◆ How It Works

The AI Dominance Monitor tracks global AI development and its potential societal impact across four dimensions: labor, military, government, and media. It combines live data from public APIs with AI-powered news analysis to produce a real-time threat assessment.

Data Collection

Every refresh cycle pulls data from multiple public sources including GitHub (AI repository activity), HuggingFace (new model releases), and Wikipedia (public interest via page views on AI-related articles).

AI-Powered Analysis

The monitor uses a two-stage AI pipeline:

• Stage 1 — News Scan: An AI model searches the web for breaking AI developments, crowd forecasting data from platforms like Metaculus, and academic research statistics. This captures fast-moving information that static APIs cannot.
• Stage 2 — Threat Analysis: A more advanced AI model synthesizes all collected data into country-level scores, probability estimates, and a narrative threat assessment.

Scores & Probabilities

Country scores (0–100) reflect each nation's AI development intensity and potential for societal disruption. Probability gauges for AGI arrival, existential risk, and mass unemployment are calibrated using crowd forecasting platforms and research velocity indicators.

This tool is for informational and educational purposes only. Scores are AI-generated estimates, not predictions.

◆ Terms of Use

Last updated: April 2026

1. Informational Purpose

The AI Dominance Monitor is provided for informational and educational purposes only. All scores, probability estimates, threat assessments, and narratives are generated by artificial intelligence and should not be treated as factual predictions, investment advice, or actionable intelligence.

2. No Warranties

This tool is provided "as is" without warranties of any kind. We do not guarantee the accuracy, completeness, reliability, or timeliness of any data displayed. AI-generated content may contain errors or outdated information.

3. Data Sources

The Monitor aggregates data from third-party public APIs and AI-powered web searches. We are not responsible for the accuracy or availability of these external sources.

4. Limitation of Liability

In no event shall the creators be liable for any direct, indirect, incidental, or consequential damages arising from your use of this tool. You use it at your own risk.

5. Acceptable Use

You agree not to use this tool for any unlawful purpose, to make financial or military decisions, or to represent AI-generated assessments as authoritative intelligence.

6. Changes

We reserve the right to modify these terms at any time. Continued use constitutes acceptance.

◆ Privacy Policy

Last updated: April 2026

What We Collect

Nothing. The Monitor collects no personal data and uses no analytics or tracking.

Local Storage

Cached display data and preferences may be stored in your browser to reduce load times. No personal information is stored.

External Requests

When the Monitor refreshes, it connects to Anthropic (AI analysis), GitHub, HuggingFace, Wikimedia (data sources), and jsDelivr (map data). Each service has its own privacy policy.

Cookies

The Monitor does not use cookies.