Sunday, June 7, 2026

Business Context Needed To Train LLMs - John Cachat

 

 

Business Context Needed To Train LLMs

How Structured Process Intelligence Transforms Generic AI into Enterprise-Specific Value

 

 Large language models require specific organizational context to deliver meaningful value within an enterprise. Without structured data, AI produces generic results that ignore a company’s unique processes, culture, and governance.

 

To solve this "grounding problem," the author identifies six essential categories of knowledge, including institutional memory and operational workflows, that must be integrated into the AI. The text introduces IPE Packs as a specialized framework designed to organize this complex information into a format the models can effectively use. By adopting this structured process intelligence, organizations can transform a generic standard AI into a customized tool that accurately reflects their specific business environment and strategic goals

 

For the complete article: https://drive.google.com/file/d/1rNTI5dOBubu4uJ8VnTfPYxDajQRchMu5/view

 

For the video:

https://youtu.be/brhk8_dbTGw

 

John Cachat

johncachat@ipe.services

www.ipe.services

 

Reference Material

Books on Amazon https://www.amazon.com/stores/John-Cachat/author/B0G4NB66MD

LinkedIn Articles https://www.linkedin.com/in/johncachat/recent-activity/articles/

YouTube Videos https://www.youtube.com/channel/UCOa9WQuRzLfIFqVgCKpzdgw

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