Form D
  3. 03
    Good

    Deutsche Telekom picked it for sovereign AI clouds.

    Announced Oct 21, 2026: vCluster gives each DT customer its own private AI cloud on DT's Nvidia DSX stack. The first customer is an unnamed German carmaker; DT expects to go from about 500 to 10,000+ GPUs.

    A big-name reference for European sovereign AI. The 10,000-GPU figure is DT's expectation, not a done deal.

    SDxCentral, Oct 21, 2026
  4. 04
    Neutral

    Builds on Nvidia's now open-source Run:ai.

    In Oct 2026 it launched managed Run:ai clusters built on Nvidia's newly open-sourced Run:ai, needing no commercial Run:ai license.

    Close to Nvidia is a strength, but Nvidia giving away more of the stack could also shrink the space for paid layers.

    vCluster Labs release via TechIntelPro, Oct 14, 2026
  5. 05
    Neutral

    Moved down to bare metal.

    vMetal, launched at Nvidia GTC in March 2026, discovers, provisions and repurposes physical GPU servers from one control plane. Stacks, generally available in Oct 2026, package AI services per tenant.

    The product line now runs from raw racks to AI workloads. That is a wider surface to build and support with a small company.

    vCluster Labs, Mar 17, 2026; TechIntelPro, Oct 9, 2026
  6. 06
    Watch

    No new round in over two and a half years.

    The last disclosed raise was $24M in April 2024. EDGAR shows no Form D since. The job board lists 39 open roles.

    Either revenue is funding growth or a new round has not been announced. Ask about runway and the cap table in interviews.

    SEC EDGAR, checked Nov 3, 2026; Ashby board
  7. 07
    Good

    Fully remote and global.

    The careers page calls it a fully remote, globally distributed team with flexible hours. All 39 open roles are marked remote, across the US, Canada, EMEA, UAE, Singapore and Australia.

    City names on a few roles (San Francisco, New York) look like sales territories, not office requirements. Confirm in the interview.

    vCluster careers page and Ashby board, checked Nov 3, 2026
  8. 08
    Neutral

    Repeat job titles are regional copies.

    The three AI Infrastructure Engineer posts share the same description and differ by region and posted pay: $140K to $165K (US), SGD 155K to 175K (Singapore), EUR 90K to 105K (EMEA). Staff roles are split the same way.

    One hiring need, paid by local market. European pay bands sit well below the US ones.

    Ashby job board, checked Nov 3, 2026
  9. 09
    Neutral

    Gartner Cool Vendor in 2024.

    Loft Labs was named a Cool Vendor in Gartner's 2024 Cool Vendors in Container Management.

    Analyst notice from the developer-tools era, before the AI cloud pivot.

    vCluster press releases (Oct 29, 2024)
04 · Who gets paid most

Sales is paid 68% over market. Engineering, 16% under.

Still Remote data, daily since Oct 10
Posted pay against the same level at other remote employers
Compared level by level against 400+ remote employers, then averaged. Number of posted ranges beside each team.
AI and ML listings, Oct 10 to Nov 3
3 → 5+67%
Remote listings, same days
27 → 32+19%

We save every company's roles, pay by team and level, AI share and churn every day, so each month this page can say more. Sparklines use their own scale.

05 · Built for the agentic era?

Can AI agents do business with vCluster Labs?

We checked the agent payment programs, developer docs and site rules an AI assistant would meet.

Our verdict

Readable, not yet agent-run. Clean llms.txt files and an API, but the only MCP server searches docs; agent sandboxes are a product it sells.

Still Remote read
LivePartly
  1. Site AI tools can read
    vcluster.com/llms.txt (about 2,900 characters) explains current positioning and tells AI readers to treat pre-2025 content as outdated.
    checked Nov 3, 2026
    Yes
  2. Docs AI tools can read
    vcluster.com/docs/llms.txt indexes the docs as Markdown pages, about 54,000 characters.
    checked Nov 3, 2026
    Yes
  3. Lets AI crawlers read its site
    robots.txt names no AI bots and blocks only /author/, so GPTBot and ClaudeBot fall under the general allow.
    checked Nov 3, 2026
    Yes
  4. An MCP server agents can call
    Docs show how to add a read-only, Algolia-hosted MCP server that searches vCluster docs. We found no MCP server for running clusters or the platform.
    vCluster docs, checked Nov 3, 2026
    Mixed
  5. Products for AI agents
    vNode is pitched as kernel-level isolation for agent code sandboxes; Cure53 found no container escapes in a Sept 2025 test. Agent sandbox clusters are listed as coming soon.
    vCluster agentic security page, checked Nov 3, 2026
    Yes
  6. API and CLI for automation
    The homepage shows API calls for nodes, tenants, clusters and metrics, plus a CLI, so scripts or agents can drive the platform.
    vcluster.com, checked Nov 3, 2026
    Yes
05 · Inside the company

Where vCluster Labs puts AI to work.

AI and ML job titles, share of open remote listings
vCluster Labs
15.6%
Every company we track
6.4%
5 of 32 vCluster Labs listings on Nov 3. Scale 0% to 20%.
  1. 1
    Coding agents work in the main repo
    The open-source vcluster repo has a CLAUDE.md with agent instructions, a .claude folder of rules and skills, and a test-driven workflow for agents. It was added in March 2026.
    GitHub loft-sh/vcluster, checked Nov 3, 2026
  2. 2
    AI use is written into job specs
    Current posts ask a RevOps engineer to build agents with Claude and Clay, a QA engineer to use AI to review PRs, and an HR director to extend AI agents already used in recruiting.
    Ashby job board, checked Nov 3, 2026
06 · What the hiring says

More listings than on Sep 7, led by engineering.

Remote listings on its board, dailyAxis starts at zero
Listings as the board shows them, so a title posted in several places counts each time. Team counts are open roles, repeated titles once.
8 of 21
roles are engineering
6
sales roles, the next biggest team
5
countries named in its remote roles, led by United States
+4
new roles in the last 7 days
08 · Where it looks headed

The signals, and which way they push.

  1. Tailwind
    GPU clouds need to sell isolated clusters.

    Partners and customers include Nebius, Groq, Polarise, QumulusAI and Deutsche Telekom; the company says it runs across 100K+ GPUs.

  2. Tailwind
    Europe wants its own AI clouds.

    The DT deal and a March 2026 Polarise partnership both target sovereign AI in Germany, where the founders come from.

  3. Headwind
    Nvidia keeps widening its own software.

    Nvidia open-sourced Run:ai and ships DSX OS; vCluster builds on both. If Nvidia adds tenancy itself, the paid layer gets thinner.

  4. Headwind
    Small war chest in a capital-heavy field.

    Total disclosed funding is $28.6M, while it sells against Red Hat, VMware and Nutanix platforms.

09 · Bold predictions

Where vCluster Labs ends up, if we had to bet.

Our calls, not facts. Each one is tied to something that already happened, so you can judge the reasoning.

  1. 1

    vCluster Labs announces a new priced round before the end of 2027.

    Likely 72%Funding

    The last disclosed raise was April 2024, and it is hiring 39 roles while chasing GPU clouds. AI infrastructure is drawing heavy venture money.

    SEC EDGAR; Ashby board
  2. 2

    vCluster Labs lists on a public exchange by 2031.

    Long shot 16%IPO

    It has raised $28.6M in disclosed funding and publishes no revenue. Companies at this stage more often raise again or sell.

    SiliconANGLE, Apr 16, 2024
  3. 3

    A larger infrastructure or chip company buys vCluster Labs by 2031.

    Coin flip 50%M&A

    Its software sits inside Nvidia, DT and neocloud stacks. Small tenancy layers in big ecosystems are common buyout targets.

    SDxCentral, Oct 2026
  4. 4

    Agent sandboxes (vNode) become a main revenue line, not a side product.

    Coin flip 50%AI

    It already pitches vNode for untrusted agent code and lists agent sandbox clusters as coming. Demand is real, but cloud giants sell sandboxes too.

    vCluster agentic security page
  5. 5

    vCluster is still the default tenancy layer for independent GPU clouds in 2031.

    Coin flip 50%Competition

    It has Nvidia validation and named AI cloud customers. Nvidia's widening free software and big platform vendors could close the gap.

    TechIntelPro, Oct 14, 2026

Read by the Still Remote research agent on November 3, 2026 from the sources linked on this page. Facts and scenarios only, not investment advice.