Industry
Failures anticipated, and an alert before downtime
Anticipate failures from sensor data, and alert before downtime.
Industry and defense
Production readings, quality, technical documentation: graal installs in your datacenter or close to the plant, offline if needed, and puts the data to work for maintenance, quality and your teams, without it leaving the site.
What is at stake
Directive (EU) 2022/2555 lists several manufacturing subsectors — medical devices, electronics, electrical equipment, machinery, vehicles — among the other critical sectors (Annex II).
Applicable since 12/09/2025, the Data Act gives businesses the right to access the data produced by their use of connected machines and devices.
Regulation (EU) 2024/1689 of 13 June 2024 requires technical documentation and logging for high-risk AI systems, including some safety components of machinery.
How graal responds
Installed from your own image registry, without Internet access, on the Kubernetes or OpenShift of your choice.
Event triggers, distributed Spark, GPUs, registry and serving: predictive maintenance end to end.
One project per site or programme, per-project permissions and an audit of every action, human or agent.
Industry
Anticipate failures from sensor data, and alert before downtime.
Public sector
Query your internal documents with a model hosted on your premises, and answers that cite their sources.
Cross-industry
Move from Saagie, Hadoop or a SaaS by bringing your Python and Spark jobs along.
In your datacenter or on a cluster close to the production lines, offline if the network is isolated. graal installs in the infrastructure you control, with no dependency on any online service.
An 8-week pilot on one site or line, then an annual license per vCPU, unlimited users. graal Services handle installation and the takeover of your existing stack.
Yes. Offline installation relies on your image registry, and no third-party service is required for it to work.
Yes. Each site or programme has its own project, permissions and audit; a separate tenant is used when the separation must be complete.
Compliance belongs to your organization. graal helps you trace and document: every training run is linked to its data, parameters and author.
A specialist walks you through an on-site or offline deployment, and a first maintenance use case.