Calculation. Design. Execution.

Industrial ML solutions built on physical relationships and empirical data for water treatment, oil & gas, mining, and manufacturing.

Request Demo Explore Solutions

About CALDEX

Founded in 2015, CALDEX is a pioneer in industrial machine learning solutions that bridge the gap between theoretical models and practical applications.

Our team of engineers, data scientists, and industry experts combines decades of experience in industrial processes with cutting-edge machine learning expertise to create solutions that deliver measurable operational improvements.

CALDEX was born from the recognition that generic AI solutions often fail in industrial settings where physical constraints and domain knowledge are critical. Our approach integrates physical principles with empirical data to create models that are both accurate and interpretable.

Today, we serve clients across water treatment, oil & gas, mining, and manufacturing industries worldwide, with implementations that have delivered millions in cost savings and efficiency gains.

Calculation

We transform complex industrial data into actionable insights through advanced mathematical models and algorithms.

Design

Our solutions are meticulously designed to integrate seamlessly with your existing systems and workflows.

Execution

We deliver reliable, high-performance implementations that drive real operational improvements.

Our Mission

To empower industrial operations with intelligent solutions that combine domain expertise, physical principles, and machine learning to drive sustainable efficiency, safety, and profitability.

Implementation Solutions

Choose the implementation approach that best fits your organization's needs and timeline.

Off-the-Shelf Solutions

Pre-built industry-specific solutions ready for rapid deployment

Standardized modules for common industrial processes
Quick implementation with minimal customization
Industry-validated algorithms and models
Regular updates and improvements
Predictable pricing and implementation timeline

Ideal for:

Organizations seeking proven solutions for standard industrial processes with minimal customization needs.

Request Demo

Bespoke Solutions

Custom-built solutions tailored to your specific processes

Tailored to your unique industrial processes
Comprehensive needs assessment and process analysis
Custom algorithm development and integration
Proprietary solutions for competitive advantage
Ongoing support and evolution of solutions

Ideal for:

Organizations with unique processes, specialized requirements, or seeking to develop proprietary solutions for competitive advantage.

Schedule Consultation

Not sure which approach is right for you? Our experts can help you determine the best fit for your organization's needs, timeline, and budget.

Contact our team

Industries We Serve

Our ML solutions are tailored to meet the specific needs of these key industrial sectors.

Water Treatment

Optimize water treatment processes, monitor quality parameters, and predict maintenance needs for treatment plants.

Oil & Gas

Monitor extraction efficiency, predict equipment failures, and optimize production processes across oil and gas operations.

Mining & Resources

Track resource extraction, monitor equipment health, and optimize logistics for mining and resource operations.

Manufacturing

Improve production efficiency, reduce downtime, and enhance quality control across manufacturing processes.

Advanced Algorithms Built for Industry

Our ML solutions leverage physical relationships and empirical data to deliver superior results for industrial applications.

Physical Models Integration

Our algorithms incorporate fundamental physical principles like fluid dynamics, thermodynamics, and chemical kinetics to create accurate predictive models for industrial processes.

By embedding known physical relationships into our ML models, we achieve higher accuracy with less data than purely statistical approaches.

Process-Specific Algorithms

Custom algorithms designed for specific industrial processes such as filtration efficiency in water treatment, combustion optimization in oil & gas, and extraction yield in mining.

Each algorithm is built with domain-specific knowledge and validated against historical process data to ensure reliability.

Hybrid ML Approach

Our unique hybrid approach combines physics-based models with machine learning to create solutions that respect physical constraints while learning from empirical data.

This approach provides more reliable predictions even in edge cases where pure ML models might fail due to lack of training data.

Empirical Data Calibration

Algorithms are continuously calibrated using real-world operational data from your facilities, improving accuracy over time as more data is collected.

Our system automatically detects when model drift occurs and recalibrates to maintain prediction accuracy as your processes evolve.

Request a Demo

See how CALDEX can transform your industrial operations with our ML solutions.

Schedule Your Personalized Demo

Fill out the form below and our team will contact you to arrange a demonstration tailored to your industry and needs.

Get in Touch

Have questions about our solutions? Our team is here to help.

Contact Information

Reach out to us directly or fill out the form and we'll get back to you promptly.

CALDEX Headquarters

7 Poitier Street

McDowall, QLD 4053

Australia

Phone

+61 (4) 1631-2512

info@caldex.com

Office Hours

Monday - Friday: 9:00 AM - 5:00 PM AEST

Saturday - Sunday: Closed