Unparalleled depth to pinpoint anomalous segments in high-dimension datasets
Noise Reduction
Common Thread Analysis TMreduces noise by correlating related anomalies and identifying the root cause of the issue.
Mona customers experience as much as 80% reduction in monitoring alerts per month.
Sample Scenario
An AI model scores the fraud risk of every online bank transaction. This is mission critical for the bank and directly affects the end user’s experience.
Model accuracy is dependent on access to input data stored on browsers (e.g., Cookies). Browsers constantly evolve and are controlled by third parties.
When deployed in this model environment, Mona can ingest and track event logs from every transaction, including model inputs and outputs, and various metadata.
Mona can then detect when the model shows abnormal output distribution for a small sliver of the transactions and pinpoint the root cause as a data access issue in a particular browser segment.
Performance insights built for the enterprise
Mona uses state-of-the-art open source technology alongside home-grown IP for big data tech, conducive to ingestion of large quantities of data.
ADAPTIVE SCALABILITY
Mona leverages experience in complex business and government environments, specializing in processing and analyzing high-dimensional datasets.
DESIGNED FOR DIMENSIONALITY
Mona balances monitoring depth and resource requirements by using smart sampling both on the client and server side, with full user control of the depth and frequency of analyses.
BUILT-IN COST CONTROLS
Mona ensures that your monitoring setup adheres to the highest enterprise standards, capable of being deployed on-premise (even air-gapped) or in the cloud.
ENTERPRISE-LEVEL SECURITY
Model Performance Insights for your entire AI program
Customize your monitoring dataset with low-code/no-code configuration.
Utilize dozens of built-in and custom metrics.
Import existing tests and alerts your data science team already uses.
Explore our library of flexible anomaly detectors to setup new tests.
Track and test A/B versions of models in research and production environments.
Route alerts to the right persons at the right time and frequency.
STEP INTO OUR TIME MACHINE
What Can Mona Uncover In Your System?
Assess whether Mona is right for you by analyzing historical data.
Detect past anomalies
Pinpoint sources of issues
Cross-reference with your findings
To learn more about retrospective insights, submit your email below.
“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
Intelligent alerting to help you focus on what matters, when it matters.
Leverage Common Thread Analysis TM to improve collaboration by identifying the top-level issues that require attention.
Utilize rich, contextual information, including possible explanations and related symptoms to better allocate resources.
Promote greater operational efficiency with alert management features like templated playbooks, webhook integrations, and collaborative issue management.
Get alerted through channels you already use like email, PagerDuty, Slack, Teams and more.
“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
“K Health is improving healthcare by connecting data points from millions of medical records to help doctors quickly diagnose and treat what’s wrong. Mona makes sure we’re aware of any changes or trends in our data, and keeps our AI running smoothly.”
Tom Haramaty, Algorithms Team Lead at K Health
“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 meets you where you are.
Seamlessly integrate Mona into any tech stack, and any model type without disrupting your workflows.
Offered in both SaaS and self-hosted deployment options.
Ingest any JSON serializable data from your metadata, model inputs, feature vectors, logged events, inferences and more.
Need more customized integrations? We work with you to ensure Mona is optimized to within your existing infrastructure.
BOOK A DEMO
What can Mona do for you?
Learn how to catch issues earlier, improve your signal to noise ratio, and level up your monitoring operations with ease.
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