All insights

RAG vs Knowledge Graphs for Enterprise AI

Retrieval-augmented generation and knowledge graphs solve different problems. We compare when each is appropriate, and when combining them gives better grounding for enterprise AI.

This article is in preparation. The full perspective will be published here soon. In the meantime, we are glad to discuss the topic directly.

What this article will cover

  • What kinds of questions does each approach answer well?
  • What are the build and maintenance trade-offs?
  • How do they work together in a hybrid design?
AI

Why Enterprise AI Starts With Data Architecture

AI pilots are easy to start and hard to scale. This article looks at why the architecture beneath AI — data models, metadata, access and lineage — determines whether AI can be trusted in production.

Data

What Makes Enterprise Data AI-Ready?

“AI-ready” is used loosely. We outline the practical characteristics — quality, context, ownership, accessibility and governance — that make enterprise data usable by AI systems.

Discuss this topic with us

Tell us what you are working on and we will share a practical perspective.