Academic review
31academic papers analyzed
Read the research
We reviewed studies since 2022 across oil and gas, chemicals and pharmaceuticals.
Case Study · Technology Landscape
Mapping AI for autonomous process control.
A global automation company wanted to know how AI and machine learning are advancing autonomous control systems. We reviewed recent research and patents, spoke with experts, and benchmarked IP across key competitors.
The Client
The client is a global automation company that builds multidisciplinary solutions for customers worldwide. It wanted to understand how AI could handle analytics, decisions and uncertain scenarios in control systems.
The Challenge
Smarter control.
Fewer surprises.
Prescouter was asked to investigate AI and machine learning advances for autonomous control, with a focus on decision making and emergent scenarios.
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Research
System states and transitions
Rules for AI driven control.
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Models
Language models and neural nets
The latest academic advances.
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IP
Patent landscape
Who is filing and where.
Our Approach
Mapping the field through papers, patents and experts.
IP landscape
5years of patents analyzed
Track the filings
We mapped geographic and technology trends and the most active patenting organizations.
Expert interviews
3subject matter experts
Hear from practitioners
Experts named disruptive technologies, key institutions and major conferences.
The Outcome
A sharper view of AI in control.
Across two intelligence briefs, Prescouter identified 31 academic papers on AI and machine learning for process industries and analyzed AI patents from the client and four major competitors across digital twins, process control, neural networks, large language models and predictive maintenance.
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Research
31 key papers
Spanning three process industries.
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Competition
5 IP portfolios compared
The client and four major competitors.
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Ecosystem
Institutions and conferences
Where the field is moving next.
AI in process control moves fast in both labs and patent offices. Watching both shows where competitors are placing their bets.
Let’s Talk
Where could AI take your operations?
Map the research, patents and players shaping AI in your industry. Wherever you’re starting from, we’ll help you get there.
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