Why it matters
Knowledge drift is inconsistency across AI apps as sources change unevenly. Chatbot updated, email assistant not. Same question, two refund windows.
How it works
Coordinate releases across apps sharing sources. Shared test suites and collection bindings keep apps aligned. Dashboards show app-level freshness lag.
Example
Nintendo coordinated release updates chatbot and in-app help together after Refund Policy change. Shared regression suite blocks partial rollouts that leave surfaces inconsistent.
Common mistakes
- 1Per-app indexes with no shared release calendar
- 2Different collections for the same topic without precedence
- 3Assuming one CMS update fixes all AI surfaces automatically
Your source changed. Your AI should know.
Track source freshness, detect changes, and review impact before answers drift.
Explore Source Maintenance