[ensemblehq]

Have you tried using non-LLM based methods? Like starting with something rules-based and working through a layered multi-model setup?

That’s what we’ve been using for document extraction where accuracy needs precision (capital markets documents, medical assessments). We had a go at pure LLM with medical documents but the output was poor and felt like it would take substantial investment to create something more robust.