Predictive Product Quality
Using R&D data to predict future product performance and stability.
Predicted Shelf-Life Failure Rate
0.8%
at 12 months for new formula
Stability Test Anomalies
3
Deviations in latest test cycle
Formulation Stability Alert
Positive
Gradual change in viscosity detected
Shelf-Life Failure Forecast: Pilot Batches vs. Predicted
Visualizing AI model predictions for long-term stability against historical pilot batch data.
Formulation Analysis
Stability Test Anomaly Detection
Identifying unusual viscosity changes during accelerated stability testing.
Ingredient Correlation Analysis
Relationship between active ingredient concentration and SPF factor.