We see ourselves a layer above vectorDB; we use Redis to index the data. We focused on building the ingest pipeline and operations on top of the embeddings, such as clustering and fine-tuning (embedding customization). Ultimately we want to provide the best developer experience possible, and we believe much work is needed here!