Close Menu
NCIJ Network NCIJ Network
    What's Hot

    China, Not Iran, Is Trump’s Real Foreign-Policy Debacle

    September 18, 2026

    Illegal mining in Niger state: 37 suspects die in Nigerian custody

    September 18, 2026

    Warm words on Canada’s EU ‘associate membership’ but no guarantees

    September 18, 2026
    Facebook X (Twitter) Instagram
    Trending
    • China, Not Iran, Is Trump’s Real Foreign-Policy Debacle
    • Illegal mining in Niger state: 37 suspects die in Nigerian custody
    • Warm words on Canada’s EU ‘associate membership’ but no guarantees
    • Joining the dots between big AI
    • He Won the Nobel Prize for Protein Design. Now He Uses AI to Create Molecules Not Found in Nature
    • Best Open-Source Agent Harnesses for Local LLMs in 2026
    • Claimed Bug Bounty Hunter Likely Used LLM to Build PhantomRaven npm Stealer
    • SOL news: Solana speeds up blocks by 17%, but transaction capacity stays the same
    • About
      • Our Team
      • Editorial Policy
      • Editorial Independence
      • International Support
    • Trust & Standards
      • AI Usage Policy
      • Conflict of Interest Policy
      • Corrections Policy
      • Ethics Policy
      • Fact-Checking Policy
      • Source Protection
    • Get Involved
      • Guide for Sources
      • Support Independent Journalism
    • Legal
      • Cookie Policy
      • Privacy Policy
      • Terms of Use
    Facebook X (Twitter) Instagram
    NCIJ Network NCIJ Network
    Friday, September 18
    • Home
    • World
    • Ai
    • Business
    • Politics
    • Health
    • Crypto
    • Science
    • Technology
    • Cybersecurity
    • Defense & Security
    • Economy
    • Energy
    • Europe
    • More
      • Fact Check
      • Investigations
      • Opinion & Analysis
      • Environment
    NCIJ Network NCIJ Network
    Home»Economy

    Joining the dots between big AI

    NCIJ NETWNCIJ NETWORKBy NCIJ NETWNCIJ NETWORKSeptember 18, 2026 Economy No Comments6 Mins Read
    Share
    Facebook Twitter LinkedIn Pinterest Email

    Stay informed with free updates

    Simply sign up to the Technology sector myFT Digest — delivered directly to your inbox.

    Financial connections between tech firms are substantial. And — if we put aside challenges this presents to antitrust regulators/the foundations of functioning capitalism — they are not particularly worrying. At least, they are not particularly worrying in a world where firms don’t fail.

    We live in a world where firms do sometimes fail. As such, the financial links connecting what look like nice safe firms in the AI ecosystem to potentially systemically important weaker links have the potential to matter quite a lot.

    A new paper by Craig Nicol, Oleg Melentyev, and Charlie Callan of Sona Asset Management, best known for their massive London-based credit hedge fund, has a go at mapping the AI universe and cataloguing the interconnections between major players. Spoiler: they are many.

    The authors kindly shared the data they’d mined with Alphaville. And we threw them into our dataviz systems to make this hot mess of a cat’s cradle radial network chart:

    Some content could not load. Check your internet connection or browser settings.

    We appreciate that the chart isn’t the most mobile-friendly of things, but it gives a sense as to the extent of financial connections between different entities. Financial connections include equity, debt, lease commitments or whatever. Nodes are sized by the amount of commitments to which each is reportedly attached.

    So the green OpenAI blob is big (lots of commitments pouring both in and out). But one of the tiny grey blobs representing Citadel is small (because we don’t actually have a specific number for their commitment, just reports that they were involved in a $2bn Series C equity capital raise for neocloud Nscale). Hover your pointer on a node to see where financing is coming from and where it’s going.

    The data covers 176 deals totalling $3.6tn, transacted between 202 entities, in the three and a half years to August 2026. It looks like the true value of deals could be somewhat higher just because of the number of deals whose value is not disclosed.

    OpenAI and Anthropic are both central to the ecosystem, and have each accumulated vast commitments. We’re not saying that they’re the weak links in this web, but their lack of positive (unadjusted) earnings may mean that they warrant a little more attention. And Sona’s data enables us to zoom in on them:

    Some content could not load. Check your internet connection or browser settings.

    The two Sankey diagrams show various commitments made to the two monoline AI labs, and the commitments that they have, in turn, made to others. Hover your pointer over a leg of the chart and you’ll see details of each deal.

    In most cases, money committed to a lab looks like it comes from a different source to which the money is then committed. But not always. As the authors note:

    Amazon has invested in OpenAI (~$50bn) while also securing a ~$100bn compute commitment from it; Microsoft’s ~$135bn ownership recapitalisation of OpenAI sits alongside OpenAI’s ~$250bn purchase commitment back to Microsoft Azure.

    Moreover:

    NVIDIA has conditionally committed to invest up to ~$100bn in OpenAI (2025) with a further ~$30bn indicated in 2026; OpenAI in turn commits hundreds of billions of dollars to Oracle, Microsoft and Amazon for cloud and compute; these companies are among the largest buyers of NVIDIA silicon: the circle is complete.

    Zoom out and the AI financing web “increasingly reflects the characteristics of a closed-loop system”, they argue.

    In fact, of the 176 transactions analysed, around 120 carry what the analysts call a ‘high circularity flag’, meaning that nodes are connected by multiple relationships, often with capital flowing in a loop.

    And, like the risk that open models eat frontier labs’ lunch, the presence of what looks a lot like circular financing featured in S&P Global Ratings’ ‘known unknown’ risks to hyperscalers’ credit ratings only two weeks ago.

    Are our charts really the best way to visualise the interconnectivity of the AI ecosystem? Sona has a banger of its own, but sadly only in static picture format. Behold:

    Ownership and Financing Web – Logarithmic Bubble Represents Capital / Commitments Inflow © Company announcements, Bloomberg, Reuters, FT, WSJ, Forbes, SEC, ACCC, TechCrunch

    Sona splits nodes into four separate orbits. The central orbit has the key AI players, memory and foundry majors, etc; the second ring shows other companies; the third investor syndicates; and the outer ring investors and financiers.

    It’s not just the tangled web of financing that binds the fate of tech firms together. Using Bloomberg supplier data, Sona mapped the concentration and dependency of the AI supply chain by plotting revenue dependence of firms to one another.

    Sure, they found that chip firms sell a lot of chips to chip buyers. But they also found that some firms’ revenue is almost existentially tied to the capex decisions of one or two players. Here’s a chart showing the top five companies’ revenue dependence on the ecoverse:

    Some content could not load. Check your internet connection or browser settings.

    Having mapped revenue dependency and used this to configure the positioning of each company on a network chart so that it reflects each company’s connections to the key AI players (who they have fixed on the periphery), Sona overlays leverage — framed here as total debt to ebitda — to produce this:

    Many-to-many connections by total debt (logarithmic bubble) and leverage (inverse colour) © Data from Bloomberg; mapping by Sona Asset Management

    Basically, the bigger the bubble the bigger the total debt, and the darker the red the greater the leverage. Most of the bubbles are fairly greenish, but it’s no surprise to see Oracle and CoreWeave are bright red.

    Circular financing isn’t actually cheating. And it would be weird if chipmakers and neocloud companies didn’t find their revenues dependent on the business of hyperscalers and AI labs.

    But the incestuous network of revenue-capex-financing connections does mean that if you want to understand the creditworthiness of one element of the system, you’re going to have to look at the system as a whole.

    And that’s really the point of the work: to examine how single points of failure might impact the AI universe. Because we live in a world where firms do sometimes fail.

    Further reading:
    — Are credit rating agencies getting fed up with hyperscalers? (FTAV)
    — How big is the open-model threat to AI hyperscalers? (FTAV)

    big dots joining
    NCIJ NETWNCIJ NETWORK
    • Website

    Keep Reading

    Interview with Reuters

    JWST’s mysterious little red dots may be black holes growing at incredible speeds

    Big space mirrors could bring Earth on-demand light — and upend our night sky

    Hispanic voters feel ‘betrayed’ by Trump, top Republican says

    India’s tiger success brings a new challenge: Living alongside the big cats

    Friedrich Merz fights for survival ahead of German regional elections

    Add A Comment
    Leave A Reply Cancel Reply

    Editors Picks

    China, Not Iran, Is Trump’s Real Foreign-Policy Debacle

    September 18, 2026

    Illegal mining in Niger state: 37 suspects die in Nigerian custody

    September 18, 2026

    Warm words on Canada’s EU ‘associate membership’ but no guarantees

    September 18, 2026

    Joining the dots between big AI

    September 18, 2026
    Latest Posts

    ADNOC, SLB roll out AI-powered tool across over 120 rigs to enhance drilling ops

    August 4, 2026

    Mining threat persists in Raja Ampat, Indonesia’s ‘Amazon of the Seas’

    August 4, 2026

    Smoke Streams Across Eastern Washington

    August 4, 2026

    Subscribe to News

    Get the latest sports news from NewsSite about world, sports and politics.

    NCIJ Network is an independent digital news platform delivering trusted investigative journalism, European and global news, in-depth analysis, and fact-based reporting with accuracy, transparency, and integrity.

    Facebook X (Twitter) Instagram Pinterest YouTube

    China, Not Iran, Is Trump’s Real Foreign-Policy Debacle

    September 18, 2026

    Illegal mining in Niger state: 37 suspects die in Nigerian custody

    September 18, 2026

    Warm words on Canada’s EU ‘associate membership’ but no guarantees

    September 18, 2026

    Subscribe to Updates

    Get the latest creative news from FooBar about art, design and business.

    Type above and press Enter to search. Press Esc to cancel.