Visionaize
Process Performance Prediction
Process upsets such as abnormal heater coking, catalyst higher degradation, absorber or column foaming/ flooding, off-spec product quality, are critical issues in any process plant. Operators often get to know them when…


Process upsets such as abnormal heater coking, catalyst higher degradation, absorber or column foaming/ flooding, off-spec product quality, are critical issues in any process plant. Operators often get to know them when it's too late to avoid production loss and shutdowns.
Combining industry expertise with cutting edge AI and GenAI technologies, the Visionaize team has developed solutions to not only predict upsets early, and minimize production loss and shutdowns, but avoid them altogether.
Connect with a solution specialist to learn more about how to cut out the downtime.
Integrated
Insight, simulations, prescriptive actions rolled into a single solution
What-If Analysis
Simulate varying conditions based on data science and industrial process expertise
Root Cause Analysis
Zero in on root causes and provide actionable recommendations with rule-based and Gen AI
Hybrid Modeling
Detect even the smallest anomalies with first principle and AI models
Process upset does not just prevent heater run length, catalyst remaining life, or product quality from being met. It often leads to shutdowns, which can have severe impacts on productivity. Process Performance Prediction combines unique industry expertise with innovative AI & GenAI to help facility owners minimize these impacts.
Increase Your Productivity, by Avoiding Upsets & Shutdowns
- Avoid process trips, production loss and reduced yield
- Eliminate off-spec product issues
- Maintain high safety standards of process system and equipment
- Reduce shutdown, cleaning and restart-up costs

Ammonia Plant: Predicting CO2 Excursions
A leading chemical and fertilizer company faced issues with foaming in their ammonia plant's CO2 absorber, causing CO2 levels to surpass specifications. This led to downstream temperature spikes of the methanator, affecting catalysts and triggering plant shutdowns. The resulting production loss, cleanup expenses, and safety concerns posed significant challenges for the client.
By applying Process Performance Prediction(PPP), Visionaize AI experts identified tags related to CO2 absorber issues, studying 2 years of data for parameters Correlations mapping. Deployed AI/ML for early anomaly detection, quantifying contributing factors, 6 hours prior of high CO2 ppm prediction, GenAI-based recommendations and AI-driven what-if analysis.
Total savings: $4M per incident Production loss reduction Catalyst and cleaning cost savings
- Challenge
- Solution
- Results
- Total savings: $4M per incident
- Production loss reduction
- Catalyst and cleaning cost savings
Connect with a Solution Specialist
Learn More about Process Performance Prediction
By leveraging AI, real-time analytics and remote monitoring capabilities, Process Performance Prediction is a solution that maximizes operational efficiencies at complex, industrial facilities. Now operations can be guided by data-informed recommendations, saving owners & operators of industrial facilities immense amount of time and energy.
A number of challenges surface in plants. Cracking heater high coking rate, reactor lump format, degradations, product quality issues are just some examples of challenges that can occur very suddenly and quickly, leading to unplanned shutdowns. The Process Performance Prediction solution from Visionaize enables owners & operators to proactively spot trouble, often well before a shutdown is required. The result is a more continuous operation and greater output.
Some data tools are built by data scientists with no practical domain expertise in the industries being served. Visionaize’s Process Performance Prediction solution is different, in that it is designed by those who are rooted in data science and have decades of deep domain experience in heavy industries. The development of the solutions’s proprietary, innovative KPIs and machine learning logic have been steered by this rich, practical experience.
To learn more about Process Performance Prediction and its capabilities, please connect with a product expert .
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