Freedom251 › Model Monitoring Software
Qualdo-MQX
What Qualdo-MQX is
Qualdo-MQX monitors machine-learning models for performance, errors, and data quality issues after deployment. It tracks feature drift and changes in accuracy or response, with monitoring metrics, alerts, notifications, and visualizations. Supported model types include classification, regression, clustering, and recommendation. Most models require training, serving, prediction, and response datasets as inputs; clustering monitoring needs only a serving dataset. The service is available as SaaS or Enterprise deployment for Azure, AWS, and Google Cloud ecosystems. 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. Its free plan covers up to 10 GB of data and two models. Starter costs $79 a month for up to 100 GB and 10 models; Professional costs $295 a month for up to 750 GB and 40 models. The pricing note separately lists paid plans from $88/mo.
Who it suits
It suits teams monitoring deployed ML models across supported model types and cloud ecosystems. The free plan may fit a small setup with up to two models and 10 GB of data.
What it does well
- Monitors drift, accuracy decay, errors, and data quality.
- Supports classification, regression, clustering, and recommendation models.
- Available for Azure, AWS, and Google Cloud.
- Free plan includes up to 10 GB and two models.
What to know first
- Most model types require four datasets as inputs.
- Custom metrics are listed on paid tiers.
- Starter is limited to 10 models and 100 GB.
Limits
The Free plan allows up to 10 GB of data and two ML models. Starter allows up to 100 GB and 10 models, while Professional allows up to 750 GB and 40 models; extra models cost $9 each and extra 100 GB costs $52.
Plans
| Plan | Billed and limits | Price |
|---|---|---|
| Professional | Up to 750 GB data · 40 ML models · $9 per additional ML model · $52 per additional 100 GB | $295 a month |
| Starter | Up to 100 GB data · 10 ML models · $9 per additional ML model · $52 per additional 100 GB | $79 a month |
| Free | Up to 10 GB data · 2 ML models | On request |
As qualdo.ai lists them, read 29 Sept 2026. The maker's own page has the final word.
Getting started
- Open the Qualdo-MQX website
- Choose API, self-hosted, or web access
- Select SaaS or Enterprise deployment
- Connect a supported cloud ecosystem or database
- Provide the datasets required for your model type
- Start with the Free plan or a paid plan
Verdict
Qualdo-MQX covers several model types and tracks drift, performance changes, and data quality. Check the input dataset requirements and plan limits against your monitoring setup.
Questions
Does Qualdo-MQX have a free plan?
Yes. The Free plan covers up to 10 GB of data and two ML models.
What does Qualdo-MQX cost?
Starter is $79 a month and Professional is $295 a month. The pricing note lists paid plans from $88/mo.
Which models can it monitor?
It monitors classification, regression, clustering, and recommendation models.
Which platforms are available?
Platforms listed are API, self-hosted, and web, with SaaS and Enterprise deployments.
Does it store user data?
Qualdo states that it does not store user data in the product.
Which databases are supported?
Listed options include MySQL, SQL Server, PostgreSQL, Snowflake, BigQuery, Azure Data Lake, and Amazon Redshift.
Facts from Qualdo-MQX's own pages
- Cloud ecosystems
- Qualdo-MQX is available for Azure, AWS, and Google Cloud ecosystems. · qualdo.ai, 29 Sept 2026
- Database support
- The page lists MySQL, SQL Server, PostgreSQL, Snowflake, BigQuery, Azure Data Lake, and Amazon Redshift among supported databases and warehouses. · qualdo.ai, 29 Sept 2026
- Data retention
- Qualdo states that it does not store user data in the product. · qualdo.ai, 29 Sept 2026
- Deployment
- Qualdo-MQX is available as SaaS and Enterprise deployments. · qualdo.ai, 29 Sept 2026
- Drift and decay
- The product tracks feature drift and accuracy or response decay after deployment. · qualdo.ai, 29 Sept 2026
- Enterprise options
- The maker lists enterprise deployment with custom database, ML, notification, and visualization integrations on its product overview. · qualdo.ai, 29 Sept 2026
- Founded
- 2017 · qualdo.ai, 28 Sept 2026
- Headquarters
- San Francisco, California, United States · qualdo.ai, 28 Sept 2026
- Integrations
- The product page says it integrates with AI, machine-learning, and notification tools but does not name them there. · qualdo.ai, 29 Sept 2026
- Maker history
- Qualdo was created by Saturam Inc.; the maker says Saturam began in 2017 and Qualdo launched in 2019. · qualdo.ai, 29 Sept 2026
- Metrics and alerts
- Its listed capabilities include ML monitoring metrics, alerts, notifications, visualizations, and custom metrics on paid tiers. · qualdo.ai, 29 Sept 2026
- Model types
- Qualdo-MQX can monitor classification, regression, clustering, and recommendation models. · qualdo.ai, 29 Sept 2026
- Monitoring inputs
- Most model types require training, serving, prediction, and response datasets; clustering monitoring requires only a serving dataset. · qualdo.ai, 29 Sept 2026
- Purpose
- Qualdo-MQX monitors ML model performance, model errors, and data quality issues. · qualdo.ai, 29 Sept 2026
- Security
- The product page says Qualdo's infrastructure systems and personnel follow multiple security best practices. · qualdo.ai, 29 Sept 2026
- Support
- Starter lists email and chat support, while Professional lists email, chat, and phone support. · qualdo.ai, 29 Sept 2026
Where Qualdo-MQX stands on Freedom251
- Model Monitoring Software#22 of 24