PRODUCTION CHECKLIST
AIのエコノミーのデータアクセスレイヤー
規制対象のデータを、使えるデータへ。Liminaは、52言語・あらゆるフォーマットからPII、PHI、PCIを検出・除去し、エキスパート判定に対応したワークフローを提供します。これにより、モデルの学習、インサイトの共有、AIプロダクトの構築を安全に実現することができます
PII Redaction Tool Checklist 🔒

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WHAT'S INSIDE
Get the Checklist
What the checklist covers
DETECTION & DATA
Does Your Tool Actually Work?
F1, precision, and recall benchmarked across call transcripts, medical records, emails, and chat logs. ML vs. regex. Co-reference resolution. 50+ entity types.
ARCHITECTURE & COMPLIANCE
Missed PII/PHI/PCI is a compliance event.
Private deployment, deterministic output, GDPR/HIPAA/PCI coverage, and defensible audit trail. What you need before an auditor asks.
INTEGRATION & ONBOARDING
If It Takes 3 Months, It Isn't Ready.
API-first with SDK support and time-to-value under 2 weeks. The questions vendors hope you won't ask until after you've signed.

BY THE NUMBERS
99.5%
Out-of-the-box F1 score
15
Checks across 5 categories
52+
Languages supported
50+
Entity types detected