How AI Agents Are Revitalizing Stagnant Industrial Manufacturing

BeChained
3 min readFeb 1, 2025

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Imagine a facility governed by AI agents: Is it that far from reality?

In today’s rapidly evolving industrial landscape, the integration of Artificial Intelligence (AI) agents is emerging as a transformative force, particularly in sectors experiencing stagnation. Companies like BeChained are at the forefront, leveraging AI to optimize specific processes, i.e. water management, air compressors, extractor hoods, thermal processes, and grinders across industries including metal and steel, paper, and food manufacturing.

The Role of AI Agents in Industrial Processes

Specific AI agents are intelligent systems capable of learning from environment inputs, making decisions, and executing actions autonomously to achieve predefined objectives.

In manufacturing, these agents analyze vast amounts of data from various processes, enabling real-time resources optimization (i.e. energy, water, …) and predictive maintenance. This leads to enhanced efficiency, reduced operational costs (i.e. COGS, OEE, …) , and improved product quality.

Optimizing Water Management

Water is a critical resource in industries like steel production, where it’s used extensively in processes such as quenching. BeChained’s AI-powered platform focuses on optimizing water circuits by continuously analyzing data to reduce energy consumption and ensure consistent output. This approach not only conserves water but also enhances energy efficiency.

bechained.com

Enhancing Air Compressor Efficiency

Air compressors are vital in moving products along assembly lines in various industries, including cardboard production and steel plants. These machines can consume significant amounts of electricity, but BeChained’s AI-powered solution minimizes waste by optimizing their operation. As a result, manufacturers benefit from lower energy bills and fewer equipment failures due to overuse.

bechained.com

Improving Thermal Processes

In heavy industries such as steel and iron production, thermal processes are used to strengthen metal surfaces. These processes often require large amounts of energy, particularly in natural gas consumption. BeChained’s AI system identifies opportunities to reduce energy waste while maintaining optimal temperatures, improving both cost-efficiency and product quality.

bechained.com

The Next Frontier: Super Agents

Looking ahead, BeChained aims to develop a “super agent” capable of formulating problems for specific processes and creating tailored AI agents to optimize them. After minimal human fine-tuning, these super agents would autonomously enhance various industrial operations, further driving efficiency and innovation.

Conclusion

The integration of AI agents into industrial processes represents a significant advancement in manufacturing. By starting from simple but specific areas, such as water management, air compressors, extractor hoods, thermal processes, and grinders, BeChained are leading the way in transforming traditionally energy-intensive industries into models of efficiency and sustainability.

Despite the on-line learnings, it is clear that those industrial agents work and be trusted in industrial domains, under the conditions the follwoing environmental conditions:

  • A domain-specific task or objective
  • Secure, contextualized data for this objective
  • The most appropriate LLM for the task at hand
  • The AI technology to optimize the processes

all of them are the key pillars of BeChained’s expertise and it will be actionable in industrial context, where to gather proper data from the field.

As the AI market in manufacturing is expected to skyrocket from USD 3.8 billion to USD 68.36 billion by 2032, driven by a CAGR of 33.5%, early adopters of AI-powered solutions will gain a competitive edge (Source)

The rapid expansion of AI-driven automation and optimization technologies signals a future where industrial production is no longer stagnant, rather continuously evolving and self-optimizing — paving the way for smarter, more resilient manufacturing.

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BeChained
BeChained

Written by BeChained

AI to eliminate wasted energy in manufacturing through energy efficiency & unlocking demand-response opportunities

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