Question 1

How is Domino different from platforms like SageMaker, Vertex AI, or Azure ML?

Accepted Answer

Domino is platform-agnostic and built for the enterprise. Unlike ecosystem-centric tools, it gives you flexibility to run across on-prem, hybrid, or multi-cloud environments—without lock-in. It also goes beyond notebooks and training jobs to provide full lifecycle management, reproducibility, and governance at scale, tailored to regulated industries.

Question 2

Does Domino support governance, version control, and collaboration for large teams?

Accepted Answer

Yes. Domino provides built-in, automated governance that’s scalable, enforceable, and collaborative—without slowing down delivery.

Policy Builder lets risk, compliance, and data science teams visually define policies together—no code or engineering work required. Policies can cover everything from model approvals to data access rules, and they’re versioned, reusable, and easy to update without redeploying models.

Automated governance checks are triggered as part of the workflow. Before a model moves forward, Domino runs shared, versioned validation scripts to check performance, fairness, bias, security, and more. These checks happen in one step—no copy-paste—ensuring consistency across teams. All results are versioned and attached to the model for audit.

Findings and conditional approvals allow reviewers to flag issues, assign owners and deadlines, and approve under remediation plans—all within the platform. Overdue findings are automatically surfaced, so nothing falls through the cracks.

Gated Deployments turn policies into control points. You can block model promotion, restrict access to high-cost compute, or prevent use of sensitive data—based on approvals and policy logic. Every decision is logged and auditable.

All of this happens in Domino’s governed workflow, giving you full traceability and control—without manual gates or slowing teams down.

Question 3

Can I connect to external data sources and BI tools like Snowflake and Superset?

Accepted Answer

Yes. Domino integrates with a wide range of data and visualization tools out of the box, including Snowflake, Databricks, S3, Superset, Tableau, and more. You can securely connect to external sources and work within your preferred toolchain, without replatforming.

Question 4

What built-in capabilities does Domino offer for model management, security, and low-code development?

Accepted Answer

Domino includes model registry, monitoring, and lifecycle management features designed for production use. Security is enterprise-grade, with fine-grained controls and full audit logs. For low-code, Domino Workspaces and App Publishing let teams build and share dashboards or apps without needing to rewrite code or call in DevOps.

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