Qualdo-MQX monitors machine-learning models for performance changes, errors, and data quality issues after deployment. It tracks feature drift and declines in accuracy or response, with monitoring metrics, alerts, notifications, and visualizations. Supported model types include classification, regression, clustering, and recommendation. Most types require training, serving, prediction, and response datasets as inputs; clustering monitoring requires only a serving dataset. The product is available for Azure, AWS, and Google Cloud ecosystems, with SaaS and Enterprise deployment options. Listed databases and warehouses include MySQL, SQL Server, PostgreSQL, Snowflake, BigQuery, Azure Data Lake, and Amazon Redshift. Qualdo says it does not store user data in the product. The free plan covers up to 10 GB of data and two models. Starter costs 79.00 USD per month for up to 100 GB and 10 models; Professional costs 295.00 USD per month for up to 750 GB and 40 models. The pricing note separately says paid plans start from $88/mo. Qualdo was created by Saturam Inc.; the maker says Saturam began in 2017 and Qualdo launched in 2019.
Who it is for
Qualdo-MQX may suit teams monitoring deployed classification, regression, clustering, or recommendation models. It is relevant to teams whose model and data setup matches its listed input requirements and supported cloud, database, and warehouse options.
What is good
- Tracks feature drift and accuracy or response decay.
- Supports classification, regression, clustering, and recommendation models.
- Available for Azure, AWS, and Google Cloud ecosystems.
- Free plan covers up to 10 GB and two models.
- Qualdo says it does not store user data.
What to know first
- Most model types require four datasets as inputs.
- Free plan is limited to two models.
- Paid tiers charge for additional models and data capacity.
Verdict
Qualdo-MQX offers model monitoring across several model types and cloud ecosystems, with a free tier and defined paid capacities. Check that your monitoring datasets fit the input requirements and reconcile the pricing note with the listed plan prices.
Qualdo-MQX plans and pricing
All plansCompared on model monitoring software
- Free plan
- Yes
- Paid from
- $88/mo
- Drift detection
- Yes
- Performance monitoring
- Yes
- Data quality monitoring
- Yes
- Deployment options
- both
- Monitored model limit
- 10 models
