Skip to main content
The Incentives Lab
HBT-INC-0134 · Dimension INC · Incentives

Foundation Model Concentration

A handful of providers shape the entire AI economy.

Economics·AI-Behavioral Coupling·Grade C·draft· enriching…

Scientific Definition

A handful of providers shape the entire AI economy.

Plain-English Definition

A handful of providers shape the entire AI economy.

Feynman Explanation

Watch the moats forming. They're forming fast.

Core Principle

A handful of providers shape the entire AI economy.

Mechanisms

Psychological

Pending editorial review.

Behavioral Economic

Pending editorial review.

Neurological

Pending editorial review.

Evolutionary

Pending editorial review.

Sociological

Pending editorial review.

Computational

Pending editorial review.

Systems

Pending editorial review.

Inputs (Triggers)

Pending editorial review.

Outputs (Behaviors)

Pending editorial review.

Behavioral Signature

Watch the moats forming. They're forming fast.

Examples

Everyday
  • OpenAI, Anthropic, Google, Meta, plus a few more.
Modern (Organizational)
  • Long-term strategic positioning.
Historical

Pending editorial review.

Famous Experiments

Pending editorial review.

Design Principles

  • Plan for both worlds: continued concentration and surprise decentralization.

Measurement Approaches

Pending editorial review.

Evidence

Evidence Grade
C (A strongest → E speculative)
Replication
★★☆☆☆
Intervention Confidence
3 / 5
Consensus
Pending editorial review (HBT v1.0 auto-seed).
Limitations
Pending editorial review (HBT v1.0 auto-seed).
Open Research Questions

Pending editorial review.

Primary References

Pending editorial review.

Signature Section

The Perverse Incentive Lens™

How this behavior is exploited — and how to redesign around it.

Exploitation
Long-term strategic positioning.
Amplifying Incentives
Long-term strategic positioning.
Org Failure Modes
Long-term strategic positioning.
Societal Failure Modes
Pending editorial review (HBT v1.0 auto-seed).
Ethical Considerations
Pending editorial review (HBT v1.0 auto-seed).
Redesign Strategies
Plan for both worlds: continued concentration and surprise decentralization.
Diagnostic Questions
  • Plan for both worlds: continued concentration and surprise decentralization.
Warning Signs

Pending editorial review.

Red Flags

Pending editorial review.

Intervention Playbook
Individual
Plan for both worlds: continued concentration and surprise decentralization.
Team
Pending editorial review (HBT v1.0 auto-seed).
Organization
Pending editorial review (HBT v1.0 auto-seed).
Policy
Pending editorial review (HBT v1.0 auto-seed).
AI Implications
Detection
Pending editorial review (HBT v1.0 auto-seed).
Measurement
Pending editorial review (HBT v1.0 auto-seed).
Mitigation
Pending editorial review (HBT v1.0 auto-seed).
Responsible Use
Pending editorial review (HBT v1.0 auto-seed).

Interactive Mini Network

Click any neighbor to re-center the graph and follow the threads of connection.

HBT-INC-0134 · INC
Foundation Model Concentration
FMAPAI Productivity Para…CECompute EconomicsCSCost-Per-Token Strat…IVInference vs. Traini…PCPrompt CachingTCTotal Cost of Owners…AUAcceptable Use Polic…ACAdoption Curve (AI)AgAgentALAgentic Liability

Knowledge Graph Neighbors

Version History

v1.1.0 · 2026-06-28Initial auto-seed from corpus.