Why We Describe De-Identification as a Tool, Not a Promise
Two things get conflated constantly: a model holding context while it works, and a vendor training on your content. They are different, and only one of them persists. Here is the distinction, plus the part that matters most — the strongest de-identification happens on your own machine, before anything is sent anywhere.