Managing models across different platforms and teams doesn’t have to be complex. With Deeploy, any model, whether hosted externally or still in development, can be onboarded and centralized in one place.
Deeploy serves as your all-in-one AI registry, offering powerful monitoring, governance, and compliance tools while streamlining collaboration between compliance and data teams.
- Increase control: Gain full visibility and oversight of all your models, reducing risks and ensuring regulatory compliance.
- Streamline collaboration: Allow compliance and data teams to work together more efficiently, ensuring models meet regulations like the EU AI Act.
- Cut costs: Simplify governance processes to minimize risks, reduce unnecessary expenses, and avoid potential fines.
Have models deployed elsewhere?
Easily onboard any model from any platform, all you need is a model endpoint. For added security and functionality, you can also incorporate a model repository and authentication.
Once onboarded, you’ll gain full control over every model with real-time monitoring, performance tracking, and robust governance features.
External deployments allow you to:
- Monitor model performance, traffic, errors, and drift;
- Set up alerts for key metrics;
- Maintain audit trails of predictions;
- Upload and manage compliance documentation;
- Store data cards, model cards, and metadata.


Is your model not fully developed yet?


You can easily register your model in Deeploy, even if it’s still in development or no endpoint is available. Documenting models early in their development cycle establishes a strong foundation for future compliance.
Registration deployments allow you to:
- Store essential model information;
- Upload and manage compliance documentation;
- Document model cards, data cards, and metadata.
Have a model ready to go live?
Easily onboard any model from any platform, all you need is a model endpoint. For added security and functionality, you can also incorporate a model repository and authentication.
Once onboarded, you’ll gain full control over every model with real-time monitoring, performance tracking, and robust governance features.
Managed deployments allow you to:
- Version and update models;
- Monitor performance, traffic, errors, and drift;
- Set up alerts for key metrics;
- Access real-time explanations for all model predictions;
- Allow experts to give feedback on model predictions;
- Maintain audit trails;
- Upload and manage compliance documentation;
- Store data cards, model cards, and metadata.


Frequently asked questions
Why do organizations struggle to manage AI models across teams and platforms?
Most organizations don’t have a centralized way to track where models live, who owns them, or how they’re performing. Models are developed in silos, deployed in different environments, and governed inconsistently—making oversight messy and compliance harder to scale.
How does Deeploy address this challenge?
Deeploy acts as a single source of truth for all your AI models. Whether your models are in development, deployed externally, or hosted on Deeploy, everything is tracked in one place. This bridges the gap between technical and compliance teams, so governance becomes part of the model lifecycle.
When should I use a managed deployment?
Choose a managed deployment when you want full control, versioning, monitoring, and access to Deeploy’s explainability tools. This setup is best for high-risk use cases, where transparency and traceability are non-negotiable. It also helps when you need to collect feedback, monitor for drift, and ensure you’re meeting regulatory standards like the EU AI Act.
How does this help with AI compliance (e.g., EU AI Act, ISO 42001)?
Deeploy tracks model usage, performance, ownership, and documentation, all in one place. It supports control frameworks, audit logs, human-in-the-loop decisions, and alerting, all key capabilities for demonstrating compliance with key AI regulations such as the EU AI Act.
Get started with Deeploy
By onboarding all your models into Deeploy, your technical and compliance teams can finally work in sync. Deeploy centralizes model governance and compliance, making collaboration smoother and more efficient.
Once onboarded, you’ll gain full control over every model with real-time monitoring, performance tracking, and robust governance features. Set up alerts, monitor errors, and track compliance all in one place.


