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Flagship · Developed with an award from the National Science Foundation
The AI reliability & audit platform for regulated industries.

PangeaAIR quantitatively assesses AI systems across five dimensions of reliability — then goes further, retraining models to make them more reliable without sacrificing accuracy.

Fig. AIRFive-dimension reliability profile · audit & improvement.
§ 01The problem

In safety-critical work, accuracy alone is not enough.

A model can score well on a benchmark and still be brittle — vulnerable to manipulation, inconsistent under pressure, unexplainable to a regulator, or unable to generalize.

PangeaAIR measures what benchmarks miss, and gives regulated industries an independent, quantitative basis for trust.

§ 02Five dimensions, quantifiedPAIR profile

Before a model is ever deployed, PangeaAIR computes a quantitative reliability score for each dimension — an independent, numeric assessment of how reliable the model actually is, produced prior to deployment rather than discovered in production.

01
Robustness
Resilience against manipulation, adversarial inputs, and edge-case deception.
02
Security
Resistance to attacks that compromise model integrity or leak sensitive information.
03
Consistency
Stable, predictable behavior across inputs, conditions, and deployments.
04
Explainability
Transparent, auditable reasoning that stands up to regulatory scrutiny.
05
Generalization
Reliable performance beyond training data — on new sites, populations, and conditions.
§ 03Why Pangea

We do not just measure reliability — we improve it.

PangeaAIR closes the loop: where a dimension scores weak, we can further train the model to make it more reliable — without sacrificing accuracy. It is the independent audit and improvement infrastructure regulated industries need.

Our approach →

The method

Both the score and the improvement are powered by our own advanced, high-dimensional geometry — proprietary, patent-pending methods developed at Pangea.

Put your AI to the test — and make it more reliable.