Side by side
MathWorks Modelscape Monitor vs Pulsar
Both stand on machine learning model monitoring software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.
Choose Modelscape Monitor if your financial-services team needs lifecycle monitoring, configurable dashboards, and model status alerts. Its support for several model languages and named regulatory frameworks may suit organizations managing diverse models. Contact MathWorks for hosting and a quote before proceeding.
Visit MathWorks Modelscape MonitorChoose Pulsar if you need a free, open-source option for monitoring production model drift and performance, with alerts and Grafana visualisation. It is best suited to teams able to deploy and integrate a self-hosted service; its listed current database integration is InfluxDB.
Visit PulsarThe facts
| MathWorks Modelscape Monitor | Pulsar | |
|---|---|---|
| Free plan | Not published | Yes |
| Open source | Not published | Not published |
| Runs on | API, Self-hosted, Web | API, Self-hosted |
| Lowest paid plan | Free or on request | Not published |
| Plans published | 1 | None |
| Maker | Not published | Not published |
| Website | mathworks.com | pulsar.ml |
| On machine learning model monitoring software | #17 of 20 | #12 of 20 |
MathWorks Modelscape Monitor: what it does well
- Tracks model use, performance, and status across the lifecycle.
- Displays data drift and fairness metrics.
- Supports custom metrics, visualizations, and automatically deployed dashboards.
- Can email model owners when monitoring status changes.
- Supports models built in MATLAB, Python, R, SAS, and other languages.
What to know first
- Pricing is on request.
- Hosting requires contacting MathWorks Consulting Services.
- Email is the stated alert channel.
Pulsar: what it does well
- Free, open-source community edition.
- Supports historical and real-time model input and output data.
- Tracks drift and performance against training data.
- Can alert when performance metrics reach thresholds.
- Includes a Grafana dashboard for user-defined features and time ranges.
What to know first
- Self-hosted deployment requires integration into a user's machine.
- The current time series database integration is InfluxDB.
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