Physics-Driven AI
for Smarter Infrastructure
Multimodal sensing fused with physics-informed AI to predict infrastructure failure before it happens.
Infrastructure Is Failing
Faster Than We Can Inspect It
Aging infrastructure and rising geohazard exposure outpace traditional manual inspections and fragmented monitoring.
Landslide Damage
Highways and corridors cut off by slope failures.
Pavement Deterioration
Road decay outpacing inspection and maintenance capacity.
Tailings Dam Failures
Catastrophic environmental and human consequences from dam breaches.
Embankment Instability
Failures threatening railways, levees, and transport networks.
AI for Physical
Infrastructure
Three pillars that set Limbics apart.
Multimodal Data
- Satellite deformation (InSAR)
- IoT geotechnical sensors
- Weather & geological data
Physics-Infused AI
- Physics-guided neural networks
- Probabilistic risk models
- Domain-constrained learning
Infrastructure Intelligence
- Failure risk predictions
- Automated alert systems
- Trend analysis & forecasting
Purpose-Built
Intelligence Products
Slope Stability Intelligence
Predict landslides before catastrophic failure
Data Sources
- Satellite deformation
- Geotechnical sensors
- Rainfall & soil data
Outputs & Capabilities
Pavement Intelligence
Continuous road condition monitoring using fleet vehicles
Data Sources
- Vehicle-mounted sensors
- Roughness detection
- Historical maintenance data
Outputs & Capabilities
Infrastructure AI Copilot
An AI assistant for infrastructure engineers
Data Sources
- Monitoring & incident data
- Geotechnical reports
- Domain knowledge base
Outputs & Capabilities
The Infrastructure
Intelligence Platform
From edge sensors to AI-powered decision support.
Application Layer
Cloud Layer
Edge Layer
Data flows from edge → cloud → application in real-time
Infrastructure Intelligence
Across Sectors
Transportation
- Highways
- Bridges
- Embankments
Mining
- Slope stability
- Tailings dams
Energy Infrastructure
- Pipelines
- Transmission corridors
Railways
- Trackbed settlement
- Landslide risk
Built by Experts in
AI & Infrastructure
World-class researchers and engineers in distributed systems and geotechnical science.
Mosharaf Chowdhury
CTO & Co-Founder
- Associate Professor, University of Michigan
- Co-creator of Apache Spark
- Large-scale distributed systems expert
Sadik Khan
CEO & Co-Founder
- Associate Professor, Jackson State University
- Founder of Resilient Slope LLC
- Geotechnical engineering research leadership
Ion Stoica
Founding Advisor
- Professor, UC Berkeley
- Co-founder of Databricks, Conviva, Anyscale
- Distributed systems pioneer
Deploy Infrastructure
Intelligence in Weeks
Partner with us to deploy physics-informed AI across your infrastructure assets.