Insert PrivoNest at the boundary where application text, files or structured payloads move into AI or downstream processors.
Use /v1/hide as a server-side privacy step before downstream processing.
Protect nested JSON with policy-aware field/column handling rather than flattening the payload.
Run supported documents through the same engine family as text inputs.
Language/country inference reduces hard-coded routing in international pipelines.
Use reversible tokens when later authorized restoration is part of the pipeline.
Detection counts, types, languages and countries can feed your own logs/metrics without exposing raw matched values.