About PreditX

PREDIT (Predictive Research Engine for Drug Innovation and Testing) X (eXpansion: continuous module growth and feature upgrades)

A powerful AI-driven virtual screening platform developed by Pharmaeconomica that transforms complex chemical and biological data into clear, actionable insights for drug discovery.

Powered by Pharmaeconomica

Why Machine Learning in Drug Discovery?

Accelerate Research

Traditional methods require extensive lab testing—costly and slow. ML rapidly identifies potential drug candidates from vast data sources like ChEMBL.

Reduce Costs

ML predictions dramatically reduce research costs and timelines. Quickly pinpoint promising molecules and discard inactive ones before expensive lab work.

What Makes PreditX Unique?

Integrated Workflow

End-to-end automation, from data collection through external predictions. No manual steps required.

Advanced Chemical Insights

Scaffold-based splitting provides realistic assessment of ML models, ensuring robust predictions.

Rich Descriptor Toolkit

Combines Morgan fingerprints and diverse Mordred descriptors with effective feature selection to remove redundant data.

Robust Model Training

Employs diverse ML methods (Random Forest, XGBoost, SVM, Neural Networks, and more) with thorough hyperparameter tuning for optimal results.

User-Friendly Results

Clear logs, downloadable visualizations, data files, and trained models for easy interpretation and reproducibility.

Real-World Predictions

Instantly predict activity of new molecules uploaded by you, applying trained models to your own compounds.

Consensus Voting

Minimize uncertainty in predictions by combining outputs from multiple models in an ensemble. Available as an optional feature for external dataset predictions.

New! Built-in Screening Dataset

Users can now select a large pre-loaded dataset (up to 500,000 molecules) for bulk virtual screening directly inside the platform. Ideal for massive screening without file upload.

Who Benefits from PreditX?

Medicinal chemists looking for actionable compounds quickly

Computational scientists needing robust, reproducible ML pipelines

Researchers aiming to reduce experimental costs and lab resources

Teams working across chemistry, biology, and informatics disciplines

Your Drug Discovery Journey, Simplified

1
Submit Target

Enter your protein target of interest

2
Follow Pipeline

Automated steps guide you through

3
Receive Results

Detailed, easy-to-interpret findings

4
Drive Research

Leverage predictions for discovery

Get Started with PreditX Today

Explore PreditX today to streamline your drug discovery workflow. Contact us directly to collaborate, provide feedback, or request additional features. We continually expand the platform to meet your evolving needs.