Proprietary AI Systems
Six interconnected AI systems working in concert to deliver unmatched accuracy, speed, and intelligence in asset recovery. Each system represents years of research and development, purpose-built for marketplace intelligence.
NEXUS
Neural EXtraction & Understanding System
Our proprietary deep learning architecture processes unstructured marketplace data, extracting semantic meaning from listings through multi-modal transformers trained on 100M+ items.
Technical Details
- Custom transformer architecture optimised for marketplace semantics
- Multi-language support with automatic translation and normalisation
- Handles abbreviations, misspellings, and deliberate obfuscation
- Real-time feature extraction from listing titles, descriptions, and metadata
- Continuous model updates through CORTEX feedback loops
Use Cases
- Extract make, model, serial numbers from unstructured text
- Identify item categories and attributes automatically
- Match items across different listing formats and languages
PRISM
Perceptual Recognition & Image Similarity Model
Advanced computer vision system using contrastive learning and attention mechanisms to identify visual similarities across varying conditions, angles, and image quality.
Technical Details
- Fine-tuned on millions of asset images across diverse categories
- Robust to image transformations, crops, and quality degradation
- Extracts distinctive visual features like scratches, wear patterns, and markings
- Cross-modal integration with NEXUS for text-image correlation
- Handles watermarks, composite images, and partial occlusions
Use Cases
- Visual matching of stolen assets across marketplaces
- Serial number and VIN recognition from images
- Counterfeit detection through visual anomaly detection
ATLAS
Adaptive Threat & Listing Analysis System
Distributed scanning infrastructure that orchestrates thousands of concurrent marketplace queries with intelligent rate limiting, proxy rotation, and anti-detection protocols.
Technical Details
- Kubernetes-orchestrated scanning pods across global regions
- Intelligent rate limiting with per-marketplace optimisation
- Residential proxy network for authentic traffic patterns
- Automatic captcha resolution and authentication handling
- Real-time marketplace health monitoring and adaptation
Use Cases
- Comprehensive coverage of 200+ global marketplaces
- Real-time detection of new listings matching watch criteria
- Historical marketplace data for trend analysis
SPARK
Semantic Pattern & Ranking Kernel
Real-time matching engine using locality-sensitive hashing and approximate nearest neighbor search to identify potential matches from billions of indexed vectors.
Technical Details
- Custom HNSW index optimised for high-dimensional embeddings
- Hybrid search combining semantic similarity and keyword matching
- Real-time index updates as new listings are discovered
- Configurable similarity thresholds per use case
- Ensemble ranking combining multiple similarity signals
Use Cases
- Find semantically similar listings across platforms
- Real-time match scoring as new data arrives
- Batch similarity search for large asset databases
CORTEX
Continuous Optimization & Retraining Engine
Self-improving ML pipeline that incorporates user feedback and match outcomes to continuously fine-tune model weights and improve accuracy over time.
Technical Details
- Feedback loops from confirmed matches and false positives
- Automated model versioning and rollback capabilities
- A/B testing framework for model improvements
- Per-customer model fine-tuning for specialised use cases
- Continuous monitoring of model drift and performance
Use Cases
- Improve accuracy through confirmed match feedback
- Adapt to new marketplace formats and listing styles
- Custom model training for specific asset categories
SENTINEL
Secure Notification & Intelligence Layer
Intelligent alerting system with configurable confidence thresholds, notification routing, and comprehensive audit trails for compliance and analytics.
Technical Details
- Real-time notifications via email, SMS, webhook, and API
- Configurable alert rules with confidence thresholds
- Deduplication and aggregation of related matches
- Complete audit trail for compliance and legal requirements
- Custom dashboards and reporting capabilities
Use Cases
- Instant alerts when potential matches are found
- Compliance-ready audit logs for legal proceedings
- Integrate matches into existing workflows via API
See Our Technology in Action
Schedule a technical deep-dive with our engineering team to understand how our AI systems can be configured for your specific use case.
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