Plant Managers often juggle operational efficiency, budget constraints, and the pressures of digital transformation. Mechanistic AI provides a straightforward way to elevate refinery performance without adding major overhead.
For Whom?
Plant Managers

Key Advantages
- Efficiency & Cost Savings: By filling data gaps in your distillation process, you achieve higher quality targets, reduce downtime and energy consumption – boosting profitability.
- Rapid ROI: Many of our clients see payback in only a few months, making Mechanistic AI a low-risk investment.
- Simple Deployment: Our solution integrates seamlessly with the DCS either using OPC UA or DA through a gateway., minimizing disruption to daily operations.
- Support for Digitalization: Mechanistic AI aligns with broader digital transformation goals, offering a modern, data-driven approach that scales with your plant’s evolving needs.
APC Engineers
APC Engineers face constant pressure to fine-tune control loops, handle complex data, and push systems to higher efficiency. With Mechanistic AI, you gain deeper process insights without overhauling your existing architecture.

Key Advantages
- Advanced Control & Optimization: Our hybrid (data + process) modeling uncovers hidden variables, offering more precise control actions.
- Seamless Integration: Mechanistic AI connects effortlessly with your APC environment via OPC UA or DA gateway, eliminating the need for major software or hardware changes.
- Transparent Insights: Unlike black-box solutions, our grey-box approach shows how variables interact, giving you clear, actionable data.
- Reduced Workload: We handle the bulk of model building, so you can focus on fine-tuning and process optimization rather than data wrangling.