Generate interactive reports in the notebook or export them as an HTML file. Use them for visual evaluation, debugging and sharing with the team. Run the data and model checks as part of the pipeline. Integrate with tools like Mlflow or Airflow to schedule the tests and log the results. Collect the model quality metrics from the deployed ML service. Currently works through integration with Prometheus and Grafana.
| Product | Market Share (%) |
|---|---|
| Evidently AI | 20.9% |
| Fiddler AI | 23.9% |
| Arize AI | 23.7% |
| Other | 31.5% |
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