Problem: Unplanned machinery downtime leads to costly interruptions and revenue loss.
Solution: AutoMaint AI connects factory sensors to ML models that predict failures and optimize maintenance schedules in real-time.
How it Works:
- Collects vibration, temperature, usage metrics from sensors.
- Trains models to detect anomalies and impending failure.
- Sends alerts and maintenance recommendations via dashboard.
Why Now: - Industry 4.0 adoption is accelerating in manufacturing and logistics.
- Predictive maintenance reduces downtime by up to 30% and maintenance costs by 20% :contentReference[oaicite:17]{index=17}.
Business Model: - :contentReference[oaicite:18]{index=18}
Impact: - :contentReference[oaicite:19]{index=19}
