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Qualdo-MQX

qualdo.ai

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Spec score 7.7 #23 of 24 in Model Monitoring Software

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. Supported model types include classification, regression, clustering, and recommendations. Most model types require training, serving, prediction, and response datasets as inputs; clustering monitoring needs only a serving dataset. Qualdo-MQX 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 the product does not store user data. The 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. Qualdo was created by Saturam Inc.; the maker says Saturam began in 2017 and Qualdo launched in 2019.

Spec sheet

Purpose
Qualdo-MQX monitors ML model performance, model errors, and data quality issues.Read 29 Sep 2026 · qualdo.ai
Deployment
Qualdo-MQX is available as SaaS and Enterprise deployments.Read 29 Sep 2026 · qualdo.ai
Integrations
The product page says it integrates with AI, machine-learning, and notification tools but does not name them there.Read 29 Sep 2026 · qualdo.ai
Security
The product page says Qualdo's infrastructure systems and personnel follow multiple security best practices.Read 29 Sep 2026 · qualdo.ai
Support
Starter lists email and chat support, while Professional lists email, chat, and phone support.Read 29 Sep 2026 · qualdo.ai
Headquarters
San Francisco, California, United StatesRead 28 Sep 2026 · qualdo.ai
Founded
2017Read 28 Sep 2026 · qualdo.ai
Cloud ecosystems
Qualdo-MQX is available for Azure, AWS, and Google Cloud ecosystems.Read 29 Sep 2026 · qualdo.ai
Data retention
Qualdo states that it does not store user data in the product.Read 29 Sep 2026 · qualdo.ai
Database support
The page lists MySQL, SQL Server, PostgreSQL, Snowflake, BigQuery, Azure Data Lake, and Amazon Redshift among supported databases and warehouses.Read 29 Sep 2026 · qualdo.ai
Drift and decay
The product tracks feature drift and accuracy or response decay after deployment.Read 29 Sep 2026 · qualdo.ai
Enterprise options
The maker lists enterprise deployment with custom database, ML, notification, and visualization integrations on its product overview.Read 29 Sep 2026 · qualdo.ai
Maker history
Qualdo was created by Saturam Inc.; the maker says Saturam began in 2017 and Qualdo launched in 2019.Read 29 Sep 2026 · qualdo.ai
Metrics and alerts
Its listed capabilities include ML monitoring metrics, alerts, notifications, visualizations, and custom metrics on paid tiers.Read 29 Sep 2026 · qualdo.ai
Model types
Qualdo-MQX can monitor classification, regression, clustering, and recommendation models.Read 29 Sep 2026 · qualdo.ai
Monitoring inputs
Most model types require training, serving, prediction, and response datasets; clustering monitoring requires only a serving dataset.Read 29 Sep 2026 · qualdo.ai

Plans and prices

Starter $79 a month 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 $295 a month 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 Price not published Up to 10 GB data · 2 ML models Read 29 Sep 2026 · qualdo.ai

Every Qualdo-MQX plan and price →

Strong points and limits

Strong points

  • Tracks feature drift and performance decay
  • Monitors four listed model types
  • Supports SaaS and Enterprise deployments
  • Qualdo says it does not store user data

Limits

  • Most model types require four dataset categories
  • Starter is limited to 10 models
  • Professional costs $295 a month

Who it suits

Qualdo-MQX suits teams monitoring deployed machine-learning models across supported cloud ecosystems. Teams should account for the dataset inputs required by their model type.

Verdict

Qualdo-MQX covers model performance, drift, and data quality across several model types and cloud ecosystems. The listed plans have model and data limits, and the pricing note lists paid plans from $88/mo.

Where Specifiction places it

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