Model Monitoring for Reliable,

Scalable Data-Driven Systems

 

Mona's Model Performance Insights Platform™ powers proactive monitoring

for AI, ML, and other data-driven systems in high-stakes environments.

 

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The insights engine behind trustworthy AI

KEY BENEFITS

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Mona | A Model Performance

Insights Platform™

 

Mona equips data-oriented teams in high-stakes industries like finance, defense, and technology with insights to manage, optimize, and trust their AI, ML, and other data-driven models. 

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.

Abstract image of Mona's model monitoring platform dashboard which shows model drift with root cause analysis and related symptoms to the anomalous behavior

MONITORING USE CASES

Specialized Monitoring for

High-Stakes Industries

 

Designed for models with the highest levels of risk, scale, and complexity,

Mona empowers teams to maintain control and precision of their data models and systems.

Inference & Training Data Discrepancies

Ensure model stability by monitoring when and where discrepancies occur and the consequences of the occurrence.

Segment-Specific Anomalies

Automatically identify specific data subsets that show anomalous behaviors or underperformance without generating noise.

Feature Correlation Drifts

Detect and address shifts in feature and output correlations over time, maintaining your model's predictive power.

Model Version Benchmarking

Pinpoint exact times when new model versions diverge, ensuring consistency and reliability.

Environment Behavior Comparisons

Identify discrepancies between testing, staging, and production environments, enabling smooth transitions and deployments.

Regulatory Compliance

Ensure your models meet regulatory standards by testing for bias and reporting on fairness.

Monitor Your Entire AI Program

 

Gain full visibility and control across all your models –

from AI and ML to predictive analytics, financial models, and beyond.

View All Solutions

TEAMS MONA SUPPORTS

Transforming Workflows Across

Data-Oriented Teams

 

See how Mona redefines operations, turning everyday

challenges into streamlined, impactful solutions.

 

 

Before Mona

After Mona

Data science teams spend valuable time on reactive troubleshooting, struggling to maintain model accuracy and address performance issues that disrupt workflow.

With Mona’s proactive monitoring and smart alerting, data science teams can shift focus to refining accuracy and driving innovation, free from constant interruptions.

 

Before Mona

After Mona

Data operations teams face deployment bottlenecks, inconsistent model performance, and constant pressure to minimize downtime and maintain uptime.

Mona’s centralized monitoring platform reduces downtime, prevents disruptions, and ensures reliable model performance at any scale, enabling smooth, consistent operations.

 

Before Mona

After Mona

Business intelligence teams may struggle to demonstrate ROI, align data initiatives with business objectives, and access transparent metrics to show impact.

Mona provides transparent metrics and detailed insights that make it easy to track model impact, aligning data initiatives with strategic goals and demonstrating measurable ROI.

 

Before Mona

After Mona

Product and innovation teams battle to balance rapid product development with the need for scalable and reliable model performance, delaying time to market.

With Mona’s scalable monitoring, innovation leaders achieve dependable AI and ML performance, accelerating time to market and ensuring a strong product-market fit.

 

 

Before Mona

After Mona

Data governance and compliance teams face difficulties meeting regulatory standards and ensuring data integrity, often risking costly compliance issues.

Mona’s comprehensive tracking, audit trails, and compliance-friendly reporting provide data transparency and help meet regulatory standards, minimizing compliance risks.

 

 

Before Mona

After Mona

Lacks real-time monitoring for quant models, increasing risk of overlooked anomalies that could impact financial returns or compliance.

Mona provides proactive monitoring and detailed insights, giving financial modelers confidence in their models’ performance and helping to avoid costly oversights.

 

Model Operations Time Savings Calculator

This calculator is for informational purposes only and offers general estimates of potential time savings in MLOps processes. Results are hypothetical and not a substitute for professional advice. No guarantees are made regarding accuracy or completeness. Consult a qualified professional for specific guidance.

# of tickets per month

avg. time to address, investigate and

resolve an alert


		

	

	

		
Mona could save you as much as 

		
		

			
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Avoid Monitoring’s #1 Enemy: Noise


 


Alert fatigue can quickly derail monitoring, but Mona’s Common Thread Analysis™ changes that. With fewer alerts and quicker resolutions, you get a more manageable and consistent monitoring experience.


 


 




Talk to an Expert


































HOW MONA WORKS






























Continuous Model Monitoring 


for Consistent Performance


 


From integration to optimization, Mona provides the insights you need to ensure your models perform reliably and scale effectively.


 


















Getting Started

































  

    

      

        

          
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Connect Your Models and Data Sources

        

        
          
        
      

      

        

          
Leverage several convenient export options to collect and aggregate data from all parts of your environment. SaaS and self-hosted options are offered.

        

        
      

    

  

































  

    

      

        

          
03


 


Monitor and Track Model Performance

        

        
          
        
      

      

        

          
Identify unusual patterns within specific segments of your data, such as drifts, biases, sudden changes, outliers, distribution changes, and rule-based validations.

        

        
      

    

  






































  

    

      

        

          
02


 


Flexibly Configure Performance Metrics

        

        
          
        
      

      

        

          
Use Mona’s built-in ETL pipeline to set and track both out-of-the-box and custom performance metrics specific to your unique monitoring use cases(s).

        

        
      

    

  

































  

    

      

        

          
04


 


Analyze Performance and Take Action

        

        
          
        
      

      

        

          
Root cause analysis points you directly to the “culprit” with auto-generated explanations, facilitating rapid investigation and issue resolution.

        

        
      

    

  








































  

      

        

          

            

              
                

              
              

                
                  

                      

                        
                      

                        “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 
                      

                    

                  
 
                
                  

                      

                        
                      

                        “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.”
                      

                      

                        Nitzan Bar, Chief Architect at Hyro
                      

                    

                  
 
                 
              

            

          

        

      

    


























    






    





































  

      

         

            
Mona Labs, Inc., Computer Software, Atlanta, GA


          

      

  


























  

      

         

            


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