Mona: Intelligent AI & Machine Learning Monitoring Platform

Mona's Model Performance Insights Platform™️ provides proactive monitoring for AI, ML, and other data-driven systems, especially crucial in high-stakes environments. This platform offers a powerful insights engine that ensures the trustworthiness of your AI.

Key Benefits

• Risk Reduction: Safeguard your AI investment by preventing unforeseen model discrepancies and errors.
• Enhanced Efficiency: Streamline model operations, freeing resources for innovation and research.
• Quick Resolution: Rapidly identify and resolve issues, minimizing negative business impact.
• Continuous Improvement: Leverage insights to refine models, boosting performance and ROI.

Monitoring Use Cases

Mona is designed for models demanding high levels of risk management, scalability, and complexity. Key use cases include:

• Inference & Training Data Discrepancies: Monitor discrepancies, their locations, and consequences to maintain model stability.
• Segment-Specific Anomalies: Identify anomalous behavior or underperformance in specific data subsets without noise.
• Feature Correlation Drifts: Detect and address shifts in feature and output correlations to preserve predictive power.
• Model Version Benchmarking: Pinpoint when new model versions diverge, ensuring consistency and reliability.
• Environment Behavior Comparisons: Identify discrepancies between testing, staging, and production environments for smooth transitions.
• Regulatory Compliance: Ensure models meet regulatory standards by testing for bias and reporting on fairness.

Teams Mona Supports

Mona transforms workflows for various data-oriented teams:

• Data Science: Shifts focus from reactive troubleshooting to proactive accuracy refinement and innovation.
• Data Operations: Streamlines processes and reduces operational overhead.
• Business Intelligence: Provides data-driven insights for better decision-making.
• Product & Innovation: Enables faster iteration and improved product development.
• Data Governance & Compliance: Ensures adherence to regulatory standards.
• Quants / Financial Modelers: Improves the accuracy and reliability of financial models.

How Mona Works

Mona ensures consistent model performance through a streamlined process:

1. Connect Your Models and Data Sources: Easily integrate data from various sources using convenient export options. SaaS and self-hosted options are available.
2. Flexibly Configure Performance Metrics: Use Mona's built-in ETL pipeline to track both pre-defined and custom metrics.
3. Monitor and Track Model Performance: Identify unusual patterns like drifts, biases, sudden changes, outliers, and distribution changes.
4. Analyze Performance and Take Action: Root cause analysis with auto-generated explanations facilitates rapid issue resolution.

Testimonials

• "Mona is already helping us get dramatically more comfortable with our AI deployments. We performed a thorough market evaluation, and Mona has unique capabilities which made it the best fit for our needs." - Roye Wietzfeld, Head of Digital R&D at Israeli Ministry of Defense
• "With Mona, we are able to proactively identify issues in production before our customers are negatively impacted." - Ohad Parush, EVP of R&D at Gong.io
• "As Exceed.ai's business continuously grows, our AI models are required to work seamlessly with a growing number of use-cases and customers. Mona is enabling our growth by assuring that our AI works as planned for all of our use-cases, and alerting us the moment our AI fails or underperforms." - Igal Mazor, Chief Data Scientist at Exceed.ai

Next Steps

Visit the Mona website to learn more and request a demo.