MachineVibe.AI delivers interpretable, AI-powered machine diagnostics that match the judgement of the world's best vibration analysts, at a fraction of the cost.
Machine condition monitoring can be addressed by human experts or automated with AI. Both routes work in theory. In practice, each comes with drawbacks serious enough to make industrial-scale deployment impractical.
01 · Human Experts
Specialists bring real expertise, but they are costly, slow, and fallible. Human performance degrades under fatigue, and availability never scales.
02 · Standard AI
Generic ML models offer automation but cannot be trusted in safety-critical settings. They require vast labelled datasets and give no explanation for their outputs.
We replicate the step-by-step workflow of a world-class vibration analyst, then let AI optimise every parameter within physically meaningful boundaries. The result is transparent, accurate, and works with the data you actually have.
Every network layer maps to a known signal-processing step. Decisions are explainable in engineering terms, never a statistical black box.
Diagnoses are structured like a professional engineer's report, covering fault classification, severity assessment, and supporting evidence.
Our architecture consistently outperforms both standard deep learning models and human analysts on independent benchmarks.
Physics-informed constraints dramatically reduce the labelled data needed, practical even in data-scarce industrial environments.
Automated inference eliminates on-site personnel costs. Scale to hundreds of machines for a fraction of a single expert's annual salary.
Analysis that takes an engineer hours is completed in seconds, enabling continuous, uninterrupted condition monitoring around the clock.
MachineVibe.AI is built by researchers at the intersection of signal processing, mechanical engineering, and applied AI. The underlying approach is scientifically validated and ready for real-world deployment.
Whether you want a live demo, a technical deep-dive, or just want to understand if MachineVibe.AI is right for your use case. We would love to hear from you.