Universal Predictive Intelligence
Physics-informed, interpretable, uncertainty-aware, and portable across every domain imaginable.
End-to-End AWS Architecture
Click to explore our production-scale deployment pipeline
End-to-End AWS Architecture
Click to explore our production-scale deployment pipeline
Pipeline Flow
Data intake → Feature engineering → RC training → Model deployment → Real-time monitoring. Fully event-driven and automated.
Scalability
Serverless architecture with elastic compute. Handles millions of predictions per second with sub-10ms latency.
Observability
Complete traceability with CloudWatch, X-Ray, and custom dashboards. Auditable predictions for regulatory compliance.
Connect
APIs and sensor integrations deployed in hours, not weeks. Plug into any data source.
Extract
Automated signal ranking and feature engineering at industrial scale.
Model
Hybrid physics + statistical ML captures both causal and emergent patterns.
Simulate
Real-time what-if scenario analysis for proactive strategic decisions.
Predict
Confidence intervals and uncertainty quantification enable transparent risk management.
Deploy
Cloud, enterprise, or edge deployment with minimal compute footprint.
