Deformulation Analysis

CLAIRITY™ Morphowiz is an intelligent image-analysis module designed to enhance particle characterization using machine learning. It leverages AI to classify particle populations based on morphological features such as circularity, aspect ratio, texture, and solidity. This allows scientists to go beyond simple size distribution and gain deeper insights into formulation quality, component differentiation, and impurity profiling.

By training custom classification models, Morphowiz empowers users to distinguish between APIs, excipients, coating particles, globules, and agglomerates with high precision. Its results are reproducible and suitable for regulatory workflows. With built-in 21 CFR Part 11 compliance, the software supports audit trails, secure user roles, and validated reporting, making it ideal for both R&D and GMP environments.

Key Features:

• AI / Machine Learning-based morphology classification

• Custom model training to classify different particle types (API, excipient, globule, impurity)

• Quantitative shape metrics: circularity, aspect ratio, solidity, intensity, texture

• Anomaly detection for rare particles or outliers

• Compliance-ready reporting with audit trails and role-based access

• Integrates with CLAIRITY™ Particle or SIA modules for seamless workflow