First Post
PII Detection
Tokenization
AI Support Workflows
Adding Reversible Tokenization to a Presidio Pipeline with Protegrity AI Developer Edition
A migration story about moving beyond redaction when AI systems still need structurally valid, reversible, policy-controlled protected data.
Key Takeaways
Redaction broke context
The model could no longer distinguish repeat customers or preserve cross-ticket signal.
Tokenization restored utility
Protected values stayed structurally valid and consistent enough for downstream AI use.
The abstraction paid off
A clean processor boundary kept the migration contained to a few files.
More posts can drop into this page as simple cards without changing the overall structure.