Canonical MLOps vs DataRobot
Canonical MLOps
canonical.com
DataRobot
datarobot.comSide by side
| Figure | Canonical MLOps | DataRobot |
|---|---|---|
| Price from | — | — |
| Free plan | — | — |
| Free trial | — | Yes |
| Open source | — | — |
| Web | Yes | Yes |
| Linux | Yes | Yes |
| API | — | Yes |
| Self-hosted | Yes | Yes |
| Plans published | 1 | 1 |
| Spec score · MLOps Platforms | 7.6 (#11) | 8.0 (#6) |
| Founded | 2004 | 2012 |
| Headquarters | London, United Kingdom | Boston, Massachusetts, United States |
| Integrations | Canonical lists Jupyter, Grafana, and Prometheus as tools to use with Charmed MLflow. | The platform offers integrations for business applications, LLMs, APIs and frameworks, data platforms, and AI infrastructure. |
| Purpose | Canonical MLOps is an open source platform for moving machine learning models from experimentation to production across the ML lifecycle. | DataRobot provides a platform to develop, deliver, and govern AI solutions, including agentic, generative, and predictive AI. |
| Security | Canonical says its MLOps components receive up to 15 years of security maintenance, regular updates, and CVE fixes. | DataRobot says it encrypts data in transit and at rest and supports SAML single sign-on, LDAP for Self-Managed customers, and multi-factor authentication. |
Plans
In their own words
Canonical MLOps
Canonical MLOps has no write-up on Specifiction yet; its figures are above.
DataRobot
DataRobot is a platform for developing, delivering, and governing agentic, generative, and predictive AI solutions. Its Agent Workforce Platform supports building production agents, deploying them across infrastructure, and governing them organization-wide. Development tools include data and tool registries, a vector store, code-first workflows, and workflow evaluation and comparison. Integrations cover business applications, LLMs, APIs and frameworks, data platforms, and AI infrastructure, with documented connections to AWS, Azure, Google Cloud, and Snowflake. The platform can run on-premise, in a virtual private cloud, or as software as a service. DataRobot says it encrypts data in transit and at rest and supports SAML single sign-on, multifactor authentication, and LDAP for self-managed customers. It lists ISO 27001 and SOC 2 Type II certifications. Pricing is on request, with a 30-day trial. The trial costs nothing, allows up to five team members, and deletes data and assets 30 days after expiration unless the user contacts Sales.