Create a separate knowledge base for each language and train them individually.

Create a single knowledge base and add question-and-answer pairs in multiple languages.

Use a pre-built multilingual question answering model and fine-tune it with the company's data.

Use a third-party multilingual question answering solution and integrate it with the company's chatbot.