FundamentalsLetter E1 min read
In plain English
Numerical vector representations that capture semantic meaning of text or data.
Full definition
Embeddings let systems compare similarity, cluster content, and retrieve knowledge efficiently. They are foundational to RAG, recommendations, and agent routing.
AshnaAI vectorizes uploaded files so agents can query private knowledge with low setup overhead.
Continue learning
RAG done right: ingestion and chunking
Read the full article on the AshnaAI blog.
Open articleRelated terms
Ready to put these concepts to work?
AshnaAI helps you build AI agents without code—search, automate, and deploy with the terms you just learned.
Continue exploring
Back to full glossary