Model Monitoring involves the continuous tracking and evaluation of machine learning models to ensure their accuracy, relevance, and performance over time.
The top 5 Model Monitoring solutions are Evidently AI, Fiddler AI, Arize AI, H2O.ai and WhyLabs, as ranked by PeerSpot users in December 2025. H2O.ai received the highest rating of 7.7 among the leaders and is the most popular solution in terms of searches by peers, and Arize AI holds the largest mind share of 24.0%.
Regularly assessing machine learning models' health is essential to maintain predictive accuracy and relevance as data and conditions change. This proactive approach helps to detect and address potential issues before they impact business outcomes. Insights from real users highlight the importance of automated alerts and detailed analytics in effective Model Monitoring solutions.
What features make Model Monitoring effective?In finance, Model Monitoring helps detect fraud by ensuring model predictions remain aligned with new fraud patterns. Healthcare benefits by tracking disease prediction models to accommodate new patient data. Retail uses it to refine demand forecasting, adapting to seasonal changes and consumer trends.
Model Monitoring is crucial for organizations to continuously derive accurate insights from their machine learning models, ensuring sustained performance and business value.
| Product | Market Share (%) |
|---|---|
| Arize AI | 24.0% |
| Fiddler AI | 23.2% |
| Evidently AI | 20.0% |
| Other | 32.8% |
