Cohere

Cohere provides embedding and rerank APIs for building semantic search into products. The embeddings capture meaning from text, and the reranker improves search relevance by re-scoring results based on query relevance.

I use Cohere's embed and rerank APIs when building search features into products. The two-stage approach - retrieve candidates with embeddings, then rerank for precision - produces noticeably better search results than embeddings alone.

For Barnsley businesses adding search to their products or internal tools, Cohere's reranking is often the single biggest improvement to search quality. It takes rough candidate results and puts the most relevant ones at the top.