Predictra Revenue

About Predictra

Predictra is a predictive maintenance platform that empowers manufacturers of all sizes and budgets to anticipate equipment failures and detect anomalies before they result in costly disruptions. The platform enables factories to upload raw machine data, including time-series logs, sensor readings, and spreadsheets, which it automatically converts into structured, standardized sequences. Using an adaptive AI pipeline, Predictra identifies early signs of degradation, estimates the remaining useful life of each machine, and delivers timely, actionable insights. These insights are presented through a clean, interactive dashboard that displays live health metrics and predictive alerts across all monitored equipment. The platform is built on a foundation of industry-grade datasets such as NASA’s CMAPSS and CARE-to-Compare wind turbine SCADA logs. Its modular machine learning architecture includes a data enrichment engine that transforms messy inputs into usable formats, an LSTM autoencoder trained on a small amount of healthy data to detect behavior deviations in real time, and a risk scoring system that assigns anomaly levels without requiring pre-labeled failure data. Conservative estimates of remaining useful life help prioritize interventions, while the backend, developed using Python, TensorFlow, Pandas, and joblib, is versioned and optimized to ensure fast and reliable performance. This was created under premise of the 2025 SpurHacks Hackathon - receiving Second Best AI Startup and Most Scalable Startup and $5,500.

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