AI-based particle analysis.

CLAIRITY™ MORPHOWIZ is an AI/ML-powered platform for particle detection, classification, and morphology-based insight generation. Designed for automated microscopy workflows, it applies deep learning and domain-specific algorithms to transform complex images into quantifiable, decision-ready data—fast, reproducible, and scalable.

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Purpose-built for regulated and research-intensive environments, it supports high-precision applications in pharmaceuticals, material science, nanotechnology, injectables, and advanced manufacturing. The system identifies particles across diverse imaging inputs, classifies them by shape and size, and highlights statistically significant features, accelerating method validation, comparative studies, and real-time decision-making. With active learning and custom model training, MORPHOWIZ evolves with your sample sets, offering a future-ready solution for intelligent morphology analysis.

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Challenges We Address

Inconsistent classification across analysts or batches

Inconsistent classification across analysts or batches

Subjective interpretation of morphological features leads to variability in particle grouping. Machine learning–based classification models in MORPHOWIZ apply validated thresholds for size, circularity, aspect ratio, and solidity, ensuring reproducibility and standardization.

 Difficulty handling irregular or overlapping particles

Difficulty handling irregular or overlapping particles

Rule-based segmentation struggles with fused or non-uniform particles. MORPHOWIZ uses deep learning algorithms trained on diverse particle types to accurately classify and separate complex or overlapping structures.

Benefits

  • AI-Based Particle Identification
  • Automated Morphological Classification
  • Insight-Driven Feature Discovery
  • Active Learning & Model Evolution
  • Instant Method Validation
  • Hardware-Agnostic Integration
  • Regulatory-Ready Infrastructure

AI-Based Particle Identification

  • Detects and segments particles with precision, even in noisy or low-contrast images
  • Reduces manual intervention and human error in complex datasets

Automated Morphological Classification

  • Classifies particles by size, circularity, aspect ratio, and solidity
  • Supports both pre-trained and user-trainable models for flexible workflows

Insight-Driven Feature Discovery

  • Identifies statistically significant features that differentiate samples
  • Supports exploratory analysis and real-time hypothesis validation

Active Learning & Model Evolution

  • Continuously improves detection accuracy through custom training workflows
  • Adapts to new sample types and evolving lab requirements

Instant Method Validation

  • Compares multiple groups in real time using automated D-value analytics
  • Speeds up screening, analysis, and decision-making

Hardware-Agnostic Integration

    – Works with existing microscopy systems without specialized hardware – Compatible with optical, polarized, and thermal imaging platforms

Regulatory-Ready Infrastructure

    – Built to support pharma-grade compliance and GMP workflows – Provides e-signatures, secure data handling, and audit-ready reports

Related Applications

Precision imaging across critical applications

API Particle Characterisation

API Particle Characterisation

Capsule Seam Analysis

Capsule Seam Analysis

Deformulation Analysis

Deformulation Analysis

Excipient Particle Characterization

Excipient Particle Characterization

Foreign Matter Inspection (Vial Inspection - Intrinsic & Extrinsic)

Foreign Matter Inspection (Vial Inspection - Intrinsic & Extrinsic)

Globule Size Determination in semi-solid dosage forms

Globule Size Determination in semi-solid dosage forms

Hot Stage Microscopy

Hot Stage Microscopy

Particulate Matter Count - Filter Paper Analysis

Particulate Matter Count - Filter Paper Analysis

Industries

Serving domains that depend on clarity

Academia
Academia
Additive Manufacturing
Additive Manufacturing
Biologics
Biologics
Cannabis
Cannabis
Chemicals and Materials science
Chemicals and Materials science
Cosmetics
Cosmetics
Dairy
Dairy
Food & Beverages
Food & Beverages
Forensic science
Forensic science
Mining and Minerals
Mining and Minerals
Pharmaceutical
Pharmaceutical

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