I wholeheartedly agree with this. Vector databases are easily updatable, searchable by recency, and you can verify where the information came from. Training a custom frozen LLM for every company seems insane. Each company’s data is not that unique - it’s just the numbers that matter, for which you need a vector or traditional database.