Redaction Tools
AI-Redact
Web app
Leak rate
44.4%
95% interval 32.0–57.6% · n = 54
Self-scored · verifiedLeaked 24 of 54 sensitive values (44.4%).
- Over-redaction
- —
- Text kept (worst case)
- 95.1%
- Cases covered
- 1 of 2 cases
- Document damaged
- None
Where the leaks are
| Layer | Leaked here | Only here | If it survives |
|---|---|---|---|
| ocr high | 22.2%13.2–34.9% 12 of 54 | 0.0%0.0–6.6% 0 of 54 | catches translucent or hairline covers |
| metadata high | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | invisible, survives forwarding |
| annotation high | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | shown by many viewers |
| attachment high | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | one toggle away |
| font_subset low | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | narrows the value; partial disclosure |
| image_xobject critical | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | a crop is a view, not a deletion |
| content_stream critical | 16.7%9.0–28.7% 9 of 54 | 0.0%0.0–6.6% 0 of 54 | copy-paste, pdftotext, any parser |
| prior_revision critical | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | 'save' instead of export; trivially recovered |
| rendered_pixels critical | 44.4%32.0–57.6% 24 of 54 | 18.5%10.4–30.8% 10 of 54 | visible to anyone who opens the file |
| optional_content high | 0.0%0.0–6.6% 0 of 54 | 0.0%0.0–6.6% 0 of 54 | one toggle away |
By category
| category | Leak rate | Over-redaction |
|---|---|---|
| PERSON | 44.4%32.0–57.6% 24 of 54 | — not measured |
By severity
| severity | Leak rate | Over-redaction |
|---|---|---|
| high | 44.4%32.0–57.6% 24 of 54 | — not measured |
Removed, by where the value lives
- image_text
- 63.0%44.2–78.5%
17 of 27
- text_layer
- 48.1%30.7–66.0%
13 of 27
What was not measured
Every layer was read in every run.
Case by case
extraction-conditions-1
- Leak rate
- 44.4% (24 of 54)
- Weighted
- 44.4%
- Text kept
- 95.1%
- Document
- Intact
Mykola MelnykRedaction Tools
Self-scored · verified