From CRM to LLM - How Enterprise Metadata Powers Generative AI
Techstrong.ai, Tuesday, May 27th, 2025
Enterprise AI is everywhere. From contract analysis to customer service assistants, large language models (LLMs) are being deployed across business systems. But while the technology looks promising, results in real environments often fall short.
The model responds inaccurately, ignores business rules or generates answers based on data that doesn't even exist.
The reason is simple: lack of context.
LLMs are trained on public data, not your organization's systems. They don't understand that 'Case ID' follows a specific internal format. They don't know that 'Customer Name' is a derived field built from two separate records. They can't infer that a user in your Germany office shouldn't be able to access UK account data due to company policy. This is where metadata becomes essential.