{"slug": "why-enterprise-ai-starts-with-a-knowledge-layer", "title": "Why Enterprise AI Starts With A Knowledge Layer", "summary": "Forbes Councils member Gaurav Vashisht reports that enterprises should build a centralized, reusable knowledge layer before deploying AI, citing his team's pivot from repeatedly sending the same context to Anthropic's Claude model. The approach aims to improve efficiency and consistency in enterprise AI applications.", "body_md": "# Why Enterprise AI Starts With A Knowledge Layer\n\nBy Gaurav Vashisht, Forbes Councils MemberSource:\n\n[Forbes Innovation](https://www.forbes.com/innovation/)Instead of sending the same context to\n\n[Claude](/glossary/claude)over and over, our team decided to pivot and build a centralized, reusable knowledge layer.Get AI news in your inbox\n\nDaily digest of what matters in AI.", "url": "https://wpnews.pro/news/why-enterprise-ai-starts-with-a-knowledge-layer", "canonical_source": "https://www.machinebrief.com/news/why-enterprise-ai-starts-with-a-knowledge-layer-10em", "published_at": "2026-08-18 11:15:00+00:00", "updated_at": "2026-08-18 12:11:58.869302+00:00", "lang": "en", "topics": ["artificial-intelligence", "ai-infrastructure", "ai-tools"], "entities": ["Forbes", "Gaurav Vashisht", "Claude", "Anthropic"], "alternates": {"html": "https://wpnews.pro/news/why-enterprise-ai-starts-with-a-knowledge-layer", "markdown": "https://wpnews.pro/news/why-enterprise-ai-starts-with-a-knowledge-layer.md", "text": "https://wpnews.pro/news/why-enterprise-ai-starts-with-a-knowledge-layer.txt", "jsonld": "https://wpnews.pro/news/why-enterprise-ai-starts-with-a-knowledge-layer.jsonld"}}