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What this address covers
Notes from this address cover the build-out behind artificial intelligence, from the silicon to the grid. Compute, memory and networking inside the data centre. The buildings themselves, and the cooling they need. The power to run them, and the transmission and substations that bring it in. Each is a different industry with a different cycle.
What ties them together is that they are all being asked to grow at once, by the same customers, against physical limits that do not move as quickly as spending plans do.
That tension is the subject, and it is better understood one constraint at a time.
From the chip to the substation
It helps to picture an AI data centre as a stack. At the top are the accelerators that do the computation. Beneath them, the memory that holds the models and the data, which has become a constraint of its own. Then the networking that lets thousands of accelerators work as one machine, built from switches, optical links and a great deal of cable.
Below that is the physical plant. Servers sit in racks, racks sit in halls, and the halls need cooling systems that are increasingly built around liquid rather than air, because the newest chips produce more heat in a small space than older designs ever did. Every one of those systems has suppliers with their own capacity limits.
At the bottom of the stack is electricity. Transformers, switchgear, backup generation and the grid connection itself. These are some of the longest lead time items in the whole build, and they sit with industrial manufacturers and utilities that plan in decades rather than product cycles.
Investors who look only at the top of the stack see the most visible part of the spending. The rest of it is spread across sectors that do not carry the word technology in their names.
Stacks like this tend to be refreshed in waves. Each new generation of accelerators can require new networking, new memory, new cooling and sometimes a new building, so the spending arrives in bursts tied to product cycles rather than as a steady stream.
For suppliers lower in the stack, that can mean long quiet stretches followed by sudden demand. For investors, it means the timing of exposure to each layer matters, and that a fund's holdings can move very differently from the headline figures about the trend.
Seen this way, the build-out is less a single industry than a sequence of handoffs between industries, each of which has to deliver on time for the next one to be useful, and each of which can hold up the rest.
That spread is also why funds built around this build-out can differ so widely. Some stay near the top of the stack, others reach all the way down to the grid, and their holdings overlap far less than their names would suggest.
Reading a fund's holdings against this stack, layer by layer, is a quick way to see which of those approaches it has taken.
Concentration, on both sides
AI infrastructure is concentrated in two directions at once. On the demand side, a handful of very large technology companies account for much of the spending, so a change in their plans moves the whole supply chain. On the supply side, several critical inputs come from a small number of firms, and in some cases a small number of plants in a small number of countries.
For a fund or an index in this area, that concentration shows up in its holdings. A small number of names can carry much of the weight, and many of the companies held depend on the same few customers. A fund can hold dozens of companies and still be exposed to one decision made in one boardroom.
It also shows up in a portfolio as a whole. The largest buyers of AI infrastructure are among the largest companies in broad market indexes, so a client who owns a core index fund already owns a meaningful share of the demand side.
Looking through a fund's holdings to its customers, and through a client's portfolio to its overlap, is the most direct way to see how much of the trend is already owned.
Concentration also affects how quickly news travels through a fund. When one large buyer changes its spending plans, the effect can reach chip designers, memory makers, network suppliers and equipment manufacturers within days, because all of them were counting on the same orders.
A fund spread across those layers may look diversified by industry while being concentrated by customer, and that is worth knowing before the first quarter in which a large buyer pauses its plans.
Supply concentration works the same way in reverse. A disruption at one critical plant or in one region can hold back the whole chain, and the companies that depend on that input may have few alternatives in the short run.
Neither kind of concentration is a reason to avoid the area. Both are reasons to know exactly what a fund holds and who those holdings ultimately depend on, before deciding how large a position should be.
A short list of a fund's largest holdings and their largest customers is often enough to see how much depends on a few decisions.
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