AI Restoring Trust in
AI-Driven Economies
CopyFlag demonstrates how predictive AI can restore trust in digital ecosystems by identifying and managing abusive behavior before it scales.
Our Mission
“Enable a future where creators can safely publish in an AI-native world.”
Generative AI Broke Copyright Enforcement
AI has fundamentally changed the economics of infringement. Traditional detection can't keep pace.
What AI Changed
Faster
Generate thousands of variants in minutes, not months
Cheaper
Near-zero marginal cost to create and distribute copies
Harder to Attribute
Style transfer and remixing blur the line between original and copy
£10bn
Lost annually to IP theft
300%
Increase in AI-generated copies
12%
Of sellers cause 80% of infringements
How AI Solves It
CopyFlag demonstrates AI reasoning about adversarial behavior over time — not just classifying content.
Multiple Models
5 parallel detection channels
Feedback Loops
Outcomes improve predictions
Uncertainty
Confidence bands, not certainty
Adaptation
System learns over time
Intelligence Pipeline
Ingestion
Vector embeddings (CLIP/DINOv2)
Analysis
5 parallel detection models
Decision
Weighted scoring + history
Prediction
Reoffense probability
Action
Enforcement generation
Visual Understanding
- • CLIP + DINOv2 embeddings for semantic similarity
- • Perceptual hashing for exact/near-exact matches
- • Transform-resilient detection (crops, flips, filters)
- • Style transfer & diffusion artifact analysis
Behavioral Intelligence
- • Cross-platform actor profiling
- • Reoffense probability forecasting
- • Visual DNA reuse scoring
- • Enforcement response modeling
Beyond Copyright
CopyFlag is building a general-purpose visual threat intelligence framework. Copyright enforcement is just the first application.
Creator Trust
Enable creators to safely publish in an AI-native world
Platform Integrity
Help marketplaces maintain trust at scale
Sustainable AI Ecosystems
Model how AI can manage AI-created abuse
Application Roadmap
Copyright Infringement
LiveCounterfeit Detection
RoadmapScam Listings
RoadmapSynthetic Media Abuse
Research“This changes how platforms think about abuse.”
Others detect infringement. CopyFlag predicts offenders. That's not incremental improvement — it's a new class of solution.