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Product Independently confirmed2 publishers 3 min read Published

Nscale bought into the robot maker that just committed $3.5bn to its compute

The contract value is public and the size of Nscale's stake in Figure is not, which leaves anyone reading a $51bn backlog ahead of a US listing unable to tell how much of that line the seller helped pay for.

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What happened

  • Nscale will deploy up to 100,000 Nvidia Vera Rubin GPUs for Figure at its Barstow, Texas data centre, on a contract worth $3.5bn initially with a stated intent to scale past $6bn.
  • Alongside the contract, Nscale made an undisclosed strategic investment in Figure, becoming a shareholder and Figure's preferred compute provider for its Helix models.
  • Nscale has told prospective investors it holds around $51bn in contracted revenue, and Bloomberg reported it is seeking up to $3bn in a US IPO, possibly as soon as September.

Why it matters

  • Who's exposed exposure Buyers of the IPO are being asked to underwrite a backlog containing a $3.5bn line from a customer the seller part-owns, without a number for the stake that would let them net the two flows against each other.
  • What it limits constraint Preferred-provider status ties Figure's Helix training calendar to one operator's build-out at a single leased Barstow site that already houses a hyperscaler tenant, so Figure's schedule now depends on Nscale's construction and power timeline.
  • What it sets up precedent The chip-layer habit of taking equity in your own customer now has a working example one layer down in humanoid robotics, which gives every other neocloud pitching physical AI a template and a reason to expect the same terms.
  • Who has to decide decision If the supply-chain humanoid idea ever gets funded, Nscale's staffing plan for its desert and Arctic sites and Figure's search for repetitive shift work become the same procurement decision, made between two parties that hold each other's paper.

Next story · Invest · Sep 5

Nscale books at least $3.5bn from a robot company it now part-owns

Confirmed2 publishers

Somewhere in Nscale's data room there is a line that reads Figure, $3.5bn. Anyone pricing it needs two numbers the announcement does not carry: the length of the term, and the size of the cheque Nscale wrote back the other way.

Start with the disclosed figures. Spread $3.5bn across up to 100,000 Vera Rubin GPUs [1][2] and you get $35,000 per GPU for the whole multi-year term, or $60,000 at the $6bn ambition [19]. Without a term length, neither number tells you what an hour of Barstow capacity costs. Against Nscale's stated backlog of around $51bn [17], the initial commitment is about 6.9 percent, rising to roughly 11.8 percent if the larger version signs [20]. The rest of that backlog may be plain arm's-length business; this portion is not, because the buyer is now part-owned by the seller [3].

The direction of the money is what makes it hard to read. Nscale sends Figure an undisclosed sum and takes shares, and Figure commits at least $3.5bn back over a period nobody has specified [1][3]. Bloomberg's Lynn Doan described this as the playbook Nvidia has run for two years, and noted that some on Wall Street treat circular arrangements as a way of making demand look larger than it is [9]. Nvidia's own version of it is a $99bn equity portfolio built largely on positions in the labs and clouds that buy its chips [10]. Here Nvidia has money in Nscale and money in Figure [11], which puts it on both sides of a contract for its own hardware.

The pitch is easy to separate from the work. The pitch is Jensen Huang's robotics flywheel: Figure's models train on Vera Rubin through Nscale's cloud, get validated in Nvidia's Isaac Sim, then run on Nvidia GPUs inside the robots [4]. The work is duller and more real. Brett Adcock has said Figure's constraint is data and compute rather than money [13], and the money part checks out, given a round above $1bn at a $39bn valuation in September 2025 [15]. The data part is already running: Figure's Index programme ingests thirty minutes of human training video every second from paid creators using a phone app [14], which is 1,800 times real time, or about 43,200 hours of footage a day [21]. Figure says the sustained runs needed to turn that footage into a robot that can work a full shift were beyond the scale it could reach [18]. That is a genuine constraint, and Barstow capacity is a genuine answer to it, though the first systems are not due until the second half of 2027 [6].

One line in the release has no number and no date attached: the two companies say they will explore scaling Nscale's supply chain with humanoids [12]. Read plainly, that is Figure robots working shifts in the buildings that train Figure robots. Barstow is a 234MW site Nscale leases from Bitcoin miner Ionic Digital, where it is also deploying infrastructure for Microsoft [8], so the staffing question in that building is real even if the humanoid answer stays an ambition.

The forcing function, for anyone handed a vendor backlog before a listing: sort each large contract on two axes. Does the seller hold equity in the buyer, and does delivery start before the seller's next capital event? The Figure line answers yes to the first and no to the second [3][6][5]. Contracts in that box cannot be netted out by anyone outside the deal, which is why the undisclosed investment matters more to a stranger than the $3.5bn does. Until Nscale puts a figure on its stake, the accurate way to read that backlog line is as a commitment from a company Nscale part-owns, priced in a currency only the two signatories can see.

What to watch

  • Whether Nscale's IPO filings put a figure on the size of its equity stake in Figure.
  • Whether the stated intent to scale past $6bn converts into a signed increase, and whether any capacity lands before the second half of 2027.
  • Whether the line about scaling Nscale's supply chain with humanoids acquires a date, a robot count, or a pilot at Barstow.

Clarity's read

What the record supports and how the coverage leans. The claims behind it follow.

Reality

Evidence46
Adoption22
Hype gap+44
Incentives86
Confidence58
Why these scores

Claim ledger

Ranked by verification strength, evidence, and original report placement.

  1. [1]

    Nscale agreed to sell Figure at least $3.5bn of computing power, described as an initial commitment of $3.5bn with an intent to scale past $6bn over time.

    Reported SupportedView cited source
  2. [2]

    The agreement covers up to 100,000 Nvidia GPUs running the Vera Rubin platform, deployed at Nscale's data centre in Barstow, Texas.

    Reported SupportedView cited source
  3. [3]

    Nscale is making an undisclosed strategic investment in Figure, becoming a shareholder and Figure's preferred compute provider, powering Figure's Helix models.

    Reported SupportedView cited source
  4. [4]

    Jensen Huang, Nvidia's founder and CEO, said Nscale and Figure have activated the robotics flywheel: training Figure's models on Nvidia Vera Rubin through Nscale's AI cloud, validating them in Nvidia Isaac Sim, and deploying them on Nvidia GPUs in Figure's robots.

    Reported Supported Source: Jensen Huang, quoted in the companies' announcementView cited source
  5. [5]

    Bloomberg reported that Nscale is seeking up to $3bn in a US IPO, possibly as soon as September.

    Reported Supported Source: BloombergView cited source
  6. [6]

    The first systems arrive in the second half of 2027, at Nscale's Barstow, Texas site.

    Reported SupportedView cited source
  7. [7]

    The London company announced the partnership on 3 September, in a statement also carried on PR Newswire.

    Reported SupportedView cited source
  8. [8]

    Nscale's Barstow data centre is leased from Bitcoin miner Ionic Digital, has 234MW of capacity, and is also where Nscale is deploying AI infrastructure for Microsoft.

    Reported SupportedView cited source
  9. [9]

    Bloomberg's Lynn Doan wrote that by investing in a key customer Nscale is running the playbook Nvidia has run for two years, and that some on Wall Street have flagged such circular arrangements as a way to make demand look larger than it is.

    Reported SupportedView cited source
  10. [10]

    Nvidia has built a $99bn equity portfolio largely by taking positions in the labs and clouds that buy its chips.

    Reported SupportedView cited source
  11. [11]

    Nvidia is an investor in Nscale and an investor in Figure.

    Reported SupportedView cited source
  12. [12]

    The release says the two companies will explore scaling Nscale's supply chain with humanoids; no number or date has been attached to that part.

    Reported SupportedView cited source
  13. [13]

    Brett Adcock, Figure's founder and CEO, framed the constraint as data and compute rather than money, saying Helix improves with more of both.

    Reported Supported Source: Brett AdcockView cited source
  14. [14]

    Figure's Index programme takes in thirty minutes of human training video every second, contributed by paid creators through a phone app.

    Reported SupportedView cited source
  15. [15]

    Figure closed a round above $1bn at a $39bn valuation in September 2025, led by Parkway Venture Capital with Nvidia, Intel Capital, Salesforce and Qualcomm Ventures alongside.

    Reported SupportedView cited source
  16. [16]

    Nscale closed a $2bn Series C at a $14.6bn valuation in March, then raised roughly $3bn of debt financing for campuses in Texas and North Carolina.

    Reported SupportedView cited source
  17. [17]

    Nscale has told prospective investors it holds around $51bn in contracted revenue.

    Reported SupportedView cited source
  18. [18]

    Figure says the sustained training runs required to turn its footage into a robot that can work a full shift are at a scale it could not reach.

    Reported Supported Source: FigureView cited source
  19. [19]

    The $3.5bn initial commitment spread across up to 100,000 GPUs is $35,000 per GPU for the whole multi-year term; the $6bn figure is $60,000 per GPU.

    Derived Supported
  20. [20]

    The $3.5bn commitment is about 6.9 percent of Nscale's stated $51bn contracted revenue, and $6bn would be about 11.8 percent.

    Derived Supported
  21. [21]

    Ingesting thirty minutes of video every second is 1,800 times real time, or about 43,200 hours of footage per day.

    Derived Supported

Sources

2 independent publishers whose own reporting we read for this story.

  1. datacenterdynamics.com

    2 articles · September 4, 2026

    Nscale signs $3.5bn compute agreement with robotics company Figure
  2. thenextweb.com

    1 article · September 6, 2026

    Nscale is selling Figure $3.5bn of compute and buying a stake in it

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