Allow cross-language document ingestion, retrieval, summarization, and Q&A with translation, localization, and dialect-aware enhancements.
Retrieval and answering across a corpus in several languages, where the question may arrive in a different language from the documents that answer it. Multilingual embeddings make cross-language retrieval work without translating the corpus.
Multinational operations where local documents stay in local languages and questions arrive centrally in one.
Where precision of legal or regulatory wording matters. Retrieval across languages is fine; relying on a translated rendering of a binding clause is not.
Answers must surface the source-language passage alongside any translation, so a speaker of that language can verify rather than trusting two steps.
Terms that do not map cleanly between languages — accounting and legal vocabulary especially — retrieved as equivalents when they denote different things.
A Chicago team querying intercompany correspondence held in German, where the answer links to the original text for the Manchester or Frankfurt controller to confirm.