"Queryable Encryption implements a fast, searchable scheme that allows the server to process queries on fully encrypted data, without knowing anything about the data. The data and the query itself remain encrypted at all times on the server."
They are strongly implying that the someone with access to the database should not be able to decrypt the data. According to their blog post that seems to be the entire value proposition compared to what they describe as traditional encryption at rest.