Mona: Intelligent AI & Machine Learning Monitoring Platform

Mona's Model Performance Insights Platform™ is designed to empower data-oriented teams in high-stakes industries by providing proactive monitoring for AI, Machine Learning (ML), and other data-driven systems. This platform ensures the reliability and scalability of your models, offering a range of benefits that include risk reduction, enhanced efficiency, quick resolution, and continuous improvement.

Key Benefits

• Risk Reduction: Protect your AI investment from unforeseen model discrepancies and errors.
• Enhanced Efficiency: Streamline model operations, freeing up time for research and innovation.
• Quick Resolution: Rapidly identify and rectify issues, reducing negative business impact.
• Continuous Improvement: Leverage insights to fine-tune models, boosting performance and ROI.

Monitoring Use Cases

Mona specializes in monitoring high-stakes industries, offering features such as:

• Inference & Training Data Discrepancies: Ensure model stability by monitoring discrepancies.
• Segment-Specific Anomalies: Automatically identify specific data subsets showing anomalous behaviors.
• Feature Correlation Drifts: Detect and address shifts in feature and output correlations.
• Model Version Benchmarking: Pinpoint when new model versions diverge.
• Environment Behavior Comparisons: Identify discrepancies between testing, staging, and production environments.
• Regulatory Compliance: Ensure models meet regulatory standards by testing for bias and reporting on fairness.

Teams Mona Supports

Mona transforms workflows across various data-oriented teams, including:

• Data Science
• Data Operations
• Business Intelligence
• Product & Innovation
• Data Governance & Compliance
• Quants / Financial Modelers

How Mona Works

Mona provides continuous model monitoring for consistent performance, from integration to optimization. It offers insights needed to ensure models perform reliably and scale effectively.

1. Connect Your Models and Data Sources: Collect and aggregate data from all parts of your environment.
2. Flexibly Configure Performance Metrics: Set and track both out-of-the-box and custom performance metrics.
3. Monitor and Track Model Performance: Identify unusual patterns within specific segments of your data.
4. Analyze Performance and Take Action: Facilitate rapid investigation and issue resolution with auto-generated explanations.

Testimonials

• "Mona is already helping us get dramatically more comfortable with our AI deployments." - Ohad Parush, EVP of R&D at Gong.io
• "With Mona, we are able to proactively identify issues in production before our customers are negatively impacted." - Exceed.ai
• "At Hyro, we strive to always deliver the best value to our customers. Using Mona, even as our customer base and variety of use-cases continue to grow, we can ensure that if any of our bots misbehaves, we’d be the first to notice and fix, before customers are affected." - Hyro

Mona is revolutionizing the way teams manage and optimize their AI, ML, and data-driven models, ensuring they perform at their best in high-stakes environments.