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Dev.to
Dev.to
8/4/2026
You don't need a frontier model to redact PII

You don't need a frontier model to redact PII

Short summary

A detailed benchmark compares six PII redaction approaches across cost and accuracy: Amazon Nova Micro matches Comprehend at 1/20th the cost, Nova Pro ties a 4GB local model at 94% German recall, and a fine-tuned German model performed worst. The article provides decision frameworks based on data residency, volume, and existing subscriptions, recommending frontier models for low-volume work and cheaper models for pipeline-scale redaction.

  • Amazon Nova Micro ties Comprehend at ~1/20th cost per document for PII redaction
  • Nova Pro matches a local mistral:7b model at 94% German exact-value recall
  • Decision framework splits on data residency, volume, and existing tooling subscriptions

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