Cohere

AI company specializing in enterprise NLP. Relevant to search primarily through their reranking models — production-grade cross-encoders used to re-score retrieval results.

  • Rerank-v3.5: cross-encoder reranker used in production hybrid pipelines (e.g., Elastic multilingual search)
  • Embed v3: multilingual embedding model competitive with E5 and Qwen3
  • Integrates with Elasticsearch, OpenSearch, and other search engines as a hosted inference endpoint

Articles

  • Elastic — integrates Cohere as an inference provider