# Why Enterprise AI Starts With A Knowledge Layer

> Source: <https://www.machinebrief.com/news/why-enterprise-ai-starts-with-a-knowledge-layer-10em>
> Published: 2026-08-18 11:15:00+00:00

# Why Enterprise AI Starts With A Knowledge Layer

By Gaurav Vashisht, Forbes Councils MemberSource:

[Forbes Innovation](https://www.forbes.com/innovation/)Instead of sending the same context to

[Claude](/glossary/claude)over and over, our team decided to pivot and build a centralized, reusable knowledge layer.Get AI news in your inbox

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