Full-stack ML Governance Platform for FSI Enterprises
Monitor, Explain, and Operationalize High-risk, High-complexity ML and Statistical Models.
Simplify ML Model Governance
Better Observability, Risk Monitoring, and Explainability.
Eliminate AI Bias and Mitigate Model Risk
Detect and correct drifts by comparing the models' performance with the initial training data to create an efficient MRM function
Monitor Model Performance 24X7
Monitor ML model activity, inference trends, data behavior, and actual model performance getting real-time updates and alerts
Simplify FSI Model Explainability
Interpret your models performance easing the root cause analysis helping you handle exceptions better
Lighthouse focuses on
continuous model monitoring,
so you can
- Reduce instances of missed incidents because of data drifts
- Gain valuable insights into how your models are making decisions irrespective of where they are deployed
- Perform root cause analysis to understand the issue behind problems with your ML models
Why Lighthouse
Lighthouse is a Model Governance Platform, purpose built for FSIs,
to minimize risk and simplify model operationalization.
API Driven Integration
Fast & Seamless data-sync across different organisational layers
Automated Monitoring
Auto-detect relevant anomalies and detect deviations in real-time
Post Launch Validation
Precise and immediate error detection post-deployment
Easy Troubleshooting
Diagnose data quality issues early and recalibrate models
Improved Compliances
Ensure you meet all regulatory requirements
Complete Model Risk Management
Access to trusted, quality models is essential for effectively using enterprise data. With an increase in model volume, governing them is proving to be a challenge for FSI player. We employ robust MRM framework which can be adopted to meet enterprise model risk management policies ensuring regulatory compliance, cost reduction and loss avoidance.
24X7 Monitoring
Experience complete real-time visibility of all your models and troubleshoot high model volumes. This helps Data scientists avoid false alarms and dead ends, addressing critical problems quickly and effectively. Your machine learning models stay optimized, so that your business is optimized.
Model Performance Analysis
Find and solve data drift issues quickly to ensure your model’s performance does not deteriorate over time. We go beyond model monitoring with Lighthouse to take a microscopic view into a model performance and data quality issues comparing it’s performance with the initial training data