Hey Serjester Email me at elliott@cohere.ai, let's arrange time to chat. We did head to head evals with Voyage Large / Voyage Multimodal and I can share them with you if you are serious about moving your embeddings over. We tested configurations of top open-source, closed-source, multi-vector and single-dense embedding models but I can only choose so many to put on a graph and I'm not in the business of giving Voyage free advertising haha. I agree with you that there is some complexity on multi-modal reranking w.r.t to inference time speeds as well as data transfer / network latency costs. Happy to talk more :)