[ozgurnsahin]

Congrats for your work!

Just to clarify, you did use a vector database. Postgres is a vector database if you store your embeddings there. Pgvector is a practical approach to storing your vectors in Postgres. Wherever you store your embeddings, it's your vector database.

[rahmansahinler1]

Thank you very much! Yes, I agree we can kinda say everything is a vector database when you store vectors in it but what I meant by this is we don't need the use Pinecone or any other vector data bases for high performance, high accuracy and user information integration. We all made this with postgresql, redis and faiss. On the other hand, we didn't use pgvector mainly because we wanted to use Faiss as our primary vector search. Faiss gives us flexibilty to control the time for answer generation, with indexing method (tradeoff between accuracy and speed). And indexing with Faiss really fast and efficient.