AI Failure Prediction

Proactively identify batteries at risk of failure

Prediction Accuracy

94.7%

+1.2% from last quarter

Batteries at High Risk

1,247

0.27% of total inventory

Batteries at Medium Risk

5,832

1.27% of total inventory

Potential Cost Savings

$3.8M

Estimated annual savings

Prediction Accuracy Over Time

Historical performance of the AI prediction model

Key Risk Factors

Primary factors contributing to failure predictions

Prediction Timeline

Expected failures over the next 90 days