Most integrations refresh daily or in near real-time, depending on API access and partner-specific policies. However, this doesn’t mean our internal data engines update continuously. For certain metrics, we intentionally update on a monthly cadence to maintain data integrity and prevent unnecessary volatility. This ensures our recommendation engine operates on stable, validated insights, minimizing noise, avoiding hallucinations, and providing consistent, trustworthy guidance rather than reactive fluctuations.
