For dynamic content, I’d prioritize automated data syncing through APIs or scheduled ingestion rather than manual retraining. Keeping the knowledge source updated at the data layer makes the chatbot much easier to maintain as products, pricing, or business information changes. I’d also monitor response accuracy after updates to catch stale or conflicting information early.