STAMM vs SUPERWISE
STAMM
stamm.inrae.fr
SUPERWISE
superwise.aiSide by side
| Figure | STAMM | SUPERWISE |
|---|---|---|
| Price from | — | $9/mo |
| Free plan | — | Yes |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Windows | Yes | Yes |
| macOS | Yes | Yes |
| Linux | Yes | Yes |
| API | Yes | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 0 | 12 |
| Spec score · Machine Learning Model Monitoring Software | 7.1 (#14) | 8.6 (#5) |
| Deployment | It integrates existing soft sensors into live systems alongside physical instruments without requiring rewrites. | Sentinel gateways can run with Docker, Helm, Kubernetes, Windows, or managed containers on AWS, Google Cloud and Azure. |
| Integrations | The workflow orchestrator calls the model registry over REST, and the project describes data ingestion through equipment REST hooks, MQTT applications, or frameworks such as LEAF. | The platform connects through REST APIs, the superwise-api SDK and Flowise external-agent registration. |
| Intended users | The site identifies process modelers, ML engineers, operators, and project leaders or process and production managers as intended users. | AMP is designed for engineers and AI teams building LLM applications and agents, including organizations in healthcare, financial services, legal, and manufacturing. |
| Purpose | STAMM is an open-source MLOps framework for deploying, monitoring, and maintaining machine-learning soft sensors in industrial processes. | SUPERWISE AMP is an AI governance control plane between AI applications and models that observes interactions and enforces policies. |
| Support | The project page lists David Camilo Corrales at INRAE, Toulouse Biotechnology Institute, as a contact. | The Enterprise Chat tier includes dedicated support with an SLA and custom contracts and volume pricing. |
Plans
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
STAMM
STAMM is an open-source MLOps framework for deploying and maintaining machine-learning soft sensors in industrial processes. It monitors live process data for concept drift and changes in operating regimes, and its registry records model versions, configurations, artifacts, validation results, and metadata. A dashboard shows process measurements, soft-sensor outputs, drift signals, and historical context, with support for human-in-the-loop labelling. STAMM serves Python and R soft sensors through REST inference. Its event-driven orchestrator calls the registry over REST and links predictions to the data snapshot that produced them. The drift detector package offers 10 detectors through a common interface and can also be used separately. Data can enter through equipment REST hooks, MQTT applications, or frameworks such as LEAF. InfluxDB is the reference time-series store; a PostgreSQL adapter is described as in progress. The reference Docker Compose installation supports Linux, macOS, or Windows with Docker 24 or later, and 8 GB RAM or more is recommended. Released under Apache License 2.0, STAMM is intended for process modelers, ML engineers, operators, and production managers.
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.