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IntelliMES™ – AI-Powered MES Intelligence Layer

Authored by
John Jaisaree
Published on
February 6, 2026
Company: Global leader in manufacturing, roofing products - Confidential

Unlocking MES Intelligence with AI-Driven Insights

Manufacturing organizations generate vast amounts of MES data, yet insights remain constrained to static dashboards and predefined reports. Leaders and operators lack flexible, real-time access while facing increasing pressure to adopt AI securely and compliantly.

MES Intelligence Challenge

Traditional MES analytics struggle to reveal cross-plant and cross-process insights. Scaling analytics requires costly re-engineering, and concerns around cloud exposure and regulatory compliance limit AI adoption.

AI-Powered MES Intelligence Solution

Our team of engineers deployed IntelliMES™, an AI-powered intelligence layer that integrates directly with existing MES databases without modifying core platforms. A secure, on-prem AI agent enables natural-language querying through Retrieval-Augmented Generation (RAG).

Dual deployment models support fully on-prem LLMs or private cloud deployment via AWS Bedrock, with strict encryption, isolation, and zero direct cloud access to MES systems.

IntelliMES™ Results

  • Secure MES Architecture: On-prem AI agent aligned with OT security best practices
  • Natural-Language Querying: MES insights without custom queries or reports
  • Context Modeling: Semantic mapping of MES tables for AI understanding
  • Flexible LLM Deployment: On-prem or AWS Bedrock with access controls
  • Operational Use Cases: KPIs, anomaly detection, trend analysis, and root cause insights

IntelliMES™ transformed how manufacturers interact with MES data—delivering secure, scalable AI intelligence without compromising production systems.

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