GLOBAL AI WEATHER STATION · CONTROLTOWER BY NEOMUNDI
AI Weather™ is the daily weather report for AI behavior.
Every day, the ControlTower instrument by NeoMundi asks each of the 12 AI systems in the panel a difficult question that changes daily, repeated 23 times, then a second reference question, always identical over time, repeated 7 times.
We then measure their answers in real time and over time.
AI Weather™ provides an indicator of their current state, stability, variations and observed behavioral drift.
An AI system can change, drift or make mistakes without it being immediately visible.
Everyone knows — or has read — that AI can get things wrong. AI Weather™ aims to provide a measured indicator of their state and variations, to help you adjust your level of vigilance and exercise your own judgment.
We created AI Weather™ to help everyone read these changes more clearly, strengthen their judgment and use AI systems with greater discernment.
We observe, measure, and refine our method whenever the data requires it. We do not certify, guarantee or predict anything that has not been demonstrated.
READ THE WEATHER
4 risk levels. 4 levels of judgment.
Each color indicates a risk level associated with the AI’s observed response behavior.
Our measurements are designed to help you adjust your level of vigilance, judgment and critical analysis so you can decide with better information.
Like the gauges on a car dashboard, they don’t drive for you: they give you extra information to better navigate your use of AI.
Standard
No concerning variation has been detected. You can maintain your usual level of vigilance and judgment.
Heightened attention
A variation or risk level has been observed. It calls for greater vigilance and invites you to strengthen your judgment accordingly.
Reinforced attention
A more marked risk level has been measured. A closer reading of the context and results is recommended.
Critical attention
A significant disruption in observed behavior has been detected and requires in-depth human analysis.
These levels describe a behavioral state observed at a given moment. They are indicators meant to support human judgment. They are not a certification, a guarantee, or a definitive judgment about an AI.
YOUR CALL
Test your knowledge of AI behavior.
AI systems are probabilistic, evolving and complex. They can produce different answers to the same question, and their behavior can change over time.
Using them well means better understanding how they work, how they vary, and their limits.
We invite you to take a short quiz to test your knowledge and deepen your understanding of AI behavior.
7 questions. A few minutes. And an explanation after every answer.
QUIZ — UNDERSTANDING AI BEHAVIOR
7 simple questions about how an AI behaves. Answer, then see the explanation right away.
Quiz not loading? Try it here →
BEHIND THE WEATHER
A public instrument, an independent measurement.
AI Weather™ is published by NeoMundi.
NeoMundi measures the behavior of AI systems in real time, as they run.
The signals produced by the measurement instrument make it possible to observe stability, variations, drift, and certain behavioral or semantic risks.
These signals can then be used to audit, diagnose, steer and govern AI systems, and to produce evidence useful for compliance and operational monitoring.
AI Weather™ is the public demonstrator of this measurement capability.
Every measurement is timestamped, machine-readable, and independently verifiable.
Protocol
WEATHER-SENTINEL v0.2
Panel size
12 systems
Expected obs. / system
30
Panel coverage today
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Last measurement (UTC)
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Consecutive capsules
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