MathWorks Modelscape Monitor vs SUPERWISE
MathWorks Modelscape Monitor
mathworks.com
SUPERWISE
superwise.aiSide by side
| Figure | MathWorks Modelscape Monitor | SUPERWISE |
|---|---|---|
| Price from | — | $9/mo |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | — | Yes |
| macOS | — | Yes |
| Linux | — | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 12 |
| Spec score · Machine Learning Model Monitoring Software | 7.2 (#13) | 8.6 (#5) |
| Intended users | MathWorks identifies financial-services professionals involved in model development and deployment as the intended Modelscape audience. | AMP is designed for engineers and AI teams building LLM applications and agents, including organizations in healthcare, financial services, legal, and manufacturing. |
| Purpose | Modelscape Monitor tracks financial model performance, health status, and associated automated actions from a centralized view. | SUPERWISE AMP is an AI governance control plane between AI applications and models that observes interactions and enforces policies. |
Plans
MathWorks Modelscape Monitor
- Modelscape MonitorPriced on request
SUPERWISE
- Chat SoloFree
- Chat Professional$9 a month
- Sentinel Solo$10 a month
- Solo$10 a month
- Pro$25 a month
- Sentinel Pro$25 a month
- Chat Business$49 a month
- Business$50 a month
- Sentinel Business$50 a month
- Chat Business Plus$69 a month
In their own words
MathWorks Modelscape Monitor
MathWorks Modelscape Monitor gives financial-services professionals a centralized view of financial model use, performance and status across the model lifecycle. It can display metrics such as data drift and fairness, while users can define custom metrics and visualizations. Teams can build dashboards and deploy them automatically. When monitoring status changes, Modelscape can email model owners, and evaluations include diagnostic views. The documented drift example uses MATLAB’s detectdrift function. Modelscape supports models built in MATLAB, Python, R, SAS and other programming languages. Its API provides HTTP endpoints usable from JavaScript, Java, Python, C++ and other HTTP-supported languages. Organizations contact MathWorks Consulting Services for hosting, then can install the MATLAB support package through Add-On Explorer. Governance logs every user action for audit compliance. MathWorks positions it for regulation-compliant model risk management and names SS 1/23, SR 11-7, OSFI E-23 and ECB TRIM.
SUPERWISE
SUPERWISE AMP is an AI governance platform that sits between AI applications and models to observe interactions and apply policies. Its guardrails evaluate inputs and outputs, with policy evaluation advertised as taking under 10 ms. Agent Studio supports building, testing, and deploying agents, with governance and automated failure detection. The platform monitors operational health and drift and offers analytics, dashboards, audit trails, compliance reports, and metrics for model performance, data quality, and bias. SUPERWISE says it connects to 50+ providers, vector databases, and enterprise tools, including OpenAI, Anthropic, AWS Bedrock, LangChain, Pinecone, Snowflake, Salesforce, and Slack. It provides REST API and Python SDK access. AMP is managed SaaS by default, with connections to private, on-premises, and air-gapped environments. Sentinel inspects prompts locally and redacts secrets and personal data before they leave the machine; traffic does not pass through SUPERWISE. Plans start at $10/mo, with a 30-day trial and no free plan.