Case study

Prognex — Industrial Failure Prediction

Anomaly detection for predictive maintenance.

Time SeriesAnomaly DetectionMLOps

6h+

Early warning

−40%

False alarms

+12%

Uptime

Problem

Unplanned equipment failures cause expensive downtime and safety risks on the factory floor.

Solution

Time-series anomaly detection combining classical ML with deep learning, deployed as a real-time scoring API with alerting.

Impact

Surfaced failure precursors hours before breakdown, materially reducing operational risk.

Let's build

Looking to integrate AI into your product or automate your workflow?

Let's build something impactful - measurable outcomes, production-grade systems.