Voluntas Tech

DeadDetect API

Detection API that returns UID, confidence, and evidence for backend verification workflows.

What is DeadDetect
DeadDetect is the verification layer: upload media (or select from your library) and check whether a DeadMark payload is present.

It returns a practical result model: present / uid / confidence / evidence.
How it works
Two modes keep verification practical:

Normal Scan: fast checks for everyday moderation and platform monitoring.

Deep Scan: for severely transformed media where watermark recovery is weak. If UID decode is degraded, we compare recovered signal traits and media parameters against internal encode/decode logs, then output an attribution confidence score.

C2PA context can be used when available, but verification does not depend on C2PA alone.
AI roadmap: we are training additional models so Deep Scan can also estimate whether media is AI-generated even when no watermark is present.
Media evidence preview

DeadDetect is primarily used in backend and moderation pipelines, but operators still need clear evidence when a case is escalated. The same image / video / audio evidence overlay patterns shown below can be used in internal review tools and dashboards.

C2PA manifest traceDeadMark UID watermarkInternal decode logs
Original demo mountain image
Watermarked demo mountain image
Original
Slide to reveal the watermarked image
Detection overlay (demo UI)
Watermark detected
UIDDMK-IMG-9A72-1F3C
Confidence98.6%
Integrity health96 / 100
C2PA manifestRecovered
Decode logApp log + timestamp chain
Trace + provenance
C2PA manifestIntegrated trace
DeadMark UID watermarkPrimary signal
Decode logs + timestampsInternal audit trail

If C2PA is stripped, UID + internal logs still support source verification workflows.

Example generation + detection metadata
Model: FLUX.1 Pro (demo metadata label)
Prompt: “Mountain valley with snowy peak, pine forest foreground, cinematic daylight realism.”
Generated by: @demo_creator_17 • IP 198.51.100.24
Detected on: Instagram repost by @sample_repost_account • 2026-02-24 18:41 UTC
Dots show evidence-location visualization only (where payload-bearing evidence is distributed). Placement and strength are AI-driven / ML-adaptive per asset. The watermark itself remains invisible and does not appear as visible pixels.
Workflow note: C2PA + internal verification

We use C2PA where available and pair it with our own UID-linked watermark + log pipeline so verification is not dependent on a single metadata layer.

Roadmap signal

Text documents, plain text, and code watermarking/trace workflows are in active design, with public preview targets aimed for June 2026.

Scan modes
Normal Scan
  • Fast and lightweight
  • Best for routine checks
  • Returns UID + confidence + evidence summary when decode is healthy
Deep Scan
  • Used when watermark signal is severely damaged or transformed
  • If UID is unrecoverable, compares media traits to internal logs and known parameters
  • Outputs attribution confidence score and evidence package
  • Roadmap includes AI-origin estimation for non-watermarked media
FAQs
You can, but you will not get UID-linked evidence unless content was encoded. For generic AI-origin classification, use a separate detector model.