[sullivanmatt]

If I were a user or integrator, how do I know that the de-identification step is actually working? Is there a way to test (and/or continue testing) your regex patterns or whatever mechanism used continues to accurately strip my sensitive information before it goes to OpenAI?

[gavinuhma]

Good question, some developers implement a manual approval step, so you can review the redacted prompt before you submit it rather than making it automatic. It depends on their product requirements.

Re mechanism, the redactions themselves are powered by a language model.