How The Race Works

The Race is not intended to be a catalogue of everything happening in artificial intelligence.

It is a way of judging what important developments mean for the distribution of power.

A new model, law, data center, workplace system, or public investment may be significant for many reasons. The question for The Race is more specific:

Does it give more people and institutions meaningful capacity to act, or does it place greater control beyond their reach?

The answer is rarely simple. The same development can widen access while creating new dependencies. It can protect the public while strengthening established institutions. It can distribute useful tools while concentrating control over the infrastructure on which those tools depend.

The purpose of the framework is to make those tensions visible.

Concentration, Dispersion, and Contestable Scale

The Race uses concentration and dispersion as its basic way of interpreting change.

Concentration occurs when control over important capabilities, resources, systems, or decisions moves into fewer hands.

That concentration can come from market dominance, government authority, control of infrastructure, technical complexity, ownership of data, or rules that only the largest institutions can satisfy.

Dispersion occurs when more people and institutions gain meaningful capacity to act.

That may come through lower costs, wider access to tools, competition, open standards, shared infrastructure, stronger public institutions, or rules that make powerful systems more accountable.

Dispersion does not mean that every person or small organization must be able to build and operate everything independently.

Some technologies require large investments. Some infrastructure must operate at regional, national, or global scale. Governments and other large institutions must be capable of acting effectively.

The question is whether that scale remains contestable.

Can others enter the field, gain access to essential resources, challenge important decisions, and influence how power is used? Are there meaningful alternatives? Can public institutions establish and enforce conditions? Or does scale become a way of placing important choices beyond competitive or democratic reach?

This is why The Race does not assume that large institutions are necessarily concentrating power or that smaller technologies are necessarily dispersing it.

A large public institution can create shared capacity that would otherwise not exist. A small tool can still deepen dependence on a dominant platform. A regulation can protect rights while raising barriers to entry. A widely available AI service can expand individual capability while giving its provider greater control over information, distribution, and access.

The framework asks both sides of the question.

The Eight Lanes

AI power is being organized across eight connected arenas:

1. Governance and Regulation
2. National Security and Frontier Control
3. Compute and Physical Infrastructure
4. Infrastructure Miniaturization
5. Platforms, Distribution, and Separations
6. Civic Infrastructure and Public Capacity
7. Implementation Capacity
8. Organizational Forms and Workforce Restructuring

The lanes provide structure without treating developments as isolated.

A data center may begin as an infrastructure story, but it can also affect electric rates, water supplies, land-use authority, national strategy, and access to computing power.

An AI system introduced into a workplace may affect productivity, professional judgment, surveillance, organizational structure, and bargaining power.

Primary and secondary lanes help identify those connections. They are not intended to force every development into only one category.

Explore the Eight Lanes →

How the Scoreboard Works

The Scoreboard brings developments across the eight lanes into a broader judgment about the direction of the Race.

It does not measure AI capability in the abstract. It assesses how concrete actions affect capacity, control, agency, and accountability.

The Scoreboard considers several questions:

• Does the development move power toward greater concentration or greater dispersion?
• Does it open or close opportunities for competition, public participation, and institutional challenge?
• Does it create meaningful new capacity, or only promise that capacity?
• Are its effects immediate, or will they depend on later implementation?
• Does a gain in access create a new dependency elsewhere?
• Could a development in one lane alter conditions in several others?

The Scoreboard records concrete developments when they occur. It does not wait for every long-term consequence to become clear.

But scoring an event does not end the inquiry. Implementation may strengthen, weaken, or reverse the initial judgment. A law may be enacted but poorly enforced. A new service may expand access but later become more restrictive. A public commitment may prove significant or largely symbolic.

The Scoreboard therefore distinguishes between what has happened, what it appears to mean, and what could change that reading.

No single event determines the overall result. Patterns matter more than isolated announcements.

The Scoreboard is a structured judgment rather than a mechanical index. Evidence provides the foundation, but interpretation is still necessary. The central questions remain: Who now has greater capacity to act? Who has gained control? What alternatives remain available? And who can challenge the decisions being made?

Public Scoreboard Reviews are normally published monthly. Quarterly reviews take a wider view of the patterns that appear to be becoming more durable.

Read the Scoreboard methodology →

How to Read The Race

The Race publishes three main kinds of work.

Signals

Signals examine a specific development or emerging pattern that may affect the direction of the Race.

They are intended to do more than report what happened. They ask what changed, where power appears to be moving, and what remains uncertain.

Essays

Essays examine the deeper institutions, concepts, and policy choices shaping the Race.

They may develop an idea, compare several developments, examine a public-policy problem, or consider how democratic institutions might respond.

Scoreboard Reviews

Scoreboard Reviews bring developments from across the lanes together.

They assess the overall direction of the Race, identify the strongest patterns, and explain where the evidence remains mixed.

Not every important development becomes a published article.

Much of the work behind The Race consists of tracking events, testing interpretations, comparing developments across lanes, and waiting to see whether an isolated example becomes part of a larger pattern.

Publication is reserved for developments and ideas that help clarify that larger direction.

Browse all articles →

The Democratic Standard

The Race does not begin from the assumption that AI should be stopped, that scale is inherently dangerous, or that every powerful institution is acting against the public interest.

AI will require capable companies, effective governments, substantial infrastructure, technical expertise, and institutions able to carry out difficult work.

But capability and accountability must develop together.

Democracy in the age of AI will require more than elections and formal rights. It will also require institutions able to understand new systems, establish enforceable rules, provide shared capacity, protect the public, and give people meaningful ways to challenge important decisions.

The question is not whether AI becomes powerful.

It is whether that power remains open to challenge, whether its benefits become broadly usable, and whether the public retains a meaningful say in how the AI race is run.