Regimes Shift. Decay Rates Change.
Detect degradation structure for every asset class—with reproducible computation, auditable results, and AI kept in its proper role.
Deterministic, physics-grounded reliability analysis for critical systems.
Bring Us Data Your Models Struggle With
Vigil Engine™ is opening a limited number of confidential pilot studies and accepting submissions for its Dataset Challenge. Bring a real degradation, reliability, or failure dataset. Under defined evaluation conditions, we will apply deterministic, physics-grounded computation and deliver auditable results that can be reproduced and defended—without outcome-driven tuning.
Limited OEM Pilot Studies + Dataset Challenge
Reliability Without the AI Black Box
Vigil Engine™ detects failure-relevant degradation structure that standard models can miss—using deterministic computation that is reproducible, traceable, and auditable.
Variance Is the Signal. What Standard Models Filter Out can precede failure.
Many conventional models smooth or suppress variance as noise. Vigil Engine™ evaluates that structure in its physical context, revealing degradation transitions and early-warning signals that constant-rate approaches can miss. The result is governed by physical law—not generated by AI.
AI Assists. Deterministic Computation Decides.
AI supports data configuration and clear communication of the results. It does not generate the analytical outcome. Governed computation remains separate from interpretation, producing results that can be reproduced, reviewed, and defended. Proprietary technology—without generative guesswork.
Insights
Exploring the origins and development of Vigil Engine™
From Earth Science to Cross-Industry Application
Foundations in Geological Research
Where Linear Assumptions Break
Constant decay was never a physical law. It was an assumption of convenience. When degradation shifts by regime, the signal distorts—and models built on that premise, miss the real structure. Vigil Engine™ was built to detect it.
