Semi-unstructured search engines

There are not so much services, which do not use filtering in a search, most probably it's almost a search with filters, like e-commerce and real estate services. If it's your case, most probably users are not using filters and trying to use queries like houses near markets with 3 living rooms. So, Embedding Studio can help you too in two ways:

1. Our Zero-Shot Search queries parser, which doesn't need anything except filters schema.
2. With capability of Vector DB and Embedding Studio you can implement query to filters mapper, which will improve session by session.