I'm confused about the "AI" part. Are vector databases, in themselves, AI? Are embeddings?
Vector search embeddings are only as good as the models you use, the content you have, and the questions you ask.
This is a bit of a pitfall when you use them for search. Especially if you have mobile users because most of them are not going to thumb in full sentences in a search box. I.e. the questions the ask are going to be a few letters or words at best and not have a lot of context. And users will still expect good results. Vector search is not great for those type of use cases because there just isn't a whole lot of semantics in these short queries. Sometimes, all you need is just a simple prefix search.