Take charge of your ML models with continuous monitoring and automated, built-in AI explainability. Use Fiddler's ML Monitoring + Explainable AI platform to monitor, observe, analyze, and explain all your production AI models.
Get automated real-time alerts when your model behaves unexpectedly; with insights that are actionable. Want to analyze the root cause? You got it. Spend less time troubleshooting and more time building.
Performance,
Behavior,
Bias,
XAI
Data drift, integrity, outlier, system
Slice & explain
Explain and measure model performance, including bias, with XAI
Track and debug data drifts, data integrity, and outliers in real-time
Perform in-depth analysis of real-time incidents
Explain and measure model performance, including bias, with XAI
Track and debug data drifts, data integrity, and outliers in real-time
Perform in-depth analysis of real-time incidents
Understand the ‘why’ and ‘how’ of your models. With our built-in industry-leading Explainable AI technology, you can generate local and global explanations to your tabular and text inputs (image support coming soon).
Simplify model monitoring with a centralized management platform. Track and get real-time alerts on data drift, integrity, and outlier issues. Using XAI, you can query and replay past incidents to provide an explanation and debug quickly.
Find answers fast with comprehensive analytics tools. Validate your model’s fairness, minimize risk, and accelerate model deployment. Generate charts and reports to communicate with stakeholders.
Manage your ML models stress-free. Fiddler supports various hosting environments (on-prem or VPC), SSO integration with OKTA, and enterprise-grade security that scales with your needs.
Simplify model monitoring with a centralized management platform
Get real-time alerts when model performance drops, even without access to ground truth
Pinpoint data drift, including contributing features, to know when you need to retrain your models
Be proactive. Catch and fix model inference violations right when they happen
Get actionable insights to solve business-impacting model issues
Understand the “why” and “'how” behind model outcomes to catch and fix errors fast
Query and replay past incidents with ‘All-purpose Explainable AI’ for enhanced debugging
Understand model behavior with local and global explanations for multi-modal, tabular, and text inputs
Validate model behavior and accelerate new revenue-generating model deployments for even the most complex models
Mitigate risk with access to past, present, and future model outcomes. Know the why for outcomes at any given point in time
Slice and compare model performance across not only point predictions, but regional and global data too
Share information with key stakeholders using a rich set of dashboards, charts, and reports
Evaluate and detect potential bias issues within your training and live production datasets
Go beyond the basics. Use intersectional fairness metrics to find deep-rooted biases with model performance analysis across protected classes
Select multiple protected attributes at once to detect hidden intersectional bias
Access standard fairness metrics such as disparate impact, equal opportunity, and demographic parity right out of the box
Manage your models and data stress-free with OKTA SSO integration and scalable enterprise-grade security
Collaborate securely with team and role-based access controls
Meet your IT and compliance requirements with flexible on-premise or cloud deployments
