🔧 You don't need a frontier model to redact PII

Amazon Nova Pro matched a 4GB open-weight model running on a laptop on German PII redaction: 94% exact-value recall against 93%. Nova Micro, the cheapest model in the family, tied Amazon Comprehend on the same test at roughly a twentieth of the cost per document. And the model that lost hardest was the one fine-tuned for German.


Here is what we...