>I asked it a few simple fact based questions, such as who our CEO is. It answered with our previous CEO based on an old press release.

this is the problem with basic RAG implementations that most products are currently using, simple vector search isn't able to handle queries like this.

The solution is enhancing the base query and also using structured data to filter on metadata

here's a good article covering some strategies - https://jxnl.github.io/instructor/blog/2023/09/17/rag-is-mor...