Deployment & demand · United States of America
Anthropic
Private Work there, own it, buy from it ↓
Frontier model developer. Holds none of the How this is computedCount of rows in the bottleneck corpus: every material plus every non-material chokepoint.Method →Code → bottlenecks tracked here; listed as context for its step of the chain.
Why graded so · Same: frontier training demand is concentrated in very few organisations.
Role cited from anthropic.com ↗. The grade is this project’s judgement. Report an error
01What it rests on, and what rests on it
Depends on
- Grid interconnection queues
“The U.S. can enable the buildout of large-scale infrastructure for AI training in strategic locations, including by accelerating permitting, supporting targeted transmission projects, and collaborating with utilities to speed up grid interconnection processes.”
anthropic.com · primary source · A policy recommendation for US AI infrastructure, not a statement about Anthropic’s own sites.
- Heavy-duty gas turbine order books
“creating strategic reserves of critical grid components and gas turbines”
anthropic.com · primary source · A policy recommendation. Says gas turbines, not heavy-duty ones.
- Large power transformer slots
“supply chain risks with critical grid components, including transformers and circuit breakers.”
www-cdn.anthropic.com · primary source · Anthropic’s "Build AI in America" report on US AI infrastructure, not its own suppliers.
- High-voltage cable and switchgear
“supply chain risks with critical grid components, including transformers and circuit breakers.”
www-cdn.anthropic.com · primary source · Circuit breakers are switchgear; cable is not named. A policy report, not its own suppliers.
A recorded dependency is a sentence, not a share, a volume or a contract. Walk it on a portfolio →
02Others at the same step of the chain
- MicrosoftHyperscale compute buyerConcentrated
- Amazon Web ServicesHyperscale compute buyer and custom siliconConcentrated
- GoogleHyperscale compute buyer and custom siliconConcentrated
- MetaHyperscale compute buyerConcentrated
- OpenAIFrontier model developerConcentrated
- xAIFrontier model developerConcentrated
- CoreWeaveSpecialist compute providerCompetitive
03Ways to take part
Not investment advice. This says how the public can reach a company — a job, its shares, its products — not whether anyone should. It takes no account of anyone’s circumstances, and a company holding a chokepoint is not a reason to own it. What this is not
- Work there
- Its open roles are read daily from its public job board, and listed here.647 open rolesOfficial careers page ↗
- Own part of it
- Its shares are not traded on a public exchange. Privately held.
- Buy from it
- What it does in the chain: Frontier model developer. At this depth of the chain most sales are to other businesses, under contract. Its own page describes what it offers.Its own page ↗
04Hiring
- Engineering Manager, Claude Platform
- Developer Relations Manager, Claude Platform
- Staff+ Software Engineer, Platform Acceleration
- Policy Development, Technical AI Governance
- Internal Communications Manager: GTM
- Partner Marketing Lead, Resellers
All 647 (Computed: Count of postings currently listed on the public job boards Substrata reads, after the page’s filters. By default software and business roles that name no bottleneck are left out; "Every role" puts them back.) open roles, read daily from the company’s public job board. Official careers page ↗
05What this holds up
- Frontier training runone turn: Weeks to months
depends on Grid interconnection queues, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
- Energyone turn: Months to years
depends on Grid interconnection queues, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
- Energyone turn: Months to years
depends on Heavy-duty gas turbine order books, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
- Frontier training runone turn: Weeks to months
depends on Large power transformer slots, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
- Energyone turn: Months to years
depends on Large power transformer slots, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
- Energyone turn: Months to years
depends on High-voltage cable and switchgear, which gates it.
Worst judgement on this loop: How this is computedThe highest severity score among the bottlenecks recorded as gates on the loop.Method →Code →, judged 2026-09-15 · this join is primary source
A loop is one design, build and measure turn. Severity is a dated judgement on a 0–12 scale, not a measurement, and the judgements are not added together — the figure shown is the worst single one.
06Sources
- anthropic.com ↗ — its role in the chain: Frontier model developer
Discussion
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