The most common cause is knowledge base decay. Freddy’s suggestion accuracy is directly proportional to the quality of your knowledge base. If articles are outdated or structurally mismatched for AI retrieval, Freddy surfaces those inaccuracies at scale. The fix is not a new AI feature — it is a structured knowledge base audit, governed content, and the right configuration across every module Freddy depends on.

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