Research
A notebook that becomes a scheduled, governed and monitored job
Turn a notebook into a scheduled, governed and monitored job.
Healthcare
Health data warehouse, studies, clinical or administrative documentation: graal deploys with the HDS-certified hosting provider of your choice, and your teams move from exploration to production with permissions, traces and costs kept project by project.
What is at stake
The order of 26/04/2024, published in the Journal officiel of 16/05/2024, sets the new certification framework for health data hosting providers.
Version 2 of the framework requires health data to be stored exclusively within the European Economic Area (requirement 28); administering and operating the information system that holds it is activity 5, certifiable under this framework.
On 23/04/2026, the French health data platform (Plateforme des données de santé) announced it had chosen Scaleway as the future host of its platform, designed from the start to be reversible.
How graal responds
graal deploys with the HDS-certified hosting provider of your choice, on Kubernetes or OpenShift. Certification covers the host and, where there is one, the provider operating the system.
Notebooks, scheduled jobs, experiments and registry: what was explored is industrialized in the same tool.
One project per study, per-project permissions, an audit of every action, and personal data masking in calls to models.
Research
Turn a notebook into a scheduled, governed and monitored job.
Public sector
Query your internal documents with a model hosted on your premises, and answers that cite their sources.
Cross-industry
Agents that watch runs, diagnose and restart them, under control.
With an HDS-certified hosting provider, on its Kubernetes or OpenShift offer. Operations are handled by your teams or by a provider HDS-certified for the operations activity.
An 8-week pilot on a first use case, then an annual license per vCPU, unlimited users. Public healthcare institutions can use the simplified routes of French public procurement.
No: HDS certification covers the hosting provider and, where there is one, the provider operating the system, not software. graal deploys with an HDS-certified hosting provider.
Yes: an Iceberg lakehouse on the host's storage, SQL with Trino, a shared catalog and per-project permissions.
Only if you decide so. The model can be served at your hosting provider, and personal data masking applies to calls through the LLM gateway.
A specialist walks you through a deployment with your HDS-certified host and a first use case.