Based on what B-TRNSFRMD sees across OptimizeAI engagements, the knowledge base Freddy AI draws from benefits from a review at minimum every 90 days — with additional updates triggered by product launches, pricing changes, policy updates, or any shift in your top ticket categories. In most live environments we assess, this has not happened since go-live, which is why agent trust in AI suggestions erodes within the first few months.