Detect sensitive entities locally, swap them for opaque placeholders, send the redacted text to the LLM, then restore the originals on the way back. The model never sees a real name, IBAN, or address.
| Placeholder | Original value | Entity type |
|---|---|---|
| No mappings yet β run a round-trip. | ||