Cosine Similarity in Vector Databases: Why It Matters for GenAI & RAG Systems

By Mohsin Khursheed – Architect | AI, Cloud Modernisation When you're working with vector databases—whether it's for semantic search, Retrieval-Augmented Generation (RAG), or powering GenAI apps—cosine similarity keeps showing up. But what exactly is it? And why should you, as an engineer or architect, care? Let’s break it down.

May 13, 2025 - 14:48
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Cosine Similarity in Vector Databases: Why It Matters for GenAI & RAG Systems

By Mohsin Khursheed – Architect | AI, Cloud Modernisation

When you're working with vector databases—whether it's for semantic search, Retrieval-Augmented Generation (RAG), or powering GenAI apps—cosine similarity keeps showing up.

But what exactly is it? And why should you, as an engineer or architect, care?

Let’s break it down.