Evaluate before you rely
How to benchmark AI redaction software
Use a representative, versioned test set containing expected easy cases and difficult exceptions. Measure missed sensitive content, incorrect suggestions, placement accuracy, reviewer corrections, unresolved exceptions, export integrity and audit evidence separately for each document type.
A single aggregate “accuracy” percentage can conceal a complete failure on scans, spreadsheets, signatures, privilege or document families. Results should identify the corpus version, application revision, prompts, model configuration, limitations and date of the test.