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 CHARLOTTESVILLE, VA / THE WOODLANDS, TX | May 12th, 2026 — TwinThread, a leader in Industrial AI and advanced analytics software for manufacturing operations, today announced a strategic partnership with CSE ICON, a globally recognized provider of engineering, digital transformation, and industrial consulting services with deep expertise in oil & gas operations. Together, the companies will deliver next-generation industrial AI solutions that empower organizations to optimize performance, improve asset reliability, and accelerate digital transformation initiatives across both manufacturing and energy sectors.

This partnership brings together TwinThread’s Industrial AI Platform—designed to rapidly deploy scalable analytics across production environments—with CSE ICON’s extensive domain expertise in industrial engineering, oil & gas systems, and enterprise integration.

Manufacturers and energy operators today face increasing pressure to improve efficiency, reduce downtime, and make data-driven decisions in real time. In oil & gas, this includes optimizing well performance, reducing unplanned shutdowns, and improving asset utilization in complex and remote environments. Through this collaboration, TwinThread and CSE ICON will help organizations bridge the gap between data and actionable insights.

TwinThread’s platform enables rapid development and deployment of AI-powered applications—such as predictive maintenance, process optimization, and digital twins—without the need for extensive data science resources. CSE ICON complements this capability with proven expertise in oil & gas operations, including wellsite systems, production optimization, and field data integration, ensuring seamless deployment in even the most demanding industrial environments.

“This partnership is about delivering outcomes, not just technology,” said Marc Albu, SVP of Strategic Enablement at TwinThread. “By combining our Industrial AI platform with CSE ICON’s deep engineering expertise and strong track record in oil & gas, we can help customers accelerate time-to-value and achieve measurable operational improvements across both manufacturing plants and energy assets.”

CSE ICON brings decades of experience supporting industrial clients across sectors such as manufacturing, energy, and process industries, with a particularly strong footprint in oil & gas. Their ability to design and execute large-scale transformation programs—from wellhead to enterprise systems—makes them an ideal partner for deploying TwinThread’s AI solutions in real-world production environments.

“Our clients are looking for practical, scalable ways to leverage AI in their operations—especially in oil & gas, where operational complexity and data volumes are significant,” said Vincent Witzel, President at CSE ICON “Partnering with TwinThread allows us to deliver powerful analytics capabilities that are purpose-built for industrial and energy use cases and aligned with our mission to drive innovation, efficiency, and reliability for our customers.”

Key Benefits of the Partnership

●    Faster Deployment of AI Solutions: Pre-built industrial analytics applications combined with proven implementation methodologies
●    Improved Operational Performance: Real-time insights into equipment health, process variability, and production efficiency
●    Oil & Gas Optimization: Enhanced well performance, reduced downtime, and improved field operations through AI-driven insights
●    Scalable Digital Transformation: Solutions designed to expand across plants, assets, and global operations
●    Reduced Risk and Complexity: Seamless integration with existing industrial and field systems

About CSE ICON

CSE ICON is a global engineering and consulting organization specializing in industrial automation, digital transformation, and process optimization. With deep expertise in oil & gas operations—alongside a strong foundation in manufacturing and process industries—CSE ICON helps organizations modernize operations, optimize production, and achieve sustainable performance improvements.

About TwinThread 

TwinThread is the world's first complete Industrial AI Platform built to amplify human expertise and optimize legacy systems. Through Predictive, Prescriptive, Generative, and Agentic AI, we enable operations teams to anticipate issues, accelerate problem-solving, and innovate on a single line or across global operations. With over 1 million digital twins, nearly 50 million sensors, and 2 million AI models deployed, TwinThread is proven to deliver scalable AI, maximize ROI, minimize downtime and provide continuous value.