“My team has a complete feedback loop by detecting model performance or drift issues with model monitoring, understanding which features are influencing model predictions with explainability, and obtaining rich model analytics for model testing and retraining.”
“One of the things that was appealing to IAS about Fiddler was its ability to customize the monitoring to specific model type, data volume and desired insights. Additionally, the dashboard views, automated alerting and ability to generate audit evidence also factored into the decision to work with Fiddler.”

Aporia is a full-stack and highly customizable ML observability platform that powers data science and ML engineering teams to monitor, debug, explain and improve their machine learning models and data. Aporia is the ML Observability platform, trusted by Fortune 500 enterprises – including Bosch, Munich RE, & Sixt – and industry leaders to visualize, monitor, and ensure ML models are performing at their best, always.
Labelbox is the simplest platform to train and operate machine intelligence. Labelbox solves the problem of taking artificial intelligence and machine learning initiatives from research and development into production. In addition to working directly with their customers, Labelbox's main product is a platform that makes it easy to create and manage labeled data, enabling rapid deployment of artificial intelligence applications.
Robust Intelligence delivers end-to-end AI Integrity to protect organizations from AI risk. Through a process of continuous validation, their platform performs hundreds of automated tests on models and data throughout the AI lifecycle to proactively mitigate security, ethical, and operational vulnerabilities.






