The First Universal Decay-Correction Model.
Advanced science powering smarter decisions across industries
Predict with Precision
Vigil Engine’s science helps industries anticipate failures before they happen—saving time, cost, and resources.
Accurate Decay and Degradation Forecasts
Highly enhanced prediction windows cut waste and extends asset life, producing ~10–20% uplift across any industry that depends on components aging over time. These forecasts don’t rely on guesswork or curve-fitting—they emerge from a stable physical signal buried inside raw data. By correcting degradation behavior, operators get clearer maintenance intervals, fewer premature replacements, and far fewer unexpected failures.
Vigil Engine core with A.I. assisted deliverables
The Vigil Engine Core blends our physics-based correction model with an A.I. layer that stabilizes noisy, degraded data and outputs results. It turns raw inputs into clean, reliable lifetime signals—producing corrected curves, sharper failure forecasts, and standardized outputs that fit directly into real engineering workflows without revealing any internal methods.
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Stories of developed prediction technology
Cross Industry Discovery...
A Geological Breakthrough...
Predict the future by creating it
Vigil Engine delivers an average ~10-20% improvement in failure-prediction accuracy across a wide range of OEM products and systems.