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Silicon Trust - Deepfake Detection Module

Is It Real,
or Generated?

Paste a video URL below. This is one component of the Silicon Trust pipeline, trained specifically on the categories of synthetic content that newsrooms are encountering today and will encounter as generation technology advances.

Supports YouTube, Twitter/X, TikTok, Instagram, direct MP4 links, and most public video sources.

Try it now
extra-scoop / silicon-trust / deepfake-detector

Supports YouTube, Twitter/X, TikTok, Instagram, Vimeo, and direct MP4 or image URLs. Social media links may take up to 20 seconds. Private or geo-restricted content cannot be accessed.

How It Works

Three Checks.
One Verdict.

The engine runs three independent analyses simultaneously and combines the results into a single integrity score.

Spatial Analysis

Frame-by-frame inspection for the compression artefacts, blending inconsistencies, and boundary discontinuities that AI generation leaves behind.

Spectral Analysis

Fourier-domain inspection for the repeating frequency patterns characteristic of neural rendering pipelines and GAN-based synthesis.

Temporal Coherence

Cross-frame consistency checks for unnatural motion, flicker, and inter-frame continuity failures that emerge in synthetic video sequences.

The Problem

One Missed
Deepfake.

Newsrooms operating under deadline pressure lack the capability to run rigorous forensic checks on incoming footage. Commercial verification tools are either too slow, too expensive, or trained on datasets that predate the current generation of synthetic media.

A single undetected deepfake broadcast causes reputational damage that is measured in months, not days. Ofcom enforcement actions have followed. Retraction costs are substantial.

The tools to address this, until recently, did not exist in a form accessible to editorial teams.

90.1%

Confidence on confirmed RT deepfake

Blind test, September 2026

24pt

Ahead of nearest commercial tool

Tested on matched footage

<1s

Analysis time on GPU-optimised deployment

This demo runs on CPU

For Newsrooms

Verification Built
Into the Workflow.

The demo above runs on a single URL. The newsroom terminal integrates directly into your intake pipeline, verifying footage the moment it arrives.