Cemex: Real-Time Optimization in a cement plant

Real-time optimization

OPTIBAT® enables real-time, AI-powered optimization at Cemex’s Balcones cement plant, improving process stability, increasing yield and asset utilization, and reducing energy consumption through continuous adjustments that adapt to changing operating conditions.

From 2023

Ongoing Service

Real-Time Optimization at a cement plant

Client

Cemex, Balcones, Texas (USA)

Description

Cemex is a multinational construction materials company focused on building a better future for communities worldwide. The company produces and markets cement, ready mix concrete, aggregates, and related construction materials such as admixtures and mortars, enabling construction projects across its markets.

Why AI, Why Now?

Turning process variability into consistent performance

Cement production faces constant variability from raw materials, equipment wear, and changing operating conditions. Differences in operator experience add further complexity, making consistent performance difficult to sustain across shifts. At Cemex’s Balcones plant, OPTIBAT® addresses these challenges through continuous, AI-driven micro-adjustments, helping stabilize operations, reduce energy waste, and preserve process knowledge while allowing operators to focus on critical tasks.

The Problem

Heavy industry, and cement manufacturing in particular, faces a complex and interconnected set of operational challenges that directly impact efficiency, costs, and sustainability. Every shift brings variability — driven by quality fluctuations, asset wear, and the ever changing human factor in the control room. When left unaddressed, this variability erodes performance, environmental compliance, and asset lifespan.

Energy mismanagement compounds the problem: excess or incorrect energy use not only raises costs but generates avoidable CO2 emissions and risks severe physical damage to critical equipment such as kiln refractory, mills, and liners. Layered on top of this is the growing  nowledge gap — as experience  operators rotate or r tire, leaving plants increasingly exposed. Together, these factors create a cycle of instability that makes consistent, high-performance operations exceptionally difficult to achieve and even harder to scale globally.

The Solution

Addressing these challenges requires a solution capable of bringing stability, intelligence, and adaptability across all plant assets simultaneously.

OPTIBAT®, by OPTIMITIVE, is a unified AI platform that delivers stability, intelligence, and real-time optimization across plant assets, from the raw mill to the kiln.

Through continuous micro-corrections, it guides process variables toward optimal conditions, helping prevent equipment damage, energy waste, and quality deviations. Each critical signal is individually modeled, validated, and monitored, ensuring decisions reflect both process data and operational reality.

The system dynamically adapts to changing conditions, incorporating external events such as feed failures and downstream disruptions. By automating routine adjustments on supporting assets, including mills, OPTIBAT® enables operators to focus their expertise on critical tasks.

Closing the knowledge gap

By encoding process intelligence into an autonomous system, plants are no longer dependent on the experience of any single operator — making consistent, high-performance operations achievable regardless of shift rotation or workforce changes...

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Process yield

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Asset utilization

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Energy consumption

success study

Solutions applied to Advancion

Consistent product quality

Consistent product quality

Optimize production with OPTIBAT®. Leverage real-time data to predict quality outcomes, reduce variability, and ensure product consistency while boosting efficiency and profitability.

Maximized throughput with lower energy use

Maximized throughput with lower energy use

Maximize yield with OPTIBAT®. Continuously analyze process data to anticipate disturbances and push assets to their maximum sustainable limits while maintaining stable, continuous operations.

Improve energy efficiency

Improve energy efficiency

Reduce energy consumption with OPTIBAT®. Implement Real-Time Optimization to identify invisible inefficiencies and maximize energy efficiency in your industrial operations without compromising quality.

success study

Reviews of customer

Edmo Gutiérrez shares how the relationship between Cemex and OPTIMITIVE has evolved over the past few years. He highlights the combination of process expertise and AI-powered technology as the key.

Detailed Review

Design Execution

Excellent

Project Planning

Excellent

Budget Management

Good

Implementation

Good

Professionalism

Excellent

Real-time optimization processes using Artificial intelligence are a key component of our digital transformation journey. In OPTIMITIVE we found people that had a real passion to improve our processes with a technology that closed the loop from insight to action, exactly what we wanted, with an approach that combines true industrial knowledge with AI autonomy.

Today we see OPTIMITIVE not as a supplier, but as a technology partner.

Edmo Gutiérrez

Digital Transformation Executive of Cemex

Stop reacting to your data. Start predicting with OPTIBAT® 7.

Is your plant still operating on yesterday’s efficiency standards?