AI Content Watermark Detector

Google DeepMind's Bayesian token entropy and frequency-domain diagnostics console

GitHub Core 📄 Research 🤗 Spaces Spaces
0 characters • 0 words
Click to load image into buffer
or drop file here • JPG, PNG, WebP format up to 12MB

Diagnostic Datasets

⚡ Simulated AI-Generated
A structured paragraph exhibiting typical AI patterns, low word entropy, and characteristic repetitive phrase indices.
✓ Human Written Dataset
A highly descriptive literary text featuring high vocabulary diversity (TTR) and high character-level Shannon entropy.
🔍 Paraphrased/Edited AI
Watermarked generative text that has been mixed with human edits, showing partial signature traces and average diversity.

Processing buffer segments...

Estimating probability variance

Scanner online

Awaiting metrics compilation

Diagnostic Confidence Rating 0.0%
Watermark Z-Score
0.00
Null-Hypothesis p-Value
1.0000
Entropy index
--
Spectrum Distribution
📡

TELEMETRY CONSOLE STANDBY

Input content buffer or load a diagnostic dataset on the left workspace to begin Bayesian probability spectrum diagnostics.