Monitor when private AI memory stops matching the source truth.

Forge Observer Brief and AI Memory Monitor are the low-friction recurring path for teams worried about stale retrieval, missing sources, changing policies, and drift between AI context and the actual corpus. Use invoice, rush pilot, deposit, retainer, or annual when the drift problem already needs implementation.