A practical scorecard.
A useful benchmark measures the full deletion lifecycle and distinguishes complete, partial, delayed, and failed outcomes.
Discovery coveragePercentage of known stores, vectors, summaries, caches, prompts, and tools included in the propagation trace.
Deletion latencyTime from a valid request to blocked use in active systems, with separate clocks for backups and legal exceptions.
Retrieval leakageRate at which exact, paraphrased, or related prompts still recover the revoked information.
Behavioral resurrectionCases where the agent reconstructs a deleted fact from derived preferences, histories, or downstream state.
Repair coverageShare of affected outputs and delegated actions identified, reviewed, corrected, or explicitly accepted.
Receipt completenessWhether a user can see scope, systems touched, exceptions, tests performed, owners, and closure status.