Blogs / Redaction
Redaction
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Multilingual Document Redaction: Arabic, Right-to-Left and Mixed-Script PDFs
What does a redaction tool do with a witness statement written in Arabic, or a benefits letter in Urdu, when the models it runs were built and tested ...
September 30, 2026
How to Sanitize a PDF: The Hidden Places PII Survives After Redaction
A litigation team can check every page of a redacted production with copy and paste, find nothing under the bars, and still send the redacted words ...
September 30, 2026
PII Redaction in Call Transcripts: Redacting the Text Along with the Audio
A redacted call can play back with every card number silenced while its caption track, sitting beside the audio in the same player, still spells the ...
September 30, 2026
Audio PII Redaction: Finding Spoken Card Numbers and Names in a Call
A compliance lead evaluating audio PII redaction tends to ask one question before any other: which parts of a card payment will the tool actually ...
September 30, 2026
Frame-by-Frame Redaction: Filling the Gaps Between Analyzed Frames
An analyst who has keyframed a face by hand through a two-minute clip knows that frame-by-frame redaction seldom means drawing a box on every frame. ...
September 30, 2026
How to Redact Signatures, Forms and Stamps in a PDF
Signatures are personal information in some releases and routine in others, and the rule that decides which usually comes from records law or a court ...
September 30, 2026
Handwritten, Rotated and Skewed Scans: What OCR Misses Before Redaction
The name most likely to survive an automated redaction of a typed intake form is the one somebody wrote in the margin by hand. OCR built for printed ...
September 30, 2026
Call Recording Redaction at Scale: What Actually Breaks and How to Handle It
I led our call recording redaction deployment at a county social services contact center, where about 7,000 calls come in on an average working day, ...
September 30, 2026
What Privacy Laws Require You to Redact From AI Training Data
The data you train an AI on is regulated the same way as any other copy of that data. If it holds personal information, the laws that govern that ...
June 18, 2026
How to Redact Your Data Before Training or Customizing AI
Using your own data to train or customize an AI is different from feeding a document into a chatbot. When you train, fine-tune, or connect your data ...
June 18, 2026
EOB and Claim Form Redaction: A Practical Guide for Billing Teams
Generic PHI redaction guidance does not account for the way billing documents are structured. EOBs often bundle multiple patients on one printout. ...
June 17, 2026
A Business Associate's Guide to HIPAA Redaction in Medical Billing
Most HIPAA redaction content is written for hospitals, clinics, and other covered entities. Billing companies face a different version of the same ...
June 17, 2026
How Redaction Controls Third-Party Data Risk in Insurance
A single insurance claim rarely stays inside one organization. By the time it closes, the file has usually passed through an adjuster, often a ...
June 15, 2026
How to Redact Faces and Voices From Research Recordings
Recorded interviews, focus groups, and study visits are some of the hardest research data to de-identify, because the identifiers are faces, voices, ...
June 12, 2026
How to Remove PII from AI and ML Training Data
PII left in a training set does not stay in the training set. A model can memorize the names, numbers, and addresses in its training data and surface ...
June 12, 2026
How to De-identify & Redact Research Data Across its Lifecycle
Research data spends most of its life under access controls that keep it inside the team that collected it. The moments it has to leave that ...
June 11, 2026
How to Redact Thousands of Emails for Public Records & Discovery
A records officer at a county agency receives a public records request for two years of correspondence between three department heads. The responsive ...
June 8, 2026
How to Redact an Email the Right Way
Most people who search for how to redact an email are trying to solve one of two problems. The first is a one-off: a single message that needs a few ...
June 5, 2026