GraphReplica Image Entity Replacement
De-identify the text inside your images
GraphReplica finds the sensitive text in photos and document scans and repaints it with realistic synthetic values. The image stays usable. The PII is gone.
92%
Rendering accuracy on real-world images
Photos + scans
Forms, IDs, receipts, signs, screenshots
Style preserved
Font, color, lighting, and background kept
0%
Original PII left in the output
Try it live
Replace the entities yourself
Below is a real handwritten new-hire form with 8 pieces of PII. Hit Replace Entities and watch GraphReplica rewrite every sensitive value in the same handwriting, then drag to compare the original against the de-identified version.
A real handwritten form. Hit Replace Entities.
92% rendering accuracyHow it works
Sensitive text leaves. The picture stays real.
Masking blacks out the page and breaks it for review. GraphReplica keeps the image realistic and removes the PII.
Find the text that matters
GraphReplica reads the image and locates the sensitive values, names, IDs, addresses, dates, and account numbers, wherever they sit in the layout.
Repaint, do not redact
Instead of a black box, the sensitive text is repainted with a realistic synthetic value that matches the original font, color, and texture. The image still reads like a real image.
Photos and document scans
Works on phone photos, scanned forms, IDs, receipts, and screenshots. The rest of the picture stays untouched, so the artifact stays usable for review and testing.
One entity across every format
The same person gets the same stand-in in your tables, your documents, and your images. One replacement, matched across all three, so joins and case files still line up.
Edits you can actually read
In-image text replacement is only useful if the new text is legible and believable. GraphReplica renders the replacement correctly on 92% of real-world images, well ahead of published research baselines. The result looks like the original, not like an edit.
Rendering accuracy on real-world images.
One engine for document scans and natural images.
Send us a sample image or scan. We will show you the de-identified version.
Runs inside your environment
Images and scans are processed where they already live. Nothing sensitive leaves your environment, and every run ships an audit-ready report.
Part of one safe replica
Image replacement shares the same entity map as your tables and documents, so a person gets one consistent stand-in everywhere. Built to meet GDPR, CCPA, and HIPAA requirements.
De-identify your images this week
Book a demo and we will run image entity replacement on a sample scan or photo of yours.