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Qualdo-MQX
San Francisco, California, United States
What it is
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 metrics, alerts, notifications, and visualizations. It covers classification, regression, clustering, and recommendation models, and is available for Azure, AWS, and Google Cloud ecosystems. The service can run as SaaS or Enterprise deployment. Listed database and warehouse support includes MySQL, SQL Server, PostgreSQL, Snowflake, BigQuery, Azure Data Lake, and Amazon Redshift. Most model types require training, serving, prediction, and response datasets; clustering monitoring uses a serving dataset. Qualdo says the product does not store user data. A free plan covers up to 10 GB 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. Custom integrations are available with Enterprise deployment.
For and against
For
- Monitors drift, performance, and data quality.
- Supports four model types.
- Available for Azure, AWS, and Google Cloud.
- Free plan includes up to 10 GB and two models.
Against
- Most model types require four datasets.
- Custom metrics are on paid tiers.
- Starter costs $79 a month.
The verdict
Qualdo-MQX combines model monitoring with alerts, visualizations, and support for several cloud and data environments. Check model input requirements, plan limits, and the separate paid-starting-price note when evaluating it.
Who it suits
Qualdo-MQX suits teams monitoring deployed machine-learning models across supported cloud ecosystems. Its input requirements and listed plans may help teams assess fit against their model types and data volumes.
Plans and prices
Starter
Up to 100 GB data · 10 ML models · $9 per additional ML model · $52 per additional 100 GB
Read 29 Sep 2026 · qualdo.ai
Professional
Up to 750 GB data · 40 ML models · $9 per additional ML model · $52 per additional 100 GB
Read 29 Sep 2026 · qualdo.ai
Free
Up to 10 GB data · 2 ML models
Read 29 Sep 2026 · qualdo.ai
On the record
- Cloud ecosystems
- Qualdo-MQX is available for Azure, AWS, and Google Cloud ecosystems.qualdo.ai · read 29 Sep 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 · read 29 Sep 2026
- Data retention
- Qualdo states that it does not store user data in the product.qualdo.ai · read 29 Sep 2026
- Deployment
- Qualdo-MQX is available as SaaS and Enterprise deployments.qualdo.ai · read 29 Sep 2026
- Drift and decay
- The product tracks feature drift and accuracy or response decay after deployment.qualdo.ai · read 29 Sep 2026
- Enterprise options
- The maker lists enterprise deployment with custom database, ML, notification, and visualization integrations on its product overview.qualdo.ai · read 29 Sep 2026
- Integrations
- The product page says it integrates with AI, machine-learning, and notification tools but does not name them there.qualdo.ai · read 29 Sep 2026
- Maker history
- Qualdo was created by Saturam Inc.; the maker says Saturam began in 2017 and Qualdo launched in 2019.qualdo.ai · read 29 Sep 2026
- Metrics and alerts
- Its listed capabilities include ML monitoring metrics, alerts, notifications, visualizations, and custom metrics on paid tiers.qualdo.ai · read 29 Sep 2026
- Model types
- Qualdo-MQX can monitor classification, regression, clustering, and recommendation models.qualdo.ai · read 29 Sep 2026
- Monitoring inputs
- Most model types require training, serving, prediction, and response datasets; clustering monitoring requires only a serving dataset.qualdo.ai · read 29 Sep 2026
- Purpose
- Qualdo-MQX monitors ML model performance, model errors, and data quality issues.qualdo.ai · read 29 Sep 2026
- Security
- The product page says Qualdo's infrastructure systems and personnel follow multiple security best practices.qualdo.ai · read 29 Sep 2026
- Support
- Starter lists email and chat support, while Professional lists email, chat, and phone support.qualdo.ai · read 29 Sep 2026
