Generative AI Analysis

Is it real? Is it AI?
And where did it come from?

Detection is table stakes. VN goes further. We classify AI-generated content against known source models and connect it to the protected IP that influenced it.

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Submitted Content Forensic Analysis analyzing DETECTION AI-Generated 96.4% confidence ✓ SOURCE MODEL Midjourney v6 via output classification PROTECTED IP Evidence linked → connects to Training Detection
Training Model Detection → Generative AI Analysis → Open Web Monitoring
The link between generated output and your IP. When content is flagged as AI-generated, the analysis automatically checks whether the source model trained on your IP, connecting detection to evidence.
Beyond Binary Detection

Not just "is this AI?" but whose IP is inside it

Generic AI detectors only answer one question. Real or fake? That's useful for content moderation, but it's not enough for IP protection.

VN asks the question that matters. If this is AI-generated, does it derive from protected works? And can we trace it back to the source?

  • Multi-modal detection across image, video, and text
  • Source model classification across major commercial generators, with per-result confidence scoring
  • Provenance tracing to copyrighted training material
  • Confidence scoring calibrated for legal proceedings
Detection Analysis Pipeline
Content ingestion Image / Video / Text
↓
AI generation detection 98.2% AI
↓
Source model classification Midjourney v6 91%
↓
IP provenance analysis → Training Model Detection
Enterprise Integration

Pipeline integrity for content operations

Studios receive thousands of assets from vendors and contractors every week. Any one could be AI-generated, violating contracts and introducing IP risk.

VN integrates into your content pipeline to flag AI-generated assets before they reach production, with detailed provenance reports for every detection.

  • Plugs directly into your content operations pipeline
  • Batch processing for high-volume review
  • Configurable alert thresholds by content type and risk
  • Full audit trail for compliance and contract enforcement
Integration Points
REST API
Direct integration
Batch Upload
High-volume scanning
Webhooks
Real-time alerts
Dashboard
Portfolio overview
Consumer + Enterprise

Same engine, two expressions

VN's detection engine powers both our enterprise platform and our consumer apps and sites. The same technology is constantly being refined by our broad reach across the web.

  • Consumer app: AI detection at web scale for real-world validation
  • Enterprise platform: Same engine with forensic documentation layer
  • Continuous accuracy improvement from real-world data at scale
Detection Engine
VN Core Detection Engine
Multi-modal · Multi-model · Forensic-grade
Enterprise
API · Pipeline · Forensics
Consumer
iOS · Instant scan · Share
Get Started

Know what's real
in your pipeline.

See how VN integrates with your content workflow, from vendor intake to production delivery.

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