Comment by mrkeen

Cut the cloud vendors out of the picture and build and query your index on a spare linux box.

I've only played with TF-IDF/BM25 as opposed to vector searches, but there's no way your queries should be taking so long on such a small corpus. Querying 10k documents feels like 2-10ms territory, not 900ms.