Tagged: Pii

1 post

95% of PII Redaction Doesn't Need an LLM. The Other 5% Is Where Your Masker Leaks.

95% of PII Redaction Doesn't Need an LLM. The Other 5% Is Where Your Masker Leaks.

April 21, 2026 · 4 min read · blog
When to use deterministic masking and when a fine-tuned LLM earns its compute on SAP production data copies. A hybrid architecture.